{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as pp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Custom settings to make pandas output look better\n",
    "pd.set_option('display.max_rows', 6000)\n",
    "pd.set_option('display.max_columns', 27)\n",
    "\n",
    "#Convert values from scientific notation to float notation with 2 decimal places \n",
    "pd.set_option('display.float_format', lambda x: '%.2f' % x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\blueberry.blueberry\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\IPython\\core\\interactiveshell.py:2785: DtypeWarning: Columns (146) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    },
    {
     "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>int_rate</th>\n",
       "      <th>grade</th>\n",
       "      <th>home_ownership</th>\n",
       "      <th>annual_inc</th>\n",
       "      <th>verification_status</th>\n",
       "      <th>issue_d</th>\n",
       "      <th>loan_status</th>\n",
       "      <th>purpose</th>\n",
       "      <th>addr_state</th>\n",
       "      <th>dti</th>\n",
       "      <th>fico_range_low</th>\n",
       "      <th>revol_util</th>\n",
       "      <th>settlement_status</th>\n",
       "      <th>settlement_term</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>term</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>60 months</th>\n",
       "      <td>12.39</td>\n",
       "      <td>C</td>\n",
       "      <td>RENT</td>\n",
       "      <td>78000.00</td>\n",
       "      <td>Source Verified</td>\n",
       "      <td>Dec-2014</td>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>debt_consolidation</td>\n",
       "      <td>VA</td>\n",
       "      <td>12.03</td>\n",
       "      <td>750.00</td>\n",
       "      <td>29.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36 months</th>\n",
       "      <td>6.99</td>\n",
       "      <td>A</td>\n",
       "      <td>MORTGAGE</td>\n",
       "      <td>58000.00</td>\n",
       "      <td>Not Verified</td>\n",
       "      <td>Dec-2014</td>\n",
       "      <td>Charged Off</td>\n",
       "      <td>credit_card</td>\n",
       "      <td>CA</td>\n",
       "      <td>14.92</td>\n",
       "      <td>710.00</td>\n",
       "      <td>31.60</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60 months</th>\n",
       "      <td>15.59</td>\n",
       "      <td>D</td>\n",
       "      <td>RENT</td>\n",
       "      <td>63800.00</td>\n",
       "      <td>Source Verified</td>\n",
       "      <td>Dec-2014</td>\n",
       "      <td>Fully Paid</td>\n",
       "      <td>credit_card</td>\n",
       "      <td>MO</td>\n",
       "      <td>18.49</td>\n",
       "      <td>685.00</td>\n",
       "      <td>76.20</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            int_rate grade home_ownership  annual_inc verification_status  \\\n",
       "term                                                                        \n",
       " 60 months     12.39     C           RENT    78000.00     Source Verified   \n",
       " 36 months      6.99     A       MORTGAGE    58000.00        Not Verified   \n",
       " 60 months     15.59     D           RENT    63800.00     Source Verified   \n",
       "\n",
       "             issue_d  loan_status             purpose addr_state   dti  \\\n",
       "term                                                                     \n",
       " 60 months  Dec-2014   Fully Paid  debt_consolidation         VA 12.03   \n",
       " 36 months  Dec-2014  Charged Off         credit_card         CA 14.92   \n",
       " 60 months  Dec-2014   Fully Paid         credit_card         MO 18.49   \n",
       "\n",
       "            fico_range_low  revol_util settlement_status  settlement_term  \n",
       "term                                                                       \n",
       " 60 months          750.00       29.00                 0             0.00  \n",
       " 36 months          710.00       31.60                 0             0.00  \n",
       " 60 months          685.00       76.20                 0             0.00  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Use pandas command to read the loan csv file and assign it to a variable\n",
    "#Select the columns of interest\n",
    "loan = pd.read_csv('lendingclub_loan.csv.gz', compression='gzip', index_col=0, usecols=['term', 'int_rate', 'grade',\n",
    "            'home_ownership', 'annual_inc', 'verification_status', 'issue_d',\n",
    "            'loan_status', 'purpose', 'addr_state', 'dti', 'revol_util', 'fico_range_low', 'settlement_status', \n",
    "            'settlement_term']).fillna(0) \n",
    "loan.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2004091, 14)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Look at the shape of the data frame\n",
    "loan.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['int_rate', 'grade', 'home_ownership', 'annual_inc',\n",
       "       'verification_status', 'issue_d', 'loan_status', 'purpose',\n",
       "       'addr_state', 'dti', 'fico_range_low', 'revol_util',\n",
       "       'settlement_status', 'settlement_term'], dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Filter the Northeastern states\n",
    "addr_state = ['CT', 'MA', 'MD', 'ME', 'NH', 'NJ', 'NY', 'PA', 'RI', 'VT']\n",
    "NE_loan = loan[loan['addr_state'].isin(addr_state)]\n",
    "\n",
    "#Look at the column names\n",
    "NE_loan.columns.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\blueberry.blueberry\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "#Create a year column from the issue date column \n",
    "NE_loan['Year'] = pd.DatetimeIndex(NE_loan['issue_d']).year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\blueberry.blueberry\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\ipykernel_launcher.py:2: DeprecationWarning: \n",
      ".ix is deprecated. Please use\n",
      ".loc for label based indexing or\n",
      ".iloc for positional indexing\n",
      "\n",
      "See the documentation here:\n",
      "http://pandas.pydata.org/pandas-docs/stable/indexing.html#ix-indexer-is-deprecated\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "#Filter the years of interest (2014-2017)\n",
    "NE_loan=NE_loan.ix[(NE_loan['Year']>2013) & (NE_loan['Year']<2018)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Reset index and rename a column\n",
    "NE_loan=NE_loan.reset_index()\n",
    "NE_loan=NE_loan.rename(columns = {'addr_state':'State'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(352059, 16)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Look at the shape of the new data frame\n",
    "NE_loan.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Create a count variable for recording the number of loans when grouping by another variable\n",
    "NE_loan['Number of Loans'] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#Rename two unique values from one column of the NE_loan data frame\n",
    "NE_loan['loan_status']=NE_loan['loan_status'].replace({'Late (31-120 days)': 'Late', 'Late (16-30 days)':'Late'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Slice the NE_loan data frame\n",
    "#Group the data frame by Year and grade and average the int_rate column from years 2014-2017\n",
    "#Plot Average Interest Rate as a line graph\n",
    "NE_loan.loc[:,['Year','grade', 'int_rate']].groupby(['Year','grade']).mean().unstack().plot(kind='line')\n",
    "\n",
    "#labelthe X and Y values and adjust the fontsize\n",
    "pp.xlabel('Year', fontsize=14)\n",
    "pp.ylabel('Interest Rate (%)', fontsize=14)\n",
    "#Add a title and adjust the fontsize\n",
    "pp.suptitle('Average Interest Rate', fontsize=16)\n",
    "\n",
    "#Change the legend labels and position\n",
    "pp.legend(['LC Grade A', 'LC Grade B', 'LC Grade C', 'LC Grade D', 'LC Grade E', 'LC Grade F', \n",
    "           'LC Grade G'],bbox_to_anchor=(1.0, 0.9))\n",
    "\n",
    "pp.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Slice the NE_loan data frame\n",
    "#Group the data frame by Year, grade, and loan_status then sum the Number of Loans column from years 2014-2017\n",
    "a=NE_loan.loc[:,['Number of Loans', 'loan_status','grade', 'Year']].groupby(['Year', 'grade', 'loan_status']).sum()\n",
    "#Reset the index of this data frame\n",
    "a=a.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Create three lists for the years of interest, Lending Club assigned grades, and colors\n",
    "LR=['Fully Paid', 'Current', 'Charged Off', 'Late', 'In Grace Period']\n",
    "grade= ['A', 'B', 'C', 'D', 'E', 'F', 'G']\n",
    "c=['r','b','g','k','c','m','y']\n",
    "\n",
    "#Plot LC Assigned Grades in a for loop for each year\n",
    "for i in LR:\n",
    "    fig=pp.figure(figsize=(12,9))\n",
    "    ax=fig.add_subplot(111)\n",
    "    for j in range(len(grade)):\n",
    "        #Select all the grades for each given loan status\n",
    "        #Group Year, grade, and Number of loans columns and set the index to Year\n",
    "        a[(a['loan_status']==i) & (a['grade']==grade[j])][['Year','grade', \n",
    "                                                'Number of Loans']].set_index('Year').plot(kind='bar',color=c[j],ax=ax)\n",
    "    \n",
    "    #labelthe X and Y values and adjust the fontsize\n",
    "    pp.ylabel('Number of Loans', fontsize=14)\n",
    "    pp.xlabel('Year')\n",
    "    #Change legend labels\n",
    "    pp.legend(['LC Grade A', 'LC Grade B', 'LC Grade C', 'LC Grade D', 'LC Grade E', 'LC Grade F', 'LC Grade G']) \n",
    "    #Add a title and adjust the fontsize\n",
    "    pp.title('Lending Club Grades For '+ str(i) +' Loans', fontsize=16)\n",
    "    pp.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Slice and sort the NE_loan data frame\n",
    "#Group the data frame by Year, grade, and loan_status \n",
    "#Then sum the Number of Loans column from years 2014 to 2017\n",
    "De=NE_loan.loc[:,['Number of Loans', 'loan_status','grade', 'Year']].groupby(['Year', 'grade', 'loan_status']).sum()\n",
    "#Reset the index\n",
    "De=De.reset_index()\n",
    "#Select default loans\n",
    "De=De.loc[De['loan_status']=='Default']\n",
    "#Drop the loan status column\n",
    "De=De.drop(['loan_status'], axis=1)\n",
    "#Reset the index\n",
    "De=De.reset_index()\n",
    "#Drop the index column\n",
    "De=De.drop(['index'], axis=1)\n",
    "#group the data fram by Year and grade \n",
    "#Then sum the Number of Loans column\n",
    "De=De.groupby(['Year', 'grade'])['Number of Loans'].sum()\n",
    "#Plot Lending Club Grades for default loans as a bar graph\n",
    "c=['b','g','k','c']\n",
    "De.unstack().plot(kind='bar', stacked=True, color=c)\n",
    "#labelthe X and Y values and adjust the fontsize\n",
    "pp.ylabel('Number of Loans', fontsize=14)\n",
    "pp.xlabel('Year')\n",
    "#Change legend labels\n",
    "pp.legend(['LC Grade B', 'LC Grade C', 'LC Grade D', 'LC Grade E']) \n",
    "#Add a title and adjust the fontsize\n",
    "pp.title('Lending Club Grades For Default Loans', fontsize=16)\n",
    "pp.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Average Debt-to-Income Ratio')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Slice and sort the NE_loan data frame\n",
    "#Group the data frame by loan_status then average the dti column from years 2014 to 2017\n",
    "#Plot Average Debt-to-Income Ratio as a horizontal bar graph\n",
    "NE_loan.loc[:,['dti','loan_status']].groupby(['loan_status']).mean().sort_values(by='dti', ascending=False).plot(kind='barh', \n",
    "                                                                                    width= 0.3, color='orange', legend=False)\n",
    "\n",
    "#labelthe X and Y values and adjust the fontsize\n",
    "pp.xlabel('Percent (%)', fontsize=12)\n",
    "pp.ylabel('Loan Status', fontsize=12)\n",
    "#Add a title and adjust the fontsize\n",
    "pp.title('Average Debt-to-Income Ratio', fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Average FICO Score')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Slice and sort the NE_loan data frame\n",
    "#Group the data frame by loan_status then average the fico_range_low column from years, 2014-2017\n",
    "#Plot Average FICO Score as a horizontal bar graph\n",
    "NE_loan.loc[:,['fico_range_low','loan_status']].groupby(['loan_status']).mean().sort_values(by='fico_range_low', \n",
    "                                                        ascending=False).plot(kind='barh', width= 0.3, color='m', legend=False)\n",
    "#labelthe X and Y values and adjust the fontsize\n",
    "pp.xlabel('FICO Score', fontsize=12)\n",
    "pp.ylabel('Loan Status', fontsize=12)\n",
    "#Add a title and adjust the fontsize\n",
    "pp.title('Average FICO Score', fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Average Revolving Line Utilization Rate (%)')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Slice and sort the NE_loan data frame\n",
    "#Group the data frame by loan_status then average the revol_util column from years 2014-2017\n",
    "#Plot Average Revolving Line Utilization Rate as a horizontal bar graph\n",
    "revol= NE_loan.loc[:,['loan_status', 'revol_util']].groupby(['loan_status']).mean().sort_values(by='revol_util', \n",
    "                                                                        ascending=False).unstack().plot(kind='barh', width= 0.3)\n",
    "\n",
    "#labelthe X and Y values and adjust the fontsize\n",
    "pp.ylabel('Loan Status', fontsize=12)\n",
    "pp.xlabel('Percentage (%)', fontsize=12)\n",
    "#Add a title and adjust the fontsize\n",
    "pp.title('Average Revolving Line Utilization Rate (%)', fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Add one column by categorizing the values within the annual_inc column\n",
    "#based on where they fall within the defined ranges\n",
    "\n",
    "Filter_method= lambda x: 'Low' if x<45000 else 'Medium-Low' if (x>=45000 and x<65000) else 'Medium-High'if (x>=65000 and \n",
    "                                                                        x<136000) else 'High' if (x>=136000) else None\n",
    "NE_loan['Income']=NE_loan['annual_inc'].apply(Filter_method)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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9rr76atq3b0/37t35+OOPAfj444858cQTad++Pe3bt+eVV14B4KabbqJdu3a0a9eOm2++GYDCwkJat27NOeecQ7t27Tj11FN58cUXOfTQQ2nZsiWvvfYaAKtWrWLYsGF07dqVjh078tRTT1XpPdoZObkzMzMzM8tCa9asoUOHDiWf4cOHl9nurLPO4s4772T69Onk5ORsdGzu3LmMGzeOgoICxo0bx5IlSyocc9WqVXTv3p158+aRn5/P6NGjAbjwwgs57LDDmDdvHrNnz6Zt27bMmjWL+++/n3/+85+8+uqrjB49mjlz5gDw1ltvcdFFFzF//nxef/11HnroIaZNm8bIkSP57W9/C8D111/PEUccwYwZM5g0aRKXX345q1at2tbbtlNzcmdmZmZmloXq1q3L3LlzSz6/+tWvNmmzfPlyvvzyS3r27AnAKaecstHxvn37Ur9+ferUqcPBBx/Mu+++W+GYu+22GwMHDgSgc+fOFBYWAvDSSy9x3nnnAZCTk0P9+vWZNm0aJ554InvssQf16tVj0KBBTJ06FYDmzZuTm5tLjRo1aNu2LX379kUSubm5JX1OnDiRG264gQ4dOtCnTx+Kiop47733tvp+ZQM/c2dmZmZmtouKiAqP165du+R7Tk4O69evr7B9rVq1SlZ93Fz7isbOHLdGjRol2zVq1CjpMyIYP348rVq1qjCmXYkrd2ZmZmZmu6i9996bPffck1dffRWAhx9+eLuM07dvX+644w4ANmzYwBdffEF+fj5PPvkkq1evZtWqVTzxxBP07t270n0eddRRjBo1qiRJLJ7SuStzcmdmZmZmtgu79957Offcc+nRowcRQf369at8jFtuuYVJkyaRm5tL586dWbhwIZ06dWLo0KEccsghdOvWjXPOOYeOHTtWus9rr72WdevWkZeXR7t27bj22murPO6djTZXijWzstVtXjcOHHHgRvsKziyopmjMzMxsR7J48WLatGmz+YY7gJUrV5a8E++GG27go48+4pZbbqnmqHZNZf3dSJoVEV0qc76fuTMzMzMz24VNmDCB3/3ud6xfv54DDjiAMWPGVHdItpWc3JmZmZmZ7cIGDx7M4MGDqzsMqwJ+5s7MzMzMzCwLOLkzMzMzMzPLAk7uqpCkupJelpSTbh8k6VlJb0laLOkRSY0lDZV0WzXHOkbSD8vYL0nXSPqXpDclTZLUNuP4Sem1TEq3x0qaL+mSbzL+UjFfLGn3jO1nJX1rK/saKemIqovOzMzMzOyb4WfuqtYw4PGI2CCpDjABuDQi/gYg6XCg0bYOIiknIjZsaz/lOB/oCbSPiNWS+gFPS2obEUXA2cDPImKSpP2AnhFxwHaKpbIuBv4KrAaIiAHb0NcoYDTwUhXEZWZmZmb2jXHlrmqdCjyVfj8FmF6c2AFExKSIWJBu7i/pubRC9ofiNpLukDRT0kJJ12XsL5Q0XNI04CRJXdOK2XRJN0pakLbLSbdnpMd/ku6XpNskLZI0Adi3nGu4Evh5RBQnShOBV4BTJQ0HegF3SroRmAjsK2mupDLfOCmpRhr7tzL2vZVWMI+V9E9JcyS9KKlxeryepPslFaTX8IPy7o2kC4H9gUkZ1cRCSQ3T75dKWpB+Lk73NUurj6PTviZKqpte77tAgzRxNTMzM9tpFb/eoKpNnjyZgQMHbpe+bdu4cldFJO0GtIiIwnRXO2BWBad0ADoCa4E3JI2KiCXA1RHxeTq18++S8iJifnpOUUT0SsdbAJwbEa9IuiGj37OBFRHRVVJt4B+SJqZjtQJygcbAIuC+UtewF7BHRLxdKtaZQNuIuDSdsnhZRMyUdDvwTER0KO8iI+IrSU8BJwL3S+oGFEbEx2mi2j0iQtI5wBXA/wOuTa8hN41r77S7su7NrZIuBQ6PiM9KXU9n4CygGyDgn5JeBpYBLYGTI+LHkh4BfkBS/QOYDRwKjC99PZLOBc4F+G59UfDOe+VdupmZmdnXRlTxi8FHrKja/iwruHJXdRoCy7eg/d8jYkU61XERUDy18UeSZgNzgLbAwRnnjANIq2B7RsQr6f6HMtr0A86QNBf4J9CAJJHJB8ZGxIaI+JAtm3YoYFvedj8OKF5fd0i6DdAUeF5SAXA5yfUCHAncXnxyRCxLv1Z0b8rSC3giIlZFxErgcaC4wvhORMxNv88CmmWc9wlJNXATEXF3RHSJiC6NdtdmhjczMzPbsbz77rv07duXvLw8+vbty3vvvceGDRto0aIFEcHy5cupUaMGU6ZMAaB379689dZb5fY3YsQIhg0bRp8+fWjRogW33nprybEHHniAvLw82rdvz+mnn17u+ABDhw7lvPPO4/DDD6dFixa8/PLLDBs2jDZt2jB06NCSPidOnEiPHj3o1KkTJ510EitXrtwOd2nn5eSu6qwB6mRsLwQ6V9B+bcb3DUBNSc2By4C+EZFH8sxeZp+r0p8VZRUimVbZIf00T6dWwmYStIj4AlglqUWpQ51IEtCtNR04UFIj4ASSJAuS59tuSyt0P+Hra90kmazEvSlLRfdpk/ufsV2H5PdpZmZmllUuuOACzjjjDObPn8+pp57KhRdeSE5ODgcddBCLFi1i2rRpdO7cmalTp7J27Vref/99DjzwwAr7fP3113n++ed57bXXuO6661i3bh0LFy7k+uuv56WXXmLevHnccsst5Y5fbNmyZbz00kv86U9/4thjj+WSSy5h4cKFFBQUMHfuXD777DN+85vf8OKLLzJ79my6dOnCTTfdtF3v187GyV0VSatLOelCKpBU03pKOqa4jaT+knIr6GYvkgRuRfr82dEVjPWlpO7priEZh58HzpNUKx3zIEl7AFOAIekzeU2Aw8uJ4Ubg1uJn0CQdSVIBe6ic9iUkXSDpgjLiDeAJ4CZgcUQsTQ/VBz5Iv5+ZccpEoKSfdFpmRffmS2DPMkKaApwgaff0HpwITN3cdQAHAQs228rMzMxsJzN9+nROOeUUAE4//XSmTZsGJBW6KVOmMGXKFK666iqmTZvGjBkz6Nq162b7POaYY6hduzYNGzZk33335eOPP+all17ihz/8IQ0bNgRgn332qXB8gGOPPRZJ5Obm0rhxY3Jzc6lRowZt27alsLCQV199lUWLFnHooYfSoUMH/vznP/Puu+9W6f3Z2Tm5q1oTSRIhImINMBD4ebpoyiJgKMmUvzJFxDySKYcLSZ6H+0cFY50N3C1pOkmFqnji9T0kVbbZ6XN5d5FUpZ4A/gUUAHcAL5fT7yhgBlAg6Q2S59+OT69nc1oDS8s5Ng44ja+nZAKMAB6VNBXIfF7uN8De6SIo80iep6vo3twN/F/xgirFImI2MAZ4jWSK6j0RMaeiC0iT4gNJnjM0MzMzy2pSMtGpd+/eTJ06lddee40BAwawfPlyJk+eTH5+/mb7qF27dsn3nJwc1q9fT0SU9F2Z8TP7qVGjxkZ91qhRo6TP73//+8ydO5e5c+eyaNEi7r333kpf667AC6pUrduAS4EXASLidaB/Ge3GpB/SdgMzvg8tq+OIaFZq18J0eiKSfkGajETEV8D/pJ/SNqmqlTFOANeln7KO98n4XkiycEyxZiTXX9Z5Myk1TTIinuLr1UUz969k40pe8f6h5fQ9iiQpLd5ulvH9JpKKYWb7jeKOiJEZhwcCj0XE+rLGMjMzM9uZ9ezZk4cffpjTTz+dBx98kF69egHQrVs3zjjjDFq0aEGdOnXo0KEDd911F88888xWjdO3b19OPPFELrnkEho0aMDnn3/OPvvsU+74ldG9e3fOP/983nrrLQ488EBWr17N+++/z0EHHbRVMWYjJ3dVKCLmKHnp9/Z8D12xYyRdRfI7fJekKlitMpPUnVhN4I/VHYSZmZnZtlq9ejVNmzYt2b700ku59dZbGTZsGDfeeCONGjXi/vvvB5Kq2Xe+8x26d0+e+unduzdjx44lN7eiJ4rK17ZtW66++moOO+wwcnJy6NixI2PGjCl3/Mpo1KgRY8aM4eSTT2bt2mT5hN/85jdO7jIoKdSY2Zbqsn9OzDy31PtjvCyxmZmZAYsXL6ZNmzbVHYbtZMr6u5E0KyK6VOZ8V+7Mttb+HWGEH80zMzMzsx2DF1QxMzMzMzPLAk7uzMzMzMzMsoCTOzMzMzMzsyzg5M7MzMzMzCwLOLkzMzMzMzPLAk7uzMzMzMyykCROP/30ku3169fTqFEjBg7cslcT9+nTh5kzkxXCBwwYwPLly6s0ToAxY8ZwwQUXbNO4me3LU1hYSLt27bYt2B2YX4VgZmZmZrad5f55614GXp6CMws222aPPfZgwYIFrFmzhrp16/LCCy/w7W9/e5vGffbZZ7fp/J1t3J2NK3dmZmZmZlnq6KOPZsKECQCMHTuWk08+ueTYqlWrGDZsGF27dqVjx4489dRTAKxZs4YhQ4aQl5fH4MGDWbNmTck5zZo147PPPtukAjZy5EhGjBgBJBW0Sy65hPz8fNq0acOMGTMYNGgQLVu25Jprrtmq6ygeF+DXv/41rVu35vvf/z4nn3wyI0eOLGn36KOPcsghh3DQQQcxderUCvscM2YMgwYNon///rRs2ZIrrrii5Nhzzz1Hp06daN++PX379gXg888/54QTTiAvL4/u3bszf/58AEaMGMGZZ55Jv379aNasGY8//jhXXHEFubm59O/fn3Xr1gEwa9YsDjvsMDp37sxRRx3FRx99tFX3oiJO7szMzMzMstSQIUN4+OGHKSoqYv78+XTr1q3k2PXXX88RRxzBjBkzmDRpEpdffjmrVq3ijjvuYPfdd2f+/PlcffXVzJo1a4vH3W233ZgyZQo//elPOf7447n99ttZsGABY8aMYenSpWWeM27cODp06FDyKWuK5cyZMxk/fjxz5szh8ccf36TN+vXree2117j55pu57rrrNhvn3LlzGTduHAUFBYwbN44lS5bw6aef8uMf/5jx48czb948Hn30UQB++ctf0rFjR+bPn89vf/tbzjjjjJJ+3n77bSZMmMBTTz3FaaedxuGHH05BQQF169ZlwoQJrFu3jp///Oc89thjzJo1i2HDhnH11VdvyS2tFE/LNDMzMzPLUnl5eRQWFjJ27FgGDBiw0bGJEyfy9NNPl1S+ioqKeO+995gyZQoXXnhhyfl5eXlbPO5xxx0HQG5uLm3btqVJkyYAtGjRgiVLltCgQYNNzhk8eDC33XZbyXafPn02aTNt2jSOP/546tatC8Cxxx670fFBgwYB0LlzZwoLCzcbZ9++falfvz4ABx98MO+++y7Lli0jPz+f5s2bA7DPPvuUjD1+/HgAjjjiCJYuXcqKFSuApEJaq1YtcnNz2bBhA/379y+5/sLCQt544w0WLFjA97//fQA2bNhQck+qkpM7MzMzM7Msdtxxx3HZZZcxefLkjapmEcH48eNp1arVJudIqrDPmjVr8tVXX5VsFxUVbXS8du3aANSoUaPke/H2+vXruf322xk9ejSwZc/TRUSFx4vHysnJYf369ZvtLzO24nMioszrL2vs4naZ11urVq2S/cXXGxG0bduW6dOnbzambeFpmWZmZmZmWWzYsGEMHz6c3NyNF3U56qijGDVqVEnSMmfOHADy8/N58MEHAViwYEHJs2WZGjduzCeffMLSpUtZu3YtzzzzzBbFdP755zN37lzmzp3L/vvvX+nzevXqxd/+9jeKiopYuXJlyfOEValHjx68/PLLvPPOO0DyrB1sfF8mT55Mw4YN2WuvvSrVZ6tWrfj0009Lkrt169axcOHCKo/dlTszMzMzsyzWtGlTLrrook32X3vttVx88cXk5eURETRr1oxnnnmG8847j7POOou8vDw6dOjAIYccssm5tWrVYvjw4XTr1o3mzZvTunXrb+JS6Nq1K8cddxzt27fngAMOoEuXLiXTKqtKo0aNuPvuuxk0aBBfffUV++67Ly+88AIjRowouS+77747f/7znyvd52677cZjjz3GhRdeyIoVK1i/fj0XX3wxbdu2rdLYtbnSppmVrUuXLrG5d6mYmZnZrmnx4sW0adOmusPISitXrqRevXqsXr2a/Px87r77bjp16lTdYVWJsv5uJM2KiC6VOd+VOzMzMzMz22mce+6ftGRJAAAgAElEQVS5LFq0iKKiIs4888ysSeyqgpM7s61UtGAhi1uX/S9ybV5f/A1HY2ZmZrZreOihh6o7hB2WF1QxMzMzMzPLAk7uzMzMzMzMsoCTOzMzMzMzsyzg5M7MzMzMzCwLOLkzMzMzM8tCkjj99NNLttevX0+jRo0YOHDgFvXTp08fil//NGDAAJYvX16lcQKMGTOGCy64oMr7BRg6dCiPPfbYdul7R+PVMs3MzMzMtrPyVtjeWpVZmXuPPfZgwYIFrFmzhrp16/LCCy/w7W9/e5vGffbZZ7fpfNu+XLkzMzMzM8tSRx99NBMmTABg7NixnHzyySXHVq1axbBhw+jatSsdO3bkqaeeAmDNmjUMGTKEvLw8Bg8ezJo1a0rOadasGZ999hmFhYW0a9euZP/IkSMZMWIEkFT6LrnkEvLz82nTpg0zZsxg0KBBtGzZkmuuuWaL4h87diy5ubm0a9eOK6+8EoBHHnmESy+9FIBbbrmFFi1aAPD222/Tq1evCvtr1qwZv/zlL+nUqRO5ubm8/vrrQPJi9LPOOovc3Fzy8vIYP358ueMD1KtXjyuvvJLOnTtz5JFH8tprr9GnTx9atGjB008/DcCGDRu4/PLL6dq1K3l5edx1111bdO1bw5U7s630dhP40VXl/E/oz7nlnldwZsF2isjMzMxsY0OGDOFXv/oVAwcOZP78+QwbNoypU6cCcP3113PEEUdw3333sXz5cg455BCOPPJI7rrrLnbffXfmz5/P/Pnzt+ol4bvtthtTpkzhlltu4fjjj2fWrFnss88+fO973+OSSy6hQYMGm+3jww8/5Morr2TWrFnsvffe9OvXjyeffJL8/HxuvPFGAKZOnUqDBg344IMPmDZtGr17995svw0bNmT27Nn87//+LyNHjuSee+7h17/+NfXr16egIPnvtGXLlpU7/gknnMCqVavo06cPv//97znxxBO55ppreOGFF1i0aBFnnnkmxx13HPfeey/169dnxowZrF27lkMPPZR+/frRvHnzLb6fleXKnZmZmZlZlsrLy6OwsJCxY8cyYMCAjY5NnDiRG264gQ4dOtCnTx+Kiop47733mDJlCqeddlrJ+Xl5eVs87nHHHQdAbm4ubdu2pUmTJtSuXZsWLVqwZMmSSvUxY8YM+vTpQ6NGjahZsyannnoqU6ZMYb/99mPlypV8+eWXLFmyhFNOOYUpU6YwderUSiV3gwYNAqBz584UFhYC8OKLL3L++eeXtNl7773LHR+S5LV///4l13jYYYdRq1YtcnNzS/qcOHEiDzzwAB06dKBbt24sXbqUf/3rX5W69q3lyp2ZmZmZWRY77rjjuOyyy5g8eTJLly4t2R8RjB8/nlatWm1yjqQK+6xZsyZfffVVyXZRUdFGx2vXrg1AjRo1Sr4Xb69fv57bb7+d0aNHA+U/xxcR5Y7fo0cP7r//flq1akXv3r257777mD59On/84x8rjDsztpycHNavX18yVulrrmj8WrVqlbTPvMbi6ys+f9SoURx11FGbjamquHJnZmZmZpbFhg0bxvDhw8nN3fixkaOOOopRo0aVJDFz5swBID8/nwcffBCABQsWMH/+/E36bNy4MZ988glLly5l7dq1PPPMM1sU0/nnn8/cuXOZO3cu+++/f5ltunXrxssvv8xnn33Ghg0bGDt2LIcddlhJjCNHjiQ/P5+OHTsyadIkateuTf369bcojmL9+vXjtttuK9letmxZheNXxlFHHcUdd9zBunXrAHjzzTdZtWrVVsVXWU7uzMzMzMyyWNOmTbnooos22X/ttdeybt068vLyaNeuHddeey0A5513HitXriQvL48//OEPHHLIIZucW6tWLYYPH063bt0YOHAgrVu33uY4x4wZQ9OmTUs+GzZs4He/+x2HH3447du3p1OnThx//PEA9O7dmyVLlpCfn09OTg7f+c53NruYSkWuueYali1bRrt27Wjfvj2TJk2iSZMm5Y5fGeeccw4HH3wwnTp1ol27dvzkJz8pqeptL6qo3Ghm5avbvG4cOOLALT7PC6qYmZllv8WLF9OmTdW+/sCyX1l/N5JmRUSXypyfVZU7SXUlvSwpJ90+SNKzkt6StFjSI5IaSxoq6bbN9bedYx0j6Ydl7JekayT9S9KbkiZJaptx/KT0Wial22MlzZd0yTccf8k9lDRC0mUVtJ0sqVJ/kJsZ8x5JB29rP5UY50VJe2/vcczMzMzMqlK2LagyDHg8IjZIqgNMAC6NiL8BSDocaLStg0jKiYgN29pPOc4HegLtI2K1pH7A05LaRkQRcDbws4iYJGk/oGdEHLCdYtmhRMQ539BQfwF+Blz/DY1nZmZmZrbNsi25OxU4Jf1+CjC9OLEDiIjialcXYH9JzwHfA56IiCvSY3cAXYG6wGMR8ct0fyFwH9APuE3S28C9wCpgGnB0RLRLq4Y3AH2A2sDtEXGXkuV0RgFHAO8A5S1BdCXQJyJWpzFPlPQKcKqkbwO9gOaSngaOAvaVNBf4eURMLatDSYcBtxTfBiAf6AxcB3wMdAAeBwqAi9JrPyEi3pZ0LHANsBuwFDg1Ij4uJ/aKnCbpVmAvYFhEvCZpBLAyIkamcS4ABgKfAo8ATYEc4NcRMU7SZOCyiJgpaWV6TQOBNcDxEfGxpEbAncB303Evjoh/lHMP6gHj0phqAuel9/BpYCplJHeSzgXOBfhufVHwzntfHxyxYitui5mZmZlZ1ciaaZmSdgNaRERhuqsdMKuCUzoAg4FcYLCk76T7r07ntOYBh0nKfLFHUUT0ioiHgfuBn0ZEDyCzinc2sCIiupIkiT+W1Bw4EWiVjvdjkupc6WvYC9gjIt4udWgm0DYifpV+PzUiLgeOA96OiA7lJXapy4DzI6ID0JskGQJoT5LM5QKnAwdFxCHAPcDP0zbTgO4R0RF4GLiignEqskdE9CSpiN23mbb9gQ8jon1EtAOeK6s/4NWIaA9MIbmnkCRwf0rv/w/Sa4Gy78EpwPPpvvbAXICIWAbUlrTJ2zUj4u6I6BIRXRrtXvESwWZmZrZr89oWtiWq4u8la5I7oCGwfAva/z0iVqRTHRcBxVMbfyRpNjAHaAtkPuM1DkDSt4A9I+KVdP9DGW36AWek1bR/Ag2AliSVorERsSEiPgRe2oJYRVJt2lr/AG6SdCHwrYgoXqZnRkR8FBFrgbeBien+AqBZ+r0p8LykAuByknuyNcYCRMQUYK/0HpanADhS0u8l9Y6Iskpi/wWK19ydlRHvkSSV1bkkFbi9JO1J2fdgBnBWWkHMjYgvM/r/BCh7XV4zMzOzzahTpw5Lly51gmeVEhEsXbqUOnXqbFM/2TQtcw2QeTcWAhW9iGJtxvcNQM20wnYZ0DUilkkaU6rP4hdTVFSyEckUyec32ikNYDMJWkR8IWmVpBYR8e+MQ52Alys6dzP93iBpAjAAeFXSkemhzHvwVcb2V3z9tzEKuCkinpbUBxixtWGUsb2ejf+BoU4a75uSOqfx/k7SxLRqmWldfP1/LTdkxFsD6BERa0q13+QeRMQUSfnAMcBfJN0YEQ9kxFK6DzMzM7NKadq0Ke+//z6ffvppdYdiO4k6derQtGnTbeoja5K7NBnLkVQnrcY9BFwl6ZiImAAgqT/wQQXd7EWSwK2Q1Bg4GphczlhfSuoeEa8CQzIOPw+cJ+mliFgn6aB0zCnATyQ9AOwLHM7GFb9iNwK3SjopItakiVgv4CebuweSLkjju63U/u9FRAFQIKkH0JrKVznr8/U9O7OS55RlMDBJUi+Saasr0ucYB6YxdgKap9/3Bz6PiL+mz9YN3YJxJgIXkNxHJHWIiLll3QNJa4APImK0pD1IkugH0ucj9wMKt+F6zczMbBdWq1YtmjdvXt1h2C4ma5K71ESSROjFNDEaCNws6WZgHTCf5BmzMkXEPElzSKp+/yaZylees4HRklaRJIDFUwfvIZkiODtNEj4FTgCeIFlMpQB4k/IrcaOAvUmSkA3Af0gWC6lMFal1OTFfnK4UuoFkCur/AT0q0R8klbpHJX0AvEqagG2FZenCMHuRrGoKMJ6vp7DOILkvkDwDeKOkr0h+b+dtwTgXArdLmk/y9z0F+Cll34MhwOWS1gErgTPSPjqTPM+3fd8yaWZmZmZWhbLqJeaSOpK8+uD0b2CsehGxMv3+C6BJRJSbOH4TJD0DDIqI/1ZnHDs7SbcAT0fE3ytq12X/nJh5br2vd3i1TDMzMzOrYtqCl5hnVeUuIuYoeen39nwPXbFjJF1Fcg/fZcumDm4XETGwumPIEgs2l9iZmZmZme1osqpyZ9VL0u3AoaV23xIR91dHPNtb7SYto8mZN5dsF95wTDVGY2ZmZmbZaJet3Fn1iojzqzsGMzMzM7NdVTa9587MzMzMzGyX5eTOzMzMzMwsCzi5MzMzMzMzywJO7szMzMzMzLKAkzszMzMzM7Ms4OTOzMzMzMwsC/hVCGZbKffb9Znpd9uZmZmZ2Q7ClTszMzMzM7Ms4OTOzMzMzMwsCzi5MzMzMzMzywJO7szMzMzMzLKAkzszMzMzM7Ms4OTOzMzMzMwsCzi5MzMzMzMzywJO7sy2UtGChdUdgpmZmZlZCSd3ZmZmZmZmWcDJnZmZmZmZWRZwcmdmZmZmZpYFnNyZmZmZmZllASd3ZmZmZmZmWcDJnZmZmZmZWRZwcmdmZmZmZpYFnNyZbaW3m1R3BGZmZmZmX3NyZ2ZmZmZmlgWc3JmZmZmZmWUBJ3dmZmZmZmZZwMmdmZmZmZlZFthhkjtJdSW9LCkn3T5I0rOS3pK0WNIjkhpLGirptmqOdYykH5axX5KukfQvSW9KmiSpbcbxk9JrmZRuj5U0X9Il32T820rSCEmXlbG/maQF1RFTVZHUSNJz1R2HmZmZmdmWqlndAWQYBjweERsk1QEmAJdGxN8AJB0ONNrWQSTlRMSGbe2nHOcDPYH2EbFaUj/gaUltI6IIOBv4WURMkrQf0DMiDqhs55JqRsT67RN69tma+xURn0r6SNKhEfGP7RWbmZmZmVlV22Eqd8CpwFPp91OA6cWJHUBETIqI4qrQ/pKeSytkfyhuI+kOSTMlLZR0Xcb+QknDJU0DTpLUNa2YTZd0Y3G1SVJOuj0jPf6TdL8k3SZpkaQJwL7lXMOVwM8jYnUa80TgFeBUScOBXsCdkm4EJgL7SporqXd5NyWtkt0taSLwQAUx9pE0WdJjkl6X9KAkpcc6p1XRWZKel9RE0r6SZqXH20sKSd9Nt9+WtLukYyX9U9IcSS9KapwRWntJL6W/gx+XEXeZcVZwnZdntL0u3dcsrXSOTn+nEyXVTY99L/0bmCVpqqTW6f4xkm5Kq6O/TytxL0iaLekuSe9Kaijp15Iuyhj/ekkXpptPkvw9mpmZmZntNHaI5E7SbkCLiChMd7UDZlVwSgdgMJALDJb0nXT/1RHRBcgDDpOUl3FOUUT0ioiHgfuBn0ZEDyCzinc2sCIiugJdgR9Lag6cCLRKx/sxSXWu9DXsBewREW+XOjQTaBsRv0q/nxoRlwPHAW9HRIeImFrBtQJ0Bo6PiFMqiBGgI3AxcDDQAjhUUi1gFPDDiOgM3AdcHxGfAHXSuHunsfWWdADwSZqgTgO6R0RH4GHgioyY8oBjgB7AcEn7l4q5ojhL37t+QEvgEJLfbWdJ+enhlsDtEdEWWA78IN1/N0ki3Rm4DPjfjC4PAo6MiP8H/BJ4KSI6AU8A303b3AucmY5fAxgCPJgem5nek7JiPTf9B4SZ+35VXo5vZmZmZvbN21GmZTYk+Q/3yvp7RKwAkLQIOABYAvxI0rkk19WEJMmZn54zLm3/LWDPiHgl3f8QMDD93g/I09fP09UnSS7ygbHpdM4PJb20BbEKiC1oX5anI2LNZmL8L/BaRLwPIGku0IzkvrYDXkgLeTnAR+m5rwCHklzfb4H+abzFyWZTYJykJsBuwDsZMT2VxrQmrZIdAszNOF5enJl9ZLbtB8xJt+ulbd8D3omI4n5nAc0k1SNJsB9NrwmgdkZ/j2ZMve1FkpwTEc9JWpZ+L5S0VFJHoDEwJyKWpud8ApROVknPu5sksaRLly7b+ns1MzMzM6syO0pytwaok7G9EDisgvZrM75vAGqmVaHLgK4RsUzSmFJ9rkp/ivKJpBr0/EY7pQFsJkGLiC8krZLUIiL+nXGoE/ByRedWwqqM7+XF2Icy7kvafmFapSxtKkmF6gCSKbFXklznM+nxUcBNEfF02v+IjHNL34/S22XGWQ4Bv4uIu0pdU7MyrqkuScV5eUR0KKe/0verPPcAQ4H9SCqaxeqQ/E2amZmZme00dohpmRGxDMhRspAKJNW0npKOKW4jqb+k3Aq62YvkP+pXpM+GHV3BWF9K6p7uGpJx+HngvHQqY/GKnXsAU4Ah6XNkTYDDy4nhRuDWjOfCjiSpHD1UQdzF13eBpAs2166CGMvzBtBIUo+0fS19vYLnFOA04F8R8RXwOTAAKF5IpD7wQfr9zFL9Hi+pjqQGQB9gxjbE+TwwLK3IIenbksqd8xgRXwDvSDopbS9J7ctpPg34UdquH7B3xrEnSKqVXdMYih0E7NSrfpqZmZnZrmdHqdxBssBIL+DFiFgjaSBws6SbgXUk0ysvKu/kiJgnaQ5J1e/ffJ2glOVsYLSkVcBkYEW6/x6SqYyzlcz3+xQ4gSQJOAIoAN6k/ErcKJLkoUDSBuA/JM/KVaYK1HozMRcrL8YyRcR/06mRt0qqT/I7v5mkmleYTmuckjafBjRNE2BIKnWPSvoAeBXIfGbuNZIVTb8L/DoiPkwrbVscZ0RMlNQGmJ7Gs5Ik6axoVdNTgTskXQPUInkmcF4Z7a4DxkoaTPJ7+wj4MuPeTCKpAmaOdXh6bWZmZmZmOw1F7BiPDaXPPl0aEad/A2PVi4iV6fdfAE0iotzE8Zsg6RlgUET8tzrjyDaSagMbImJ9Wr28o3g6Z7qQymzgpIj4V8Y5U0iS8mVldprq0qVLzJw5cztGb2ZmZma7Okmz0kUjN2uHqdxFxBwlL/3enu+hK3aMpKtIrv9dkueuqlVEDNx8K9sK3wUeSRO5/5Ksdoqkg0meLXyiVGLXiOQ5wwoTOzMzMzOzHc0OU7mz7Jc+M/mXUrvXRkS36ohnW7lyZ2ZmZmbb205ZubPsFxEFJO+xMzMzMzOzKrZDrJZpZmZmZmZm28bJnZmZmZmZWRZwcmdmZmZmZpYFnNyZmZmZmZllASd3ZmZmZmZmWcDJnZmZmZmZWRZwcmdmZmZmZpYFnNyZmZmZmZllASd3ZmZmZmZmWcDJnZmZmZmZWRZwcmdmZmZmZpYFnNyZmZmZmZllASd3ZmZmZmZmWcDJnZmZmZmZWRZwcmdmZmZmZpYFalZ3AGY7q6IFC1ncuk11h1FpbV5fXN0hmJmZmdl25MqdmZmZmZlZFnByZ2ZmZmZmlgWc3JmZmZmZmWUBJ3dmZmZmZmZZwMmdmZmZmZlZFnByZ2ZmZmZmlgWc3JmZmZmZmWUBRUR1x2C2U6rbvG4cOOLA6g6jyhWcWVDdIZiZmZlZStKsiOhSmbau3JmZmZmZmWUBJ3dmZmZmZmZZwMmdmZmZmZlZFnByt4ORVFfSy5Jy0u2DJD0r6S1JiyU9IqmxpKGSbqvmWMdI+mEZ+yXpGkn/kvSmpEmS2mYcPym9lknp9lhJ8yVdshUx9JHUc3MxbWGfL0rae1v6MDMzMzP7ptWs7gBsE8OAxyNig6Q6wATg0oj4G4Ckw4FG2zqIpJyI2LCt/ZTjfKAn0D4iVkvqBzwtqW1EFAFnAz+LiEmS9gN6RsQBWzlWH2Al8Mq2Bi1JgIC/AD8Drt/WPs3MzMzMvimu3O14TgWeSr+fAkwvTuwAImJSRCxIN/eX9FxaIftDcRtJd0iaKWmhpOsy9hdKGi5pGnCSpK5pxWy6pBslLUjb5aTbM9LjP0n3S9JtkhZJmgDsW841XAn8PCJWpzFPJEm+TpU0HOgF3CnpRmAisK+kuZJ6l3dTJO0j6ck0nlcl5UlqBvwUuKTU+fmSXpH078wqnqTLM67punRfs7SK+L/AbOA7wNPAyeXFYmZmZma2I3LlbgciaTegRUQUprvaAbMqOKUD0BFYC7whaVRELAGujojP06mdf5eUFxHz03OKIqJXOt4C4NyIeEXSDRn9ng2siIiukmoD/5A0MR2rFZALNAYWAfeVuoa9gD0i4u1Ssc4E2kbEpZKOAC6LiJmSbgeeiYgOm7k91wFzIuKE9PwHIqKDpDuBlRExMh3/bKAJSQLZmiRReyytHrYEDiGpzj0tKR94L72msyLiZxnXUVtSg4hYupm4zMzMzMx2CE7udiwNgeVb0P7vEbECQNIi4ABgCfAjSeeS/H6bAAcDxcnduLT9t4A9I6J4OuNDwMD0ez8gL6PqVZ8kMcoHxqbTOT+U9NIWxCpgW16q2Av4AUBEvCSpgaT65bR9MiK+AhZJapzu65d+5qTb9Uiu6T3g3Yh4tVQfnwD7Axsld+l9PRfgu/VFwTvvbcMlVYMRK6o7AjMzMzPbTpzc7VjWAHUythcCh1XQfm3G9w1ATUnNgcuArhGxTNKYUn2uSn+qgn5FMq3y+Y12SgPYTIIWEV9IWiWpRUT8O+NQJ+Dlis7djLLiLS+WzPuijJ+/i4i7Nuo0mdq5ik3VIfl9bDxgxN3A3QBd9s/ZlmTVzMzMzKxK+Zm7HUhELANy0oVUIKmm9ZR0THEbSf0l5VbQzV4kycqKtGp1dAVjfSmpe7prSMbh54HzJNVKxzxI0h7AFGBI+kxeE+DwcmK4EbhVUt30/CNJKm8PVRB38fVdIOmCMg5NIXkeEUl9gM8i4gvgS2DPzfWbXtMwSfXSPr4tqcxnBtOFVfYDCivRr5mZmZnZDsGVux3PRJJE6MWIWCNpIHCzpJuBdSTTKy8q7+SImCdpDknV79/APyoY62xgtKRVwGSgeM7ePUAzYHaa6HwKnAA8ARwBFABvUn4lbhSwN/x/9u48WrOqvPP492eBUDKaCFiQMIkIQiFgEZWggtJEhRZFESKxQehUHFAjoR1axFI7vRA6CREMBG3AdDcEVDAMBipCgTJEqQLlFrNAAYlJMBELGQqxfPqPs6+8XO9YdYeq1+9nrbvqvPvsc/ZzzntZ6z48++zDQJKVwL8CB1fVr1TChrHTCDEvAM5JcivwBHBka7+U7pm6g4EPjHTSqlqYZGfgxu6SeAz4A7qK51AvB/6xqn4+jnglSZKkNUKqnFm2JkmyB92rD941DWNtWFWPte2PAXOqasTEcTokuQw4pKp+NoMx/CVwSVVdNVq/eVvOqsXzN5ymqCaJz9xJkiStVZIsqap54+lr5W4NU1W3pHvp91S+h27QgUk+Tvd78ABw1BSPN6aqOmjsXlNu6ViJnSRJkrSmMblbA1XV2WP3mpRxLqCtnqlnVNUXZzoGSZIkaaJcUEWSJEmS+oCVO2kVDdT2bLvi1F9pX3bSgcP0liRJkqaWlTtJkiRJ6gMmd5IkSZLUB0zuJEmSJKkPmNxJkiRJUh8wuZMkSZKkPmByJ0mSJEl9wOROkiRJkvqA77mTVtHcrTZhse+0kyRJ0hrCyp0kSZIk9QGTO0mSJEnqAyZ3kiRJktQHTO4kSZIkqQ+Y3EmSJElSHzC5kyRJkqQ+YHInSZIkSX3A99xJq2jF0tu4Y6edh9238513THM0kiRJ+nVn5U6SJEmS+oDJnSRJkiT1AZM7SZIkSeoDJneSJEmS1AdM7iRJkiSpD5jcSZIkSVIfMLmTJEmSpD7ge+6kVXTvHHjHx4f/T2hgmmORJEmSrNxJkiRJUh8wuZMkSZKkPmByJ0mSJEl9wORuGiSZneTaJLPa5x2TfCPJD5LckeTCJFskOSrJ6TMc67lJ3j5Me5KckOSeJHcnWZRkl579h7ZrWdQ+n5/k1iQfns7429jfSLLpKh47N8m5kxySJEmSNOVcUGV6HA1cVFUrk6wPXA4cV1WXAiTZD9hsdQdJMquqVq7ueUbwfmBv4GVV9USSA4BLkuxSVSuAY4D3VdWiJC8E9q6qbaYollFV1ZtW49iBJL+VZOuqenAy45IkSZKmkpW76XEE8Hdt+53AjYOJHUBVLaqqpe3jlkmuaBWykwf7JDkjyeIktyX5dE/7siQnJrkOODTJXq1idmOSU5Isbf1mtc83tf1/1NqT5PQktye5HNh8hGv4KPCBqnqixbwQuAE4IsmJwD7AmUlOARYCmyf5XpJXj3RTkixI8uUkC9t1HJLk5CQD7R6s2/q9Psktrf3sJOsleWOSC3vOtW+SwWR5WZIXJNm2VRO/2O7bwiSzW59h71NzKXD4SHFLkiRJayKTuymW5LnA9lW1rDXtCiwZ5ZDdgcOAucBhSX67tX+iquYBuwGvTbJbzzErqmqfqvpb4BzgPVX1KqC3incMsLyq9gL2Av4wyXbAW4GXtPH+kK46N/QaNgY2qKp7h+xaDOxSVZ9p20dU1X8D3gzcW1W7V9W3R7lWgBcBBwIHA/8XWFRVc4EngQNbpfNc4LDWvg7wXuAfgFcm2aCd5zDggmHO/2LgC1W1C/AT4G2tfaT7NHhdIyalkiRJ0prIaZlT7wV0ScV4XVVVywGS3A5sAzwEvCPJfLrvbA7wUuDWdswFrf+mwEZVdUNrPw84qG0fAOzW8zzdJnSJz2uA89t0zh8muXoCsQaoCfQfzt9X1dNJBoBZwBWtfQDYli7xvL+q7m7tXwbeX1WnJrkC+M9JvkqXIH5kmPPfX1Xfa9tLgG3HuE8ADwNbDhds+w7mA2y9SRi435mbkiRJWjNYuZt6TwLr93y+DXj5KP2f6tleCazTKmzHA6+vqt3ontnrPefj7d+Mct7QTavcvf1s16ZWwhgJWlU9CjyeZPshu/YEbh/t2HF4qo3xC+DpqhqM5Rd0iexo13QB8DGUP4cAACAASURBVA7gdcBNVfXTkc7frBzHOaG7t08Ot6OqzqqqeVU1b7PnjXUaSZIkafqY3E2xqnoEmNWmF0JXJdo7yYGDfZK8IcncUU6zMV0CtzzJFsAbRxnrp0le2Zp6nxu7Enhvz3NsO7Ypjd8CDm/P5M0B9hshhlOAz/c8s7Y/3XN2540S9+D1HZvk2LH6jeBOumrbDu3zu4Br2/Y1dAnmHzL8lMxhjXGfAHYEliJJkiStRZyWOT0W0iVC36yqJ5McBJya5FTgabrplR8a6eCq+n6SW+iqfvcB148y1jHAF5M8Tpf8LG/tX6Kb5nhzkgA/At4CXExX+RoA7uaZxGmo04DnAwNJVgL/ChxcVcNWuIbYaYyYR1RVK5K8G/hKknWAm4Az276VSS4DjgKOnOCpR7pP0CW4l69KvJIkSdJMyTOz4DRVkuxB9+qDd03DWBtW1WNt+2PAnKoaMXGcDi0BO6SqfjaTcfQa6T4lWY8uwd2nqn4+2jnmbTmrFs/fcPidC5YP3y5JkiRNQJIlbWHFMVm5mwZVdUu6l35P5XvoBh2Y5ON03+0DdFWtGVVVB43da9qNdJ+2Bj42VmInSZIkrWms3EmryMqdJEmSppqVO2kaDNT2sOCemQ5DkiRJAlwtU5IkSZL6gsmdJEmSJPUBkztJkiRJ6gMmd5IkSZLUB0zuJEmSJKkPmNxJkiRJUh8wuZMkSZKkPmByJ62iuVttMtMhSJIkSb9kcidJkiRJfcDkTpIkSZL6gMmdJEmSJPUBkztJkiRJ6gMmd5IkSZLUB0zuJEmSJKkPmNxJkiRJUh9YZ6YDkNZWK5bexh077Tzsvp3vvGOao5EkSdKvu3FX7pK8I8kBPZ9PTPJPSa5MMmdqwpMkSZIkjcdEpmUuGNxIsifw34HPA+sCfza5YUmSJEmSJmIi0zK3Ae5q228Fvl5VJydZCFw56ZFJkiRJksZtIpW7FcBGbfv1wDfb9vKedkmSJEnSDJhI5e7bwJ8luQ6YB7y9te8IPDTZgUmSJEmSxm8ilbtjgZ/RJXXvqaoftvY34rRMSZIkSZpR467cVdU/Af95mPY/ntSIJEmSJEkTlqoaf+dkfeAg4EXAX1fVT5K8CHikqn48RTFKa6TZ282uHRbsMGa/gSMHpiEaSZIk9aMkS6pq3nj6jrtyl2QHukVUNgQ2Bb4C/AR4b/v8XyceqiRJkiRpMkzkmbtTgYXAFsCTPe2XAPtNZlCSJEmSpImZyGqZewOvrKqVSXrbHwS2nNSoJEmSJEkTMpHKHcC6w7RtTfeuO0mSJEnSDJlIcrcQOK7ncyXZGPg0cPmkRtUnksxOcm2SWe3zjkm+keQHSe5IcmGSLZIcleT0GY713CRvH6Y9SU5Ick+Su5MsSrJLz/5D27Usap/PT3Jrkg9PU9zbJlnatucl+fwqnueaJPPa9jeTPH8y45QkSZKm2kSmZR4HLEpyF7A+cAGwA/BvwDumILZ+cDRwUZvKuj5dEnxcVV0KkGQ/YLPVHSTJrKpaubrnGcH76abkvqyqnkhyAHBJkl2qagVwDPC+qlqU5IXA3lW1zRTFMqqqWgwsnoRT/R/gfcCfTsK5JEmSpGkx7spde2n57sDngL+m+yP6I8CeVfWjqQlvrXcE8Hdt+53AjYOJHUBVLaqqpe3jlkmuaBWykwf7JDkjyeIktyX5dE/7siQnJrkOODTJXq1idmOSU3qqWbPa55va/j9q7UlyepLbk1wObD7CNXwU+EBVPdFiXgjcAByR5ERgH+DMJKfQVXc3T/K9JK8e6aYkWZDky0kWtus4JMnJSQbaPVi39Xt5q3wuSXJlkjk97d9PciNd8jl43n2TXNa2N0xyTjvnrUneNtr9HOIS4PdHil+SJElaE02kckdVPQmc3X40iiTPBbavqmWtaVdgySiH7A7sATwF3JXktKp6CPhEVf24Te28KsluVXVrO2ZFVe3TxlsKzK+qG5Kc1HPeY4DlVbVXkvWA65MsbGO9BJhLtwLq7Qz5Xtu02w2q6t4hsS4Gdqmq45K8Dji+qhYn+QJwWVXtPo5b9CK6VVZfCtwIvK2qPpLkYuDAlnCeBhxcVT9KchhdJe1o4By6hPPallQO55Ptuue2axmcZjna/QSgqh5Jsl6S36yq/xhyT+YD8wG23iQM3P/gr468wEdQJUmSNP1GTe6SHAJcWlVPt+0RVdVFkxrZ2u8FdO8BHK+rqmo5QJLbgW2Ah4B3tIRiHWAOXTI0mIxc0PpvCmxUVTe09vPoXjYPcACwW8/zdJsALwZeA5zfpnP+MMnVE4g1QE2g/3D+vv1eDQCzgCta+wCwLV3iuSvwD+lWZ50F/EuSTYBNq+ra1v//AG8c5vz7A4cPfqiqR9rmaPez18N0q8A+K7mrqrOAswDmbTlrde+BJEmSNGnGqtx9FXgh3R+6Xx2lX9H98a1nPEn3bOKg24DXjtL/qZ7tlcA6SbYDjgf2atWkc4ec8/H277PeTTFE6KpcVz6rMXkTYyRoVfVokseTbF9V9/Xs2hO4dqTjxumpNsYvkjxdVYOx/ILu9zLAbVX1qiFxbzpW3INdh/Ybx/3stT7Pfp+jJEmStEYb9Zm7qnpOVT3csz3Sj4ndEK1SNKstpAJdNW3vJAcO9knyhiRzRznNxnQJ3PIkWzB8hWpwrJ8meWVrOrxn95XAe3ueY9sxyQbAt4DD2zN5cxj5RfSnAJ9PMrsdvz/dc3bnjRL34PUdm+TYsfqN4C5gsySvaudaty3i8hO6+7FP63fECMcvBH45dpuWOa77ma5U+EJg2SrGLkmSJE27cS2o0v6wviDJi6Y6oD6zkC4RGnxe8SDgA23RlNuBo+iqosOqqu8Dt9BV/c4Grh9lrGOAs9oiI+GZdw9+ie55upvbc3l/TVcZuxi4h24a5BmMXIk7DbgJGEi3Uuon6Z6DG09VayeGTGscr6r6GfB24HNJvg98j27VToB3A19o1zpSHP8DeH6Spe34/SZwP18O/GNV/XxVYpckSZJmQp6ZDTdGx+QR4OVDpudpFEn2oHv1wbumYawNq+qxtv0xYE5VfWiqxx0jpsuAQ1qittZI8pfAJVV11Wj95m05qxbP3/BXd7igiiRJkiZJkiVVNW88fSfyEvOLgFEXVdGzVdUtdO8GnI5pqwe2VxAsBV5NV7maUVV10NqW2DVLx0rsJEmSpDXNRF6F8CBwQnt/2WKeWcwDgKr688kMrF9U1bS8NqKqLqCtnqnVU1VfnOkYJEmSpImayLTM+0fZXVW1/eSEJK0d1pvz4ppz5KksO+nAsTtLkiRJq2Ai0zLHXbmrqu1WPSRJkiRJ0lSayDN3v5Rkw7acviRJkiRpDTCh5C7J+5M8SLfM/qNJHkjyvqkJTZIkSZI0XuOelpnkvwMfB/4XcF1rfjVwUpKNq+qkKYhPkiRJkjQOE1kt8z3A/Ko6v6ftqiT3AP8TMLmTJEmSpBkykWmZmwM3DdP+XWCLyQlHkiRJkrQqJpLc3Q28c5j2dwJ3TU44kiRJkqRVMZFpmQuAC5O8BrgeKGAf4LXAoZMfmrRmm7vVJiz2HXeSJElaQ4y7cldVFwGvAP4VOAh4c9v+nar6+tSEJ0mSJEkaj4lU7qiqJcAfTFEskiRJkqRVNJFXIWw9wq4CVlTVjyYnJEmSJEnSRE2kcreMLpEbVpJHgXOAj1TVz1czLkmSJEnSBEwkuft94GTgTOA7re0VwHy6xVY2BU4Afgp8avJClCRJkiSNZSLJ3XuBD7eFVQZdneQu4ENV9dokDwOfxuROkiRJkqbVRN5z9wpgYJj2pcBebftG4LdWNyhJkiRJ0sRMpHL3AN0UzP82pP0PgQfb9mbAjychLmmNt2Lpbdyx087j7r/znXdMYTSSJEn6dTeR5O5PgK8leRNwE93iKnsBLwLe1vrsBVw4qRFKkiRJksY07uSuqi5PsiPds3cvAQJcApxZVQ+2Pn81JVFKkiRJkkY10ZeYPwh8fIpikSRJkiStooksqEKSuUlOT/KNJHNa21uS7DE14UmSJEmSxmPcyV2SA+ietdsKeD0wu+16Eb76QJIkSZJm1EQqd58FjquqtwI/62m/BvidyQxKkiRJkjQxE0nudgG+MUz7j4HfmJxwJEmSJEmrYiILqjxCNyVz2ZD2PYF/mqyApLXFvXPgHR+fwH9CX577K00DRw5MYkSSJEn6dTaRyt15wClJfovuHXfrJHkt8L+Av5mK4CRJkiRJ4zOR5O4E4H7gAWBD4HbgauA64E8nPzRJkiRJ0nhN5CXmTwNHJPkk3VTM5wC3VNU9UxWcJEmSJGl8JvIqhBOTPK+q7quqr1bVhVV1T5LZSU6cyiAlSZIkSaObyLTMT9FNxxzqeczAe+5aUnltklnt847t5eo/SHJHkguTbJHkqCSnT3d8Q2I9N8nbh2lPkhOS3JPk7iSLkuzSs//Qdi2L2ufzk9ya5MNTGOtnkuw/VedfXUkWJDl+Cs9/bJJ3T9X5JUmSpKkykdUyQ7eQylB70L0OYbodDVxUVSuTrA9cTvcevksBkuwHbLa6gySZVVUrV/c8I3g/sDfwsqp6or0o/pIku1TVCuAY4H1VtSjJC4G9q2qbKYoFgKqaUBV2Ku5PkgCpql9M5nnH6WzgeuCcGRhbkiRJWmVjVu6S/DTJo3SJ3X1JHu35eRy4ErhwqgMdxhHA37XtdwI3DiZ2AFW1qKqWto9bJrmiVchOHuyT5Iwki5PcluTTPe3L2jTU64BDk+zVKmY3JjklydLWb1b7fFPb/0etPUlOT3J7ksuBzUe4ho8CH6iqJ1rMC4Eb6J5tPBHYBzgzySnAQmDzJN9L8uqRbkqrbH05ycJ2HYckOTnJQLsH67Z+J7a4lyY5qyVUz6oyJnl9klvasWcnWW+4+zNCHNckOTXJDW2M3+mJ7/iefkuTbNt+7kjyV8DNwG8neUOSm5N8P8lVPad/aTv/fUk+2HOurydZ0r7P+T3f0bltnIHBqmeSF7X7sSTJt5Ps1L6DJ4Blg/FKkiRJa4vxVO6OpavanQ18Aljes+9nwLKqunEKYhtRkucC21fVsta0K7BklEN2p6swPgXcleS0qnoI+ERV/Tjd1M6rkuxWVbe2Y1ZU1T5tvKXA/Kq6IclJPec9BlheVXu1xOf6JAvbWC8B5gJb0K0sevaQa9gY2KCq7h0S62Jgl6o6LsnrgOOranGSLwCXVdXu47hFLwL2A14K3Ai8rao+kuRi4EDg68DpVfWZFsv/AQ4Cfpkct2roucDrq+ruJH8DvBc4dej9GcUGVbV3kte06991jP4vAd5dVe9LshnwReA1VXV/kt/o6bdTu76N6L7PM9qCP0e373M2cFOSrwHbAltV1a7tujZt5zgLeE97bvQVwF8Br2v7FgOvBr47NMCWNM4H2HqTMHD/g6Nf0YLlo++XJEmSJsmYyV1VfRkgyf3ADe2P6Jn2AuAnE+h/VVUtB0hyO7AN8BDwjvbH+jrAHLpkaDC5u6D13xTYqKpuaO3n0SVCAAcAu+WZ5+k2AV4MvAY4v01X/GGSqycQ60jTXyfi76vq6SQDwCzgitY+QJfsAOyX5CN0z0z+BnAbPckdXaJ1f1Xd3T5/mW4a6WByd8E44jgfoKq+lWTjnsRqJA9U1T+27VcC36qq+9s5eqf+Xl5VTwFPJXmYLoH+J+CDSd7a+vw23XdxF7B9ktPopu4uTLIh3XTYr7SCJcB6Ped/mC6B/BVVdRZdYsi8LWet7vckSZIkTZqJvArh2sHtdM9/PXfI/jFKGJPqSWD9ns+3Aa8dpf9TPdsr6V7Avh1wPLBXVT2S5Nwh53y8/RtGFrpplVc+qzF5E2MkaFX1aJLHk2xfVff17NoTuHak48bpqTbGL5I8XVWDsfyC7trXp6tUzauqh5Is4NnXDqNfNzxzf0Yz9B4U8HOePR14uHs+OP5I93C473NfYH/gVe35xWuA9dt3+zLg9+iS03cAfwz8ZJQq6Pp0v2OSJEnSWmMir0LYuD3L9STwz3QvNO/9mTZV9QgwqyUp0FXT9k5yYE+8b0gyd5TTbEyXTCxPsgXwxlHG+mmSV7amw3t2Xwm8t+c5th2TbAB8Czi8Pe81h24K4XBOAT7fphGSbpXKfdr1jCrdqo7HjtVvBIP37d9bFetXVvIE7gS2TbJD+/wuJp50HgaQZB+66avLgWV0CSxJ9gS2G+HYG4HXtiScIdMyh7MJ8EhL7Haiq/yR5AXAc6rqa8AngT2r6lHg/iSHtj5pCeCgHYGlSJIkSWuRiayW+WfAy4C3ABfRrVa5FfAh4E8mP7QxLaRLhL5ZVU8mOQg4NcmpwNN00ys/NNLBVfX9JLfQVf3uo1shcSTHAF9Mt4DMNTzz3OGX6KY53pxuft+P6O7PxXTPbw0AdzNyUnQa8HxgIMlK4F+Bg6tqPFWjncaIeURV9ZMkX2zxLQNu+tUutSLdKwG+kmSd1ufMCQ71SJIb6BLpo1vb14D/kuR77Zx3D3dgVf2oTZm9KMlz6KZK/qdRxroCeE+SW+mmYg5O79wKOKedA+Dj7d8jgDOSnACsC/wt8P2273eBXy6wI0mSJK0N8syMvTE6Jv8E/H5VfTvd6pl7VtUPkvw+3UIWo/3hPemS7EH36oN3TcNYG1bVY237Y8CcqhoxcZwOSS4DDqmqn03yeS8F/ryqFq3mea6hLQYzKYFNk4n8Xs3bclYtnj/cqx97uKCKJEmSVkOSJVU1bzx9J/IS802BB9r2cuA32/aNdItTTKuqugVY1Fa6nGoHpnsFwVK6VRT/xzSMOaqqOmgKEruz6RZYuW4yz7uWeQHd9E1JkiRprTKRaZn3AtsDDwJ30D1T9l3gEGbmJeZU1dlj95qUcS5gfKtDrtWq6uixez1be0XD7w5p/suq2ndSgppmVfUPMx2DJEmStComktydC+xG98zZScBldO/AmwV8cMSj1Neq6v0zHcNMGajt2XZF92aIZScdOEZvSZIkaWpN5FUIf9GzfXVbkXAecHdVubKgJEmSJM2gMZ+5S/LGJMuSbNLb3t5rdxVwWZIDpipASZIkSdLYxrOgyrHAKe0dZc/S2j7HKK8ckCRJkiRNvfEkd7sB3xxl/9V077+TJEmSJM2Q8SR3mwG/GGV/8cxrESRJkiRJM2A8yd0/0VXvRrIb8M+TE44kSZIkaVWMJ7m7HPhsktlDdyR5HvCZ1keSJEmSNENSVaN3SDYHbqGbfnkacGfbtTPdYisB9qyqf5vCOKU1zrx582rx4sUzHYYkSZL6WJIlVTVvPH3HfM9dVT2cZG/gDOB/0iVz0CV7VwLvM7GTJEmSpJk1rpeYV9UDwJuSPB/YgS7Bu6eqHpnK4CRJkiRJ4zOu5G5QS+ZumqJYJEmSJEmraDwLqkiSJEmS1nAmd5IkSZLUB0zuJEmSJKkPmNxJkiRJUh8wuZNW0Yqlt3HHTjtzx047z3QokiRJksmdJEmSJPUDkztJkiRJ6gMmd5IkSZLUB0zuJEmSJKkPmNxJkiRJUh8wuZMkSZKkPmByJ0mSJEl9IFU10zFIa6XZ282uHRbs8Ky2gSMHZigaSZIk9aMkS6pq3nj6WrmTJEmSpD5gcidJkiRJfcDkTpIkSZL6gMndDEsyO8m1SWa1zzsm+UaSHyS5I8mFSbZIclSS02c41nOTvH2Y9iQ5Ick9Se5OsijJLj37D23Xsqh9Pj/JrUk+PMpYC5IcPzVXMrIkc5OcO93jSpIkSatrnZkOQBwNXFRVK5OsD1wOHFdVlwIk2Q/YbHUHSTKrqlau7nlG8H5gb+BlVfVEkgOAS5LsUlUrgGOA91XVoiQvBPauqm2mKJbVUlUDSX4rydZV9eBMxyNJkiSNl5W7mXcE8Hdt+53AjYOJHUBVLaqqpe3jlkmuaBWykwf7JDkjyeIktyX5dE/7siQnJrkOODTJXq1idmOSU5Isbf1mtc83tf1/1NqT5PQktye5HNh8hGv4KPCBqnqixbwQuAE4IsmJwD7AmUlOARYCmyf5XpJXj3FvXprkmiT3Jflgz3Udl2Rp+/nj1rbt4PW0z8cnWdC2P9iu4dYkf9vaNkhydrvmW5Ic3DPupcDhY8QmSZIkrVGs3M2gJM8Ftq+qZa1pV2DJKIfsDuwBPAXcleS0qnoI+ERV/bhN7bwqyW5VdWs7ZkVV7dPGWwrMr6obkpzUc95jgOVVtVeS9YDrkyxsY70EmAtsAdwOnD3kGjYGNqiqe4fEuhjYpaqOS/I64PiqWpzkC8BlVbX7OG7RTsB+wEbtes8AdgPeDbwCCPCdJNcCj4xyno8B21XVU0k2bW2fAK6uqqNb23eTfLOqHm+xfww4eYTzSZIkSWsck7uZ9QLgJxPof1VVLQdIcjuwDfAQ8I4k8+m+zznAS4HB5O6C1n9TYKOquqG1nwcc1LYPAHbreZ5uE+DFwGuA89t0zh8muXoCsQZY3ZcoXl5VTwFPJXmYLsHcB7i4JWEkuQh4NXDJKOe5Ffh/Sb4OfL21HQC8uee5vvWBrYE7gIeBLYc7UbvP8wG23iQM3N9mbi5YvoqXKEmSJE0Ok7uZ9SRdUjHoNuC1o/R/qmd7JbBOku2A44G9quqRthhI7zkfb/9mlPOGblrllc9qTN7EGAlaVT2a5PEk21fVfT279gSuHe3YcfiV62Xk6/g5z55m3HsPDqRLVN8MfLIt9hLgbVV11zDnWp/uu/kVVXUWcBbAvC1nrW7yKkmSJE0an7mbQVX1CDCrLaQCXTVt7yQHDvZJ8oYkc0c5zcZ0CdzyJFsAbxxlrJ8meWVr6n2m7ErgvUnWbWPumGQD4FvA4e2ZvDl0UySHcwrw+SSz2/H701XYzhsl7sHrOzbJsWP16/Et4C1JntdifCvwbeDf6J7l+802tfSgdv7nAL9dVYuAjwCbAhu2a/5AkrR+e/SMsSOwFEmSJGktYuVu5i2kS4S+WVVPJjkIODXJqcDTdFMKPzTSwVX1/SS30FX97gOuH2WsY4AvJnkcuAYYnEv4JWBb4OaW7PwIeAtwMfA6YAC4m5ErcacBzwcGkqwE/hU4uKqGrX4NsdMYMT9LVd3cqpPfHYy9qm4BSPIZ4DvA/cCdbf8s4P8m2YSuWvcXVfWTJJ8FTgVubde8jGemqe5Ht2qpJEmStNZIlTPLZlKrGB1XVe+ahrE2rKrH2vbHgDlVNWLiOB2SXAYcUlU/m8k4BrWq37XAPlX189H6zttyVi2ev2H3wWfuJEmSNAWSLKmqeePpa+VuhlXVLele+j2V76EbdGCSj9N97w8AR03xeGOqqoPG7jWttgY+NlZiJ0mSJK1pTO7WAFV19ti9JmWcC2irZ2p4VXUPcM9MxyFJkiRNlAuqSJIkSVIfsHInraKB2h4WWOSTJEnSmsHKnSRJkiT1AZM7SZIkSeoDJneSJEmS1AdM7iRJkiSpD5jcSZIkSVIfMLmTJEmSpD5gcidJkiRJfcDkTlpFc7faZKZDkCRJkn7J5E6SJEmS+oDJnSRJkiT1AZM7SZIkSeoDJneSJEmS1AdM7iRJkiSpD5jcSZIkSVIfMLmTJEmSpD6wzkwHIK2tViy9jTt22nnax935zjumfUxJkiSt+azcSZIkSVIfMLmTJEmSpD5gcidJkiRJfcDkTpIkSZL6gMmdJEmSJPUBkztJkiRJ6gMmd5IkSZLUB1JVMx2DtFaavd3s2mHBDjMdxhpl4MiBmQ5BkiSpryRZUlXzxtPXyp0kSZIk9QGTO0mSJEnqAyZ3kiRJktQHTO4kSZIkqQ9MW3KXZHaSa5PMap93TPKNJD9IckeSC5NskeSoJKdPV1wjxHpukrcP054kJyS5J8ndSRYl2aVn/6HtWha1z+cnuTXJh0cZa0GS46fmSsYnybwkn5/JGGZKkt2TvKnn80FJPj2TMUmSJEmrYp1pHOto4KKqWplkfeBy4LiquhQgyX7AZqs7SJJZVbVydc8zgvcDewMvq6onkhwAXJJkl6paARwDvK+qFiV5IbB3VW0zRbFMmqpaDCye7PMmWaeqfj7Z551kuwPzgG+0z5cDn03yuap6YubCkiRJkiZmOqdlHgH8Xdt+J3DjYGIHUFWLqmpp+7hlkitahezkwT5JzkiyOMltvdWVJMuSnJjkOuDQJHu1itmNSU5JsrT1m9U+39T2/1FrT5LTk9ye5HJg8xGu4aPABwb/6K+qhcANwBFJTgT2Ac5McgqwENg8yfeSvHqMe/PSJNckuS/JB3uu67gkS9vPH7e2bZPcmeRLrf3/Jdk/yfXtfv1O67dBkrPbtd6S5OCRBk+yb5LL2vaCJF9OsrDd10OSnJxkoH0n6/bc888l+W772aG1n5vkz1v18nNJfiPJ19v9/sckuyV5Tjt+054YftAqt5sl+VqL+6YkvzvBuF6erkK8JMmVSea09mt64r07yauTPBf4DHBY+54Oq+7dINcAB43xnUmSJElrlGmp3LU/orevqmWtaVdgySiH7A7sATwF3JXktKp6CPhEVf043dTOq5LsVlW3tmNWVNU+bbylwPyquiHJST3nPQZYXlV7JVkPuD7JwjbWS4C5wBbA7cDZQ65hY2CDqrp3SKyLgV2q6rgkrwOOr6rFSb4AXFZVu4/jFu0E7Ads1K73DGA34N3AK4AA30lyLfAIsANwKDAfuIkuWd4HeDPw34G3AJ8Arq6qo1sS9d0k36yqx8cRz4taPC8FbgTeVlUfSXIxcCDw9dbv0ar6nST/BTiVZxKiHYH9W5X2NOCWqnpLuz9/U1W7J/k74K3AOUleASyrqn9Lch7wF1V1XZKtgSuBnccTV0vMTwMOrqofJTkM+FO6qjHAOi3eNwGfqqr9W1I+r6qO7bn+xcCrgQuH3pgk89t9Z+tNwsD9D47jdo5iwfLVO16SJElqpmta5guAn0yg/1VVtRwgye3ANsBDwDvaH9frAHPo/sgfTO4uaP03BTaqqhta+3k8k3Qc1XlCGgAAIABJREFUAOyWZ56n2wR4MfAa4Pw2nfOHSa6eQKwBVvdN8JdX1VPAU0kepksw9wEuHkzGklxEl3BcAtxfVQOt/Ta6+1VJBoBt2zkPAN6cZ57nWx/YGrhjHPH8fVU93c43C7iitfeeH+D8nn//oqf9Kz1TY/cB3gZQVVcn+c0km9B9XycC5wCHt88A+9NVMgfPtXGSjcYZ10vo/sfBP7TjZwH/0hPXRe3fJUOuY6iHgS2H21FVZwFnAczbctbqfu+SJEnSpJmu5O5JuuRi0G3Aa0fp/1TP9kpgnSTbAccDe1XVI0nOHXLOwYpUGFnoplVe+azGrpIz6h/qVfVokseTbF9V9/Xs2hO4drRjx+FXrpfRr6O3/y96Pv+CZ77T0FW27lrVeKrqF0meblMVh54fnn3Perd7q4PDXUfRVd52SLIZXaXxf7R9zwFeVVVP9h7QkrWx4gpwW1W9arTr4pl7PJL16X5nJUmSpLXGtDxzV1WPALPSLaQCXTVt7yQHDvZJ8oYkc0c5zcZ0ScPyJFsAbxxlrJ8meWVrOrxn95XAe3uez9oxyQbAt4DD0z2TN4du6t9wTgE+n2R2O35/usrUeaPEPXh9xyY5dqx+Pb4FvCXJ81qMbwW+PYHjrwQ+kJYVJdljAseO12E9/944Qp9v0T1vSZJ9gX+vqkdbYnYx8OfAHVX1H63/QuCX9ynJeKa1DroL2CzJq9qx66ZnNdMR/JRuOmyvHYGlw/SVJEmS1ljTuaDKQrpEiFaVOYgu+binTb08im463LCq6vvALXRVv7OB60cZ6xjgrCQ30lVzBh9s+hLd83Q3t+fy/pqugnMxcA/d9L4zGLkSdxrdM24DSe4CPkn3fNd4qjw7Af8xZq+mqm4GzgW+C3wH+FJV3TLe44HPAusCt7Zr/ewEjh2v9ZJ8B/gQMNLrHhYA85LcCpwEHNmz7wLgD3hmSibABwf7t9+L94w3mKr6GfB2uoVcvg98j25109EsopsG+r32jB50yf3l4x1XkiRJWhPkmZltUzxQVzk6rqreNQ1jbVhVj7XtjwFzqupDUz3uGDFdBhzSEpC1XpJldAuR/PtMxzKZWlX4vKp6/Vh95205qxbP33D1BnRBFUmSJI0iyZKqmjeevtP2nruquiXdS7+n8j10gw5M8nG663uArio4o6rKpfXXDlsDfzLTQUiSJEkTNZ0vMaeqzh6716SMcwHPnuonIMnvAZ8b0nx/Vb11oueqqm0nJag1TFXdNNMxSJIkSati2qZlSv1mvTkvrjlHnrra51l20oFjd5IkSdKvpYlMy5zOBVUkSZIkSVPE5E6SJEmS+oDJnSRJkiT1AZM7SZIkSeoDJneSJEmS1AdM7iRJkiSpD5jcSZIkSVIfmNaXmEv9ZO5Wm7DYd9RJkiRpDWHlTpIkSZL6gMmdJEmSJPUBkztJkiRJ6gMmd5IkSZLUB0zuJEmSJKkPmNxJkiRJUh/wVQjSKlqx9Dbu2GnnmQ5DkvRrYuc775jpECSt4azcSZIkSVIfMLmTJEmSpD5gcidJkiRJfcDkTpIkSZL6gMmdJEmSJPUBkztJkiRJ6gMmd5IkSZLUB1JVMx2DtFaavd3s2mHBDjMdhiRJkqbQwJEDMzp+kiVVNW88fa3cSZIkSVIfMLmTJEmSpD5gcidJkiRJfcDkTpIkSZL6gMmdJEmSJPWBGU/uksxOcm2SWe3zjkm+keQHSe5IcmGSLZIcleT0GY713CRvH6Y9SU5Ick+Su5MsSrJLz/5D27Usap/PT3Jrkg9PYOxlSV4wRp/HRmg/KsmW4x1ruvTezyRfSvLSYfqM+b0n2TfJ3j2f35Pkv6xiTHOTnLsqx0qSJEkzaZ2ZDgA4GrioqlYmWR+4HDiuqi4FSLIfsNnqDpJkVlWtXN3zjOD9wN7Ay6rqiSQHAJck2aWqVgDHAO+rqkVJXgjsXVXbTFEswzkKWAr8cBrHnJCq+q+rcfi+wGPADe1cZ65GHANJfivJ1lX14GrEJEmSJE2rNSG5OwJ4Z9t+J3DjYGIHUFWD1a55wJZJrgBeBFxcVR9p+84A9gJmA1+tqk+19mXA2cABwOlJ7gX+N/A4cB3wxqratVUNT6JLEtYDvlBVf50kwGnA64D7gYxwDR8F9q2qJ1rMC5PcAByRZCtgH2C7JJcAvwdsnuR7wAeq6tvDnTDJbwLn0yW23+0dO8kfAB8Engt8hy5xXNn2/RmwH/AIcDjwWmAe8P+SPAm8qqqeHGa8vYC/BDYAngJeDzwNnNGO/zld0r0oyVHAm4Hn9X4X7T7+79a/gLOr6i+S7A6c2frfCxxdVY8MGf8a4PiqWpzk3cDHgX8B7m7xkOQ/Aye06/4Put+d2cB7gJXtvnygxf5YVf2vkcZu432n3atNgWN6votL2707eZj7NB+YD7D1JmHgfvM/Sb9mFiyf6QgkSSOY0WmZSZ4LbF9Vy1rTrsCSUQ7ZHTgMmAscluS3W/sn2ov9dgNem2S3nmNWVNU+VfW3wDnAe6rqVUBvFe8YYHlV7UWXJP5hku2AtwIvaeP9IV11bug1bAxsUFX3Dtm1GNilqj7Tto+oqv9GlxTdW1W7j5TYNZ8CrquqPYBLgK3beDu3e/C7VbV7u44j2jEbADdX1Z7AtcCnquqrPePvPkJi91zgAuBDVfUyYH/gSbqKJFU1F/h94MutugrDfxe7A1tV1a7tmHNa378BPlpVuwED7dqGlWQO8Gngd4H/BPRO1bwOeGW7J38LfKT97pwJ/MUI93S0sdepqt8B/nhI+2Lg1cPFV1VnVdW8qpq32fNGyvUlSZKk6TfTlbsXAD+ZQP+rqmo5QJLbgW2Ah4B3tIrKOsAcuoTg1nbMBa3/psBGVXVDaz8POKhtHwDs1vM83SbAi4HXAOe3qtgPk1w9gVhDV71aVa8BDgGoqsuTDFa6Xg+8HLipKywyG3i47fsF7XqB/wtcNM6xXgL8S1Xd1MZ7FCDJPnSVS6rqziQPADu2Y4b7Lm4Dtk9yGt302oVJNgE2rapr23FfBr4ySiyvAK6pqh+1c1/QM+ZvARe0BPC5dNXUEY1j7MH7swTYtqf9YWCNe0ZRkiRJGs1ML6jyJLB+z+fb6BKXkTzVs70SWKdV2I4HXt+qM5cPOefj7d/RyiyhmyK5e/vZrqoWtn2jJmgtEXo8yfZDdu0J3D7aseMw3NgBvtwT60uqasEEjh/OSInoaPfsV76LNtXyZcA1dFW/L41z/KFGivs04PRWFfwjnv09r4rBa1jJs/9Hx/p0v5uSJEnSWmNGk7uWDMzqmep3HrB3kgMH+yR5Q5K5o5xmY7oEbnmSLYA3jjLWT5O8sjUd3rP7SuC9SdZtY+6YZAPgW8DhSWa1atF+I8RwCvD5JLPb8fvTPWd33ihxD17fsUmOHWbXt2jTLZO8EXh+a78KeHuSzdu+30gyuDjLc4DB6uM76aYxAvwU2GiUMO6ke55xr3bOjZKsMySGHemmht41yrW8AHhOVX0N+CSwZ6vuPZJkcJrju+imjI7kO8C+SX6zfR+H9uzbBPjntn1kT/uw17cKYw/akW4BGkmSJGmtMdPTMgEW0iVC36yqJ5McBJya5FS6BT1uBT400sFV9f0kt9BV/e4Drh9lrGOALyZ5nK66NPhU+JfopuXd3BZR+RHwFuBiusVUBugW9hgpMTiNLvkaSLIS+Ffg4OGebxvGTiPE/Gng/CQ3t3EfbNd7e5IT6KY8PofuHr0feIAuyd0lyZJ2bYe1c50LnDnSgipV9bMkhwGntQT1Sbrn7v6qHTdAt6DKUVX1VJsOOpytgHNaXNAtigJdInZmkufRfUfvHukEVfUvSRYAN9ItqHIzMKvtXgB8Jck/A/8IbNfaLwW+muRgugVVeo177B770VWAJUmSpLVGqlbnsbBJCCDZg24VxndNw1gbVtVjbftjwJyqGjFxnA5JLgMOqaqfzWQc6iRZjy6Z3qeqfj5a33lbzqrF8zecnsAkaU3hapmSNK2SLGmLR45pxit3VXVLupd+T+V76AYdmOTjdNf9AN3732ZUVR00di9No62Bj42V2EmSJElrmhmv3Gl6JbmYZ6YzDvpoVV05E/Gszdab8+Kac+SpMx3Gr61lJx04didJkqS13FpVudP0qqq3znQMkiRJkibfTL8KQZIkSZI0CUzuJEmSJKkPmNxJkiRJUh8wuZMkSZKkPmByJ0mSJEl9wOROkiRJkvqAr0KQVtHcrTZhse9akyRJ0hrCyp0kSZIk9QGTO0mSJEnqAyZ3kiRJktQHTO4kSZIkqQ+Y3EmSJElSHzC5kyRJkqQ+YHInSZIkSX3A99xJq2jF0tu4Y6edZzoMTbGd77xjpkOQJEkaFyt3kiRJktQHTO4kSZIkqQ+Y3EmSJElSHzC5kyRJkqQ+YHInSZIkSX3A5E6SJEmS+oDJnSRJkiT1gVTVTMcgrZVmbze7dliww0yHIa22gSMHZjoESZI0giRLqmreePpauZMkSZKkPmByJ0mSJEl9wOROkiRJkvqAyZ0kSZIk9QGTO0mSJEnqAyZ3I0gyO8m1SWa1zzsm+UaSHyS5I8mFSbZIclSS02c41nOTvH2Y9iQ5Ick9Se5OsijJLj37D23Xsqh9Pj/JrUk+PE1xb5tkaduel+TzbXvfJHtPRww9413Wtg9K8unpGluSJEmaLOvMdABrsKOBi6pqZZL1gcuB46rqUoAk+wGbre4gSWZV1crVPc8I3g/sDbysqp5IcgBwSZJdqmoFcAzwvqpalOSFwN5Vtc3qDroq11RVi4HF7eO+wGPADasby3DGiO9y4LNJPldVT0zF+JIkSdJUMLkb2RHAO9v2O4EbBxM7gKoarHbNA7ZMcgXwIuDiqvpI23cGsBcwG/hqVX2qtS8DzgYOAE5Pci/wv4HHgeuAN1bVrq1qeBJdsrMe8IWq+uskAU4DXgfcD2SEa/gosO9gklJVC5PcAByRZCtgH2C7JJcAvwdsnuR7wAeq6tvDnTDJhm3seUABn66qryV5DPjzdp4/SfJk+7wh8O/AUVX1L0le3q79iXatg+fdFzgeOBZ4D7AyyR+MFEuSLYAzge1b03ur6oYkXwd+G1gf+MuqOqv1HxrfhsCpLbabB89bVZXkGuAg4MJhxp0PzAfYepMwcP+Dw90mrYkWLJ/pCCRJkqaUyd0wkjwX2L6qlrWmXYEloxyyO7AH8BRwV5LTquoh4BNV9eOWpF2VZLequrUds6Kq9mnjLQXmt+TkpJ7zHgMsr6q9kqwHXJ9kYRvrJcBcYAvgdrqEqfcaNgY2qKp7h8S6GNilqo5L8jrg+KpanOQLwGVVtfsYt+eTLaa5bZznt/YNgKVVdWKSdYFrgYOr6kdJDgP+lK4aeg5dwnZtklOGnryqliU5E/j/7d19tF1Vee/x768JCiVAEJAmgoAFDFIUaFBAtJeXiyiMWltwxFIKNZWWCqUvtGJtRcX2ammvXpFyq6jYVhArMqTo0FAEHCIi4UWSgJQUglBErCThRV5K+vSPNQ9uDuclJ+Gcfc72+xljj73WXHPN9aw1T/bJc+Zcaz9SVX8zRhwfAa6uqje16zunlb+1XfPNgOuTXFxVPxoW36bAHXTJ8UrgohGu0WsYIblryeLHABbOn1VjXilJkiRpCnnP3ci2BdZMoP4VVbW2TXW8FRia2vjmJDcCNwF7Ai/r2ecigCRzgS2qamgK4gU9dQ4HfrONpl0HbAPsBrwWuLCq1lXVfcDXJhBr6EbcNtRhwDlDK1W1ui2uAy5uyy+lS4gvb7H/ObBDkq2AuVV1dav3jxsRxyHAuS2GdVU1NCzz+0m+A3yLbgRvtxHiWwDcVVV3VFUB/zSs7QeA+RsRmyRJkjTlHLkb2WN00/qGrAB+aYz6T/QsrwNmJ9mFbprhflW1Osn5w9p8tL2PNqVyaNspVfXVZxQmb2CcBK2qHkryaJKXVNWdPZv2pRtV21CjJYeP99zHFmBFVR0wLO6548W9MdrUzsOAA9o9hlfxk2veGx/jxLEp3c+AJEmSNGM4cjeCNho1q03fg2407cAkRw7VSXJEkr3GaGZLugRubbs/7PVjHOvhJPu3okU9m78KnNSmOQ49sXNz4OvAoiSzkswDDh4lhrOAj7QpiiQ5jO4+uwtGqf+0JCcnOXmETUvo7osbqrf1CHVuB7ZLckCrs0l7iMsauutxUKt37CiHfxjYYpwQrwBOau3PatNQtwJWt8RuAbD/KPt+l+5ew59v628Ztn13YPk4x5ckSZKmFZO70S2hS4SoqsfoHrBxSvtagVuBE+im742oqr5DNx1zBd39cNeMcazFwMeSXEs36jU0xfA8ummeN7b78v6ebrT1Erp7xpbRTU0cbSTubOB6YFmS2+nul3tjO5/xLAB+NEL5+4Gtkyxv0x+flVhW1ZPA0cAHW52b6Z7aCfBbwDntXEeL41+ANyW5OclrRqlzKnBwkmV090PuCXyFbtT0FuBMuqmZz9Kmz54IfCnJN4C7h1U5mO6pmZIkSdKMke6WIw2XZB+6rz44bgqONaeqHmnLpwPzqurUyT7uODFdBvxqS9R+arRR1guq6tDx6i6cP6uWnjhnvGqaLnxapiRJmoGS3FBVC9enrvfcjaKqbkr3pd+T+T10Q45M8k66/ribblSwr6rqqH7H0CcvBv6430FIkiRJE+XInaa1JO8CjhlW/M9V9Zf9iKfX8+ftVvOO//CUH3fVB44cv5IkSZIGgiN3Ghgtiet7IidJkiRNdz5QRZIkSZIGgMmdJEmSJA0AkztJkiRJGgAmd5IkSZI0AEzuJEmSJGkAmNxJkiRJ0gDwqxCkDbTXi7Ziqd85J0mSpGnCkTtJkiRJGgAmd5IkSZI0AEzuJEmSJGkAmNxJkiRJ0gAwuZMkSZKkAWByJ0mSJEkDwOROkiRJkgaAyZ20gR5fvoLbFuzBbQv26HcokiRJksmdJEmSJA0CkztJkiRJGgAmd5IkSZI0AEzuJEmSJGkAmNxJkiRJ0gAwuZMkSZKkAWByJ0mSJEkDIFXV7xikGWmzXTarXd+z6zPKlh2/rE/RSJIkaRAluaGqFq5PXUfuJEmSJGkAmNxJkiRJ0gAwuZMkSZKkAWByN0Ml2SzJ1UlmtfXdk3w5ycoktyX5XJLtk5yQ5KN9jvX8JEePUJ4kf57kjiT/luTKJHv2bD+mncuVbf3CJLck+cNJjPVvkhwyWe1LkiRJk2V2vwPQBnsr8IWqWpdkU+BLwB9V1b8AJDkY2G5jD5JkVlWt29h2RvF24EDgFVX14ySHA5cm2bOqHgcWA79XVVcm+TngwKraaZJioSXKZwMfB742WceRJEmSJoMjdzPXscAX2/KvA9cOJXYAVXVlVS1vq/OTfKWNkP31UJ0k5yZZmmRFkvf2lK9K8u4k3wCOSbJfGzG7NslZSZa3erPa+vVt+++08iT5aJJbk3wJeOEo5/AO4JSq+nGLeQnwTeDYJO8GDgL+f5KzgCXAC5PcnOQ1o12UJHOSfCrJshbTr03kXKvqbmCblkxKkiRJM4YjdzNQkucBL6mqVa3oF4Abxthlb2Af4Ang9iRnV9U9wLuq6sE2YnVFkpdX1S1tn8er6qB2vOXAiVX1zSQf6Gl3MbC2qvZL8nzgmiRL2rFeCuwFbA/cCnxy2DlsCWxeVf8+LNalwJ5V9UdteuRpVbU0yTnAZVW19ziX5y9aTHu142zdytfrXJsbgVcDF49zLEmSJGnaMLmbmbYF1kyg/hVVtRYgya3ATsA9wJuTnEj3czAPeBkwlPBc1OrPBbaoqm+28guAo9ry4cDLe+6n2wrYDXgtcGGbznlfkolMcQywMV++eBiwaGilqla3xXHPtccDwPwRg+vaOBHgxVuFZXd9byNClSRJkp47TsucmR4DNu1ZXwH84hj1n+hZXgfMTrILcBpwaFW9nO6evd42H23vGaPd0E2r3Lu9dmlTK2GcBK2qHgIeTfKSYZv2pRvp21DPSg4ncK5DNqW7xiPF/bGqWlhVC7f72bEujSRJkjS1TO5moDYaNas9SAW60bQDkxw5VCfJEUn2GqOZLemSmrVJtgdeP8axHk6yfyta1LP5q8BJSTZpx9w9yebA14FF7Z68ecDBo8RwFvCRJJu1/Q+ju8/ugjHiHjq/k5OcPMKmJcDJPfW2Xt9z7bE7sHycOpIkSdK04rTMmWsJXSL0r1X1WJKjgA8n+TDwX3RTDk8dbeeq+k6Sm+hG/e4ErhnjWIuBjyd5FLgKWNvKzwN2Bm5MEuCHwK8AlwCHAMuAfwOuHqXds4GtgWVJ1gH3A2+sqhFHzYZZMErM7wfOafcJrgPeW1VfWN9zbYnqrnT3/kmSJEkzRqo25vYm9UuSfei++uC4KTjWnKp6pC2fDsyrqlETx6mQ5DLgV6vqyee43TcB+1bVX4xXd+H8WbX0xDnPLHzP2pErS5IkSRsgyQ1VtXB96jpyN0NV1U3tS78n83vohhyZ5J10Py93AydM8vHGVVVHjV9rg8wG/naS2pYkSZImjcndDFZVnxy/1nNynIt49hMlB1JV/XO/Y5AkSZI2hA9UkSRJkqQB4MidtKHm7wPv8bkrkiRJmh4cuZMkSZKkAWByJ0mSJEkDwOROkiRJkgaAyZ0kSZIkDQCTO0mSJEkaACZ3kiRJkjQATO4kSZIkaQCY3EmSJEnSADC5kyRJkqQBYHInSZIkSQPA5E6SJEmSBoDJnSRJkiQNAJM7SZIkSRoAJneSJEmSNABM7iRJkiRpAJjcSZIkSdIAMLmTJEmSpAGQqup3DNKMlORh4PZ+xyG2Bf6z30HIfpgm7IfpwX6YHuyH6cF+2Hg7VdV261Nx9mRHIg2w26tqYb+D+GmXZKn90H/2w/RgP0wP9sP0YD9MD/bD1HJapiRJkiQNAJM7SZIkSRoAJnfShvtYvwMQYD9MF/bD9GA/TA/2w/RgP0wP9sMU8oEqkiRJkjQAHLmTJEmSpAFgcidNUJIjktyeZGWS0/sdz6BJ8skkDyRZ3lP2giSXJ7mjvW/dypPkI60vbkmyb88+x7f6dyQ5vh/nMpMl2THJlUluS7Iiyamt3L6YQkk2TfLtJN9p/fDeVr5LkuvaNb0oyfNa+fPb+sq2feeett7Zym9P8rr+nNHMlmRWkpuSXNbW7YcplmRVkmVJbk6ytJX5uTTFksxN8vkk322/Jw6wH6YHkztpApLMAs4BXg+8DHhLkpf1N6qBcz5wxLCy04Erqmo34Iq2Dl0/7NZeJwLnQveLHjgDeBXwSuCMoV8yWm9PAX9cVXsA+wNvbz/r9sXUegI4pKpeAewNHJFkf+CDwIdaP6wGFrf6i4HVVbUr8KFWj9Z3i4A96f59/V37PNPEnArc1rNuP/THwVW1d8/j9f1cmnr/D/hKVS0AXkH378J+mAZM7qSJeSWwsqrurKongc8Cb+xzTAOlqr4OPDis+I3Ap9vyp4Ff6Sn/h+p8C5ibZB7wOuDyqnqwqlYDl/PshFFjqKrvV9WNbflhul/cL8K+mFLtej7SVjdprwIOAT7fyof3w1D/fB44NEla+Wer6omqugtYSfd5pvWUZAfgSOC8th7sh+nCz6UplGRL4LXAJwCq6smqWoP9MC2Y3EkT8yLgnp71e1uZJtf2VfV96JIO4IWtfLT+sJ+eQ21K2T7AddgXU65NBbwZeIDuPz//Dqypqqdald5r+vT1btvXAttgPzwXPgz8KfDfbX0b7Id+KGBJkhuSnNjK/FyaWi8Bfgh8qk1TPi/J5tgP04LJnTQxGaHMR872z2j9YT89R5LMAS4G/qCqHhqr6ghl9sVzoKrWVdXewA50ozx7jFStvdsPkyDJUcADVXVDb/EIVe2HyffqqtqXbqrf25O8doy69sPkmA3sC5xbVfsAj/KTKZgjsR+mkMmdNDH3Ajv2rO8A3NenWH6a/KBN4aC9P9DKR+sP++k5kGQTusTuM1X1hVZsX/RJm/Z0Fd09kHOTzG6beq/p09e7bd+Kbpqz/bBxXg38cpJVdNPxD6EbybMfplhV3dfeHwAuofuDh59LU+te4N6quq6tf54u2bMfpgGTO2lirgd2a09Iex7djfGX9jmmnwaXAkNP0Toe+GJP+W+2J3HtD6xtU0G+ChyeZOt2c/bhrUzrqd0f9Angtqr6vz2b7IsplGS7JHPb8mbAYXT3P14JHN2qDe+Hof45GvhadV9oeymwqD3FcRe6Bxt8e2rOYuarqndW1Q5VtTPd5/7XqupY7IcplWTzJFsMLdN9nizHz6UpVVX3A/ckeWkrOhS4FfthWpg9fhVJQ6rqqSQn0334zAI+WVUr+hzWQElyIfC/gG2T3Ev3JK0PAJ9Lshj4HnBMq/5l4A10DyX4MfBbAFX1YJIz6ZJxgPdV1fCHtGhsrwaOA5a1+70A/gz7YqrNAz7dnqj4M8DnquqyJLcCn03yfuAm2oMN2vs/JllJN1K0CKCqViT5HN1/wJ4C3l5V66b4XAbRO7AfptL2wCXd356YDVxQVV9Jcj1+Lk21U4DPtD9030l3bX8G+6Hv0v0hSZIkSZI0kzktU5IkSZIGgMmdJEmSJA0AkztJkiRJGgAmd5IkSZI0AEzuJEmSJGkAmNxJkqRnSHJ+e7x/P46dJJ9KsjqJ3wEnSRNgcidJ0jSXZFWSH7Qvbh4q++0kV/UxrMlyEPC/gR2q6pXDNyY5Ick3pj4sSZr+TO4kSZoZZgOn9juIiWpfwD4ROwGrqurRyYhHkgaZyZ0kSTPDWcBpSeYO35Bk5ySVZHZP2VVJfrstn5DkmiQfSrImyZ1JDmzl9yR5IMnxw5rdNsnlSR5OcnWSnXraXtC2PZjk9iRv7tl2fpJzk3w5yaPAwSPEOz/JpW3/lUne1soXA+cBByR5JMl7J3KBRmu3bXtlkmvb+X8/yUeTPK9neyX53SR3tCmh5yRJ27ZruwZrk/xnkosmEpckTRWTO0mSZoalwFXVbicaAAADI0lEQVTAaRu4/6uAW4BtgAuAzwL7AbsCvwF8NMmcnvrHAmcC2wI3A58BaFNDL29tvBB4C/B3Sfbs2ffXgb8EtgBGmkJ5IXAvMB84GvirJIdW1SeA3wWurao5VXXGBM9xxHbbtnXAH7bzOQA4FPi9YfsfRXdNXgG8GXhdKz8TWAJsDewAnD3BuCRpSpjcSZI0c7wbOCXJdhuw711V9amqWgdcBOwIvK+qnqiqJcCTdInekC9V1der6gngXXSjaTvSJUCrWltPVdWNwMV0ydSQL1bVNVX131X1eG8QrY2DgHdU1eNVdTPdaN1xG3BO691uVd1QVd9qMa8C/h74pWHNfKCq1lTV94Argb1b+X/RTRed39r2nj9J05LJnSRJM0RVLQcuA07fgN1/0LP8WGtveFnvyN09Pcd9BHiQbkRsJ+BVbXrjmiRr6Eb5fm6kfUcwH3iwqh7uKbsbeNEEzmXC7SbZPcllSe5P8hDwV3SjeL3u71n+MT+5Hn8KBPh2khVJ3rqRsUrSpDC5kyRpZjkDeBvPTIaGHj7ysz1lvcnWhthxaKFN13wBcB9d4nZ1Vc3tec2pqpN69q0x2r0PeEGSLXrKXgz8x0bGO1675wLfBXarqi2BP6NL2MZVVfdX1duqaj7wO3TTUHcdbz9Jmmomd5IkzSBVtZJuWuXv95T9kC6J+Y0ks9rI0s9v5KHekOSg9tCRM4HrquoeupHD3ZMcl2ST9tovyR7rGf89wDeB/5Nk0yQvBxbT7ulbT2n7Pv1aj3a3AB4CHkmyADhp5KZHPNgxSXZoq6vpktd1E4hXkqaEyZ0kSTPP+4DNh5W9DfgT4EfAnnSJzsa4gG6U8EHgF+mmXtKmPR4OLKIbLbsf+CDw/Am0/RZg57b/JcAZVXX5BPY/kG4a6dOv9qTQsdo9je5BLw8DH6dLkNfXfsB1SR4BLgVOraq7JrC/JE2JVI01c0KSJEmSNBM4cidJkiRJA8DkTpIkSZIGgMmdJEmSJA0AkztJkiRJGgAmd5IkSZI0AEzuJEmSJGkAmNxJkiRJ0gAwuZMkSZKkAWByJ0mSJEkD4H8A/PSl0hQHBF4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Slice the NE_loan data frame\n",
    "#Group the data frame by loan_status, purpose, and Income \n",
    "#Sum the Number of Loans column from years 2014-2017\n",
    "#Plot Loan Request Categories in a for loop\n",
    "#Create a list of the unique values in the loan_status column\n",
    "A= list (NE_loan['loan_status'].unique())\n",
    "for i in A:\n",
    "    #Select each value from the above list\n",
    "    purpose= NE_loan.loc[NE_loan['loan_status']==i]\n",
    "    PL=purpose[purpose.verification_status!='Not Verified']\n",
    "    PL.loc[:,['Number of Loans','loan_status','purpose','Income']].groupby(['loan_status',\n",
    "                                            'purpose','Income']).sum().unstack().plot(kind='barh', width= 0.8, figsize=(12,9))\n",
    "    \n",
    "    #labelthe X and Y values and adjust the fontsize\n",
    "    pp.ylabel('Categories', fontsize=14)\n",
    "    pp.xlabel('Number of Loans', fontsize=12)\n",
    "    #Add a title and adjust the fontsize\n",
    "    pp.suptitle('Loan Request Categories', fontsize=16)\n",
    "    #Change the legend labels\n",
    "    pp.legend(['High Income', 'Low Income', 'Medium-High Income', 'Medium-Low Income'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Slice the NE_loan data frame\n",
    "#Group the data frame by home_ownership and loan_status and sum the Number of Loans column from years 2014-2017\n",
    "#Plot Home Ownership in a for loop\n",
    "HOME= NE_loan.loc[:,['home_ownership','loan_status', 'Number of Loans']]\n",
    "\n",
    "#Remove 2 values, '0' and 'ANY', from the original home_ownership column\n",
    "HOME=HOME[HOME.home_ownership!='0']\n",
    "HOME=HOME[HOME.home_ownership!='ANY']\n",
    "HOME=HOME.groupby(['home_ownership', 'loan_status']).sum().unstack()\n",
    "\n",
    "for i in range(6):\n",
    "    #Transpose the home_ownership columns with the loan_status indexes\n",
    "    HOME.iloc[:,0:6].T.iloc[i,:].to_frame().plot.pie(subplots=True, figsize=(5,5), startangle=90, autopct='%.1f%%', legend=False)\n",
    "    \n",
    "    #Turn off the axis lines and labels\n",
    "    pp.axis('off')\n",
    "    #Create a list of the unique values within the loan_status column for the title\n",
    "    Loans= ['Charged Off', 'Current', 'Default', 'Fully Paid', 'In Grace Period', 'Late']\n",
    "    pp.suptitle('Home Ownership and ' + str(Loans[i])+ ' Loans', fontsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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 tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"4\" halign=\"left\">Number of Loans</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "      <th>2017</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>loan_status</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Charged Off</th>\n",
       "      <td>8995</td>\n",
       "      <td>13091</td>\n",
       "      <td>7555</td>\n",
       "      <td>1155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Current</th>\n",
       "      <td>6259</td>\n",
       "      <td>44912</td>\n",
       "      <td>65606</td>\n",
       "      <td>90315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Default</th>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fully Paid</th>\n",
       "      <td>38429</td>\n",
       "      <td>34187</td>\n",
       "      <td>21711</td>\n",
       "      <td>8829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>In Grace Period</th>\n",
       "      <td>153</td>\n",
       "      <td>883</td>\n",
       "      <td>1008</td>\n",
       "      <td>1033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Late</th>\n",
       "      <td>395</td>\n",
       "      <td>2149</td>\n",
       "      <td>3033</td>\n",
       "      <td>2340</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Number of Loans                     \n",
       "Year                       2014   2015   2016   2017\n",
       "loan_status                                         \n",
       "Charged Off                8995  13091   7555   1155\n",
       "Current                    6259  44912  65606  90315\n",
       "Default                       2      9      9      1\n",
       "Fully Paid                38429  34187  21711   8829\n",
       "In Grace Period             153    883   1008   1033\n",
       "Late                        395   2149   3033   2340"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Slice the NE_loan data frame and group the data frame by Year and loan_status\n",
    "#Sum the Number of Loans column from years 2014-2017\n",
    "NE_loan.loc[:,['Year','Number of Loans','loan_status']].groupby(['loan_status', 'Year']).sum().unstack()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Slice the NE_loan data frame\n",
    "#Group the data frame by loan_status\n",
    "#Sum the Number of Loans column from years 2014-2017 and plot Loan status in a for loop\n",
    "#Create a list for the loop\n",
    "A=[2014, 2015, 2016, 2017]\n",
    "for i in A:\n",
    "    Stat= NE_loan.loc[NE_loan['Year']==i]\n",
    "    ST=Stat.loc[:,['Number of Loans','loan_status']].groupby(['loan_status']).sum()\n",
    "    ST=ST.unstack(level=0).to_frame().rename(columns= {0: 'Number of Loans'}).plot(kind='pie',subplots='True', figsize=(25,20), \n",
    "                                startangle=90, legend=False, autopct='%.1f%%',labels=['','','','','','']) #Remove labels\n",
    "    \n",
    "    \n",
    "    #Add a title\n",
    "    pp.suptitle('Distribution of Loans in ' +str(i), fontsize=16)\n",
    "    #Change the legend labels\n",
    "    pp.legend(['Charged Off', 'Current', 'Default', 'Fully Paid', 'In Grace Period', 'Late'])\n",
    "    pp.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FL5dJ2hn4DPBvBeFrgEmSzgNeBU5P8cnAicACsploowEiYqWkq4CnUrtxEbEyfb4AuBXYCXggvczMrEJatMhExLvAnnViK8hmm9VtG8CF9ZxnPDC+SHwmcHBZkjUzs2bzHf9mZpYbFxkzM8uNi4yZmeXGRcbMzHLjImNmZrlxkTEzs9y4yJiZWW6aVGQk7STp05I+VO6EzMys/SipyEi6VdKX0+dOwJPAH4GXJI3IMT8zM2vDSu3JnADMSJ9PBnYF9gGuSC8zM7OtlFpkuvP+6sjDgXsjYhkwERiYR2JmZtb2lVpk3gAOltSBrFfzYIp3BTbmkZiZmbV9pS6QOR64i+z5LJuB6Sl+JPBiDnmZmVk7UFKRiYhxkp4H+gJ3R8SGtGsTcG1eyZmZWdtW8lL/EXFvkdiE8qZjZmbtSclFRlIf4GigJ3XGciLih2XOy8zM2oGSioyks8nGZTYBy4Eo2B2Ai4yZmW2l1Nll44AfALtFRL+I6F/w2q/UL5PUTdI9kl6UNE/SUZL2kDRN0vz03j21laQbJC2QNFfSYQXnqU7t50uqLogfLunZdMwNklRqbmZmVn6lFpm9gZsjYnMzv+96YEpEHAgcCswDxgLTI2IA2ay1santCGBAeo0BbgSQtAdwOdnMtiOAy2sLU2ozpuC44c3M18zMmqHUIjOZ7B/1JpO0G3AMcAtARGyIiNXASKB2AsEE4JT0eSRwW2RmAN0k9SK7T2daRKyMiFXANGB42rdbRPwlIgK4reBcZmZWAaUO/E8DrpX0EeBZ6tyAGRG/LuEc+5GN5/xC0qHA08DFwN4RsSSdZ4mknql9b+C1guNrUqyheE2R+FYkjSHr8dC3b98SUjczs6Yotcj8LL1/q8i+ADqU+F2HAV+NiCckXc/7l8aKKTaeEk2Ibx2MuAm4CWDw4MFF25iZWfOVdLksInZo4FVKgYGsZ1ETEU+k7XvIis7SdKmL9L6soH2fguOryFYcaCheVSRuZmYV0mIPLYuIN4DXJH04hYYBLwD3A7UzxKqB+9Ln+4Fz0iyzIcCadFltKnC8pO5pwP94YGrat1bSkDSr7JyCc5mZWQVsy82Ye5DN1uoLdCrcFxHjSjzNV4E70jNpFgKjyQrdJEnnAa8Cp6e2k4ETgQXAu6ktEbFS0lXAU6nduIhYmT5fANwK7AQ8kF5mZlYhpd6MOQT4A7Ae6AG8DvRK24vI7qNpVETMBgYX2TWsSNsALqznPOPJbg6tG58JHFxKLmZmlr9SL5d9H7iDbLbWOuA4sh7NTLxAppmZ1aPUIvNR4H9T72Iz0DkilgKX4CdjmplZPUotMhsKPi8FPpQ+vw3sW9aMzMys3Sh14H8W8I/AX4FHgKsl7Q18AZibT2pmZtbWldqT+Tbv33PyHbI7938MdCfdOW9mZlZXqU/GnFnweTnZ4pVmZmYNKvk+GQBJ+wEDyZZreSEiXsklKzMzaxdKvU9mN7LVkz8P/P39sO4FzouItTnlZ2ZmbVipYzLXk01jPpbsbvqdyG6g/Cjwo3xSMzOztq7UInMycH5EPBoRG9PrEbJBfz+zxczMiiq1yOwErCgSXwl0KV86ZmbWnpRaZP4PuErSzrUBSbsAVwJ/ziMxMzNr+0qdXfbvwBTgdUlzyWaXHUq2OvLxOeVmZmZtXKn3yTwnaQDZHf4Hkj2F8pfAHRHxXo75mZlZG1byfTKpmPy8MCapl6QrI+KbZc/MzMzavOY+GbMn8B/lSMTMzNqfFnv8spmZbX9atMhIWiTpWUmzJc1MsT0kTZM0P713T3FJukHSAklzJR1WcJ7q1H6+pOqC+OHp/AvSsWrJ32dmZh9UiZ7MsRExKCJqH8M8FpgeEQOA6WkbskU4B6TXGOBGyIoScDlwJHAEcHltYUptxhQcNzz/n2NmZvVpcOBf0g2NHL9XGXIYCQxNnyeQPa/mkhS/LT2Nc4akbpJ6pbbTImJlynEaMFzSI8BuEfGXFL+NbDWCB8qQo5mZNUFjs8sOKeEcj23D9wXwR0kB/CwibgL2joglABGxRFLP1LY38FrBsTUp1lC8pkh8K5LGkJ6D07dv321I38zMtkWDRSYiji3z930iIhanQjJN0osNtC02nhJNiG8dzIrbTQCDBw8u2sbMzJqvRcdkImJxel8G/IZsTGVpugxGel+WmtcAfQoOryJ7OmdD8aoicTMzq5AWKzKSdpG0a+1nsuVongPuB2pniFUD96XP9wPnpFlmQ4A16bLaVOB4Sd3TgP/xwNS0b62kIWlW2TkF5zIzswrYpidjNtPewG/SrOIdgV9FxBRJTwGTJJ0HvAqcntpPBk4EFpCtkTYaICJWSroKeCq1G1c7CQC4ALiVbNXoB/Cgv5lZRbVYkYmIhWSLataNryB7AFrdeAAX1nOu8cD4IvGZwMHNTtbMzMqi3stlksYXXN46RlJL9nrMzKwdaGhM5gvALunzw8Ae+adjZmbtSUO9k0XAVyX9kWx68FGSVhVrGBHbcq+MmZltJxoqMt8gW9r/UrL7TX5TT7sAOpQ5LzMzawfqLTIRcR9wn6RuwErgI7x/D4uZmVmjGh3Mj4jVko4F5kfEphbIyczM2olSH7/8qKTOks4BBpJdInuB7F6X9XkmaGZmbVdJd/xLGgj8Ffgh2RL7Q4DrgL9KOii/9MzMrC0rdVmZ64HZQN+IODoijgb6AnOAH+WVnJmZtW2l3mD5CeAfI+Kt2kBEvCXp28CMXDIzM7M2r9SezDqgW5H47mmfmZnZVkotMr8Dfi7pE5I6pNcngZ+RrZZsZma2lVKLzMXAfOBxsp7LOuBRsskAX8snNTMza+tKncK8GhgpaX/gILJlZl6IiAV5JmdmZm3bNq2snIqKC4uZmZWkRR+/bGZm25cWLzJp0sAzkn6ftvtLekLSfEl3SeqU4p3T9oK0v1/BOS5N8ZcknVAQH55iCySNbenfZmZmH1SJnszFwLyC7WuB6yJiALAKOC/FzwNWRcT+ZKsLXAtbVh8YRbZg53Dgp7Uz3oCfACPIlr45K7U1M7MKabTISNpR0pcl7dvcL5NUBZwE3Jy2BRwH3JOaTABOSZ9Hpm3S/mGp/UhgYkSsj4hXyMaIjkivBRGxMCI2ABNTWzMzq5BGi0xaefn7QMcyfN+PgG8Cf0/bewKrC1Z3rgF6p8+9gdcKcliT2m+J1zmmvvhWJI2RNFPSzOXLlzf3N5mZWT1KvVw2AzisOV8k6bPAsoh4ujBcpGk0sm9b41sHI26KiMERMbhHjx4NZG1mZs1R6hTmnwM/kPQh4GngncKdETGrhHN8AjhZ0olAF2A3sp5NN0k7pt5KFbA4ta8B+gA1knYkW8JmZUG8VuEx9cXNzKwCSu3J/AroR7bU/6PAzILXU6WcICIujYiqiOhHNnD/UEScDTwMnJaaVQP3pc/3p23S/ociIlJ8VJp91h8YADyZ8hiQZqt1St/hJW/MzCqo1J5M/xxzuASYKOlq4BnglhS/Bbhd0gKyHswogIh4XtIksoembQIujIjNAJK+AkwFOgDjI+L5HPM2M7NGlLqszN/K+aUR8QjwSPq8kGxmWN0264DT6zn+u8B3i8QnA5PLmKqZmTVDyffJSBoh6feSXpDUJ8XOlzQsv/TMzKwtK/Xxy2cDk8hWYu7P+9OZO5BNSTYzM9tKqT2ZbwJfjIh/JxsHqTUDGFT2rMzMrF0otcgMAP5SJP422VRkMzOzrZRaZBYDBxSJHwO8XL50zMysPSm1yNwE3CDpE2m7j6Rq4HvAjblkZmZmbV6pU5i/J2l3YBrZ3foPA+uB/4mIn+SYn5mZtWElPxkzIr4t6btky+jvQPb45bdzy8zMzNq8bXr8MtmCk+vS581lzsXMzNqZUu+T6SzpR2TLu8wB5gIrJV0vqUueCZqZWdtVak/mRuB44Hzen8p8FPDfwK7AueVPzczM2rpSi8zpwOciYlpBbKGkZcC9uMiYmVkRpU5hfgd4vUj8deC98qVjZmbtSalF5sfA5ZJ2qg2kz/+Z9pmZmW2l3stlkuo+8Gso8LqkuWn7kHT8LvmkZmZmbV1DYzIr6mzfW2f7lTLnYmZm7Uy9RSYiRrdkImZm1v6U/NCy5pLURdKTkuZIel7SlSneX9ITkuZLuktSpxTvnLYXpP39Cs51aYq/JOmEgvjwFFsgaWxL/TYzMyuu1Jsxu6cbL+dKekPSssJXid+1HjguIg4lewbNcElDgGuB6yJiALAKOC+1Pw9YFRH7A9eldkgaCIwCPgIMB34qqYOkDsBPgBFkS9+cldqamVmFlHqfzG1k/6hPAJaSLS+zTSIiyJ4/A9mTNTum8xwH/HOKTwCuILv5c2T6DHAP8L+SlOITI2I98IqkBcARqd2CiFgIIGliavvCtuZqZmblUWqRGQp8KiJmNefLUm/jaWB/sl7Hy8DqiKh92mYN0Dt97g28BhARmyStAfZM8RkFpy085rU68SPryWMMMAagb9++zflJZmbWgFLHZF7ehrb1iojNETEIqCLrfRxUrFl6Vz37tjVeLI+bImJwRAzu0aNH44mbmVmTlFo4Lgb+W9KhqTfSLBGxGngEGAJ0k1Tbo6oiewonZD2RPgBp/+5kC3Ruidc5pr64mZlVSKlFZgGwEzAL2CBpc+GrlBNI6iGpW/q8E/BpYB7ZA9BOS82qgfvS5/vTNmn/Q2lc535gVJp91h8YADwJPAUMSLPVOpFNDqh7Q6mZmbWgUsdk7iTrSVxEEwf+gV7AhNQT2gGYFBG/l/QCMFHS1cAzwC2p/S3A7WlgfyVZ0SAinpc0iWxAfxNwYURsBpD0FWAq0AEYHxHPNyFPMzMrk1KLzGDgiIh4rqlfFBFzgY8ViS/k/dlhhfF1ZKs/FzvXd4HvFolPBiY3NUczMyuvUi+XvQDslmciZmbW/pRaZL4D/FDSpyXtLWmPwleeCZqZWdtV6uWy2ktQf+SD4zFK282ecWZmZu1PqUXm2FyzMDOzdqmkIhMRj+adiJmZtT8lFRlJhzW0v7nLzZiZWftU6uWymWy9dEvh2IzHZMzMbCulFpn+dbY7kt3z8m3g0rJmZGZm7UapYzJ/KxJekFZGvhx4oKxZmZlZu9DclZVfIXsAmZmZ2VZKHfive8OlyNYiuwJ4qcw5mZlZO1HqmMybbL0opsgeEnZmWTMyM7N2o6k3Y/4dWE72uONNRdqbmZn5ZkwzM8tPg0Wm1MUvI2JledIxsy2u2L3SGVTOFWsqnYGVSWM9mWJjMXVFCecxM7PtUGNTmI8Fjqvn9T1gPfBuKV8kqY+khyXNk/S8pItTfA9J0yTNT+/dU1ySbpC0QNLcwqVtJFWn9vMlVRfED5f0bDrmBknaOhMzM2spDRaZiHi07gtYS/Z8mf8H3Az8Q4nftQn4j4g4CBgCXChpIDAWmB4RA4DpaRtgBDAgvcYAN8KWS3iXA0eSPVHz8trClNqMKThueIm5mZlZDkq+GVNSf0m/Ap4AVgIDI+KiiFheyvERsaR2Ic2IWAvMA3oDI4EJqdkE4JT0eSRwW2RmAN0k9QJOAKZFxMqIWAVMA4anfbtFxF8iIoDbCs5lZmYV0GiRkbSnpOuBF4F9gKMi4syIeLmpXyqpH9naZ08Ae0fEEsgKEdAzNetNdh9OrZoUayheUyRe7PvHSJopaeby5SXVSDMza4IGi4ykbwEvA58CRkbEcRExszlfKKkrcC/wtYh4q6GmRWJ1V4IuJb51MOKmiBgcEYN79OjRWMpmZtZEjc0Kuxp4j6xX8GVJXy7WKCJOLuXLJHUkKzB3RMSvU3ippF4RsSRd8lqW4jVAn4LDq4DFKT60TvyRFK8q0t7MzCqksctltwGTyO7uX9HAq1FpptctwLyI+GHBrvuB2hli1cB9BfFz0iyzIcCadDltKnC8pO5pwP94YGrat1bSkPRd5xScy8zMKqDBnkxE/GsZv+sTwL8Az0qanWLfAq4BJkk6D3gVOD3tmwycCCwgmyY9OuW0UtJVwFOp3biCm0EvAG4FdiJ7/IAfQWBmVkEtdhNlRPyJ4uMmAMOKtA/gwnrONR4YXyQ+Ezi4GWmamVkZNfd5MmZmZvVykTEzs9y4yJiZWW5cZMzMLDcuMmZmlhsXGTMzy42LjJmZ5cZFxsxF0pwyAAAJ6UlEQVTMcuMiY2ZmuXGRMTOz3LjImJlZblxkzMwsNy4yZmaWGxcZMzPLjYuMmZnlxkXGzMxy4yJjZma5abEiI2m8pGWSniuI7SFpmqT56b17ikvSDZIWSJor6bCCY6pT+/mSqgvih0t6Nh1zg6T6nsJpZmYtpCV7MrcCw+vExgLTI2IAMD1tA4wABqTXGOBGyIoScDlwJHAEcHltYUptxhQcV/e7zMyshbVYkYmIx4CVdcIjgQnp8wTglIL4bZGZAXST1As4AZgWESsjYhUwDRie9u0WEX+JiABuKziXmZlVSKXHZPaOiCUA6b1nivcGXitoV5NiDcVrisSLkjRG0kxJM5cvX97sH2FmZsVVusjUp9h4SjQhXlRE3BQRgyNicI8ePZqYopmZNabSRWZputRFel+W4jVAn4J2VcDiRuJVReJmZlZBlS4y9wO1M8SqgfsK4uekWWZDgDXpctpU4HhJ3dOA//HA1LRvraQhaVbZOQXnMjOzCtmxpb5I0p3AUGAvSTVks8SuASZJOg94FTg9NZ8MnAgsAN4FRgNExEpJVwFPpXbjIqJ2MsEFZDPYdgIeSC8zM6ugFisyEXFWPbuGFWkbwIX1nGc8ML5IfCZwcHNyNDOz8qr05TIzM2vHXGTMzCw3LjJmZpYbFxkzM8uNi4yZmeXGRcbMzHLjImNmZrlxkTEzs9y4yJiZWW5cZMzMLDcuMmZmlhsXGTMzy42LjJmZ5cZFxszMcuMiY2ZmuXGRMTOz3LS7IiNpuKSXJC2QNLbS+ZiZbc/aVZGR1AH4CTACGAicJWlgZbMyM9t+tasiAxwBLIiIhRGxAZgIjKxwTmZm2632VmR6A68VbNekmJmZVcCOlU6gzFQkFls1ksYAY9Lm25JeyjUrsyYQ7AW8Wek8KuLKYv8pWyvyoVIbtrciUwP0KdiuAhbXbRQRNwE3tVRSZk0haWZEDK50HmbN0d4ulz0FDJDUX1InYBRwf4VzMjPbbrWrnkxEbJL0FWAq0AEYHxHPVzgtM7PtliK2GrIws1ZA0ph0adeszXKRMTOz3LS3MRkzM2tFXGTMzCw3LjJmZpabdjW7zKwtkvS5hvZHxK9bKhezcnORMau8f0rvPYGPAw+l7WOBRwAXGWuzXGTMKiwiRgNI+j0wMCKWpO1eZKuKm7VZHpMxaz361RaYZClwQKWSMSsH92TMWo9HJE0F7iRb2HUU8HBlUzJrHt+MadaKpEkAR6fNxyLiN5XMx6y5XGTMzCw3vlxmVmGS/hQRn5S0lg8+/0hARMRuFUrNrNnckzEzs9y4J2PWykjqCXSp3Y6IVyuYjlmzeAqzWSsh6WRJ84FXgEeBRcADFU3KrJlcZMxaj6uAIcBfI6I/MAz4v8qmZNY8LjJmrcfGiFgB7CBph4h4GBhU6aTMmsNjMmatx2pJXYHHgDskLQM2VTgns2bx7DKzVkLSLsB7ZFcYzgZ2B+5IvRuzNslFxqwVkHQKsD/wbERMrXQ+ZuXiImNWYZJ+CnwE+DPZYP/vIuKqymZlVh4uMmYVJuk54NCI2CxpZ+DxiDi80nmZlYNnl5lV3oaI2AwQEe+SLSdj1i64J2NWYZLeBRbUbgL/kLZr1y77aKVyM2suT2E2q7yDKp2AWV7ckzEzs9x4TMbMzHLjImNmZrlxkTFrJSR9VpL/m7R2xf+HNms9RgHzJX1PkicDWLvggX+zVkTSbsBZwGiyRzH/ArgzItZWNDGzJnJPxqwViYi3gHuBiUAv4FRglqSvVjQxsyZyT8aslZD0T8C5ZDdj3g5MiIhlaamZeRHxoYomaNYEvhnTrPU4HbguIh4rDEbEu5LOrVBOZs3inoyZmeXGPRmzCpO0lmyQf0sobdeuXbZbRRIzKwP3ZMzMLDfuyZhVmKQ9GtofEStbKhezcnNPxqzCJL3C+5fH6oqI2K+FUzIrGxcZMzPLjS+XmbUSko4pFq87pdmsLXFPxqyVkPS7gs0uwBHA0xFxXIVSMms292TMWomI+KfCbUl9gO9VKB2zsvDaZWatVw1wcKWTMGsO92TMWglJP+b9mzJ3AAYBcyqXkVnzeUzGrJWQVF2wuQlYFBH/V6l8zMrBRcaswiT1jYhXK52HWR48JmNWeb+t/SDp3komYlZuLjJmlVd4p7/v7rd2xUXGrPKins9mbZ7HZMwqTNJm4B2yHs1OwLu1u/BS/9bGuciYmVlufLnMzMxy4yJjZma5cZExM7PcuMiYmVluXGTMCkhaJOnTFc5hpKTZkt6S9Kak6ZL6pX1XSPrlNpxrqKSavHI1a4wXyDRrRSTtD9wGfA54COgKHA/8vZJ5mTWVezJmJZL0RUkLJK2UdL+kfQv2XS/ptdT7eFrS0QX7rpA0SdJtktZKel7S4Hq+ZhDwSkRMj8zaiLg3Il6VNBz4FnCmpLclzUnnHy1pXjr3Qkn/luK7AA8A+6b2b0vaV9Ktkq4uyO8DvR1Jl0h6PZ3vJUnDyvl3tO2Li4xZCSQdB/w3cAbQC/gbMLGgyVNkBWIP4FfA3ZK6FOw/ObXvBtwP/G89XzULOFDSdZKOldS1dkdETAH+C7grIrpGxKFp1zLgs8BuwGjgOkmHRcQ7wAhgcWrfNSIWN/I7Pwx8BfjHiNgVOAFY1NAxZg1xkTErzdnA+IiYFRHrgUuBo2rHSiLilxGxIiI2RcQPgM7AhwuO/1NETI6IzcDtwKEUERELgaFAb2AS8GbqeXQt1j4d84eIeDn1fB4F/ggcXV/7RmxOuQ+U1DEiFkXEy008l5mLjFmJ9iXrvQAQEW8DK8iKAZL+I12yWiNpNbA7sFfB8W8UfH4X6CKp6JhoRMyIiDMiogdZsTgG+HZ9iUkaIWlGuoy3GjixzneXLCIWAF8DrgCWSZpYeFnQbFu5yJiVZjHwodqNNN6xJ/B6Gn+5hOxSWveI6Aas4YOrKzdJRDwF/Jr3H8P8gXWgJHUG7gX+B9g7fffkgu8utm7UO8DOBdv71PnOX0XEJ8l+bwDXNvNn2HbMRcZsax0ldSl47Ug2zjJa0qD0D/t/AU9ExCJgV7InWS4HdpR0Gdn4yDaT9Mk0waBn2j6QbDxnRmqyFOgnqfa/3U5kl7eWA5skjSCbjUZB+z0l7V4Qmw2cKGkPSfuQ9Vxqv//Dko5Lv3Ed8B7ZJTSzJnGRMdvaZLJ/XGtfV0TEdOA/yXoNS4B/AEal9lPJZnH9leyS2jrgtSZ+92qyovKspLeBKcBvgO+l/Xen9xWSZkXEWuAisvGbVcA/k00sACAiXgTuBBZKWp0ufd0OzCEb0P8jcFfB93cGrgHeJLvE15NsRptZk3gVZjMzy417MmZmlhsXGTMzy42LjJmZ5cZFxszMcuMiY2ZmuXGRMTOz3LjImJlZblxkzMwsN/8fz+cUwGkXPbwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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aWtInJe1e7oTMzKz+lFRMJN0o6Svp81bANOA+4HlJIyqYn5mZ1YFS70yOJltzHeA4oCuwCzA2vczMrB0rtZh0Bxamz8OBuyJiIXA7MKgSiZmZWf0otZj8A9g3LVh1NHB/incBVlciMTMzqx+lrmdyA9myuvPIFqt6IMUPAp6rQF5mZlZHSiomETFO0tNAX+DOiFiVdq0BLq1UcmZmVh9KHhocEXdFxJWFa7VHxE0RUdIa7JJukLRQ0uyC2FhJr0qamV7HFOw7X9IcSc9LOrogPjzF5kgaU2r+ZmZWOSUv2yupD3Ao0JNmRSgirijhEjcC/wHc3Cx+ZURc1uy7BpGtDb8PsCtwv6SBaffPgCOBRuCvkiZFxDOl/g4zMyu/koqJpNPJ+k3WAIuAKNgdQJvFJCIekdSvxLxGArdHxErgZUlzgAPTvjkR8VLK6/Z0rIuJmVkNldrMNQ64HNguIvpFRP+C1x45c/iapFmpGax7iu0GvFJwTGOKtRQ3M7MaKrWY7AxcFxFry/z91wAfAAYD88kKFoCKHButxIuSNFrSdEnTFy1alDdXMzNrQanFZDLZMOCyiogFEbE2It4FrmV9U1Yj0Kfg0N5kw5Jbird0/QkR0RARDT169Chv8mZmtk6pHfBTgEsl7QM8RbMHFSPiN5vy5ZJ6RcT8tHkC0DTSaxLwK0lXkHXADyCbD0zAAEn9gVfJOun/eVO+28zMyqfUYvLz9P6dIvsC6NDWBSTdBgwFdpLUCFwEDJU0OF1jLvAlgIh4WtIdZB3ra4CvNjWxSfoacG/6zhsi4ukSf4OZmVVIqQ8t5l73JCJOKxK+vpXjLwEuKRKfTNbsZmZmmwkvjmVmZrltzEOLO5DNGNwX2KpwX0SMK3NeZmZWR0p9aHEI8D/ASqAHWed3r7Q9l+w5FDMza6dKbeb6MXAr2QOCK4BPkN2hTMcTPZqZtXulFpMPAf8REUE2BX2niFgAnIdXWjQza/dKLSarCj4vAHZPn98iew7EzMzasVI74GcAHwX+BjwE/EDSzsBngVmVSc3MzOpFqXcmF7B+2pLvks0c/FOyteFHVyAvMzOrI6U+tDi94PMiYETFMjIzs7pT8nMmAJL2AAaRTX/yTES8XJGszMysrpT6nMl2ZFOffBp4d31YdwFfiIhlFcrPzMzqQKl9JleRDQ8+Atg6vYal2E8qk5qZmdWLUovJccDZEfFwRKxOr4fIOt+Pr1h2ZmZWF0otJlsDi4vElwCdy5eOmZnVo1KLyf8C35e0TVNA0rbAxcCfK5GYmZnVj1JHc/0rcA/wqqRZZKO59geWA0dVKDczM6sTpT5nMlvSALIn3vciWz73l8CtEfFOBfMzM7M6UPLiWBHxTkRcGxHfjIj/FxHXAd0k/aiU8yXdIGmhpNkFsR9Lek7SLEm/ldQtxftJekfSzPT6r4JzPiLpKUlzJF0tSRvxe83MrALyrrTYE/hmicfeSLa4VqEpwL4R8SGyeb/OL9j3YkQMTq9zCuLXkI0iG5Beza9pZmZVVrVleyPiEbLRX4Wx+yJiTdqcCvRu7RqSegHbRcRjaTr8m/HQZDOzmtuc1oD/PPCHgu3+kp6Q9LCkQ1NsN6Cx4JjGFDMzsxraqLm5KkXSBcAastUcAeYDfSNisaSPAL+TtA9Zx39z0cp1R5NmNe7bt295kzYzs3VaLSaSrm7j/J3yJiBpFPApYFhquiIiVpKtL09EPC7pRWAg2Z1IYVNYb9ZPjb+BiJgATABoaGhoseiYmVk+bd2Z7FfCNR7Z1C+XNJxs6d/DI2J5QbwHsCQi1qaZigcAL0XEEknLJA0B/gKcQbauipmZ1VCrxSQijijXF0m6DRgK7CSpEbiIbPRWJ2BKGuE7NY3cOgwYJ2kN2Zrz50REU+f9l8lGhm1N1sdS2M9iZmY1ULU+k4g4rUj4+haOvQu4q4V904F9y5iamZnltDmN5jIzszrlYmJmZrm5mJiZWW4tFpM0l1bX9PkwSZvFMylmZrb5ae3O5LPAtunzH4EdKp+OmZnVo9buNuYC/yLpPrInzz8m6fViB6Z5t8zMrJ1qrZh8G7iW7FmQAH7bwnEBdChzXmZmVkdaLCYRcTdwd1pjZAmwD7CwWomZmVn9aLNTPSKWSjoCeKFgungzM7N1Sl2292FJnSSdAQwia9p6BvhVmpTRzMzasZKeM5E0iGwlxCuAg4AhwJXA3yTtXbn0zMysHpT67MhVwEzgcxHxJoCk7YBfAj8Bjq5MembtwNjta51B7Yx9o9YZWJmUWkwOBj7aVEgAIuLNtKjV1IpkZmZmdaPU6VRWAN2KxLdP+8zMrB0rtZj8HrhW0sGSOqTXIcDPgUmVS8/MzOpBqcXkXOAF4FGyO5EVwMNknfLfqExqZmZWL0odGrwUGCnpg8DeZNOrPBMRcyqZnJmZ1YeNmoI+IuZExO8jYtKmFJI0E/FCSbMLYjtImiLphfTePcUl6WpJcyTNknRAwTmj0vEvSBq1sXmYmVl5VXs9kxuB4c1iY4AHImIA8EDaBhgBDEiv0cA1kBUfsvXjDwIOBC5qKkBmZlYbVS0maXbhJc3CI4Gb0uebgOML4jdHZirQTVIvsmdapkTEkoh4HZjChgXKzMyqaHNYaXHniJgPkN57pvhuwCsFxzWmWEtxMzOrkTaLiaQtJX1F0q7VSKjwq4vEopX4hheQRkuaLmn6okWLypqcmZmt12YxSTMF/xjoWKEcFqTmK9J70zT3jUCfguN6A/NaiW8gIiZERENENPTo0aPsiZuZWabUZq6pwAFtHrVpJgFNI7JGAXcXxM9Io7qGAG+kZrB7gaMkdU8d70elmJmZ1Uipc3NdC1wuaXfgceDtwp0RMaOUi0i6DRgK7CSpkWxU1njgDklfAP4P+Ew6fDJwDDAHWA6clb5riaTvA39Nx42LiOad+mZmVkWlFpNfpfcriuwredneiDithV3DihwbwFdbuM4NwA2lfKeZmVVeqcWkf0WzMDOzulbqdCp/r3QiZmZWv0p+zkTSCEn/LekZSX1S7GxJGzRRmZlZ+1Lqsr2nA3eQzRzcn/XDhDsA/1aZ1MzMrF6Uemfyb8AXI+JfgTUF8anA4LJnZWZmdaXUYjIAeKxI/C1gu/KlY2Zm9ajUYjIPGFgkfhjwYvnSMTOzelRqMZkAXC3p4LTdJ60j8iPS1PBmZtZ+lTo0+EeStieb7r0z8EdgJXBZRPysgvmZmVkdKPWhRSLiAkmXAIPI7mieiYi3KpaZmZnVjZKLSRLAivR5bZlzMTOzOlXqcyadJP2EbJXEJ4FZwBJJV0nqXMkEzcxs81fqnck1ZFO9n836IcIfA34IdAU+X/7UzMysXpRaTD4DnBgRUwpiL0laCNyFi4mZWbtW6tDgt4FXi8RfBd4pXzpmZlaPSi0mPwUukrR1UyB9/l7aZ2Zm7ViLzVySJjULDQVelTQrbe+Xzt+2MqmZmVm9aK3PZHGz7buabb9cjgQk7QlMLAjtAVwIdAO+CCxK8e9ExOR0zvnAF8iGJ389IrwGvJlZDbVYTCLirGokEBHPk2YeltSBrB/mt2Rrvl8ZEZcVHi9pEHAqsA+wK3C/pIER4edezMxqpOTFsapkGPBiGys7jgRuj4iVEfEyMAc4sCrZmZlZUaU+tNg9PaA4S9I/JC0sfJUxn1OB2wq2v5a+8wZJ3VNsN+CVgmMaU8zMzGqk1OdMbiZrVroJWEA2rUpZSdoKOA44P4WuAb6fvuv7wOVkz7OoyOlF85E0GhgN0Ldv3zJnbGZmTUotJkOBwyNiRgVzGQHMiIgFAE3vAJKuBf47bTYCfQrO60223soGImIC2fT5NDQ0lL0AmplZptQ+kxc34thNdRoFTVySehXsOwGYnT5PAk5N84X1J1sFclqFczMzs1aUemdyLvBDSd8CZpd75JSkbYAjgS8VhH8kaTBZE9bcpn0R8bSkO4BnyNaj/6pHcpmZ1VapxWQOsDUwA0B6b7dFRHTIk0RELAd2bBb7XCvHXwJckuc7zcysfEotJrcB2wNfp0Id8GZmVr9KLSYNwIERMbvNI83MrN0ptVP9GWC7SiZiZmb1q9Ri8l3gCkmflLSzpB0KX5VM0MzMNn+lNnNNTu/38d7+EqXtXB3wZmZW30otJkdUNAszM6trJRWTiHi40omYmVn9KqmYSDqgtf0VnmbFzMw2c6U2c00n6xspfFqxsO/EfSZmZu1YqcWkf7PtjsCHgQtYP8uvmZm1U6X2mRRbrGqOpDeAi4A/lDUrMzOrK3lnAn6ZtOSumZm1X6V2wDd/MFFAL2As8HyZczIzszpTap/Ja2w4uaPIls89pawZmZlZ3dnUhxbfBRYBcyJiTXlTMjOzeuOHFs3MLLdWi0mpkzhGxJLypGNmZvWorTuTYn0lzUUJ12mTpLnAMmAtsCYiGlIxmwj0I1u69+SIeF3ZUo9XAccAy4Ez/RS+mVnttFUEWpvgcTjZ2vDl7DM5IiJeK9geAzwQEeMljUnb5wEjgAHpdRBwTXo3M7MaaLWYFOsrSfN0XQocBvwc+H5lUgNgJDA0fb4JeIismIwEbo6IAKZK6iapV0TMr2AuZmbWgpIfWpTUX9KvgL8AS4BBEfH1iFhUplwCuE/S45JGp9jOTQUivfdM8d3IhiU3aUwxMzOrgTb7OiTtCFwInAP8L/CxiJhegVwOjoh5knoCUyQ911paRWIb9O2kojQaoG/fvuXJ0szMNtDqnYmk7wAvAocDIyPiExUqJETEvPS+EPgtcCCwQFKvlEsvYGE6vBHoU3B6b2BekWtOiIiGiGjo0aNHJdI2MzPabub6AdkMwY3AVyRNKvbKm4SkbSV1bfoMHAXMBiYBo9Jho4C70+dJwBnKDAHecH+JmVnttNXMdTNtDw0uh52B32YjftkS+FVE3CPpr8Adkr4A/B/wmXT8ZLJhwXPIhgafVYUczcysBW2N5jqzGklExEvA/kXii4FhReIBfLUKqZmZWQnyTkFvZmbmYmJmZvm5mJiZWW4uJmZmlpuLiZmZ5eZiYmZmubmYmJlZbi4mZmaWm4uJmZnl5mJiZma5uZiYmVluLiZmZpabi4mZmeXmYmJmZrm5mJiZWW4uJmZmlpuLiZmZ5VbzYiKpj6Q/SnpW0tOSzk3xsZJelTQzvY4pOOd8SXMkPS/p6Nplb2Zm0PYa8NWwBvhmRMyQ1BV4XNKUtO/KiLis8GBJg4BTgX2AXYH7JQ2MiLVVzdrMzNap+Z1JRMyPiBnp8zLgWWC3Vk4ZCdweESsj4mVgDnBg5TM1M7OW1LyYFJLUD/gw8JcU+pqkWZJukNQ9xXYDXik4rZHWi4+ZmVXYZlNMJHUB7gK+ERFvAtcAHwAGA/OBy5sOLXJ6tHDN0ZKmS5q+aNGiCmRtZmawmRQTSR3JCsmtEfEbgIhYEBFrI+Jd4FrWN2U1An0KTu8NzCt23YiYEBENEdHQo0ePyv0AM7N2rubFRJKA64FnI+KKgnivgsNOAGanz5OAUyV1ktQfGABMq1a+Zma2oc1hNNfBwOeApyTNTLHvAKdJGkzWhDUX+BJARDwt6Q7gGbKRYF/1SC4zs9qqeTGJiD9RvB9kcivnXAJcUrGkzMxso9S8mcvMzOqfi4mZmeXmYmJmZrm5mJiZWW4uJmZmlpuLiZmZ5eZiYmZmubmYmJlZbi4mZmaWm4uJmZnl5mJiZma5uZiYmVluLiZmZpabi4mZmeXmYmJmZrm5mJiZWW4uJmZmllvdFhNJwyU9L2mOpDG1zsfMrD2ry2IiqQPwM2AEMIhsvfhBtc3KzKz9qstiAhwIzImIlyJiFXA7MLLGOZmZtVv1Wkx2A14p2G5MMTMzq4Eta53AJlKRWGxwkDQaGJ0235L0fEWzMtsEgp2A12qdR01cXOyvsm1Gdi/1wHotJo1An4Lt3sC85gdFxARgQrWSMtsUkqZHREOt8zDLo16buf4KDJDUX9JWwKnApBrnZGbWbtXlnUlErJH0NeBeoANwQ0Q8XeO0zMzaLUVs0NVgZlUkaXRqkjWrWy4mZmaWW732mZiZ2WbExcTMzHJzMTEzs9zqcjSXWT2S9HuKPFzbJCKOq2I6ZmXlYmJWPZel9xOBXYBfpu3TgLm1SMisXDyay6zKJD0mifC1AAAInUlEQVQSEYe1FTOrJ+4zMau+HpL2aNqQ1B/oUcN8zHJzM5dZ9f0r8JCkl9J2P9ZPSGpWl9zMZVYDkjoBe6XN5yJiZS3zMcvLdyZmVSapI/AloKmP5CFJP4+I1TVMyywX35mYVZmk64COwE0p9DlgbUScXbuszPJxMTGrMklPRsT+bcXM6olHc5lV31pJH2jaSCO71tYwH7Pc3GdiVn3fBv6YRnOJbGnUs2qbklk+buYyq4E0mmtPsmLi0VxW91xMzKpE0ici4kFJJxbbHxG/qXZOZuXiZi6z6jkceBD4pyL7AnAxsbrlOxOzKpK0BXBSRNxR61zMysmjucyqKCLeBb5W6zzMys13JmZVJul7wDvARODtpnhELKlZUmY5uZiYVZmkl4uEIyL2KBI3qwsuJmZmlpv7TMyqTNI2kr4raULaHiDpU7XOyywPFxOz6vsFsAr4eNpuBH5Qu3TM8nMxMau+D0TEj4DVABHxDtmT8GZ1y8XErPpWSdqa7EFF0qSPnk7F6pqfgDervrHAPUAfSbcCBwNn1jIhs7w8msusBiTtCAwha96aGhGv1Tgls1x8Z2JWJZJ6At8BPgg8BfwwIt6sbVZm5eE+E7PquZnsifefAl2Aq2ubjln5uJnLrEokzYyIwQXbMyLigFrmZFYubuYyqx5J6s76YcAdCrc9N5fVM9+ZmFWJpLnAuxR/psRzc1ldczExM7Pc3AFvZma5uZiYmVluLiZmZpabi4lZDUg6RNJZ6XMPSf1rnZNZHu6AN6sySRcBDcCeETFQ0q7AnRFxcI1TM9tkvjMxq74TgONI679HxDyga00zMsvJxcSs+lZF1iTQNAX9tjXOxyw3FxOz6rtD0s+BbpK+CNwPXFvjnMxycZ+JWQ1IOhI4iuxp+HsjYkqNUzLLxcXErMrSyK35EbEibW8N7BwRc2uamFkObuYyq747yeboarI2xczqlouJWfVtGRGrmjbS561qmI9Zbi4mZtW3SNJxTRuSRgJettfqmvtMzKpM0geAW4FdyTrgXwHOiIg5NU3MLAcXE7MakdSF7O/gslrnYpaXi4lZDUg6FtgH6NwUi4hxtcvILB/3mZhVmaT/Ak4B/oWsmeszwO41TcosJ9+ZmFWZpFkR8aGC9y7AbyLiqFrnZrapfGdiVn0r0vvyNGPwasBT0Ftd27LWCZi1Q7+X1A34MTCDbMJHz81ldc3NXGZVJGkLYEhE/DltdwI6R8Qbtc3MLB8XE7Mqk/RYRHys1nmYlZP7TMyq7z5Jn5akWidiVi6+MzGrMknLgG2BNWSd8QIiIraraWJmObiYmJlZbh7NZVYlkjoAW0fEW2l7COtnC37C06pYPfOdiVmVSLoMWBgRP0rbLwOzyaZUmRER59UyP7M8fGdiVj3DgI8WbC+NiH9KHfGP1igns7LwaC6z6tkiItYUbJ8HWc870KU2KZmVh4uJWfVsJalr00ZE3AcgaXsKZg82q0cuJmbVcy0wUVLfpoCk3YHb8HQqVufcZ2JWJRFxhaTlwJ8kbUs2J9fbwPiIuKa22Znl49FcZjXgVRbt/cbFxMzMcnOfiZmZ5eZiYmZmubkD3qwGJH0c6EfB38GIuLlmCZnl5GJiVmWSbgE+AMwE1qZwAC4mVrfcAW9WZZKeBQaF//LZ+4j7TMyqbzawS62TMCsnN3OZVd9OwDOSpgErm4IRcVztUjLLx8XErPrG1joBs3Jzn4mZmeXmOxOzKklrvxf7rzevAW91z3cmZmaWm0dzmZlZbi4mZmaWm4uJmZnl5mJiZma5uZhYuyRprqRP1jiHkZJmSnpT0muSHpDUL+0bK+mXG3GtoZIaK5WrWVs8NNisBiR9kGxixxOBB4EuwFHAu7XMy2xT+c7ErBlJX5Q0R9ISSZMk7Vqw7ypJr6S7icclHVqwb6ykOyTdLGmZpKclNbTwNYOBlyPigcgsi4i7IuL/JA0HvgOcIuktSU+m658l6dl07ZckfSnFtwX+AOyajn9L0q6SbpT0g4L83nP3Iuk8Sa+m6z0vaVg5/xytfXExMSsg6RPAD4GTgV7A34HbCw75K1kh2AH4FXCnpM4F+49Lx3cDJgH/0cJXzQD2knSlpCPSmvAARMQ9wL8DEyOiS0Tsn3YtBD4FbAecBVwp6YCIeBsYAcxLx3eJiHlt/M49ga8BH42IrsDRwNzWzjFrjYuJ2XudDtwQETMiYiVwPvCxpr6MiPhlRCyOiDURcTnQCdiz4Pw/RcTkiFgL3ALsTxER8RIwFNgNuAN4Ld1JdCl2fDrnfyLixXQn8zBwH3BoS8e3YW3KfZCkjhExNyJe3MRrmbmYmDWzK9ndCAAR8RawmOwffSR9MzU1vSFpKbA92SzATf5R8Hk50FlS0b7JiJgaESdHRA+yonAYcEFLiUkaIWlqan5bChzT7LtLFhFzgG+QTTq5UNLthc15ZhvLxcTsveYBuzdtpP6IHYFXU//IeWRNYN0johvwBtncWrlExF+B3wD7NoUK90vqBNwFXAbsnL57csF3F5sX6W1gm4Lt96yhEhG/iohDyH5vAJfm/BnWjrmYWHvWUVLngteWZP0gZ0kanP4B/3fgLxExF+gKrAEWAVtKupCs/2KjSTokdfT3TNt7kfW3TE2HLAD6SWr6O7oVWbPUImCNpBFko78oOH5HSdsXxGYCx0jaQdIuZHciTd+/p6RPpN+4AniH9UsIm200FxNrzyaT/SPa9BobEQ8A3yO7C5hPtlb7qen4e8lGTf2NrClsBfDKJn73UrLi8ZSkt4B7gN8CP0r770zviyXNiIhlwNfJ+ldeB/6ZrIMfgIh4DrgNeEnS0tRkdQvwJFnH+n3AxILv7wSMB14ja5rrSTaCzGyTeNZgMzPLzXcmZmaWm4uJmZnl5mJiZma5uZiYmVluLiZmZpabi4mZmeXmYmJmZrm5mJiZWW4uJmZmltv/B+8FdLcxKaXfAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Slice the NE_loan data frame\n",
    "#Group the data frame by loan_status and term \n",
    "#Sum the Number of Loans column from years 2014-2017\n",
    "#Plot Loan Term in a for loop\n",
    "A= list (NE_loan['loan_status'].unique())\n",
    "for i in A:\n",
    "    #Select each value from the above list\n",
    "    Term= NE_loan.loc[NE_loan['loan_status']==i]\n",
    "    T=Term.loc[:,['Number of Loans','loan_status', 'term']].groupby(['loan_status', \n",
    "                                                                     'term']).sum().unstack().plot(kind='bar', width= 0.3)\n",
    "    \n",
    "    #labelthe X and Y values and adjust the fontsize\n",
    "    pp.ylabel('Number of Loans', fontsize=14)\n",
    "    pp.xlabel('Loan Status', fontsize=12)\n",
    "    #Add a title and adjust the fontsize\n",
    "    pp.suptitle('Loan Term', fontsize=16)\n",
    "    #Change the legend labels\n",
    "    pp.legend(['36 Months', '60 Months'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0           348877\n",
       "ACTIVE        2147\n",
       "COMPLETE       782\n",
       "BROKEN         253\n",
       "Name: settlement_status, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Find the counts of unique values from the settlement status column\n",
    "NE_loan['settlement_status'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x16a0ee8b6d8>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Slice the NE_loan data frame\n",
    "#Group the data frame by settlement_status and Year and sum the Number of Loans column from years 2014-2017\n",
    "#Plot Debt Settlements as a bar graph\n",
    "Settlement_L= NE_loan.loc[:,['Year','settlement_status', 'Number of Loans']]\n",
    "#Remove '0' from the original settlement_status column\n",
    "Settlement_L =Settlement_L[Settlement_L.settlement_status!=0]\n",
    "Settlement_L= Settlement_L.groupby(['settlement_status','Year']).sum().unstack().plot(kind='bar', width=0.7, figsize= (10,5))\n",
    "\n",
    "#labelthe X and Y values and adjust the fontsize\n",
    "pp.ylabel('Number of Loans', fontsize=14)\n",
    "pp.xlabel('Settlement Status', fontsize=14)\n",
    "#Add a title and adjust the fontsize\n",
    "pp.suptitle('Total Number of Debt Settlements', fontsize=16)\n",
    "#Change the legend labels and position\n",
    "pp.legend(labels=['2014', '2015', '2016', '2017'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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 tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"5\" halign=\"left\">Number of Loans</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>loan_status</th>\n",
       "      <th>Charged Off</th>\n",
       "      <th>Current</th>\n",
       "      <th>Default</th>\n",
       "      <th>In Grace Period</th>\n",
       "      <th>Late</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>settlement_status</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ACTIVE</th>\n",
       "      <td>1998.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>134.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BROKEN</th>\n",
       "      <td>253.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COMPLETE</th>\n",
       "      <td>782.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Number of Loans                                       \n",
       "loan_status           Charged Off Current Default In Grace Period   Late\n",
       "settlement_status                                                       \n",
       "ACTIVE                    1998.00   11.00    2.00            2.00 134.00\n",
       "BROKEN                     253.00    0.00    0.00            0.00   0.00\n",
       "COMPLETE                   782.00    0.00    0.00            0.00   0.00"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Slice the NE_loan data frame\n",
    "#Group the data frame by settlement_status and loan_status and sum the Number of Loans column \n",
    "Settlement_D= NE_loan.loc[:,['loan_status', 'settlement_status', 'Number of Loans']]\n",
    "#Remove '0' from the original settlement_status column\n",
    "Settlement_D =Settlement_D[Settlement_D.settlement_status!=0]\n",
    "Settlement_D= Settlement_D.groupby(['settlement_status','loan_status']).sum().unstack().fillna(0)\n",
    "Settlement_D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x16a0efdca90>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot Debt Settlements as a bar graph\n",
    "Settlement_D.plot(kind='bar')\n",
    "#labelthe X and Y values and adjust the fontsize\n",
    "pp.ylabel('Number of Loans', fontsize=14)\n",
    "pp.xlabel('Settlement Status', fontsize=12)\n",
    "#Add a title and adjust the fontsize\n",
    "pp.suptitle('Total Number of Debt Settlements', fontsize=16)\n",
    "#Change the legend labels and position\n",
    "pp.legend(labels=['Charged Off', 'Current', 'Default', 'In Grace Period', 'Late'], bbox_to_anchor=(1.0, 0.9))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}