Analyse_India bank loan risk.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "80e3bc80",
   "metadata": {},
   "outputs": [
    {
     "data": {
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     "metadata": {},
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   "source": [
    "%%html\n",
    "<style type='text/css'>\n",
    ".CodeMirror{\n",
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    "}\n",
    "\n",
    "div.output_area pre {\n",
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  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "9b8cc0ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "from scipy import stats\n",
    "\n",
    "import csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "cc582f34",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['', 'Income', 'Age', 'Experience', 'Married/Single', 'House Ownership', 'Car Ownership', 'Profession', 'State', 'Risk Flag']\n"
     ]
    }
   ],
   "source": [
    "income = []\n",
    "age = []\n",
    "experience = []\n",
    "marital_status = []\n",
    "own_house = []\n",
    "own_car = []\n",
    "profession = []\n",
    "state = []\n",
    "risk_flag = []\n",
    "\n",
    "with open('data_valid.csv','r', encoding ='utf-8') as f:\n",
    "    data_reader = csv.reader(f)\n",
    "    \n",
    "    header = next(data_reader)\n",
    "    print (header)\n",
    "    \n",
    "    for row in data_reader:\n",
    "        income.append(float(row[1]))\n",
    "        age.append(float(row[2]))\n",
    "        experience.append(float(row[3]))\n",
    "        marital_status.append(row[4])\n",
    "        own_house.append(row[5])\n",
    "        own_car.append(row[6])\n",
    "        profession.append(row[7])\n",
    "        state.append(row[8])\n",
    "        risk_flag.append(float(row[9]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "2b948233",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1303834.0, 7574516.0, 3991815.0, 6256451.0, 5768871.0, 6915937.0, 3954973.0, 1706172.0, 4634680.0, 6623263.0]\n",
      "[23.0, 40.0, 66.0, 41.0, 47.0, 64.0, 58.0, 33.0, 78.0, 22.0]\n",
      "[3.0, 10.0, 4.0, 2.0, 11.0, 0.0, 14.0, 2.0, 7.0, 4.0]\n",
      "['single', 'single', 'married', 'single', 'single', 'single', 'married', 'single', 'single', 'single']\n",
      "['rented', 'rented', 'rented', 'rented', 'rented', 'rented', 'rented', 'rented', 'rented', 'rented']\n",
      "['no', 'no', 'no', 'yes', 'no', 'no', 'no', 'no', 'no', 'no']\n",
      "['Mechanical engineer', 'Software developer', 'Technical writer', 'Software developer', 'Civil servant', 'Civil servant', 'Librarian', 'Economist', 'Flight attendant', 'Designer']\n",
      "['Madhya Pradesh', 'Maharashtra', 'Kerala', 'Odisha', 'Tamil Nadu', 'Maharashtra', 'Tamil Nadu', 'Gujarat', 'Bihar', 'Andhra Pradesh']\n",
      "[0.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0, 0.0]\n"
     ]
    }
   ],
   "source": [
    "print(income[0:10])\n",
    "print(age[0:10])\n",
    "print(experience[0:10])\n",
    "print(marital_status[0:10])\n",
    "print(own_house[0:10])\n",
    "print(own_car[0:10])\n",
    "print(profession[0:10])\n",
    "print(state[0:10])\n",
    "print(risk_flag[0:10])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36899525",
   "metadata": {},
   "source": [
    "# 1. Mối tương quan giữa rủi ro với thu nhập, tuổi, và số năm kinh nghiệm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "c602a8cd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1.         0.00138792]\n",
      " [0.00138792 1.        ]]\n",
      "[[1.00000000e+00 4.74796425e-04]\n",
      " [4.74796425e-04 1.00000000e+00]]\n",
      "[[ 1.         -0.01026499]\n",
      " [-0.01026499  1.        ]]\n"
     ]
    }
   ],
   "source": [
    "coeff_risk_income = np.corrcoef(risk_flag, income)\n",
    "coeff_risk_age = np.corrcoef(risk_flag, age)\n",
    "coeff_risk_experience = np.corrcoef(risk_flag, experience)\n",
    "\n",
    "print(coeff_risk_income)\n",
    "print(coeff_risk_age)\n",
    "print(coeff_risk_experience)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97473650",
   "metadata": {},
   "source": [
    "# 2. Tần số và tần suất người vay có rủi ro và không rủi ro"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "2f85a965",
   "metadata": {},
   "outputs": [],
   "source": [
    "risk_flag_1 = []\n",
    "risk_flag_0 = []\n",
    "\n",
    "for item in risk_flag:\n",
    "    if item == 1:\n",
    "        risk_flag_1.append (item)\n",
    "    else:\n",
    "        risk_flag_0.append (item)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "3aeb9954",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]\n",
      "[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]\n"
     ]
    }
   ],
   "source": [
    "print(risk_flag_1[0:10])\n",
    "print(risk_flag_0[0:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "d7c942a3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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      "text/plain": [
       "<Figure size 1100x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = list(set(risk_flag))\n",
    "y = [len(risk_flag_0), len(risk_flag_1)]\n",
    "tansuat_0 = len(risk_flag_0)/len(risk_flag)*100\n",
    "tansuat_1 = len(risk_flag_1)/len(risk_flag)*100\n",
    "tansuat = [tansuat_0, tansuat_1]\n",
    "\n",
    "fig = plt.figure(figsize = (11,10))\n",
    "ax1 = fig.add_subplot (1,2,1)\n",
    "ax1.bar (x, y, color =[\"#D3C0F9\",\"#FDBCCF\"])\n",
    "plt.xticks([0,1],[\"Không rủi ro\", \"Có rủi ro\"])\n",
    "ax1.set_ylabel(\"Số lượng người\")\n",
    "ax1 = plt.gca()\n",
    "ax1.bar_label(container = ax1.containers[0])\n",
    "plt.title(\"Tần số người vay có rủi ro và không rủi ro\", fontweight= \"bold\",fontsize=15)\n",
    "\n",
    "ax2 = fig.add_subplot (1,2,2)\n",
    "ax2.pie (tansuat, autopct = '%.2f%%',colors =[\"#D3C0F9\",\"#FDBCCF\"])\n",
    "ax2.legend(labels = [\"Không rủi ro\",\"Có rủi ro\"], loc = (1,0.5))\n",
    "plt.title(\"Tần suất người vay có rủi ro và không rủi ro\", fontweight= \"bold\",fontsize=15)\n",
    "\n",
    "plt.savefig(\"Tần suất người vay có rủi ro và không rủi ro.png\", transparent=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64c6edd9",
   "metadata": {},
   "source": [
    "# 3. Tập trung phân tích thông tin về những người có rủi ro khi cho vay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "989101a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "income_1 = []\n",
    "age_1 = []\n",
    "experience_1 = []\n",
    "marital_status_1 = []\n",
    "own_house_1 = []\n",
    "own_car_1 = []\n",
    "profession_1 = []\n",
    "state_1 = []\n",
    "\n",
    "with open('data_valid.csv','r', encoding ='utf-8') as f:\n",
    "    data_reader = csv.reader(f)\n",
    "    header = next(data_reader)\n",
    "    \n",
    "    for row in data_reader:\n",
    "        if row[9] == \"1\":\n",
    "            income_1.append(float(row[1]))\n",
    "            age_1.append(float(row[2]))\n",
    "            experience_1.append(float(row[3]))\n",
    "            marital_status_1.append(row[4])\n",
    "            own_house_1.append(row[5])\n",
    "            own_car_1.append(row[6])\n",
    "            profession_1.append(row[7])\n",
    "            state_1.append(row[8])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "20a64a68",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[6256451.0, 5768871.0, 9420838.0, 3666346.0, 8832725.0, 9760667.0, 9639445.0, 1885923.0, 5554586.0, 9861298.0]\n",
      "[41.0, 47.0, 48.0, 56.0, 64.0, 63.0, 45.0, 46.0, 39.0, 59.0]\n",
      "[2.0, 11.0, 6.0, 12.0, 5.0, 17.0, 9.0, 16.0, 18.0, 16.0]\n",
      "['single', 'single', 'single', 'single', 'single', 'single', 'single', 'single', 'single', 'single']\n",
      "['rented', 'rented', 'rented', 'rented', 'rented', 'rented', 'rented', 'rented', 'rented', 'rented']\n",
      "['yes', 'no', 'no', 'no', 'no', 'no', 'no', 'no', 'no', 'no']\n",
      "['Software developer', 'Civil servant', 'Technical writer', 'Politician', 'Biomedical engineer', 'Chartered accountant', 'Technician', 'Magistrate', 'Software developer', 'Technical writer']\n",
      "['Odisha', 'Tamil Nadu', 'Tamil Nadu', 'Maharashtra', 'Puducherry', 'Madhya Pradesh', 'Karnataka', 'Tamil Nadu', 'Andhra Pradesh', 'West Bengal']\n"
     ]
    }
   ],
   "source": [
    "print(income_1[0:10])\n",
    "print(age_1[0:10])\n",
    "print(experience_1[0:10])\n",
    "print(marital_status_1[0:10])\n",
    "print(own_house_1[0:10])\n",
    "print(own_car_1[0:10])\n",
    "print(profession_1[0:10])\n",
    "print(state_1[0:10])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "689576cc",
   "metadata": {},
   "source": [
    "## a. Mô tả đơn biến (income)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "bb8ce4b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (8,6))\n",
    "\n",
    "ax1 = fig.add_subplot(1,1,1)\n",
    "ax1.hist(income_1, bins=20, rwidth = 0.7, color=\"#D7E7A9\")\n",
    "ax1 = plt.gca()\n",
    "ax1.bar_label(container = ax1.containers[0])\n",
    "ax1.set_ylabel(\"Số lượng người\")\n",
    "plt.title(\"Sự phân bố về thu nhập\",fontweight=\"bold\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "7f8fbebf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min 10675.0\n",
      "max 9994501.0\n"
     ]
    }
   ],
   "source": [
    "# giá trị min, max\n",
    "mi = np.min(income_1)\n",
    "ma = np.max(income_1)\n",
    "\n",
    "print(\"min\", mi )\n",
    "print(\"max\", ma)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "ae8b9645",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean: 5007946.06351571\n",
      "Median: 5006238.5\n",
      "Mode: 4253801.05\n"
     ]
    }
   ],
   "source": [
    "# giá trị mean, median, mode\n",
    "mean = np.mean(income_1)\n",
    "\n",
    "median = np.median(income_1)\n",
    "\n",
    "counts, intervals = np.histogram(income_1, bins=20)\n",
    "mode_idx = np.argmax(counts)\n",
    "mode = np.mean([intervals[mode_idx], intervals[mode_idx+1]])\n",
    "\n",
    "print(\"Mean:\", mean)\n",
    "print(\"Median:\", median)\n",
    "print(\"Mode:\", mode)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "f5a77b37",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2492112.25, 5006238.5 , 7529020.75])"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Phân vị\n",
    "np.quantile(income_1, [0.25, 0.5, 0.75])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "f1e1c6b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (8,6))\n",
    "\n",
    "ax1 = fig.add_subplot(1,1,1)\n",
    "ax1.hist(income_1, bins=20, rwidth = 0.7, color=\"#D7E7A9\")\n",
    "ax1 = plt.gca()\n",
    "ax1.bar_label(container = ax1.containers[0])\n",
    "ax1.set_xlabel(\"Tổng thu nhập (Rupee)\")\n",
    "ax1.set_ylabel(\"Số lượng người\")\n",
    "plt.title(\"Sự phân bố về thu nhập\",fontweight=\"bold\",fontsize=15)\n",
    "\n",
    "#vẽ mean, median, mode\n",
    "ax1.axvline (mean, color ='k', linestyle='dashed',linewidth=1)\n",
    "ax1.text(mean-10,50,f\"Mean:\\n{mean:.2f}\", color ='k')\n",
    "\n",
    "ax1.axvline (median, color ='b', linestyle='dashed',linewidth=1)\n",
    "ax1.text(median-50,90,f\"Median:\\n{median:.2f}\", color ='b')\n",
    "\n",
    "ax1.axvline (mode, color ='r', linestyle='dashed',linewidth=1)\n",
    "ax1.text(mode,140,f\"Mode:\\n{mode:.2f}\", color ='r')\n",
    "\n",
    "plt.savefig(\"Sự phân bố về thu nhập.png\", transparent=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa669ab4",
   "metadata": {},
   "source": [
    "## b. Mô tả đơn biến (age)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "143e36e0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min 21.0\n",
      "max 79.0\n"
     ]
    }
   ],
   "source": [
    "# giá trị min, max\n",
    "mi = np.min(age_1)\n",
    "ma = np.max(age_1)\n",
    "\n",
    "print(\"min\", mi )\n",
    "print(\"max\", ma)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "12971442",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean: 53.307827735644636\n",
      "Median: 54.0\n",
      "Mode: 58.92307692307692\n"
     ]
    }
   ],
   "source": [
    "# giá trị mean, median, mode\n",
    "mean = np.mean(age_1)\n",
    "\n",
    "median = np.median(age_1)\n",
    "\n",
    "counts, intervals = np.histogram(age_1, bins=13)\n",
    "mode_idx = np.argmax(counts)\n",
    "mode = np.mean([intervals[mode_idx], intervals[mode_idx+1]])\n",
    "\n",
    "print(\"Mean:\", mean)\n",
    "print(\"Median:\", median)\n",
    "print(\"Mode:\", mode)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "cd5e09eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([40., 54., 66.])"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Phân vị\n",
    "np.quantile(age_1, [0.25, 0.5, 0.75])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "fabfd384",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (8,6))\n",
    "\n",
    "ax1 = fig.add_subplot(1,1,1)\n",
    "ax1.hist(age_1, bins=13, rwidth = 0.7, color=\"#D7E7A9\")\n",
    "ax1 = plt.gca()\n",
    "ax1.bar_label(container = ax1.containers[0])\n",
    "ax1.set_xlabel(\"Tuổi\")\n",
    "ax1.set_ylabel(\"Số lượng người\")\n",
    "plt.title(\"Sự phân bố về tuổi\",fontweight=\"bold\",fontsize=15)\n",
    "\n",
    "#vẽ mean, median, mode\n",
    "ax1.axvline (mean, color ='k', linestyle='dashed',linewidth=1)\n",
    "ax1.text(mean-5,80,f\"Mean:\\n{mean:.0f}\", color ='k')\n",
    "\n",
    "ax1.axvline (median, color ='b', linestyle='dashed',linewidth=1)\n",
    "ax1.text(median,100,f\"Median:\\n{median:.0f}\", color ='b')\n",
    "\n",
    "ax1.axvline (mode, color ='r', linestyle='dashed',linewidth=1)\n",
    "ax1.text(mode+0.5,120,f\"Mode:\\n{mode:.0f}\", color ='r')\n",
    "\n",
    "plt.savefig(\"Sự phân bố về tuổi.png\", transparent=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "340a99a0",
   "metadata": {},
   "source": [
    "## c. Mô tả đơn biến (experience)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "8fa67b89",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "min 0.0\n",
      "max 20.0\n"
     ]
    }
   ],
   "source": [
    "# giá trị min, max\n",
    "mi = np.min(experience_1)\n",
    "ma = np.max(experience_1)\n",
    "\n",
    "print(\"min\", mi )\n",
    "print(\"max\", ma)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "65ce7cc4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean: 9.180390032502709\n",
      "Median: 9.0\n",
      "Mode: 19.0\n"
     ]
    }
   ],
   "source": [
    "# giá trị mean, median, mode\n",
    "mean = np.mean(experience_1)\n",
    "\n",
    "median = np.median(experience_1)\n",
    "\n",
    "counts, intervals = np.histogram(experience_1, bins=10)\n",
    "mode_idx = np.argmax(counts)\n",
    "mode = np.mean([intervals[mode_idx], intervals[mode_idx+1]])\n",
    "\n",
    "print(\"Mean:\", mean)\n",
    "print(\"Median:\", median)\n",
    "print(\"Mode:\", mode)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "c140bf7a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 4.,  9., 14.])"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Phân vị\n",
    "np.quantile(experience_1, [0.25, 0.5, 0.75])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "be14ad6a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize = (8,6))\n",
    "\n",
    "ax1 = fig.add_subplot(1,1,1)\n",
    "ax1.hist(experience_1, bins=10, rwidth = 0.7, color=\"#D7E7A9\")\n",
    "ax1 = plt.gca()\n",
    "ax1.bar_label(container = ax1.containers[0])\n",
    "ax1.set_xlabel(\"Số năm kinh nghiệm\")\n",
    "ax1.set_ylabel(\"Số lượng người\")\n",
    "plt.title(\"Sự phân bố về năm kinh nghiệm\",fontweight=\"bold\",fontsize=15)\n",
    "\n",
    "#vẽ mean, median, mode\n",
    "ax1.axvline (mean, color ='k', linestyle='dashed',linewidth=1)\n",
    "ax1.text(mean+0.5,80,f\"Mean:\\n{mean:.2f}\", color ='k')\n",
    "\n",
    "ax1.axvline (median, color ='b', linestyle='dashed',linewidth=1)\n",
    "ax1.text(median-2,100,f\"Median:\\n{median:.2f}\", color ='b')\n",
    "\n",
    "ax1.axvline (mode, color ='r', linestyle='dashed',linewidth=1)\n",
    "ax1.text(mode+0.5,120,f\"Mode:\\n{mode:.2f}\", color ='r')\n",
    "\n",
    "plt.savefig(\"Sự phân bố về năm kinh nghiệm.png\", transparent=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61cefe01",
   "metadata": {},
   "source": [
    "## d. Phân tích về tình trạng hôn nhân của những người có rủi ro khi cho vay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "613d1fb0",
   "metadata": {},
   "outputs": [],
   "source": [
    "single = []\n",
    "married = []\n",
    "\n",
    "for item in marital_status_1:\n",
    "    if item == \"single\":\n",
    "        single.append (item)\n",
    "    else:\n",
    "        married.append (item)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "df2578dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1100x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = list(set(marital_status_1))\n",
    "y = [len(single), len(married)]\n",
    "tansuat_single = len(single)/len(marital_status_1)*100\n",
    "tansuat_married = len(married)/len(marital_status_1)*100\n",
    "tansuat = [tansuat_single, tansuat_married]\n",
    "\n",
    "fig = plt.figure(figsize = (11,10))\n",
    "ax1 = fig.add_subplot (1,2,1)\n",
    "ax1.bar (x, y, color =[\"#D3C0F9\",\"#FDBCCF\"])\n",
    "plt.xticks([0,1],[\"Độc thân\", \"Đã kết hôn\"])\n",
    "ax1.set_ylabel(\"Số lượng người\")\n",
    "ax1 = plt.gca()\n",
    "ax1.bar_label(container = ax1.containers[0])\n",
    "plt.title(\"Tần số về tình trạng hôn nhân\\n của người có rủi ro khi cho vay\", fontweight= \"bold\",fontsize=15)\n",
    "\n",
    "ax2 = fig.add_subplot (1,2,2)\n",
    "ax2.pie (tansuat, autopct = '%.2f%%',colors =[\"#D3C0F9\",\"#FDBCCF\"])\n",
    "ax2.legend(labels = [\"Độc thân\", \"Đã kết hôn\"], loc = (1,0.5))\n",
    "plt.title(\"Tần suất về tình trạng hôn nhân\\n của người có rủi ro khi cho vay \", fontweight= \"bold\",fontsize=15)\n",
    "\n",
    "plt.savefig(\"Tình trạng hôn nhân.png\", transparent=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "297a5a0b",
   "metadata": {},
   "source": [
    "## e. Phân tích về tình trạng sở hữu nhà của những người có rủi ro khi cho vay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "482a9804",
   "metadata": {},
   "outputs": [],
   "source": [
    "norent_noown = []\n",
    "owned = []\n",
    "rented = []\n",
    "\n",
    "for item in own_house_1:\n",
    "    if item == \"norent noown\":\n",
    "        norent_noown.append (item)\n",
    "    elif item == \"owned\":\n",
    "        owned.append(item)\n",
    "    else:\n",
    "        rented.append (item)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "f1d4060a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1100x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = list(set(own_house_1))\n",
    "y = [len(norent_noown), len(owned), len(rented)]\n",
    "tansuat_norent_noown = len(norent_noown)/len(own_house_1)*100\n",
    "tansuat_owned = len(owned)/len(own_house_1)*100\n",
    "tansuat_rented = len(rented)/len(own_house_1)*100\n",
    "\n",
    "tansuat = [tansuat_norent_noown, tansuat_owned, tansuat_rented]\n",
    "\n",
    "fig = plt.figure(figsize = (11,10))\n",
    "ax1 = fig.add_subplot (1,2,1)\n",
    "ax1.bar (x, y, color =[\"#D3C0F9\", \"#F99A9C\",\"#FDBCCF\"])\n",
    "plt.xticks([0,1,2],[\"Không sở hữu/thuê\", \"Sở hữu\", \"Thuê\"])\n",
    "ax1.set_ylabel(\"Số lượng người\")\n",
    "ax1 = plt.gca()\n",
    "ax1.bar_label(container = ax1.containers[0])\n",
    "plt.title(\"Tần số về tình trạng sở hữu nhà\\n của người có rủi ro khi cho vay\", fontweight= \"bold\",fontsize=15)\n",
    "\n",
    "ax2 = fig.add_subplot (1,2,2)\n",
    "ax2.pie (tansuat, autopct = '%.2f%%',colors =[\"#D3C0F9\", \"#F99A9C\",\"#FDBCCF\"])\n",
    "ax2.legend(labels = [\"Không sở hữu/thuê\", \"Sở hữu\", \"Thuê\"], loc = (1,0.5))\n",
    "plt.title(\"Tần suất về tình trạng sở hữu nhà\\n của người có rủi ro khi cho vay \", fontweight= \"bold\",fontsize=15)\n",
    "\n",
    "plt.savefig(\"Tình trạng sở hữu nhà.png\", transparent=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab708906",
   "metadata": {},
   "source": [
    "## f. Phân tích về tình trạng sở hữu xe của những người có rủi ro khi cho vay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "4dede5cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "no_car = []\n",
    "have_car = []\n",
    "\n",
    "for item in own_car_1:\n",
    "    if item == \"no\":\n",
    "        no_car.append (item)\n",
    "    else:\n",
    "        have_car.append (item)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "ae73b1b0",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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sDC8vL0ydOlWcUvj58+eSLg2NGjWS/I2Ags/G48ePSx1Xee6b6sTV1RVff/01JkyYIFn+ww8/wM7OTrIs/ywtYWFhCAsLK3Lf+T+TiIiIiEh3sEWGjli8eLEkiWFlZQV/f39xnIK8hGJmpLCyspKU835DWRo2Nja4dOkSZs+ejWbNmsHA4H85sdTUVOzbtw/du3fHlStXCo0pb4sHTeIuTrdu3SRjOGzbtg1//fWX5MUm71gaZTlOWlpamWIrr/L8vSrqb11W9vb2hS7fuXOnJIkhl8vRtWtXDBo0CIMHD0bNmjXFdRV1L+fdT+5sF3kVdj9qQqFQ4OTJk1i0aBHatWsnjlcD5LQIOHr0KPr164f9+/cXiKOo45b1OcirPH/7/K2Pnj17ViXbFqWwZMTly5cLLCvtddPWM01ERERE5cdEho44d+6c+LujoyMePXqE4OBg7Nq1C6tXr9ZKTA4ODli2bBmuX7+OtLQ0PHjwAL/++qvYFDwrKwvr1q0DgAKDRd66davA/vIOmpg7lasmZDIZRo4cKZZ37NiBrVu3iuUGDRrA09NTLNesWROmpqZiuWfPnhAEodifvFOnlhTLq6gs55W/pUGuvPdybvnkyZPYvXs3du3aBRsbmzLFWBxnZ2fxd6VSifDwcMn6GzdulHnflpaWmD9/Pi5evIiXL1/iyZMn2Lt3r2TQ2zVr1gDIuffytlK5c+cO1Gq1ZH+3b98uMvbKkHcgUCBnyt688v+9KmpbTQQHB+O///1vgeVffvllgQGB8z+jS5YsKfaZzt+Cg4iIiIh0BxMZOiIrK0v83cDAQHyByM7Oxty5c6s8nhMnTmD79u1iFw1DQ0PUq1cPb775pqQLRm6z+LZt20q+ad+1a5fYWgMANm3ahHv37ollb29vsSuIJvK2uHj69Cm+//57sTx69GhJXX19ffTs2VMsHz9+XJL4yLufb775BosWLdI4jvyzTkRFRWm8bXVWkeeV914GIHmxX79+veQ+qCjdu3eXlIOCgsQEwpMnT8REQ2ldvXoVP//8MxISEgDk3Ft16tTBgAEDJF07cp8DfX19+Pn5icsjIiKwdu1asXzr1i1s2bJFLJubm6NTp05lik1TNjY2khZVBw4cEFtShIaGisnIwuRvdbN161ax68z27dvFlihl8fz5c4wdO1Yse3t7i12AVCoVRo4cidTUVHF9mzZtYGtrK5ZXrlyJmzdvFtjv9evXMWvWLOzbt6/MsRERERGRdnGMDB3Rrl073L17F0DOi5eHhweaNWuGmzdvaqWv999//41Zs2ZBoVDA1dUVtWvXhrGxMcLCwiRdYHIHQzQwMMC8efPw4YcfAsj5Vrxz587o0KEDMjIycOnSJXEbPT09LFiwoFTxuLm5oXPnzuK3tLljAOjp6Ulaa+RasGABDh48iMzMTKjVagwfPhxBQUFwd3dHdnY2/v33Xzx8+BCCIBRIhBQn7+CPADBo0CB06NABhoaGCAgIkCRcdEn+8+rcuTNatmwJfX19jBkzBn379tV4X+3atZMkmjp27IguXbogKioKYWFhkMlkFdK9Iq9x48bhyy+/FFsM/PLLLzh37hxcXV1x8eJFJCcnl2m/Dx8+xLhx4zBp0iTUrVsXTk5OMDc3x927d3H//n2xXt7rN3/+fBw8eFCcCvb999/Hzz//DEtLS1y4cEEyLeucOXMKJJEqmkKhgKenJ06fPg0gJ+ni7OyMmjVr4unTp8Vu6+rqCmdnZ/Ez6MqVK7Czs4OZmZlkeuaymDBhgjgoqampKX7++WckJyejQ4cOyMrKQnh4OKZNm4YNGzYAyPmMCQoKEge4ffbsGVq0aIE2bdrAwcEBqampuHXrlpikKWycHiIiIiLSDWyRoSPmzZsndtkAcpIZBw8exOPHj0vVYqCiKZVK3L17FydOnMAff/whSWLY2dlh5syZYnn69OmSmUyUSiVOnTqFixcvii+uhoaG+OGHH+Dl5VXqWApLEnTv3h116tQpsLxly5bYunWrZBDEf/75BwcPHsSRI0fw4MEDMabSjC/g7+8vGYQwNjYW+/fvx+7du4sdeLC6GzJkiOSF+tGjR9i3bx92794teWHXxIgRI9C8eXOxnJKSgkOHDiEsLAz+/v7o3LlzhcWdy9bWFhs2bJC0PPj3339x7NgxpKamYuLEiZL6+btMlCQ3+RUaGooDBw5IromZmRkWLlwoltu2bYuNGzdKWhxdvXoVISEhkiTGuHHjMGfOnFLFUVYLFiyQdAVSKpV4+vQp9PX1MW7cuCK3k8lkCAoKkix7+fIlYmNjYWxsXGgSURPr16/H3r17xfKXX36JevXqoVWrVpKBhTdu3Ig9e/aI5ffeew9z584Vu0Kp1WpcunQJ+/fvR0hIiGTMjqoeM4aIiIiIKg4TGTrCw8MD586dQ0BAAMzNzWFiYoI2bdpg8+bNkv+wrypvvvkmVqxYgQEDBqBBgwawsrKCvr4+LCws0KpVK8yePRthYWEFxsZYtWoVQkNDMWzYMDg7O0OhUMDY2BgeHh6YPHkyrl27hvHjx5cppqFDhxaYJaO4FhCDBg3CnTt3MHfuXLRt2xaWlpbiOTRv3hxjx47Frl27JE3/S2Jqaorjx4+jX79+sLKyemXGzHB2dsaRI0fQvXt3WFhYlGtfCoUCoaGhmDRpEuzs7CCXy+Hm5oYFCxZg//79lfaC+cYbbyA0NBS+vr4wMzODubk5unfvjpCQEHTo0EFSV9PxWby9vbF69Wq89dZbaNSoEWxsbKCvrw9TU1M0adIE77//PsLCwtC2bVvJdiNGjMCNGzcwdepUNGrUCCYmJpDL5XBycsKQIUNw5MgR/PTTT0WOM1LRfH19cejQIXh6esLY2BgWFhbo1asXzpw5g3feeafYbceMGYNff/0VLVq0gFwuh7W1NYYMGYKrV68W6NKjiYcPH2L69Oli2dvbWzI97rx589C6dWuxPHHiRMl0skuWLMHFixcxbtw4eHh4wNTUFAYGBqhZsyY8PT0xY8YMnD59usxJFiIiIiLSPplQ0W24iYiqoZiYGFhbWxdobfHixQt06dIF165dA5AzHkh8fHyhU8cSEREREZH2cYwMItKqhQsXirPY1KpVq8wDb5Zk48aNWLZsGXr06AFnZ2eYmpri6dOnOHDgAJ4/fy7WmzlzJpMYRERERETVGBMZRKRVJ0+exMmTJwEUnKa3oiUnJ0vGVMhv7NixBcZ8ICIiIiKi6oWJDCJ6LQQEBCAmJganT59GZGQkEhISYGRkBCcnJ3h6emLMmDFlGmSWiIiIiIiqFsfIICIiIiIiIiKdwVlLiIiIiIiIiEhnMJFBRERERERERDqDiQwiIiIiIiIi0hlMZOiwnTt3onHjxjAxMUGNGjXQq1cvhIeHazssnXDz5k0EBQUhKCgIp06d0nY4GsvIyMDixYsRFBSEdevWVckxAwMDUbt2bSgUCjg5OeGTTz6BWq2ukmMTERERERHlx8E+ddiFCxdgZGSERo0a4dmzZ2jatCn69u2L3377TduhVXuCICAwMBC//PILbGxscP36dTg6Omo7rBJNmTIFa9asgY2NDU6dOoXGjRtX+jH37NmDDh06oFatWvjxxx/x/vvv48iRI+jZs2elH5uIiIiIiCg/tsjQYR07dkTLli2hUCiwZcsWpKSkwMPDQ9th6QSZTIaff/4ZAwcOxPPnzzFy5MgSWxkEBgZCJpOJP1Xtjz/+wJo1a2BhYYHg4OAqSWIAwKBBg1C7dm0kJydj69atMDQ0RL169Qqt++jRI8k1CgoKqpIYK0LdunXFuH18fDTeLu/5BgYGarxdaGioZNuNGzeWOmZNBQUFSY716NGjSjsWEREREVFlYyLjFfDVV19h7ty5+OCDDzBv3jxth6Mz9PX1sXXrVvj5+eHPP//Ef/7zH22HVKTo6GiMGTMGxsbGOHDgANq2bVulxxcEAT4+Prh9+zYOHjyI+vXrV+nxiYiIiIiIchloOwAqP4VCgalTp2LlypXaDqVays7OxhdffAFvb+8C37QrFArs3bsXK1euhEqlQmZmJuRyubh+27ZtSEpKwuTJk9GuXTu8ePGiiqPPcf36dUyZMgU+Pj7o2rVrlR8/OTkZXbp0gbe3N/z8/IqsZ2pqisGDB4vlqmo1ootsbW0l16pu3braC4aIiIiISIdwjAx6LTg7O8Pf37/UA2QuWLAAa9euRVxcXCVFRtVF3bp18fjxYwCAt7c3QkNDNdoubzej0aNHV2oXkbIKCgrCZ599JpbDw8OZOCEiIiIincWuJdVARkYGfvjhB/Ts2RN2dnaQy+WwsbFBq1atMHPmTCQkJIh1fXx8xH7uhb2IFNfP/9ixY5gyZQo8PT3h7OwMU1NTKBQKODo6onfv3ti8eTNKm9cqrO/93r170aVLF5iZmcHS0hL9+/fHvXv3Ct0+IiICo0ePhq2tLYyNjdGiRQusXbsWgiAUO/ZAcevyj9OwcOFCZGRkIDk5WXLN16xZg+7du6NmzZowNDSEjY0NunbtisWLF+Off/4BAKhUKnG78o6RERsbi4ULF6JDhw6wsrKCXC6Hg4MDvL29C+3WUlyMK1euRFpaWqmOX9iYDGfPnkWvXr1gZWUFmUyGsLCwEse5KG5sh/KMkZH/3k5PT8enn34Kd3d3yOVyvPHGG5L6Z86cwYgRI1C3bl0YGRnBzMwMjRo1wpQpU4q838pq9uzZkvMaPnw4VCpVoXWTkpLw4YcfwtnZGQqFAg0aNMDy5csLPFvlHSNDpVJh69at6NevnzirTI0aNdCkSRNMmTKlxHEwDh48iK5du2r0nKpUKmzZsgW9e/eGvb095HI5rKys0KFDByxatEjyGVWSDRs2SM775MmTBeqsXr1aUuevv/4CANy7dw+zZ8+Gr68v3NzcUKNGDRgaGsLa2hqdOnXC0qVLkZqaKu7nl19+kewnJCSkwLFWrlwpqXP9+nWNz4WIiIiItEQgrXrw4IHQuHFjAUCRP3///bdY39vbW1zu4uJSYH8uLi7iem9vb8m6ESNGFHscAMKgQYMElUqlcfwLFy6UbD906NBC92trayvExsZKtr1//75gb29faP2xY8dKyqNHj5ZsW9y68PDwQvc5c+ZMQRAEISIiQmjWrFmJ18LR0VFQKBSCu7u7IAiCMHr0aMn60jh06JBgZWVV5LEsLS0l9TWJ0cPDQ3j48KHGMYSEhEi2HzJkiKCvr1/gXst//RYuXFjsfjZs2FDktc+/bXHy3tsODg6Cl5eXZF8DBgwQ63700UfFXhu5XC6JSxNFPTuff/65ZN8jRowQsrOzxfV51/Xo0UNwc3MrNKYFCxZofB1LEhcXJ3Tp0qXYa7B3716xfv7ndOLEiRo/p8nJyZK/TWE/Dg4OwuXLlzWKPTU1VTA1NRW3nTx5coE6ec+tYcOG4vJ169aV+Ny6u7sLz549EwRBEJRKpVCrVi1x3dtvv13gWJ6enuL61q1ba3QORERERKRdbJGhRRkZGejduzdu374tLjM2NkbHjh3h6+sLBweHCj+mgYEBmjRpAh8fHwwYMADdunVDjRo1xPV79uzBjh07yrz/HTt2wNraGr6+vrC2thaXx8XFYfXq1ZK6o0ePRkxMjFi2sbGBn58fnJyc8PPPP5c5hsLkflMvCAIGDRqEGzduiOvs7e3Rs2dP1K5dW7JNVFQUFAoFli5dWq5j37p1C4MHD0ZiYqK4zMbGBj169ECnTp1gYWEhqV9cjE5OTuKye/fuoX///sjOzi5TXLt27YJKpULTpk3Rp08fODs7l2k/lSE6OhqnT59GjRo10KNHD3Tp0gWGhoYAgO+++w5ff/21WFcul8PLywvt2rUTW8pkZmZi/PjxOHv2bLniWLlyJRYsWCCWR40ahV9++QX6+vqF1j9x4gQePHiANm3aoF27dpJ1y5cvr7AxVoYMGYIzZ86IZQMDA7Rp0wb+/v5wcXEpcfsff/xR4+d0zJgxklYTVlZW8PPzkwz4Gh0djYCAACQlJZV4bDMzM8nYILt375bcw0+fPpX83UaPHl1gH/Xq1UPnzp3Rv39/+Pv7S+7d+/fv49NPPwWQc29MnDhRXLdnzx48f/5cLEdGRuLChQtieezYsSXGT0RERETVgLYzKa+z//73v5JvElu0aCE8evRIUic4OFiIiIgQy+VpkXHv3j0hNTW1wDYvXrwQ6tWrJ/mmXlP5v+n18PAQvw19+PChYGRkVGg858+fL7BdXFycIAiCkJ6eLvTo0UOyvjwtMvK2Cti3b59kXZcuXYQXL16Ix/Xz85Os37Jli7htWVtkvPnmmwW+0c89piAIQkZGhvDLL79USIzFyd8CAIDw66+/iuvVarWQmZlZLVpkABA6duwoxMfHi+uVSqWQlZUl2NraSlpeXLx4Uayzfv16yT78/Pw0Pn7+Z2fdunWCTCYTlwUGBhbaWin/NV21apW4Ln/Lh5CQEHFdWVtkHDx4ULJdnTp1hOvXr0vqXLhwQbKsrM9pWFhYge1yW2yoVCohMDBQsv6LL77Q6BxOnDgh2e7IkSPiuhUrVojL9fT0hMjISHHd06dPhZiYmAL7U6vVwrBhw8TtatasKdnG0NBQXPfNN98UeiyFQiEkJCRoFD8RERERaRdbZGjRH3/8ISmvWbOmwLep/v7+km/hy8PV1RVbt26Fv78/HB0dYWRkBJlMBjMzMzx8+FCslzs+RFl8/PHHsLW1FY/XsGFDcV10dLT4+59//inZ7qOPPkLNmjUBAEZGRqUaW6E0Dh8+LCkvWLAApqam4nHzDogIAMHBweU6nlqtlhzT2toa33//vXhMIGfmlJEjR1Z5jL169cKIESPEskwmE1s9VAcrV66EjY2NWJbL5bh8+bJk4NUhQ4ZIWj6MHTsWDRo0EMuhoaHIyMgo9bGvX7+OSZMmieNajB07FuvXr4eeXvEfmS4uLpgyZYpY7tOnj2R93megrPJ/bixbtgzNmjWTLOvQoUOBZXlp+pzmvxdnzJiBWrVqAQD09PSwZMkSyXpN78Vu3bpJPuu2bdsm/r59+3bxd19fX0lLKUdHR/z9999466234ObmBhMTE8hkMujp6Un2ER8fL7aAcnR0xKBBg8R1eQf8zdv6bODAgbCystIofiIiIiLSLiYytCjvYHyGhoZo3759pR1LpVKhV69emDhxIo4ePYro6GgolcpC66akpJT5OK1atZKUzczMxN/zHi8iIkJSr2nTppJycS9h5fHkyRNJuUmTJsWWc2exKKv4+HhJd4LmzZtLrok2Y/Ty8irTdlVBLpcX+jyUdG3yL8vKyipT8iAxMRFqtRoA0LBhQ6xbt67EJAYAtGjRQlIv/9+6qGeuNPIP4tm5c+dS70PT57Sk6+3g4CB5+df0XpTJZBg1apRY3rt3LzIzM/Ho0SNcvHhRXJ5/IN+goCD07t0bO3bswMOHD5Genl7kMfJ+jk2bNk38/fbt2zh37hyePHkiOdaYMWM0ip2IiIiItI+JDB1W2KwJRU0TunPnTkkrCLlcjq5du2LQoEEYPHiw2BoCQKlnLskr/zeaRY0lkP8Y+V8SSzMrSP7r8OzZsyLr5j9uWWYfKQ9NjldVMdrb22tUrzTXt6LY2dkVet6aXJvy3L+FuXv3Lj755BON6mp6/1ekstwfZX1OK/J65x37IikpCcHBwZLWGJaWlpKZap4+fYrFixdL9tGqVSu88cYbGDx4MBo1alRkXJ06dUKbNm3E8rp167Bjxw6xTp06deDr61um8yAiIiKiqsdEhhblnT41KytL8u1gUeRyufh7/oH1wsLCipyS89y5cwXKJ0+exO7du7Fr1y5JE/6qkH9gyTt37kjKeQe6LEzeLhD5r0P+c80rf9edW7duFVsu7wCYNjY2km+7r127VuKAj1UVY1EtDPLeY0Dprm9FKSq2kq4NIL2XDA0NyzRobvv27dGpUyex/OWXX2L58uWl3k9lyD/tct5BPytaSdc7Ojpacn+U5l50c3NDly5dxPL27dsl3UOGDh0KY2NjsfzXX39JkmrLly/H1atXsXfvXuzatQtdu3Yt9nhTp04Vf9+xYwc2bdoklgMDAzVqcUNERERE1QP/y02L+vbtKym/9957BZpm79+/X9INI++36C9evBC/wUxMTMT7779f5LGysrIkZRMTE/H39evX4969e6U/gXLo3r27pPzNN9+IL0QZGRkljpGR9zqcOnVKHNfjxo0bWLZsWZHb9erVS1JetGiRmPxRKpUFxp/IX7+09PX1JftISEjA5MmT8fLlS3GZUqmU9Nuv6hjzs7GxgYGBgVg+cOCA2AojNDRUEmtVa9u2raT10K5du3DlyhWxvGnTJsm97O3tDSMjo1Ifx9jYGAcOHJCMHfHxxx9jw4YNZYy84uT/3JgzZ06BxN+pU6dw7dq1ch8r/721YsUKxMfHA8gZ/2X+/PnF1i9J3q4ju3fvRlhYWKHrgOI/w8LCwrBly5ZijzVs2DBxXJC0tDTcvHkTQE4rk/zHIiIiIqLqjYkMLRo3bhzc3NzE8rVr19CoUSN06tQJPXv2RJ06dTBgwADJdIE+Pj6SfQwbNgzOzs6ws7MrdqrJ/FNBduzYEX379kWrVq0wfvz4Ku9i0bFjR8k33jdu3ECDBg3g7+8Pd3d3HD9+vNjt816HlJQUNGnSBM7OzmjRogViY2OL3K5///5o3bq1WD516hTq16+PXr16oX79+jhy5Ii4rnHjxhg6dGgZzk5qwYIFkpfpLVu2wMXFBb6+vvDy8oKDgwNmzZqlUYzu7u6VEmNeCoUCnp6eYvnx48dwdnaGk5MTunXrVmSrn6pgYGCAefPmiWWlUonOnTvD29sbHTp0kIxzoKenJ5k6tbSsra0RHBwstugQBAETJkzAvn37yrzPitCnTx9JS4aIiAi0bt0a7dq1Q+/evVG/fn14e3sjPDy83Mdq2bIlBgwYIJbv3r0LDw8P+Pv7o2HDhpJpkmvVqoV33323VPsfOnSomJDIOzaHu7u75PMByEli5f2cmjp1Krp37w4fHx+0b99ekhwsjEKhkEzFmsvb2xv16tUrVdxEREREpF1MZGiRkZERDh8+DA8PD3FZeno6zp8/j2PHjiEyMrLANm+//bakPpDzIpOVlYWAgAA4OjoWeqwRI0agefPmYjklJQWHDh1CWFgY/P39yzRgYHlt2rQJdnZ2YjkuLg5Hjx5FZGRkgRei/N0d5syZI2l2np2djYiICAiCUOjLSi49PT3s3btXMmhhdHQ0jhw5Irne7u7u2L9/f4XM4tGsWTPs3LkTlpaW4rLnz5/jxIkTOHPmjDi7giYx5m2dU5Ex5rdgwQJJU3ulUomnT59CX18f48aNq/Djlcb06dMl3QSUSiVOnTqFixcvimMeGBoa4ocffij3gKYuLi44dOgQzM3NAeSMFzJs2DCEhoaWa7/lIZPJsGfPHnTs2FFclp2djcuXLyM4OBgPHjyo0ONt3LhRch0TEhJw9OhR3L9/X1xmZ2eHAwcOwNraulT7Njc3x8CBAwsszzt+Ri43NzdMmDBBLKtUKoSEhODkyZOws7Mr9rnP9e6770paGwE5M9IQERERkW5hIkPL3N3d8ffff2PNmjXo0aMHbG1tYWBgACsrK7Rs2RIfffSRpN+5sbExQkJCMGrUKNSsWRMKhQJNmjTBypUrsW/fviJfahUKBUJDQzFp0iTY2dlBLpfDzc0NCxYswP79+6tkUML86tevj0uXLmHkyJGoWbMmjIyM0KJFC6xbtw4zZ86U1M0/zkHjxo0RGhoKX19fmJqawtTUFF5eXjh48CDmzp1b7HGdnZ1x6dIlfPfdd/D29oa1tbV4zTt37owVK1bg6tWrktYy5RUQEIA7d+5g/vz5aNu2LSwtLWFgYAA7Ozt4eXkVGExSGzHm5evri0OHDsHT0xPGxsawsLBAr169cObMGbzzzjuVcszSWLVqFUJDQ8UWSQqFAsbGxvDw8MDkyZNx7do1jB8/vkKO1bJlS+zZs0d8tpRKJfr37y/p0lLVbG1tcfr0aWzevBl9+/aFvb09DA0NYWFhgcaNG+Pdd99Fy5YtK+RYNWrUQEhICDZt2gR/f3/xM8rCwgJt27ZFUFAQbt26VeZZl/J369DT05PMaJLX2rVrsWzZMtSvXx+Ghoawt7dHYGAgLl26pNHgtbVr15YkTiwsLDB48OAyxU1ERERE2iMTKnqIfyINpaamIjs7u8AMCoIgYNKkSZKxGEJCQgp0qyEiKi0fHx+cPHkSADBp0iR8//33Wo6IiIiIiErLoOQqRJXj1q1b6Nq1K7p27YoGDRqgZs2aiI+PR0hICO7evSvW8/LyYhKDiMps+/btCA8Px19//SUmMfT09CRdlIiIiIhIdzCRQVqVlZWFEydO4MSJE4Wub9++PXbv3l3FURHRq2Tt2rViAiPX9OnTJePQEBEREZHuYCKDtMbd3R0LFy5EaGgoHjx4gLi4OMhkMtSqVQutW7fG0KFDMXToUK2M30FErx6FQoF69eph0qRJbI1BREREpMM4RgYRERERERER6QzOWkJEREREREREOoOJDCIiIiIiIiLSGRwjoxTUajWioqJgbm4OmUym7XCIiEhLBEFAamoqHB0doafH7wSIiIiIqhITGaUQFRWFOnXqaDsMIiKqJiIiIuDk5KTtMIiIiIheK0xklIK5uTmAnP9wtbCw0HI0RESkLSkpKahTp4747wIRERERVR0mMkohtzuJhYUFExlERMRuhkRERERawI69RERERERERKQzmMggIiIiIiIiIp3BRAYRERERERER6QwmMoiIiIiIiIhIZzCRQUREREREREQ6g4kMIiIiIiIiItIZTGQQERERERERkc5gIoOIiIiIiIiIdAYTGURERERERESkM5jIICIiIiIiIiKdwUQGEREREREREekMJjKIiIiIiIiISGcwkUFEREREREREOoOJDCIiIiIiIiLSGUxkEBEREREREZHOYCKDiIiIiIiIiHQGExlEREREREREpDOYyCAiIiIiIiIincFEBhERERERERHpDCYyiIiIiIiIiEhnMJFBRERERERERDqDiQyqMkFBQZDJZJIfe3t7cf2ePXvg7++PmjVrQiaTISwsTLJ9QkICpk6dCg8PD5iYmMDZ2RnTpk1DcnJyocdTKpVo2bJlofsiIiIiIiIi3cREBlWpJk2aIDo6Wvy5ceOGuO7ly5fo3Lkzli1bVui2UVFRiIqKwvLly3Hjxg1s3LgRwcHBGDduXKH1P/74Yzg6OlbKeRAREREREZF2GGg7AHq9GBgYSFph5DVy5EgAwKNHjwpd37RpU+zevVssu7m54YsvvsA777yD7OxsGBj873Y+fPgwjh49it27d+Pw4cMVdwJERERERESkVWyRQVXq/v37cHR0hKurK4YNG4aHDx+Wa3/JycmwsLCQJDFiY2MxYcIEbN68GSYmJuUNmYiIiIiIiKoRJjKoynTo0AG//PILjhw5gnXr1iEmJgadOnXC8+fPy7S/58+fY9GiRZg0aZK4TBAEBAYGYvLkyWjbtm1FhU5ERERERETVBLuWUJXp3bu3+HuzZs3g6ekJNzc3bNq0CR999FGp9pWSkoK+ffuicePGWLhwobj8u+++Q0pKCubOnVthcRMREREREVH1wRYZpDWmpqZo1qwZ7t+/X6rtUlNT0atXL5iZmWHv3r0wNDQU1/3555+4cOECFAoFDAwMUL9+fQBA27ZtMXr06AqNn4iIiIiIiKoeW2SQ1iiVSty5cwdeXl4ab5OSkgJ/f38oFArs378fRkZGkvWrVq3C4sWLxXJUVBT8/f2xfft2dOjQocJiJyIiIiIiIu1gIoOqzMyZM9GvXz84Ozvj2bNnWLx4MVJSUsSWEgkJCXjy5AmioqIAAPfu3QMA2Nvbw97eHqmpqejZsyfS0tLw66+/IiUlBSkpKQAAW1tb6Ovrw9nZWXJMMzMzADkznDg5OVXVqRIREREREVElYSKDqkxkZCTefvttxMfHw9bWFh07dsSFCxfg4uICANi/fz/GjBkj1h82bBgAYOHChQgKCsKVK1fw119/AYDYZSRXeHg46tatWzUnQkRERERERFojEwRB0HYQuiIlJQWWlpbilJ9ERPR64r8HRERERNrDwT6JiIiIiIiISGewa4mW3DyZqe0Q6DXS1Fuu7RCIiIiIiIgqBFtkEBEREREREZHOYCKDiIiIiIiIiHQGExlEREREREREpDOYyCAiIiIiIiIincFEBhERERERERHpDCYyiIiIiIiIiEhnMJFBRERERERERDqDiQwiIiIiIiIi0hlMZBARERERERGRzmAig4iIiIiIiIh0BhMZRERERERERKQzmMggIiIiIiIiIp3BRAYRERERERER6QytJzKCgoIgk8kkP/b29uJ6QRAQFBQER0dHGBsbw8fHB7du3ZLsQ6lUYurUqahZsyZMTU3Rv39/REZGSuokJiZi5MiRsLS0hKWlJUaOHImkpKSqOEUiIiIiIiIiqiBaT2QAQJMmTRAdHS3+3LhxQ1z31Vdf4euvv8bq1atx6dIl2Nvbw8/PD6mpqWKd6dOnY+/evdi2bRvOnDmDFy9eICAgACqVSqwzfPhwhIWFITg4GMHBwQgLC8PIkSOr9DyJiIiIiIiIqHwMtB0AABgYGEhaYeQSBAErV67EvHnzMGjQIADApk2bYGdnh99++w2TJk1CcnIy1q9fj82bN8PX1xcA8Ouvv6JOnTo4fvw4/P39cefOHQQHB+PChQvo0KEDAGDdunXw9PTEvXv34OHhUXUnS0RERERERERlVi1aZNy/fx+Ojo5wdXXFsGHD8PDhQwBAeHg4YmJi0LNnT7GuQqGAt7c3zp07BwC4cuUKsrKyJHUcHR3RtGlTsc758+dhaWkpJjEAoGPHjrC0tBTrFEapVCIlJUXyQ0RERERERETao/VERocOHfDLL7/gyJEjWLduHWJiYtCpUyc8f/4cMTExAAA7OzvJNnZ2duK6mJgYyOVyWFlZFVunVq1aBY5dq1YtsU5hli5dKo6pYWlpiTp16pTrXImIiIiIiIiofLSeyOjduzcGDx6MZs2awdfXFwcPHgSQ04Ukl0wmk2wjCEKBZfnlr1NY/ZL2M3fuXCQnJ4s/ERERGp0TEREREREREVUOrScy8jM1NUWzZs1w//59cdyM/K0mnj17JrbSsLe3R2ZmJhITE4utExsbW+BYcXFxBVp75KVQKGBhYSH5ISIiIiIiIiLtqXaJDKVSiTt37sDBwQGurq6wt7fHsWPHxPWZmZk4efIkOnXqBABo06YNDA0NJXWio6Nx8+ZNsY6npyeSk5Nx8eJFsc5ff/2F5ORksQ4RERERERERVX9an7Vk5syZ6NevH5ydnfHs2TMsXrwYKSkpGD16NGQyGaZPn44lS5bA3d0d7u7uWLJkCUxMTDB8+HAAgKWlJcaNG4cZM2bAxsYG1tbWmDlzpthVBQAaNWqEXr16YcKECfjhhx8AABMnTkRAQABnLCEiIiIiIiLSIVpPZERGRuLtt99GfHw8bG1t0bFjR1y4cAEuLi4AgI8//hjp6el47733kJiYiA4dOuDo0aMwNzcX9/HNN9/AwMAAQ4cORXp6Onr06IGNGzdCX19frLNlyxZMmzZNnN2kf//+WL16ddWeLBERERERERGVi0wQBEHbQeiKlJQUWFpaIjk5udzjZdw8mVlBURGVrKm3XNshEL1SKvLfAyIiIiIqnWo3RgYRERERERERUVGYyCAiIiIiIiIincFEBhERERERERHpDCYyiIiIiIiIiEhnMJFBRERERERERDqDiQwiIiIiIiIi0hlMZBARERERERGRzmAig4iIiIiIiIh0BhMZRERERERERKQzmMggIiIiIiIiIp3BRAYRERERERER6QwmMoiIiIiIiIhIZzCRQUREREREREQ6g4kMIiIiIiIiItIZTGQQERERERERkc5gIoOIiIiIiIiIdAYTGURERERERESkM5jIICIiIiIiIiKdwUQGEREREREREekMJjKIiIiIiIiISGcwkUFEREREREREOoOJDCIiIiIiIiLSGUxkEBEREREREZHOYCKDiIiIiIiIiHQGExlEREREREREpDOYyCAiIiIiIiIincFEBhERERERERHpDCYyiIiIiIiIiEhnMJFBRERERERERDqDiQwiIiIiIiIi0hlMZBARERERERGRzmAig4iIiIiIiIh0BhMZRERERERERKQzmMggIiIiIiIiIp3BRAYRERERERER6QwmMoiIiIiIiIhIZzCRQUREREREREQ6g4kMIiIiIiIiItIZTGQQERERERERkc5gIoOIiIiIiIiIdAYTGURERERERESkM5jIICIiIiIiIiKdwUQGEREREREREekMJjKIiIiIiIiISGcwkUFEREREREREOoOJDCIiIiIiIiLSGUxkEBEREREREZHOYCKDiIiIiIiIiHQGExlEREREREREpDOYyCAiIiIiIiIincFEBhERERERERHpDCYyiIiIiIiIiEhnMJFBRERERERERDqDiQwiIiIiIiIi0hlMZBARERERERGRzmAig4iIiIiIiIh0BhMZRERERERERKQzmMggIiIiIiIiIp3BRAYRERERERER6QwmMoiIiIiIiIhIZzCRQUREREREREQ6g4kMIiIiIiIiItIZTGQQERERERERkc5gIoOIiIiIiIiIdAYTGURERERERESkM5jIICIiIiIiIiKdwUQGEREREREREekMJjKIiIiIiIiISGcwkUFEREREREREOoOJDCIiIiIiIiLSGUxkEBEREREREZHOYCKDiIiIiIiIiHQGExlEREREREREpDOYyCAiIiIiIiIincFEBhERERERERHpDCYyiIiIiIiIiEhnMJFBRERERERERDqDiQwiIiJ6JSiVSvTs2RMymQyOjo5ITEzUdkhaERMTA2tra8hkMrz55ptQqVTaDqlICxcuhEwmg56eHk6cOKHtcIiISEcwkUFERESvBIVCgX379sHLywvR0dH48MMPtR2SVrz33ntITExEr169sGXLFujr62s7pCJ99tlnmDVrFgRBwJgxY5CSkqLtkOgVNnLkSDg6OkKhUKBu3bpYvny5tkMiojJiIoOIiIheGSYmJjh48CDat2+PTZs24dChQ9oOqUrt3LkTe/fuhZeXF/bs2QO5XK7tkEr01Vdf4f3330dERAQ++OCDCtvvrVu3YGNjA5lMhqFDh1bYfkl39e3bF5cvX0ZqaiqmTZuGWbNm4ebNm9oOi4jKgIkMIiIiqnJ169aFTCYr9c+jR48k+7l06RJq1aoFY2NjmJmZwcrKClevXsX58+eRnp4OPz8/7ZxgFXj58iVatGghXhtzc3O4uroiNTUVISEhMDY21naIBSQkJMDLywsymQw1a9aEvr4+Vq5cie+++w7p6en4/vvvK+xYTZo0QXBwMMzNzbFz505s2LChwvYNAEFBQcXem1T9DBs2DI6OjsjMzMTBgwehr68PKyurUu8nNDRU8rffuHFjqfeRkZGBfv36wcjIqMDn3Jtvvlnq/RG9bpjIICIiIp106NAhdOvWDR07dsTt27dx79499O7dG/7+/ti5cyeMjIxgaGio7TArhSAICAwMxPXr1zF+/Hj897//hVKpxFtvvYXMzMxCu5NUxMtXeTx+/BidO3dGXFwcjh8/joiICMybNw9z5szBBx98ALlcDoVCUap95j2fwMDAAuvbtWuH/fv3w8jICNOmTcO///5bQWdTeR49eiQ5r6CgIG2H9Mrx9/fH2bNnsXnzZtSuXVsrMZw5cwb3799H3bp14eHhAQ8PDzRs2BB9+vTBF198oZWYiHSJgbYDICIiotdPnz598OzZM8mykydPIj4+Xiz37t0bJiYmkjqmpqaSfbx48UKy/rfffquEaKuf33//HREREfj2228xbdo0AECzZs0wd+5crFixolq+CLm4uODOnTuSZZ9//jk+//zzSj2uj48PduzYgUGDBmH48OE4e/bsK5vgopJFR0fj5cuXWLx4Md5++23JOqVSCZVKVeBzpzL4+vri7t27JdYLDg7Gs2fPMGrUqEqPiUiXMJFBREREVW7NmjUFlvn4+ODkyZOSOnXr1q3CqHTHG2+8gTfeeEOyzMvLC2fOnNFOQNVcv379kJWVpe0wqBpwcHBAWFhYoetWrVqF+fPn4+XLlzAwqB6vSWfOnMGKFSswcuRIyGQybYdDVG2wawkRERHpnHXr1mHUqFFo0aIFHBwcoFAoYGJiAjc3NwwfPhynT58udLv8XRHi4uIwdepUODk5QaFQoEGDBli+fDkEQShVPE+fPsWHH36Ipk2bwtzcHIaGhnBwcEDr1q0xfvx4/PTTT5L6gYGBkljy8/HxEdflT+ZcvHgRH374Ibp27Yq6devCwsICcrkctWrVQrdu3bB69WpkZmaK9XO7KnTr1k2ynzFjxpRqjIfRo0eLdc3MzJCWllagzpAhQ8Q6VlZWyMjIENcJgoCdO3eiX79+cHBwgFwuh5WVFbp27Yoff/wR2dnZxR4/r9wxVvLatGlToV1nNm7cKFkeGhoqblNYd5tr165h0KBBsLa2hrGxMdq3b6/xoLEHDx5E165dYWZmBktLS/Tv3x/37t3T+LxkMhlcXV0lyz777LNC4y9sjI6NGzeiXbt2MDU1RY0aNQAAqampWLx4MQYOHIiGDRvC1tYWhoaGsLCwQPPmzfHBBx/g4cOHBWIp77VJT0/Hp59+inr16omzhMyaNQsvXrwo9v4uydGjRzFw4EDUqVMHCoUCpqamcHV1Rffu3TFnzhxcuHChwDYqlQpbtmxB7969YW9vL957HTp0wKJFi3Du3DkAgK2tLTIzMxEXF1eqmADg7t27ePPNN2FjY1PstSnts5+ZmYmMjAykp6eXeN3yjj3k4+OjUdzr16+XxLNixQrJ+nnz5knW7927V7L+5cuX+Prrr+Hl5QUbGxvI5XLY29vjjTfewLFjxzSKgagsqkeqkYiIiKgUPvvsMzx9+rTA8ocPH+Lhw4fYtm0bVqxYUewUrP/++y9atmyJqKgocdn9+/cxa9YspKam4rPPPtMolpiYGLRp0waxsbEFlsfExODvv//Gxo0bMX78eA3Prnj79+/HypUrCyyPi4tDaGgoQkND8dtvv+HEiRMVOuBnYGAgfvnlFwA5Ly8HDhzAW2+9Ja5/8eKF5MXtrbfegpGREQAgLS0NgwcPRnBwsGSfSUlJOH36NE6fPo1ff/0Vf/zxBywsLCos5tL6/fffMWnSJEki6NKlS+jXrx+OHDkCX1/fIrddunQpfvzxR8myAwcO4MKFC7h58yZq1apVaXEDwJw5c7B9+3axbGlpCQCIjY3Fp59+WqB+amoqbty4gRs3bmD9+vU4cuQIOnfuXOT+S3NtMjIy4Ofnh7Nnz4rLHj9+jOXLl+P48eNlblmwYcMGjB07VrIsMzMTjx49wqNHjxASEoL4+Hh07NhRXJ+SkoL+/ftLWnsBOffexYsXcfHiRSxYsACGhoYwMzODoaFhqQcA/fPPP/Hee+8hPT1dXKbpfVOcx48fY/Xq1bC2tq607i7jxo3DwYMHxQTFp59+igEDBqB+/fq4evUqvvrqK7Hu2LFjMXDgQLH8zz//oG/fvgXGnomNjcXvv/+O33//HR988EGhn1dE5cUWGURERKSTzM3N0apVK/j5+aF///7w9PQUB4sUBAGzZ89GREREkdufPXsWUVFRaNOmDdq1aydZt3z58gLjbxTlp59+kiQxmjVrhv79+6Nz585wcnIqw5mVTE9PDx4eHvDy8sKAAQPg5+cHOzs7cf358+fx7bffAsgZV2Tw4MHo2rWrZB9t27bF4MGDxZ+8448UxsfHR/It8LZt2yTr9+/fL3mRyzv45oQJEyRJDFdXV/Tt2xfNmjUTl50+fRrjxo0r+eSRMz7K4MGDJctcXFwk51OWbkn79u2DTCaDt7c36tWrJy5Xq9UljuXx448/wtraGr6+vrC2thaXx8XFYfXq1Rodf/Dgwejdu7dkWaNGjSTnZWtrW+i227dvh1wuR4cOHdCzZ0+xRUYuOzs7tG/fHn379hWvfW5C4eXLlxg/fnyxLZFKc20WLVokSWIoFAr4+PigWbNmCAsLw99//63R9cgv79gvRkZG6NatG/r27YuWLVvC3Ny80G3GjBkjSWJYW1vDz88Pbm5uknpZWVlITEzE559/LibgNLV582ao1eoy3TclMTQ0xJIlS8q1j5L8+OOPsLe3B5DTkmb8+PFQKpUIDAwUW0q5ubmJnylATrIqfxKjdevW6Nu3r+Rz79tvv8V///vfSo2fXk9skUFEREQ659ChQ2jcuHGBfux37txB48aNAeS8mOzfvx9Tpkwpcj+rVq3C1KlTAQCTJk0Sv1FPS0vD5cuXNWqenbdliJ+fH44ePSpZ/+DBA427Jmhi3LhxmDFjRoFvjbOystCtWzfxBXL37t2YM2cObG1tsWvXLoSGhkq6l0yZMqXQmT6KIpPJMHLkSCxatAgAcPjwYaSkpIgtKPImNjw8PMRvxW/duiUZhPWDDz7AN998I75EL1y4UHzZ27VrF65du4YWLVoUG0vuGCt5v9n38fEp90wsCoUCZ86cQdu2bZGRkYEOHTrg+vXrAIALFy4gMzMTcrm80G09PDxw+vRp2NraIjw8HI0bNxa71pw6dUqj4+/atQuPHj2SdC8ZOnSoRjOX2Nra4tixY+K1y2054ejoiDt37qBhw4YFtlm7di3ee+89ADldI27fvo0mTZoUun9Nr41SqZS8uMrlcpw9exZt2rQBAMyfP7/Mg9HmfdbWr1+P4cOHi+Xs7GycOXNGkoC8du0a9uzZI5bz/o3UajXGjh2LTZs2ieu/+OILzJkzp9Rxlee+KY6Li0uVTOtbs2ZN/Pzzz+jTpw+AnIGXvby8cOPGDQCAvr4+Nm/eDDMzM3Gb9evXS5IYu3fvxqBBgwDkfBb17t0bJ06cAJDTgm7SpEnVZtwRejWwRQYRERHpnNq1a+OLL76Ap6cnbGxsYGhoCJlMJiYxcv3zzz9F7sPFxUWS5Mj9j/hc0dHRGsVSv3598fdLly5hyZIlOHjwIB48eAC1Wg03NzcxWVIR6tati6NHj2LAgAFwcXGBsbExZDKZ+MKYq7hzL6vc/v1AzgwP+/btAwAkJyfjyJEjYr3Ro0eLvx88eFCyj9u3b+PNN9/EkCFDMGTIkAIDlB4+fLjC49bU0KFD0bZtWwA53/h3795dXJeVlYXnz58Xue3HH38stpZwdXWVJA40vZfKY8aMGZIEUO6Ls4mJCdRqNd577z00a9YMFhYW0NfXh0wmE5MYuYq7ZzS9NleuXEFycrK4bvDgwWISA8gZc6Go1hMlyfusrV69Gj/99BPOnDmD+Ph4GBgYwMfHBwEBAWKd/PfSjBkzxL+Rnp4eli5dKlmfv+uTpspz31QXvXv3lnweXrp0Sfx93rx58PT0lNTP+1zL5XL89ttv4jP99ttvS2aliouLw+XLlysxenodMS1GREREOiUyMhKenp6IjIwssW5KSkqR61q0aAE9vf99p5P320Yg50VdE4GBgfjmm2/w9OlTJCUlYd68eeI6c3Nz9OjRAzNmzECXLl002l9JxowZI/kWuSjFnXtZ1atXD126dBEHU922bRtGjRqFvXv3ii0A9PT0MHLkSHGb/N8olzQA4JMnTyo26FJo1aqVpFyae6K4bTW9l8rDy8ur0OVHjhxB//79JWNbFKW4e0bTa5O/O1fTpk0lZWNjY7i5uRU5c0hx5s2bJ06Zev78eZw/f15c5+rqisGDB2POnDmwsbEBUPBeyt/axMHBAVZWVkhMTASQMyZFWZTnvqlO/vOf/+Do0aO4f/++uKx169aFjrGS97nOzMzE7t27i933kydPJGOXEJUXW2QQERGRTlm8eLEkiWFlZQV/f39xDIG8iuvzn79rhr6+fpnisbGxwaVLlzB79mw0a9ZM0nw6NTUV+/btQ/fu3XHlypUi96FSqSTlvN9m5nXhwgVJEkNPTw8dO3bEwIEDMXjwYLi4uJTpHEojb2uL48eP4/nz55JBJn19fSV95Es7A0xhs6FUlfLcExV1P5VV7hgH+X3wwQeSJIarqysCAgIKHTelIp6X/PvImyzMVdbBPocNG4aQkBC89dZbcHBwkKwLDw/H8uXL0adPH3Fch/yxFHbc0t6fhSnP317TZ7+k7QCUabaVvHIHKM7r8ePHhe5Xl55rejUxkUFEREQ6JXeqRCCn//+jR48QHByMXbt2aTyoYkVzcHDAsmXLcP36daSlpeHBgwf49ddfxSb0WVlZWLdunVg/f3/5pKQk8ffY2Fg8ePCg0OPkPXcA2LFjB86fP489e/Zg165dhY6DkKusL4/5DR06VJxBISsrCz/++COOHz8urs+b6ABQYNDNc+fOQRCEIn/KO86Frivr36mwhEFCQoJk+td+/frhwYMHOHDgAHbt2oV33323zHEWxdnZWVK+c+eOpJyenl5glovS8PHxwbZt2xAVFYWUlBRcvXpV0kXm4sWLYjeG/Im9W7duScrR0dGSZy9/7JWhrM9+/m3zbgcAYWFh5UoWqNVqjBw5EqmpqZLlz58/LzBTDCB9rs3NzaFUKot9rkszHg+RJpjIICIiIp2SlZUl/m5gYCD+x312djbmzp1b5fGcOHEC27dvFwcZNDQ0RL169fDmm29KptzM22w9/7fnP/30E4CcmQDee++9IrsB5D13AJIpGY8cOSJJKOSXfyrWvNPOloa5ubk4qB+QM5Bf7jfgFhYWkukZARSYhWPWrFlISEiQLMvOzsaff/6J4cOHa9RlKFfecyrr+VQ3FfV3AgreL7njqQA5L6jLli0r876L0qZNG3HqVwDYuXOnOGgkACxZsqTAy7KmVq1ahQsXLoitAXJnLsp7PwL/e9Z69eolWb5ixQrEx8cDyHlxnz9/vmR9/vqVoazPfv5tX7x4IbaESkxMxPvvv1+uuJYuXSqOsSOTySTjZQQHBxdIEud9rlNTUzFr1qwC91tqaiq2bt2Kd955p1yxERWGiQwiIiLSKXmnSn3y5Ak8PDwQEBCA+vXrazR2REX7+++/MWzYMNSsWRONGjWCr68v+vXrBzc3N8m3q3kHKsw/G8qcOXNQu3ZtWFlZSWZZyC//NLGDBg2Cv78/OnXqhN69e0OtVhe5rZubm+Tb/kWLFqF3794YMmQIZs2apenpApC2usjb//+tt94q8CLevHlzvPnmm2L57NmzqFOnDry9vTFgwAB06tQJVlZW6NGjB7Zu3SomRTSR95oeO3YMXbp0EQcc1NWm7La2tpJEwM8//4wePXpgyJAhBVq7lMTOzk7SymDHjh1o1aoVevXqhfr164sza1QkhUIheQlOT09Hhw4d0L17dzRv3hyLFy8u875//PFHeHp6wtbWFm3atEFAQAC6d+8uGeAT+N990bJlSwwYMEBcfvfuXXh4eMDf3x8eHh74+eefxXW1atWqlBYq+ZX12S9s22HDhsHZ2Rl2dnaSgX5L68qVK/jss8/E8uTJk7F69WpJV72PP/4Yd+/eFcvjx4+XtMpYtWoV6tSpA39/fwQEBKBly5awsbHB8OHDCwzoS1QRmMggIiIinZJ/1oMnT57g4MGDePz4sTg1qDYolUrcvXsXJ06cwB9//CFpWWBnZ4eZM2eK5W7duhV4KYmKikJGRgbatWuHli1bFnqM7t27w9/fXyxnZGTg6NGjOH/+PJo3b15gjJC8bGxsJDOzZGRkIDg4GLt37y5xAM7C4iisGX5RL9o///yzJO60tDScOnUK+/fvx/nz5yVTZpZmfIFRo0ZJymfPnsXu3buxe/dujQa3rI5kMpnkG2yVSoU///wTu3fvxu+//17q/eVvdREWFoYjR44gLS2tQIuEivLpp5+ic+fOYjk9PR0hISG4ceMG2rdvj9atW4vryjIt6fPnz3H16lUcPHgQISEh4jS3QM7Lfd5ZUjZu3CgZCDUhIQFHjx6VdG+xs7PDgQMHYG1tXepYSquszz4AvP322/Dw8JAsi4iIQFZWFgICAuDo6FjqeNLS0jBixAixNUXdunXx1VdfAciZnjd3lpf09HRJPRMTExw6dAhubm7ivmJjY3H06FEcPHgQ165dE+tW9Xgx9HpgIoOIiIh0ioeHB86dO4eAgACYm5vDxMQEbdq0webNmyUzhlSVN998EytWrMCAAQPQoEEDWFlZQV9fHxYWFmjVqhVmz56NsLAwSX99mUyG33//He+//z4cHR1haGgINzc3LFy4EKdOnZJ8I5/fvn37MHv2bNSpUweGhoaoU6cOpk2bhtOnT8PU1LTYWDdv3oyJEyeidu3a5Xq5yD8zCZDzLXjel9e8zMzMcPjwYezZswcDBw6Ek5MTFAoF5HI5nJyc4Ofnhy+++AL//PMP6tSpo3EcH330EZYtW4aGDRuW6YW4ulq+fDk+/vhjuLq6SgaPLYu3334b+/btQ/v27aFQKGBpaQl/f3+cPn1aMk1oRTIyMsKxY8cwf/581K1bF3K5HHXr1sWcOXMQGhoqGTwy/6Cdxfn222/x8ccfo3PnzqhTpw6MjY1haGgIe3t79OzZExs2bMCWLVsk29SoUQMhISHYtGkT/P39YWtrCwMDA1hYWKBt27YICgrCrVu30L59+wo7/+KU59k3NjZGSEgIRo0ahZo1a0KhUKBJkyZYuXIl9u3bB0NDw1LHM3PmTHEcFZlMhvXr14uzrtja2uL7778X6169ehULFy4Uy40aNcK1a9ewatUqdOvWDTVr1oSBgQFMTExQv359DB48GN9//z0uXrxY6riISiITKmKo3tdESkoKLC0tkZycDAsLi3Lt6+ZJ3fyWgHRTU+9X5z/uiKqDivz3gIjoVfT48eNCZ9H59ddfJUmwhQsXIigoqAojI6JXQflSvEREREREpBNu3bol+Ub9/fffL9DNoaI0bNgQjRs3RqtWreDg4IAXL17g77//xsmTJ8U61tbWkvE0iIg0xUQGEREREdFrIC4uDrt37xbL+QfJrEiCIODq1au4evVqoesdHBywZ88ecQwGIqLSYCKDiIiIiIgq1PLly3Hs2DHcuHEDcXFxUCqVsLKyQpMmTRAQEICxY8eiRo0a2g6TiHQUx8goBY6RQbqKY2QQVSyOkUFERESkPZy1hIiIiIiIiIh0BhMZRERERERERKQzmMggIiIiIiIiIp3BRAYRERG98nbu3InGjRvDxMQENWrUQK9evRAeHq7tsHTCzZs3ERQUhKCgIJw6dUrb4WgsIyMDixcvRlBQENatW1clxwwMDETt2rWhUCjg5OSETz75BGq1ukqOTUT0OmEig4iIiF55derUwW+//YbExETcuHED58+fx7x587Qdlk5o0qQJwsPD8dlnn2HQoEGIiorSdkgamTFjBj799FOsXr0anTt3rpJj9u/fHxcvXsSLFy8wd+5cLF26FMePH6+SYxMRvU6YyCAiIqJXXseOHdGyZUsoFAps2bIFKSkp8PDw0HZYOkEmk+Hnn3/GwIED8fz5c4wcObLEVgaBgYGQyWTiT1X7448/sGbNGlhYWCA4OBiNGzeukuMOGjQItWvXRnJyMrZu3QpDQ0PUq1ev0LqPHj2SXKOgoKAqibEi1K1bV4zbx8dH4+3ynm9gYKDG24WGhkq23bhxY6lj1lRQUJDkWI8ePaq0YxFR2TGRQURERK+Nr776CnPnzsUHH3zAFhmloK+vj61bt8LPzw9//vkn/vOf/2g7pCJFR0djzJgxMDY2xoEDB9C2bdsqPb4gCPDx8cHt27dx8OBB1K9fv0qPT0T0OjDQdgBEREREVUWhUGDq1KlYuXKltkOplrKzs/HFF1/A29u7wDftCoUCe/fuxcqVK6FSqZCZmQm5XC6u37ZtG5KSkjB58mS0a9cOL168qOLoc1y/fh1TpkyBj48PunbtWuXHT05ORpcuXeDt7Q0/P78i65mammLw4MFiuapajegiW1tbybWqW7eu9oIhompBJgiCoO0gdEVKSgosLS2RnJwMCwuLcu3r5snMCoqKqGRNveUlVyIijVXkvwdE1Y2zszP8/f1LPUDmggULsHbtWsTFxVVSZFRd1K1bF48fPwYAeHt7IzQ0VKPt8nYzGj16dKV2ESmroKAgfPbZZ2I5PDyciROiaohdS4iIiEhnZGRk4IcffkDPnj1hZ2cHuVwOGxsbtGrVCjNnzkRCQoJY18fHR+znXtiLSHH9/I8dO4YpU6bA09MTzs7OMDU1hUKhgKOjI3r37o3NmzejtN8FFdb3fu/evejSpQvMzMxgaWmJ/v374969e4VuHxERgdGjR8PW1hbGxsZo0aIF1q5dC0EQih17oLh1+cdpWLhwITIyMpCcnCy55mvWrEH37t1Rs2ZNGBoawsbGBl27dsXixYvxzz//AABUKpW4XXnHyIiNjcXChQvRoUMHWFlZQS6Xw8HBAd7e3oV2aykuxpUrVyItLa1Uxy9sTIazZ8+iV69esLKygkwmQ1hYWInjXBQ3tkN5xsjIf2+np6fj008/hbu7O+RyOd544w1J/TNnzmDEiBGoW7cujIyMYGZmhkaNGmHKlClF3m9lNXv2bMl5DR8+HCqVqtC6SUlJ+PDDD+Hs7AyFQoEGDRpg+fLlBZ6t8o6RoVKpsHXrVvTr10+cVaZGjRpo0qQJpkyZUuI4GAcPHkTXrl01ek5VKhW2bNmC3r17w97eHnK5HFZWVujQoQMWLVok+YwqyYYNGyTnffLkyQJ1Vq9eLanz119/AQDu3buH2bNnw9fXF25ubqhRowYMDQ1hbW2NTp06YenSpUhNTRX388svv0j2ExISUuBYK1eulNS5fv26xudCVNHYtYSIiIh0wsOHD9GvXz/cvn1bsjwhIQEJCQkICwvDO++8A2tr63Ifa9OmTdiyZUuB5dHR0YiOjkZwcDD27duHnTt3Qk+vbN8LzZ49Gzt27JAsO3DgAC5cuICbN2+iVq1a4vJ///0XXl5eiImJEZddv34d7733Hi5fvlym4xfm888/BwC4uLgAACIjI9GnTx/cuHFDUi8hIQGnT5/G6dOn8emnn8LR0RHPnz+vkG+uDx8+jBEjRiAxMVGyPCYmBjExMbh27RpmzZolLtckxu+//x6HDx+Gq6trmWI6ePAg9u7dW+QLuTZlZmbC398fp0+fLnT9jBkz8PXXX0uWKZVK3L17F3fv3sVPP/2EH374oVSDbxZl0aJF+Oqrr8TyiBEjsGnTJujr6xeoGxkZibZt2+LBgwfisvv372PWrFlITU2VtIooj/j4eAwcOBBnzpyRLM/MzERycjJu374NPz+/Iu/dpUuX4scff5QsK+o5TUlJQf/+/QskHJKSknDx4kVcvHgRa9euxYEDB9CmTZsSY3/zzTcxdepUvHz5EkBO9y1vb29Jne3bt4u/N2zYEB06dAAAnD59WvK3yJWYmIjz58/j/Pnz2LBhA86ePQtbW1sMGzYMs2bNwrNnzwAA69atQ7du3STb5v28at26NZo3b17iORBVFrbIICIiomovIyMDvXv3liQxjI2N0bFjR/j6+sLBwaHCj2lgYIAmTZrAx8cHAwYMQLdu3VCjRg1x/Z49ewokIkpjx44dsLa2hq+vryT5EhcXh9WrV0vqjh49WpLEsLGxgZ+fH5ycnPDzzz+XOYbC5H5TLwgCBg0aJEkQ2Nvbo2fPnqhdu7Zkm6ioKCgUCixdurRcx7516xYGDx4sSWLY2NigR48e6NSpU4GuXMXF6OTkJC67d+8e+vfvj+zs7DLFtWvXLqhUKjRt2hR9+vSBs7NzmfZTGaKjo3H69GnUqFEDPXr0QJcuXWBoaAgA+O677yRJDLlcDi8vL7Rr105sKZOZmYnx48fj7Nmz5Ypj5cqVWLBggVgeNWoUfvnll0KTGABw4sQJPHjwAG3atEG7du0k65YvX15hY6wMGTJEksQwMDBAmzZt4O/vLybsivPjjz9q/JyOGTNGksSwsrKCn5+fZMDX6OhoBAQEICkpqcRjm5mZScYG2b17t+Qefvr0qeTvNnr06AL7qFevHjp37oz+/fvD399fcu/ev38fn376KYCce2PixIniuj179uD58+diOTIyEhcuXBDLY8eOLTF+osrERAYRERFVez///LPYhQEAWrRogTt37uD8+fM4duwYoqKiEBwcjJo1a1bI8RYsWIDExETcvHkTISEh2LdvH/78809ERkZKptPcvXt3mY/h4eGBu3fv4tixY7h8+TKMjIzEdadOnRJ/v3DhAs6dO1dgu6NHj+L+/fvo0aNHmWPIb+HChbh9+zbq1q2L/fv349KlS+K6Ll264N9//8WRI0fw77//FhjIcu3atZKXrrL47LPPkJ6eLpZHjBiBx48f4/jx4zh79iyePXuG7777TlxfXIz379+XxHjz5s1yJZ5+/fVX3LhxAwcPHsSjR4/QpEmTMu+ronXs2BH//vsvjh8/jtOnT2PLli3Izs7GokWLxDpyuRxnzpzBqVOncPHiRfz000/iOpVKVa4WED/99BM++ugjsRwYGIgNGzaU2Fpp1apVuHz5Mi5evCh5iU5LS6uQlkaHDh2SJBbq1KmDq1ev4vLlywgODsajR49w4cIFuLm5FbkPTZ/Ta9euYc+ePQW2O3r0KO7duydp8RITE4M1a9ZodA55kxNxcXH4888/xfL27dvFbjh6enoYOXKkuK5Pnz6IiYnBgwcPcObMGfz+++/iOQ8bNkysl/cz7N133xWTYEqlEps3bxbX7dixQzyWQqHA8OHDNYqfqLIwkUFERETV3h9//CEpr1mzpsC3qf7+/pJv4cvD1dUVW7duhb+/PxwdHWFkZASZTAYzMzM8fPhQrJc3uVJaH3/8MWxtbcXjNWzYUFwXHR0t/p73xQUAPvroIzFhY2RkVKqxFUrj8OHDkvKCBQtgamoqHjf/i29wcHC5jqdWqyXHtLa2xvfffy8eE8h5gcr7slZVMfbq1QsjRowQyzKZTHzhqw5WrlwJGxsbsSyXy3H58mXJwKtDhgyRtHwYO3YsGjRoIJZDQ0ORkZFR6mNfv34dkyZNEl9yx44di/Xr15eYxHBxccGUKVPEcp8+fSTr8z4DZZX/c2PZsmVo1qyZZFmHDh0KLMtL0+c0/704Y8YMsduJnp4elixZIlmv6b3YrVs3yWfdtm3bxN/zdivx9fWVtJRydHTE33//jbfeegtubm4wMTGBTCaDnp6eZB/x8fFiCyhHR0cMGjRIXJd3wN+8ScCBAwfCyspKo/iJKgsTGURERFTt5R2Mz9DQEO3bt6+0Y6lUKvTq1QsTJ07E0aNHER0dDaVSWWjdlJSUMh+nVatWkrKZmZn4e97jRURESOo1bdpUUi7uJaw8njx5Iinnb4GQv5w7i0VZxcfHS7oTNG/eXHJNtBmjl5dXmbarCnK5vNDnoaRrk39ZVlZWmZIHiYmJUKvVAHLGaFi3bp1G48a0aNFCUi//37qoZ6408g/i2blz51LvQ9PntKTr7eDgIHn51/RelMlkGDVqlFjeu3cvMjMz8ejRI1y8eFFcnn+Mk6CgIPTu3Rs7duzAw4cPJS2d8sv7OTZt2jTx99u3b+PcuXN48uSJ5FhjxozRKHaiysREBhEREb3yChuksahpQnfu3ClpBSGXy9G1a1cMGjQIgwcPlnRfKc8s9vm/0SxqLIH8x8j/kliaWUHyX4fcgf00OW5ZZh8pD02OV1Ux2tvba1SvNNe3otjZ2RV63ppcm/Lcv4W5e/cuPvnkE43qanr/V6Sy3B9lfU4r8nrn7V6SlJSE4OBgSWsMS0tLyUw1T58+xeLFiyX7aNWqFd544w0MHjwYjRo1KjKuTp06SQYiXbdunaRbSZ06deDr61um8yCqSExkEBERUbWXd0aBrKwsybeDRZHL5eLv+QfWCwsLK3JKzrzjUeSWT548id27d2PXrl2SJvxVIf/Aknfu3JGU88/WkV/eLhD5r0P+c80rf9edW7duFVsu7wCYNjY2km+7r127VuKAj1UVY1EtDPLeY0Dprm9FKSq2kq4NIL2XDA0NyzRobvv27dGpUyex/OWXX2L58uWl3k9lyD8TSf6ZSypSSdc7Ojpacn+U5l50c3NDly5dxPL27dsl3UOGDh0KY2NjsfzXX39JkmrLly/H1atXsXfvXuzatQtdu3Yt9nhTp04Vf9+xYwc2bdoklgMDA8s8UxNRReJdSERERNVe3759JeX33nuvQNPs/fv3S7ph5P0W/cWLF+I3mImJiXj//feLPFZWVpakbGJiIv6+fv163Lt3r/QnUA7du3eXlL/55hvxhSgjI6PEMTLyXodTp06J43rcuHEDy5YtK3K7Xr16ScqLFi0Skz9KpbLA+BP565eWvr6+ZB8JCQmYPHmyOPVk7nHz9tuv6hjzs7GxgYGBgVg+cOCA2AojNDRUEmtVa9u2raT10K5du3DlyhWxvGnTJsm97O3tLRnIUlPGxsY4cOCAZOyIjz/+GBs2bChj5BUn/+fGnDlzCiT+Tp06hWvXrpX7WPnvrRUrViA+Ph5Azvgv8+fPL7Z+SfJ2Hdm9ezfCwsIKXQcU/xkWFhZW6NTSeQ0bNkwcFyQtLQ03b94EkNPKpCKm6SWqCExkEBERUbU3btw4ycwC165dQ6NGjdCpUyf07NkTderUwYABAyTTBfr4+Ej2MWzYMDg7O8POzq7YqSbzTwXZsWNH9O3bF61atcL48eOrvItFx44dJd9437hxAw0aNIC/vz/c3d1x/PjxYrfPex1SUlLQpEkTODs7o0WLFoiNjS1yu/79+6N169Zi+dSpU6hfvz569eqF+vXr48iRI+K6xo0bY+jQoWU4O6kFCxZIXqa3bNkCFxcX+Pr6wsvLCw4ODpg1a5ZGMbq7u1dKjHkpFAp4enqK5cePH8PZ2RlOTk7o1q1bka1+qoKBgQHmzZsnlpVKJTp37gxvb2906NBBMs6Bnp6eZOrU0rK2tkZwcLDYokMQBEyYMAH79u0r8z4rQp8+fSQtGSIiItC6dWu0a9cOvXv3Rv369eHt7Y3w8PByH6tly5YYMGCAWL579y48PDzg7++Phg0bSqZJrlWrFt59991S7X/o0KFiQiLv2Bzu7u6SzwcgJ4mV93Nq6tSp6N69O3x8fNC+fXtJcrAwCoVCMotMLm9vb8msTUTaxEQGERERVXtGRkY4fPgwPDw8xGXp6eni9KuRkZEFtnn77bcl9YGcF5msrCwEBATA0dGx0GONGDECzZs3F8spKSk4dOgQwsLC4O/vX6YBA8tr06ZNsLOzE8txcXE4evQoIiMjC7wQ5e/uMGfOHEmz8+zsbEREREAQhEJfVnLp6elh7969kkELo6OjceTIEcn1dnd3x/79+ytkFo9mzZph586dsLS0FJc9f/4cJ06cwJkzZ8TZFTSJMW/rnIqMMb8FCxZImtorlUo8ffoU+vr6GDduXIUfrzSmT58u6SagVCrF6VdzxzwwNDTEDz/8UO4BTV1cXHDo0CGYm5sDyBkvZNiwYQgNDS3XfstDJpNhz5496Nixo7gsOztbnH71wYMHFXq8jRs3Sq5jQkKCOE1yLjs7Oxw4cADW1tal2re5uTkGDhxYYHne8TNyubm5YcKECWJZpVIhJCQEJ0+ehJ2dXbHPfa53331X0toIyJmRhqi6YCKDiIiIdIK7uzv+/vtvrFmzBj169ICtrS0MDAxgZWWFli1b4qOPPpL0Ozc2NkZISAhGjRqFmjVrQqFQoEmTJli5ciX27dtX5EutQqFAaGgoJk2aBDs7O8jlcri5uWHBggXYv39/lQxKmF/9+vVx6dIljBw5EjVr1oSRkRFatGiBdevWYebMmZK6+cc5aNy4MUJDQ+Hr6wtTU1OYmprCy8sLBw8exNy5c4s9rrOzMy5duoTvvvsO3t7esLa2Fq95586dsWLFCly9elXSWqa8AgICcOfOHcyfPx9t27aFpaUlDAwMYGdnBy8vrwKDSWojxrx8fX1x6NAheHp6wtjYGBYWFujVqxfOnDmDd955p1KOWRqrVq1CaGio2CJJoVDA2NgYHh4emDx5Mq5du4bx48dXyLFatmyJPXv2iM+WUqlE//79JV1aqpqtrS1Onz6NzZs3o2/fvrC3t4ehoSEsLCzQuHFjvPvuu2jZsmWFHKtGjRoICQnBpk2b4O/vL35GWVhYoG3btggKCsKtW7fKPOtS/m4denp6khlN8lq7di2WLVuG+vXrw9DQEPb29ggMDMSlS5c0Gry2du3aksSJhYUFBg8eXKa4iSqDTKjo4YpfYSkpKbC0tERycjIsLCzKta+bJzMrKCqikjX1lpdciYg0VpH/HhBpIjU1FdnZ2QVmUBAEAZMmTZKMxRASElKgWw0RUWn5+Pjg5MmTAIBJkybh+++/13JERP9jUHIVIiIiItKmW7duoWvXrujatSsaNGiAmjVrIj4+HiEhIbh7965Yz8vLi0kMIiqz7du3Izw8HH/99ZeYxNDT05N0USKqDpjIICIiItIBWVlZOHHiBE6cOFHo+vbt22P37t1VHBURvUrWrl0rJjByTZ8+XTIODVF1wEQGERERUTXn7u6OhQsXIjQ0FA8ePEBcXBxkMhlq1aqF1q1bY+jQoRg6dKhWxu8golePQqFAvXr1MGnSJLbGoGqJY2SUAsfIIF3FMTKIKhbHyCAiIiLSHs5aQkREREREREQ6g4kMIiIiIiIiItIZTGQQERERERERkc5gIoOIiIiIiIiIdAYTGURERERERESkM6pdImPp0qWQyWSYPn26uEwQBAQFBcHR0RHGxsbw8fHBrVu3JNsplUpMnToVNWvWhKmpKfr374/IyEhJncTERIwcORKWlpawtLTEyJEjkZSUVAVnRUREREREREQVoVolMi5duoQff/wRzZs3lyz/6quv8PXXX2P16tW4dOkS7O3t4efnh9TUVLHO9OnTsXfvXmzbtg1nzpzBixcvEBAQAJVKJdYZPnw4wsLCEBwcjODgYISFhWHkyJFVdn5EREREREREVD7VJpHx4sULjBgxAuvWrYOVlZW4XBAErFy5EvPmzcOgQYPQtGlTbNq0CWlpafjtt98AAMnJyVi/fj1WrFgBX19ftGrVCr/++itu3LiB48ePAwDu3LmD4OBg/PTTT/D09ISnpyfWrVuHP/74A/fu3dPKORMRERERERFR6VSbRMaUKVPQt29f+Pr6SpaHh4cjJiYGPXv2FJcpFAp4e3vj3LlzAIArV64gKytLUsfR0RFNmzYV65w/fx6Wlpbo0KGDWKdjx46wtLQU6+SnVCqRkpIi+SEiIiIiIiIi7THQdgAAsG3bNly5cgWXL18usC4mJgYAYGdnJ1luZ2eHx48fi3XkcrmkJUdundztY2JiUKtWrQL7r1Wrllgnv6VLl+Kzzz4r/QkRERERERERUaXQeouMiIgIfPDBB9iyZQuMjIyKrCeTySRlQRAKLMsvf53C6he3n7lz5yI5OVn8iYiIKPZ4RERERERERFS5tJ7IuHLlCp49e4Y2bdrAwMAABgYGOHnyJFatWgUDAwOxJUb+VhPPnj0T19nb2yMzMxOJiYnF1omNjS1w/Li4uAKtPXIpFApYWFhIfoiIiIiIiIhIe7SeyOjRowdu3LiBsLAw8adt27YYMWIEwsLCUK9ePdjb2+PYsWPiNpmZmTh58iQ6deoEAGjTpg0MDQ0ldaKjo3Hz5k2xjqenJ5KTk3Hx4kWxzl9//YXk5GSxDhERERERERFVb1ofI8Pc3BxNmzaVLDM1NYWNjY24fPr06ViyZAnc3d3h7u6OJUuWwMTEBMOHDwcAWFpaYty4cZgxYwZsbGxgbW2NmTNnolmzZuLgoY0aNUKvXr0wYcIE/PDDDwCAiRMnIiAgAB4eHlV4xkRERERERERUVlpPZGji448/Rnp6Ot577z0kJiaiQ4cOOHr0KMzNzcU633zzDQwMDDB06FCkp6ejR48e2LhxI/T19cU6W7ZswbRp08TZTfr374/Vq1dX+fkQERERERERUdnIBEEQtB2ErkhJSYGlpSWSk5PLPV7GzZOZFRQVUcmaesu1HQLRK6Ui/z0gIiIiotLR+hgZRERERERERESaYiKDiIiIiIiIiHQGExlEREREREREpDOYyCAiIiIiIiIincFEBhERERERERHpDCYyiIiIiIiIiEhnMJFBRERERERERDqDiQwiIiIiIiIi0hlMZBARERERERGRzmAig4iIiIiIiIh0BhMZRERERERERKQzmMggIiIiIiIiIp3BRAYRERERERER6QwmMoiIiIiIiIhIZzCRQUREREREREQ6g4kMIiIiIiIiItIZTGQQERERERERkc5gIoOIiIiIiIiIdAYTGURERERERESkM5jIICIiIiIiIiKdwUQGEREREREREekMJjKIiIiIiIiISGcwkUFEREREREREOoOJDCIiIiIiIiLSGUxkEBEREREREZHOMNB2AERERERErwq1WoA6G1CpAEEl/G+FTPwfyGT5NpIBenqAviGgp5d/JRER5cdEBhERERFRMVTZAjLTBWRmAJnpArIzBaiygewsAaosQJWVU1arAEEoeX/FyU1o6BvKoG/wv/83MAT0DWTQlwNyIxkUxjIYyJn0IKLXExMZRERERPRaEwQBWcqcJEVOwuJ/SYusjJwkRVVRqwG1EshS5mZEis6M6OkDcmMZ5Eb////GOQkOubEMhgomOYjo1cVEBhERERG9VjIzBKSnCkhPVef8/4uc7iC6Rq0CMl4IyHgB5E946OkBClMZjC1kMDGXwdhcDwoTJjeI6NXARAYRERERvbKylAWTFqosbUdV+dRq/P95C0gAAKigbwAYm8v+/0cPJhbsnkJEuomJDCIiIiJ6ZaiyBbxIFPAiUY0XiWpkZWg7oupDlY3/vzYCADUAwFABmFjqwcxaBnMrPSY2iEgnMJFBRERERDpLEHJaHbxIyElepKWUc7TN10yWEkh+pkbyMwBQwdhcBjMrGcyt9WBsIYOswBQrRETax0QGEREREemULKWA1AQ1XiSo8TKpagfjfNXldkeJe6KGvgFgaqUHc2sZzKz1YMjWGkRUTTCRQURERETVnipLQHK8GsmxarxMZquLqqDKBlLi1EiJA3Jba1jW0oNlLSY1iEi7mMggIiIiompJrRKQ8lyN5GdqvEgQIDB/oVU5rTVUiHmggpmVDJZ2erCoqQd9fSY1iKhqMZFBRERERNWGoM4ZjDLpmRqp8Wqo1dqOiAqTM2ioClF6KljU1EONWjkDhnJMDSKqCkxkEBEREZHWKdMFJDxVISlWzTEvdIigzh0sVA19Q8DSVg9W9nowNtfTdmhE9ApjIoOIiIiItEIQclpfPH+qwosE9hvRdaosICFKjYQoNUwsZLBx0odFTbbSIKKKx0QGEREREVUpVbaApFg1nj9VITNd29FQZUhLEZB2OxuGRoCNoz6sHPSgb8CEBhFVDCYyiIiIiKhKKNMEPI9SISlGDbVK29FQVcjKAGIeqvDssQo17PRg46QPhTETGkRUPkxkEBEREVGlSktW49kTdh95nalV/+t2Ym6d0+3EzIrjaBBR2TCRQURERESVIi1FjWePVHiRyAQG/U9qgoDUhGwYm8tQq64+zK2Z0CCi0mEig4iIiIgqVPqLnARG6nMmMKho6akCHt/IholFTkKDLTSISFNMZBARERFRhch4mZPASIlnAoM0l5Yi4NH1bJhYymDnqg9TSyY0iKh4TGQQERERUbko0wQ8e6xC8jO1tkMhHZaWLCA8LBvmNjkJDSNTJjSIqHBMZBARERFRmWRnCYgNVyExmgkMqjipzwWkPs9GDTs91KqrD7kRZzkhIikmMoiIiIioVARBQGK0GrHhKqiytR0NvaqSYtVIiVPD1kUfNZ30INNjQoOIcjCRQUREREQaS0tRI/pfFdJTOQ4GVT61GogNVyEpVg1Hd32Y1mB3EyJiIoOIiIiINMBuJKRNyjQB4ddyupvY19OHgZytM4heZ0xkEBEREVGRBEFAYowasQ/ZjYS0LylWjdTnati56sPKQQ8yGRMaRK8jJjKIiIiIqFDpqWpE3Wc3EqpeVNlA1H0VEmNyupsYm7O7CdHrhokMIiIiIpIQBAFxj9WIe6KCwBwGVVPpqQIeXM2GjZMe7Fz1ocfBQIleG0xkEBEREZEo46WAp/ey2QqDdMbzSDVeJgpwaqQPI1O2ziB6HfBJJyIiIiIIgoD4CBUeXM1iEoN0TsbLnNYZzyNV2g6FiKoAW2QQERERveaylAIi72bjZRITGKS7BDUQ/UCF1EQ1nDwMOLMJ0SuMLTKIiIiIXmMp8Wr8ezmLSQx6ZbxIEHD/chZS4jlVMNGrii0yiIiIiF5DapWA6AcqJEbzZY9ePaos4MmtbFg76MHeTR96+mydQfQqYSKDiIiI6DWTmSHgya1sZLxgKwx6tSVEq/EyWY06jQ04ECjRK4RPMxEREdFr5GWSGg+uZjGJQa8NZRrw8O9sdjUheoUwkUFERET0mnj+VIXw69lQZWk7EqKqpVbldDV59pizmhC9Cti1hIiIiOgVp1YLiLqvQlIMv5Gm19uzRyooXwqo7cFxM4h0GRMZRERERK+wLGXOeBjpqexKQgQAyXFqKNMFODcxgNyIyQwiXcSuJURERESvqLTknPEwmMQgksp4IeDB1Sy8TGYrJSJdxEQGERER0SsoMUaF8GvZyM7UdiRE1ZMqC3h0LRsJ0Rw3g0jXMJFBRERE9IqJj1Dh6T0VBDbEICqWIABR/6gQ8zBb26EQUSlwjAwiIiKiV0jMw2zER7C5PFFpxEeoocrOhqO7PmQyjptBVN0xkUFERET0ChCEnJlJEqOZxCAqi8RoNdQqwKkhkxlE1R0TGUREREQ6Tq0WEHlXhZQ4JjGIyiP5mRrqbAF1mhhAT4/JDKLqimNkEBEREekwtUrAk5vZTGIQVZDUBAGPrmdDlc1BZoiqKyYyiIiIiHRUdpaA8GvZeJHIFy6iipSWnJPMyM7is0VUHTGRQURERKSDsjMFhIdlIz2VL1pElSE9NecZy1LyGSOqbpjIICIiItIxqqycb4uVaXzBIqpMyjQBD8OymMwgqmaYyCAiIiLSISqVgEc3spHxki9WRFUhKwN4dD2L3UyIqhEmMoiIiIh0hFqdM7Anu5MQVS1lGvD4BgcAJaoumMggIiIi0gGCICDiVjZeJvFFikgb0lNzEolqNZ9BIm1jIoOIiIiomhMEAZF3VEhN4AsUkTa9TBYQcTsbgsBnkUibmMggIiIiquai/lEhOU6t7TCICEDqcwFP76mYzCDSIiYyiIiIiKqx6AfZSIxhEoOoOkmKVSPmgUrbYRC9tpjIICIiIqqm4iJUeB7JJAZRdfT8qRrPHjGZQaQNTGQQERERVUMpz9WIfciXJKLq7NljFRJj+JwSVTUmMoiIiIiqmYyXAiLvZGs7DCLSQNQ/KqSlsOUUUVViIoOIiIioGsnOEvDkZhbU/JKXSCcIAvDkVjaylBz8k6iqMJFBREREVE0IQs7UjpkZ2o6EiEojOzMnmaFWM5lBVBWYyCAiIiKqJqL/VeFlEl+EiHRReqqAqH/YlIqoKjCRQURERFQNJESpkBDFfvZEuiwpVo34SCYziCobExlEREREWvYySY3of/nyQ/QqiHmowotEJiWJKhMTGURERERalKUU8OR2NgT2KCF6NQjIGesmnQ81UWVhIoOIiIhISwRBQOTdbKiytB0JEVUkVTYH/ySqTExkEBEREWlJfISag3sSvaIyXgqIDWeXMaLKwEQGERERkRakp6rx7BFfcoheZc8j1Rwvg6gSMJFBREREVMXUKgERdzguBtHrIPJeNlRZfNiJKhITGURERERVLPpfFTLTtR0FEVWFbCXw9D5bXxFVJCYyiIiIiKpQcpwaiTFsak70OkmJUyMxlskMoorCRAYRERFRFcnMEBD1T7a2wyAiLYi+r0JmBruYEFUEJjKIiIiIqoA41SrzGESvJbUKiLybDYGD4xCVGxMZRERERFUgIUqNtGS+wBC9ztKSBcQ9YdcyovJiIoOIiIiokmVlCogNZ/94IgLiHqugTGNSk6g8mMggIiIiqmQx/6qgZh6DiAAIAjhWDlE5MZFBREREVIleJKiRHMem5ET0Py+TBSTGMLtJVFZMZBARERFVErVaQNS/r+Y3r7FxTzFncSC69HdAO/8aGDKuHW7duyquj0+Ixbyl49F9cF2086+BybMC8DjyfrH7PH5qH96a6IlOfWuhfS8rDBnXDgeObpHUeZmWii+/m4Geb7mjbU9LvDPFGzfvXpbU2bjta3gPrAPvgXXwy85vJeuu376IoRM7QqXiSyRpV8xDFbKz2MWEqCwMtB0AERER0asq7okKmenajqLiJacmYtT73dCulTfWfrkf1jVsERH1EBZmlgByZmj5YP6bMDAwxKovdsHUxBy/7PwWE2b0wb6NYTAxNi10v5bmVpg4cg5cnRvA0ECOk+cP4dNlE2Bdwxad2/cEACz8z2T8G34LSz75GbVsHPDHsa2YMKM39m0Mg51tbfzz8Cb+u+FzrF66F4Ig4P25A+HZxhfu9ZogKzsLi75+HwtnroG+vn6VXS+iwqiygNiHKtT24CsZUWnxqSEiIiKqBMo0AfGv6OwEP/+2HPa1nLB4zjpxWW2HuuLvjyPv4/rtv7B3w9+o79oYADB/+nfwHuiEwye2Y3DA2EL3266Vt6T8zpCp2H/kV1y9cQ6d2/dEhjIdx0/uxaovdqFtCy8AwHtjPsWfZ/Zj++8/Ytr4z/Dw8V00qNcMHVp3AwA0cGuGh0/uwr1eE2zc9jXatOiCpg3bVuTlICqzxBg1rBzUMLFgQ3mi0uATQ0RERFQJou5nQ3hFW42HnvsDjT1a46OFb8P7DSe8Ob49dv2xXlyfmZUJAFDIFeIyfX19GBrIcfXGOY2OIQgCLlz5E48i/kGbFl0AACpVNlRqFeRyI0ldhcIYf///fhvUa4JHkfcRHfsEUTGP8SjiPtxdG+NJ5L/4PfgXTB33WbnOnaiiRf+rgvCqflgQVRImMoiIiIgqWFKsCi+TXt0Xk8iocOz4/Ue4ONXH9//5A2/2n4Blqz7C/iO/AgBcnT3gaOeCles+RXJqIrKyMvHTlv8gPiEG8QnRxe479UUy2veyRmtfM0yZ8wbmTvsGndr6AgBMTczRoklH/PDLUjyLj4JKpcKBo7/hxp2L4n7ruTTCB+M/x8SZfTBpVl9Mn7AI9Vwa4fOv38eHk5bg7MVjGBjYCm+Ob4/L105X7oUi0kB6qoCkmFez9RZRZWHXEiIiIqIKpFYLiA1/tQeSVAtqNPFogw8mLAIANHJviQePbmP77z+iv/87MDQwxNefb8PCryahSz976Ovpo2Ob7ujSwb/EfZuamGPXTxeRlv4Sf139E//578dwcnAVu50s/eRnfPrVJPQY4gp9PX00atAKfXoMw537f4v7GDpgIoYOmCiW9x3+RUyC9B/ZDFt/OIvYuKf4+PORCN56D/I8LUeItCEmXAULWz3oG8i0HQqRTmAig4iIiKgCJUSpkaXUdhSVy9bGAW4ujSTL6rk0xPFT+8RyE4/W2LX+ElJfJCMrOxPWNWwx/N0uaOzRuth96+npwdmpPgCgoXsLPHx8Dz/99pWYyKhT2w0bvz2OtPSXeJmWAlsbB8z8bIRkjI68EpPi8f0vX2Djtydw485FuNRxh4tTzk92dhYeRd5Hg3pNy34xiCqAKitncGD7enw9I9IEu5YQERERVRBVtoC4J692awwAaNnUE48i/pEsexRxHw52zgXqmptZwrqGLR5H3sete1fQvXO/Uh1LgIDMzMwCy02MTWFr44Dk1EScu3gM3YrY75erZ2Lkm9NgX8sJarUa2dlZ4rpsVTbUnIaVqonnT9XIznx1u6QRVSSm/IiIiIgqyPNINVRZJdfTdaPenIaRU7yx7tcv4e8zGDfuXsbuP9ZjwYw1Yp0jobthbVkT9nZ1cP/hTXz53Ux079Ifndr5iXU+WTIWtWo6YvrExQCAn7Z8hcYerVHHsR6ysjJx+q9gHDjyK+Z/+J24zdmLRyEIAuo6N8CTpw/w9dq5qOvcAG/0Hl0gznOXj+PJ03+x5JOfAQBNG7ZF+JN7OP1XMGKeRUJfTx91nRtU1mUiKhVBndMqw6E+X9GISsKnhIiIiKgCZGcJiI98Pb7db9qwLVYu2oGV6z7F95u+QG2Huvj4/eUI8HtbrBP/PBr/+e/HeJ4YC1sbB/TrOQKTR30i2U90bARksv81EE5Lf4kvvpmG2LinUCiM4ersgaXzNqJX9zfFOqkvU/DtuvmIjXsKS3Nr+HZ9A9PGfw5DA0PJvjOU6Vj67XT8Z8EW6OnlHMPOtjbmTvsGny6bCLlcgS/m/gQjhXFlXCKiMkmIUqNmHQGGCo6VQVQcmcC5fjSWkpICS0tLJCcnw8LColz7unmyYBNJosrS1Fuu7RCIXikV+e8BvTqiH2TjeSRnHiCi8rFy0EPtBvy+mag4HCODiIiIqJyylAISopjEIKLyS4pRIzOd3zUTFYeJDCIiIqJyevZYBYF5DCKqAIKQ85lCREVjIoOIiIioHJRpAhJjmMUgooqTFKuGMo2tMoiKwkQGERERUTnEPVEBfN8gogoW+4itMoiKwkQGERERURllKQUkP2NrDCKqeClxamS85OcLUWGYyCAiIiIqo/hIFTj/GxFVludPmcggKgwTGURERERloMoWkBjNlwwiqjxJsWpkZzFbSpQfExlEREREZZAQpYaaXdiJqBIJajBhSlQIJjKIiIiISkkQBDyPYhaDiCpfQpQKAvuwEUkwkUFERERUSilxamQrtR0FEb0OspRASjwTGUR5MZFBREREVEocgI+IqtLzSLYAI8qLiQwiIiKiUkhPVSMthd+OElHVSUsRkJ7KBCpRLiYyiIiIiEqBrTGISBv42UP0P0xkEBEREWlIlS0gOY4vE0RU9ZKfqZGdydZgRAATGUREREQaS4lXQ2Aeg4i0QBCAxBh+ABEBTGQQERERaSwpli8RRKQ9yc/4GUQEMJFBREREpJEspYCXSWzWTUTak/FSQMZLJjOImMggIiIi0gBbYxBRdcDPIiImMoiIiIg0wpcHIqoOkp+pIQhsHUavNyYyiIiIiEqQnqqGMo0vDkSkfVlKIC2Fn0f0emMig4iIiKgEbI1BRNUJB/2k152BphVXrVqFiRMnwsjICKtWrSq27rRp08odGBEREVF1IAgCkuP40kBE1UfyMzUc3ATI9GTaDoVIKzRukfHNN9/g5cuX4u9F/axcubJUAaxduxbNmzeHhYUFLCws4OnpicOHD4vrBUFAUFAQHB0dYWxsDB8fH9y6dUuyD6VSialTp6JmzZowNTVF//79ERkZKamTmJiIkSNHwtLSEpaWlhg5ciSSkpJKFSsRERG9fl4kCsjO1HYURET/o8oGUhPZvYReXxq3yAgPDy/09/JycnLCsmXLUL9+fQDApk2bMGDAAPz9999o0qQJvvrqK3z99dfYuHEjGjRogMWLF8PPzw/37t2Dubk5AGD69Ok4cOAAtm3bBhsbG8yYMQMBAQG4cuUK9PX1AQDDhw9HZGQkgoODAQATJ07EyJEjceDAgQo7FyIiInr1pMSzNQYRVT/Jz9SwsNHtkQJUKhWysrK0HQZVA4aGhuK7uyZkQimHvB0yZAiUSiXeeustvPPOO+KIuTJZxTVrsra2xn/+8x+MHTsWjo6OmD59OmbPng0gp/WFnZ0dvvzyS0yaNAnJycmwtbXF5s2b8dZbbwEAoqKiUKdOHRw6dAj+/v64c+cOGjdujAsXLqBDhw4AgAsXLsDT0xN3796Fh4eHRnGlpKTA0tISycnJsLCwKNc53jzJr3ao6jT1lms7BKJXSkX+e0DV370LmchSajsKIiIpPX2gUSdDnexeIggCYmJi2EKeJGrUqAF7e3uNcgsat8jI9fHHHyMlJQX+/v748ssvcf/+fQBAgwYNMGvWLIwcObL0Ef8/lUqFnTt34uXLl/D09ER4eDhiYmLQs2dPsY5CoYC3tzfOnTuHSZMm4cqVK8jKypLUcXR0RNOmTXHu3Dn4+/vj/PnzsLS0FJMYANCxY0dYWlri3LlzRSYylEollMr//ZdLSkpKmc+NiIiIdE/GSzWTGERULalVObOXmNbQvURGbhKjVq1aMDExqdAvxUn3CIKAtLQ0PHv2DADg4OBQ4jalTmS0b98ebdq0gSAI6NOnDzp37gxBEHD27FlMnjwZ8fHx+PDDD0u1zxs3bsDT0xMZGRkwMzPD3r170bhxY5w7dw4AYGdnJ6lvZ2eHx48fA8h5CORyOaysrArUiYmJEevUqlWrwHFr1aol1inM0qVL8dlnn5XqXIiIiOjVkfqcfdCJqPpKTVDDtIZudS9RqVRiEsPGxkbb4VA1YWxsDAB49uwZatWqVWI3k1IlMu7fvw93d3ckJCRg48aNGDVqlLhuwIABaNKkCYKCgkqdyPDw8EBYWBiSkpKwe/dujB49GidPnhTX58/QCYJQYtYuf53C6pe0n7lz5+Kjjz4SyykpKahTp06J50NERESvhhcJHB+DiKqvFzo44GfumBgmJiZajoSqm9x7Iisrq8REhsbpu23btmHQoEEAgOjoaHTq1KlAnU6dOiE6Oro0sQIA5HI56tevj7Zt22Lp0qVo0aIFvv32W9jb2wNAgVYTz549E1tp2NvbIzMzE4mJicXWiY2NLXDcuLi4Aq098lIoFOJsKrk/RERE9HpQZQtIS9G9lwQien1kvBCQnambn1PsTkL5leae0CiRsX79enz11Vc4duwYAKB+/frYsWNHgXrbt2+Hu7u7xgcviiAIUCqVcHV1hb29vXhcAMjMzMTJkyfFREqbNm1gaGgoqRMdHY2bN2+KdTw9PZGcnIyLFy+Kdf766y8kJycXmpAhIqL/a+/Ow6OqDj6O/+4s2ZPJRjYIECDsRASFAlZUVi0irQIVC6IWRZDFXd9qq1UBLdXWF6RoFdRCqa241JcGKAIWBNkFFUQWBZGwZidkm/v+kToaw5KEJDd35vt5njw69565/IYnZJJfzj0HQEG2qZotiQ4ADS+fmWO29K9//Uvz5s2zOsYZnT59Wk899ZT27t1rdZSzqtatJa1atdIHH3ygiIgISdLjjz+ukSNH6oMPPlCfPn1kGIbWrFmjFStWnLHgOJf/+Z//0dVXX63U1FTl5+dr0aJFWrVqlTIzM2UYhqZOnapp06YpPT1d6enpmjZtmsLCwjRq1ChJksfj0W233aZ7771XcXFxio2N1X333acuXbqof//+kqQOHTpo8ODBGjdunObOnSupYvvVIUOGVHvHEgAAEFi4rQSAHRRkm4pJsjoFJGns2LHKycnR22+/fc5xBw8e1JQpUxQVFaUWLVroqquuapiA1TRlyhSVlJSodevWVkc5q2oVGVdeeWWlx9dff702bNigZ599Vm+//bZM01THjh21YcMGXXzxxTUKcOTIEY0ePVqHDx+Wx+NRRkaGMjMzNWDAAEkVu6QUFRVpwoQJys7OVs+ePbVs2TJFRkb6rvHcc8/J5XJpxIgRKioqUr9+/TR//vxK99UsWLBAkydP9u1uMnToUM2aNatGWQEAQODgt5wA7KAg21utNQRxYc5UUvzjH//QL37xC/32t7/VAw88UO1rjR8/Xi+88IJat26t66+/vtKkAastWrRI+/fv1//93/9ZHeWcDNOs2aTJtLQ0FRUV6Wc/+5leeOGF+srVKOXl5cnj8Sg3N/eC18v4ZHVJHaUCzq9z3yCrIwB+pS7fD9A4FRV4tXdzmdUxAKBaWl3sUliUPXYvOX36tPbv36+0tDSFhIT4jjf0z0c1/f74h0XGn//8Z02cOFGzZ8/WL3/5yzOOQc2c7XPjTGr82b5v3z699dZbmjt3rg4ePKgDBw5U+QAAALCzwhwWxwBgH3bcvcTOnnnmGd11111auHChr8T4vpkzZyo5OVlxcXGaOHGib6cWScrOztaYMWMUExOjsLAwXX311friiy985+fPn6/o6GgtXbpUHTp0UEREhAYPHlxpU42ysjJNnjxZ0dHRiouL04MPPqibb75Zw4YNO2futWvXqm/fvgoLC1NMTIwGDRrk2zSjuLhYkydPVkJCgkJCQnTZZZdp48aNZ73Wrl27FBYWpoULF/qOLV68WCEhIdqxY4ckKTc3V7fffrsSEhIUFRWlq666Sh9//PG5/3KrqcZFhmEY6tOnj0zTVMuWLZWWllblAwAAwM6K2K0EgI0U5nArXEN56KGH9MQTT+i9997T9ddfX+X8ypUrtXfvXq1cuVKvvvqq5s+fr/nz5/vOjx07Vps2bdK7776rdevWyTRNXXPNNZXKjlOnTmnmzJl6/fXX9cEHH+jAgQO67777fOeffvppLViwQPPmzdPatWuVl5d33lkg27ZtU79+/dSpUyetW7dOa9as0bXXXqvy8nJJFUs6vPnmm3r11Ve1ZcsWtWnTRoMGDdLJkyfPeL327dtr5syZmjBhgr766it98803GjdunGbMmKEuXbrINE395Cc/UVZWlpYsWaLNmzerW7du6tev31mvWRM1vrVEUpUWpbS0VFu3btXvf/97TZs2zbdNq7/h1hLYFbeWAHWLW0v83+cflaj0tNUpAKB6HE6pQx+3LdbJsPOtJX/9619VUlKiFStWnHGBzrFjx2rVqlXau3evb73GESNGyOFwaNGiRfriiy/Utm1brV271rd75okTJ5SamqpXX31Vw4cP1/z583XLLbdoz549vsU2X3jhBf32t79VVlaWJCkpKUn33Xefr9woLy9Xq1atdPHFF5+10Bg1apQOHDigNWvWVDlXWFiomJgYzZ8/37epRmlpqVq2bKmpU6fq/vvvP+vfy5AhQ5SXl6egoCA5HA4tXbpUhmHo/fff109/+lMdPXpUwcHBvvFt2rTRAw88oNtvv73KtWpya0m1Fvv8oYsuuqjKsUsuuUQpKSn63e9+57dFBgAA8H9lJSYlBgBb8ZZLJUVScJjVSfxbRkaGjh8/rl//+te69NJLK21A8a1OnTpV2nQiOTnZd6vFzp075XK51LNnT9/5uLg4tWvXTjt37vQdCwsLq7RjSHJyso4ePSqp4naNI0eOqEePHr7zTqdT3bt3l9d79pk527Zt0/Dhw894bu/evSotLVWfPn18x9xut3r06FEp15m88soratu2rRwOhz755BNfmbZ582YVFBQoLi6u0viioqI62da1VkXG2bRt2/ac99EAAAA0dqfyua0EgP0U5XsVHOY8/0DUWtOmTfXmm2/qyiuv1ODBg5WZmVmlzHC73ZUeG4bhKxjOdjPED3edOdM1fvjcH86+Od+NFqGhoWc99+1zz3TN883y+fjjj1VYWCiHw6GsrCylpKRIkrxer5KTk7Vq1aoqz4mOjj7nNaujVkvb5uXlVfrIzc3Vrl279Oijjyo9Pf2CQwEAAFilKI97zQHYTxElbINo3ry5Vq9eraNHj2rgwIHKy8ur9nM7duyosrIyffTRR75jJ06c0O7du9WhQ4dqXcPj8SgxMVEbNmzwHSsvL9fWrVvP+byMjAytWLHijOfatGmjoKCgSredlJaWatOmTefMdfLkSY0dO1a/+tWvdMstt+imm25SUVGRJKlbt27KysqSy+VSmzZtKn3Ex8dX67WeS62KjOjoaMXExPg+YmNj1bFjR61bt05z5sy54FAAAABWYUYGADs6xSLFDaZZs2ZatWqVTpw4oYEDByo3N7daz0tPT9d1112ncePGac2aNfr444/1i1/8Qk2bNtV1111X7T9/0qRJmj59ut555x19/vnnmjJlirKzs885e+Lhhx/Wxo0bNWHCBG3fvl27du3SnDlzdPz4cYWHh+vOO+/U/fffr8zMTH322WcaN26cTp06pdtuu+2s1xw/frxSU1P1yCOP6Nlnn5Vpmr51O/r3769evXpp2LBhWrp0qb788kt9+OGHeuSRR7Rp06Zqv9azqdWtJStXrqz02OFwqEmTJmrTpo1crjq9WwUAAKDBmKbJjiUAbOl0oSnTa8pwNP4FP/1B06ZNtXr1al155ZUaMGCAli1bVq3nzZs3T1OmTNGQIUNUUlKiyy+/XEuWLKlyO8m5PPjgg8rKytKYMWPkdDp1++23a9CgQZXW5vihtm3batmyZfqf//kf9ejRQ6GhoerZs6duvPFGSdKMGTPk9Xo1evRo5efn65JLLtHSpUsVExNzxuu99tprWrJkibZu3SqXyyWXy6UFCxaod+/e+slPfqJrrrlGS5Ys0a9+9SvdeuutOnbsmJKSknT55ZcrMTGx2q/1bGq1a0mgYtcS2BW7lgB1i11L/FfxKVNfbCw9/0AAaIRad3MpNLJWk+4bTE12pkD1eL1edejQQSNGjNATTzxhdZxaq/ddS7Zv337G44ZhKCQkRM2bN6+0xQoAAIAdnGJ9DAA2VpRvKrTqRhrwM1999ZWWLVumvn37qri4WLNmzdL+/ft9W6cGgloVGV27dj3n/Tdut1sjR47U3LlzadkAAIBtFBUwURWAfbHgZ2BwOByaP3++7rvvPpmmqc6dO+vf//53tRcM9Qe1mnf01ltvKT09XS+++KK2bdumrVu36sUXX1S7du20cOFCvfzyy3r//ff1yCOP1HVeAACAelNyih8CANgXZWxgSE1N1dq1a5Wbm6u8vDx9+OGHuvzyy62O1aBqNSPjqaee0h//+EcNGjTIdywjI0PNmjXTo48+qg0bNig8PFz33nuvZs6cWWdhAQAA6lNxET8EALCvEr6GIUDUakbGjh071KJFiyrHW7RooR07dkiquP3k8OHDF5YOAACggXi9pkpPW50CAGrPWy6VlVBmwP/Vqsho3769ZsyYoZKS73beKC0t1YwZM9S+fXtJ0qFDh+pkWxUAAICGQIkBwB8wKwOBoFa3lsyePVtDhw5Vs2bNlJGRIcMwtH37dpWXl+u9996TJO3bt08TJkyo07AAAAD1pZj1MQD4gZLTpsI8VqcA6letiozevXvryy+/1F/+8hft3r1bpmnqhhtu0KhRoxQZWbHfz+jRo+s0KAAAQH3it5gA/EFJkdUJgPpXqyJDkiIiIjR+/Pi6zAIAAGAZigwA/qDkNF/LGos9e/bojTfe0N13363Q0FCr4/iVWhcZu3fv1qpVq3T06FF5vd5K5379619fcDAAAICGxI4lAPwBpWzjcPr0aQ0fPlxTpkyhxKgHtSoyXnrpJd15552Kj49XUlKSDMPwnTMMgyIDAADYDt/8A/AHfC2rP1lZWXrqqaf0f//3fzp06JASEhLUtWtXTZ06Vf369as0durUqRo2bJjGjh1rTVg/V6si48knn9RTTz2lBx98sK7zAAAANDiv11RpsdUpAODClZVK5eWmnE7j/IMbEe+KbQ365zn6da3R+C+//FJ9+vRRdHS0nnnmGWVkZKi0tFRLly7VxIkTtWvXrkrj//SnP9VhWvxQrbZfzc7O1vDhw+s6CwAAgCXKSs4/BgDsopRZGXVuwoQJMgxDGzZs0A033KC2bduqU6dOuueee7R+/XrfuAMHDui6665TRESEoqKiNGLECB05cuSs133ttdcUERGhL774wnds0qRJatu2rQoLCyVJn332ma655hpFREQoMTFRo0eP1vHjx+vvxdpArYqM4cOHa9myZXWdBQAAwBLlpXzTD8B/lFLO1qmTJ08qMzNTEydOVHh4eJXz0dHRkiTTNDVs2DCdPHlSq1ev1vLly7V3716NHDnyrNceM2aMrrnmGt10000qKytTZmam5s6dqwULFig8PFyHDx9W37591bVrV23atEmZmZk6cuSIRowYUV8v1xZqdWtJmzZt9Oijj2r9+vXq0qWL3G53pfOTJ0+uk3AAAAANoazU6gQAUHfKyyhn69KePXtkmqbat29/znH//ve/tX37du3fv1+pqamSpNdff12dOnXSxo0bdemll57xeXPnzlVGRoYmT56sxYsX6ze/+Y1v7Jw5c9StWzdNmzbNN/6VV15Ramqqdu/erbZt29bRq7SXWhUZL774oiIiIrR69WqtXr260jnDMCgyAACArfBNPwB/Uk45W6dMs+I94vubXJzJzp07lZqa6isxJKljx46Kjo7Wzp07z1pkxMTE6OWXX9agQYPUu3dvPfTQQ75zmzdv1sqVKxUREVHleXv37qXIqIn9+/fXdQ4AAADL8E0/AH9SXmZ1Av+Snp4uwzC0c+dODRs27KzjTNM8Y9lxtuPf98EHH8jpdOqbb75RYWGhoqKiJEler1fXXnutnn766SrPSU5OrtkL8SO1WiMDAADAn5SxRgYAP8K6P3UrNjZWgwYN0uzZs30LcH5fTk6OpIrZFwcOHNDBgwd95z777DPl5uaqQ4cOZ73+hx9+qGeeeUb//Oc/FRUVpUmTJvnOdevWTZ9++qlatmypNm3aVPo403odgYIiAwAABDxmZADwJ8zIqHsvvPCCysvL1aNHD7355pv64osvtHPnTj3//PPq1auXJKl///7KyMjQTTfdpC1btmjDhg0aM2aM+vbtq0suueSM183Pz9fo0aM1adIkXX311Vq4cKHeeOMN/f3vf5ckTZw4USdPntSNN96oDRs2aN++fVq2bJluvfVWlZeXN9jrb2woMgAAQMCjyADgT1j3p+6lpaVpy5YtuvLKK3Xvvfeqc+fOGjBggFasWKE5c+ZIqlhD4+2331ZMTIwuv/xy9e/fX61atdLf/va3s153ypQpCg8P9y3m2alTJz399NMaP368Dh06pJSUFK1du1bl5eUaNGiQOnfurClTpsjj8cjhCNwf5w3z25VLcF55eXnyeDzKzc313bNUW5+sZk8kNJzOfYOsjgD4lbp8P0DjsP/jUhXm8C0RAP8QFmWo1cXu8w+0wOnTp7V//36lpaUpJCTE6jhoRGryuRG4FQ4AAMB/MQ0bgD/haxr8Xa12Ldm+ffsZjxuGoZCQEDVv3lzBwcEXFAwAAKChMA0bgD/haxr8Xa2KjK5du55z+xi3262RI0dq7ty5TBcCAACNH9/zA/AjzMiAv6vVrSVvvfWW0tPT9eKLL2rbtm3aunWrXnzxRbVr104LFy7Uyy+/rPfff1+PPPJIXecFAAAAAJwL5Sz8XK1mZDz11FP64x//qEGDBvmOZWRkqFmzZnr00Ue1YcMGhYeH695779XMmTPrLCwAAEB9YOlzAP6Er2nwd7WakbFjxw61aNGiyvEWLVpox44dkipuPzl8+PCFpQMAAAAA+B02z8QP1eRzolZFRvv27TVjxgyVlHy3hWhpaalmzJih9u3bS5IOHTqkxMTE2lweAACgYfH9NAA/01iLAre7YlvYU6dOWZwEjc23nxPffo6cS61uLZk9e7aGDh2qZs2aKSMjQ4ZhaPv27SovL9d7770nSdq3b58mTJhQm8sDAAA0qMb57T78jmkqOuy01SkQIEzTdc4NGqzidDoVHR2to0ePSpLCwsIaZU40HNM0derUKR09elTR0dFyOp3nfU6tiozevXvryy+/1F/+8hft3r1bpmnqhhtu0KhRoxQZGSlJGj16dG0uDQAA0PBoMtAAYsKLlJz3pdUxECAMXWR1hLNKSkqSJF+ZAUhSdHS073PjfGpVZEhSRESExo8fX9unAwAANBr0GGgIsY5cqyMgkDTiSQ6GYSg5OVkJCQkqLS21Og4aAbfbXa2ZGN+qdZGxe/durVq1SkePHpXX66107te//nVtLwsAANDwaDJQzxyGV0H5FBloOHa4XcPpdNboh1fgW7UqMl566SXdeeedio+PV1JSUqV/JIZhUGQAAAAA35MQXiAjx3v+gQCA86pVkfHkk0/qqaee0oMPPljXeQAAABqc4ZBUbnUK+LOocmZjoAE5Gv9sDOBC1Gr71ezsbA0fPryuswAAAFjCWeubbYHzC3aVyVWQb3UMBBJu14Cfq1WRMXz4cC1btqyuswAAAFjC6eK3l6g/CaF5rMOChuWq1Y95gG3U6vcPbdq00aOPPqr169erS5cucrvdlc5Pnjy5TsIBAAA0BAczMlCPwotzrI6AQONiRgb8m2GaZo374bS0tLNf0DC0b9++CwrVWOXl5cnj8Sg3N1dRUVEXdK1PVpfUUSrg/Dr3DbI6AuBX6vL9AI3DgU9LlXecX5mj7kWFFKtZwV6rYyDQxETI0a2N1SmAelOr3z/s37+/rnMAAABYpuLWEooM1L04N4t8wgLMyICfq/HNUzfccIOGDBmi1157TZJkmqZqMakDAACg0eDWEtQL01RIQY7VKRCIKDLg52pcZDzwwAOaOnWqbrnlFnXp0kWhoaEKDQ1VRkaGXn/99frICAAAUK9Y7BP1IT68UEZpmdUxEIjcFBnwbzX+/UOPHj3Uo0cPmaapa665Rn369JFpmlq7dq3Gjx+v48eP6+67766PrAAAAPWCnQpRH2IMbiuBNQy+qMHP1Woi5bFjxzR//nyNGTPGd+y6665Tp06d9Nhjj+nuu+/W2rVrdckllyg4OLjOwgIAANQHbi1BXXM5yuXOz7M6BgIVMzLg52q1wfDhw4fVu3fvKsd79+6tw4cPS5IGDx6sQ4cOXVg6AACABuB0c2sJ6lZCeL7kZR05WCTYbXUCoF7Vqsho06aN3njjjSrH//a3vyk9PV2SdOjQoXNu0woAANBYuJlAijoWWcptJbBQSJDVCYB6VauJlI8//rhGjhypDz74QH369JFhGFqzZo1WrFjhKziioqLqNCgAAEB9CQpmRgbqTmhQiZwFhVbHQCCjyICfq9WMjOuvv14bNmxQfHy83n77bS1evFjx8fHasGGDfvrTn9Z1RgAAgHrldBtycEs56khCMGtjwEIOQ0YQC//Av9X4MzwtLU1FRUX62c9+pr/85S/1kQkAAKDBuYMNFZ9iTQNcuLCiHKsjIJAxGwMBoMZFxr59+7R+/Xpddtllevjhh2WaVd/wmzdvXifhAAAAGoo7RCo+ZXUK2F10aJGM/BKrYyCQUWQgANS4yDAMQ3369JEktWzZ8oxjysvLLygUAABAQwsKMSQxIwMXJs7JIp+wGEUGAkCtbp7aunVrpcelpaXaunWrfv/732vatGl1EgwAAKAhBYWy4CcujENeBRVQZMBaRghbr8L/1arIuOiii6ocu+SSS5SSkqLf/e53+tnPfnbBwQAAABpSMEUGLlCTiAIZOcxMhsWYkYEAUKtdS86mbdu22rhxY11eEgAAoEEwIwMXyuNlNgYagfAQqxMA9a5WMzLy8ipvKWWapg4fPqzHHntM6enpdRIMAACgIQXxvT8uQJCrTK78AqtjABQZCAi1KjKio6NlGJV/a2GaplJTU7Vo0aI6CQYAANCQDIeh4DC2YEXtJITmS6f53IHFwoJlOOt00j3QKNWqyFi5cmWlxw6HQ02aNFGbNm3kctXqkgAAAJYLjaTIQO1EFOdYHQGQIkKtTgA0iFq1Dn379q3rHAAAAJYLiTCkI1angN1EBBfLUVhkdQxARiRFBgJDtYuM7du3V/uiGRkZtQoDAABgpdBIFvxEzTUJypUKrU4BSIpgfQwEhmoXGV27dpVhGDLNc0+3NAxD5eVsOwUAAOwnNIIiAzVkmgopZLcSNBLcWoIAUe0iY//+/fWZAwAAwHIOp6HgMKn4lNVJYBdx4adk5JVaHQOQXE4ZIUFWpwAaRLWLjBYtWtRnDgAAgEYhJMKh4lNeq2PAJmIMZmOgkeC2EgQQ9uYBAAD4HtbJQHU5HV4F5edZHQOoEBVmdQKgwVBkAAAAfA/rZKC6EsLyJS+zd9A4GNERVkcAGgxFBgAAwPeEMCMD1RRVzm0laESiw61OADQYigwAAIDvcToNhYRTZuDcQt2lcuYXWB0DqBARKsNd7eUPAds772f77Nmz1aFDB1111VVVzm3evFk7d+6UYRjq0KGDunXrVi8hAQAAGlJ4jKHThefech6BrUlInlRkdQrgv2KYjYHAct4i47LLLtNNN92kGTNmaMiQIZKko0eP6uc//7lWrVql6Ohomaap3NxcXXnllVq0aJGaNGlS78EBAADqS0SMQye+Zu0DnF346RyrIwA+rI+BQHPeW0suuugibdq0SbGxsbrtttt0/PhxTZo0SXl5efr000918uRJZWdn65NPPlFeXp4mT57cELkBAADqTbjHkMHdJTgLT2iRjKJiq2MA34mhyEBgqdYaGSEhIbrlllv04x//WPHx8crMzNScOXPUoUMH35iOHTtq9uzZ+te//lVvYQEAABqCw2kozEOTgTOLc7LIJxqR8BDWx0DAqfZin6WlpYqJiZEkeb1eud3uKmPcbre8bEEFAAD8QEQMa6KjKkOmggsoMtCIcFsJAlC136HXrVunV199VSdOnNBVV12lKVOm6JtvvvGdP3TokO6++27169evXoICAAA0pIgYZmSgqibhBTLKyq2OAfgYcRQZCDzVLjISExO1ePFixcXFadasWcrPz1fLli3VunVrtWnTRmlpacrPz9f//u//1mdeAACABhESYchZdQIqApzHZDYGGhGHIcVGWZ0CaHC1upkqNTVVW7Zs0fLly7Vr1y6ZpqmOHTuqf//+dZ0PAADAEoZhKCLaodxj3DaLCm5nudz5+VbHAL4TGynDyW1wCDwXtCrMgAEDNGDAgLrKAgAA0KhExBrKPWZ1CjQWCWF5UrFpdQzAx2jisToCYIka1XcfffRRlV1JXnvtNaWlpSkhIUG33367iovZigoAAPgHFvzE90WWcFsJGpl4bitBYKrRu/Njjz2m7du3+x7v2LFDt912m/r376+HHnpI//znPzV9+vQ6DwkAAGAFdzDbsKJCeHCxHIWnrI4BfMcTLiOIhXwQmGpUZGzbtq3SriSLFi1Sz5499dJLL+mee+7R888/rzfeeKPOQwIAAFjF04RZGZCaBOVZHQGohNtKEMhq9M6cnZ2txMRE3+PVq1dr8ODBvseXXnqpDh48WHfpAMBPTZ8+XZdeeqkiIyOVkJCgYcOG6fPPP/edLy0t1YMPPqguXbooPDxcKSkpGjNmTKVtr7+1bt06XXXVVQoPD1d0dLSuuOIKFRUV+c5nZ2dr9OjR8ng88ng8Gj16tHJychriZQJ+wdPEITEpI7CZpkJP5VidAqisCbeVIHDVqMhITEzU/v37JUklJSXasmWLevXq5Tufn58vt5vpTQBwPqtXr9bEiRO1fv16LV++XGVlZRo4cKAKCwslSadOndKWLVv06KOPasuWLVq8eLF2796toUOHVrrOunXrNHjwYA0cOFAbNmzQxo0bddddd8nh+O7L+6hRo7Rt2zZlZmYqMzNT27Zt0+jRoxv09QJ25goyFBFNkxHIYsOLZBSXWh0D+E5YsIywEKtTAJYxTNOs9tLLd9xxh3bs2KGnn35ab7/9tl599VV98803CgoKkiQtWLBAf/jDH7Rx48Z6C2ylvLw8eTwe5ebmKirqwhrQT1aX1FEq4Pw69w2yOgLO49ixY0pISNDq1at1+eWXn3HMxo0b1aNHD3311Vdq3ry5JOlHP/qRBgwYoCeeeOKMz9m5c6c6duyo9evXq2fPnpKk9evXq1evXtq1a5fatWtXPy/Iz9Xl+wHsITurXIc+L7c6BizSJuKwgnKyrY4BfCctUY5WyVanACxToxkZTz75pJxOp/r27auXXnpJL730kq/EkKRXXnlFAwcOrPOQAODvcnMrVsKPjY095xjDMBQdHS1JOnr0qD766CMlJCSod+/eSkxMVN++fbVmzRrfc9atWyePx+MrMaSK8sPj8ejDDz+snxcD+KGoeIcMJmUEJIfhlTuf3UrQuBjJZ/9+AQgErpoMbtKkif7zn/8oNzdXERERcjqdlc7//e9/V0RERJ0GBAB/Z5qm7rnnHl122WXq3LnzGcecPn1aDz30kEaNGuWbAbBv3z5JFTtKzZw5U127dtVrr72mfv366ZNPPlF6erqysrKUkJBQ5XoJCQnKysqqvxcF+Bmny1BErKH8E9WeyAo/kRBeICPHa3UM4DvRETJCg61OAViqVstwezyeKiWGVPGbxO/P0AAAnN9dd92l7du3669//esZz5eWlurnP/+5vF6vXnjhBd9xr7fiG+s77rhDt9xyiy6++GI999xzateunV555RXfOOMMv0Y2TfOMxwGcXXQCu5cEoqjyHKsjAJUYKczGAGo0IwMAULcmTZqkd999Vx988IGaNWtW5XxpaalGjBih/fv36/3336+0HkNycsW9sR07dqz0nA4dOujAgQOSpKSkJB05cqTKdY8dO1ZpFyoA5xcZ55DDWS4vS2UEjGBXqVwFBVbHAL7jdEgJbLsK8KsFALCAaZq66667tHjxYr3//vtKS0urMubbEuOLL77Qv//9b8XFxVU637JlS6WkpFTatlWSdu/erRYtWkiSevXqpdzcXG3YsMF3/qOPPlJubq569+5dD68M8F8Op6GoeL51CiSJoXkSdxOhMUmIlnGGmfFAoGFGBgBYYOLEiVq4cKHeeecdRUZG+tar8Hg8Cg0NVVlZmW644QZt2bJF7733nsrLy31jvr2NzzAM3X///frNb36jiy66SF27dtWrr76qXbt26R//+IekitkZgwcP1rhx4zR37lxJ0u23364hQ4awYwlQC7EpDuUcYb2EQBF2OsfqCEAlLPIJVKDIAAALzJkzR5J0xRVXVDo+b948jR07Vl9//bXeffddSVLXrl0rjVm5cqXveVOnTtXp06d199136+TJk7rooou0fPlytW7d2jd+wYIFmjx5sm9XqaFDh2rWrFn188IAPxcW5VBopKGifH5N7++iQk7LUVBsdQzgO6FBMmLYWAGQJMM0Td6JqykvL08ej0e5ubmV7lOvjU9Wl9RRKuD8OvdlEV6gLtXl+wHsJzurXIc+Z6EMf9cq8ohCsk9YHQPwMVolyUhLsjoG0ChwoycAAEANeBIccrqtToH6ZSq4INfqEMB3HIaUEnf+cUCAoMgAAACoAYfDUGwy30L5sybhhTJKy6yOAXwnMUZGMA0q8C3WyABgOe+KbVZHQABx9OtqdQT4gdgUp44d9LKjhZ+KFrMx0LgYzZtYHQFoVPh1AgAAQA25gw1FxRlWx0A9cDnL5c7PszoG8J3YSBkRoVanABoVigwAAIBaiGvqtDoC6kFCWL7kZaoNGg+jeYLVEYBGhyIDAACgFsKjHQoOZ1aGv4kszbE6AvCdiBAZcZFWpwAaHYoMAACAWopP5VspfxIWVCJnwSmrYwA+RiprYwBnwrsvAABALUUnOBTEret+IyGYtTHQiAS5pKQYq1MAjRJFBgAAQC0ZhqGEFqyV4RdMU6GncqxOAfgYqU1kOPhxDTgT/mUAAABcAE+CQ8FhVqfAhYoJK5JRXGJ1DKCC2yWlxludAmi0KDIAAAAuALMy/EOsM9fqCICP0SJBhpOvK8DZUGQAAABcoKgm7GBiZw7Dq6B8/ywy5rz7hrqOG6HooZcpeuhl6jNpjP61YY3vvGmaevzVP6nZyAEKv+ZHuuqeX+rTL/ee97o5Bfm66/npajpigMKu7qlOt/5MSz76j+/8B9s3a+gjU9Rs5AA5+1+st9eurHKN37/xmpJv6KfkG/rpD//4S6VzH+3coUvvHKXy8vILePU2FeSSmjEbAzgXl9UBAAAA7O7bWRkHPyuzOgpqoUl4oYwcr9Ux6kWzJoma9stJatO0uSTptWX/1E9/fbc2/2mROrVsrd/9bb6ee/MveuX+x9W2WQs9teAlDXpwvHbOe1uRYeFnvGZJaakGPTBeTaJj9cavf6dmTRJ08OgRRYZ9d49V4ekiXdSqrcYOGqrhj99X5Ro79n2h37w6R+8++UeZpqmhj0xR/+4/Uue0NiotK9WEPzylP939qJwBOCvBaJkow8nvm4FzocgAAACoA1HxhkLCDZ0uNK2OghryeHOsjlBvru3Vt9LjJ2+9S3/659+1fud2dWzRSn9cvFD/M+o2/ezH/SRJ8x94QsnD+2nh+//SHUNuOOM1X8l8Wyfz87Tm+flyu9ySpBaJKZXGXN3jMl3d47Kz5tp5YL8y0tJ11cU9JEkZrdK188B+dU5ro5lvvKYfZ3TTpe071fp121ZIkNQ0zuoUQKNH1QcAAFAHDMNQQsvA++2x3QW7yuTKz7c6RoMoLy/XopWZKjxdpF4dM7T/8CFlnTyuAd17+cYEBwXp8ozuWvfpx2e9zj/XrdaPOmborudnKPmGfsr45Q2avvDlGt0G0iWtjXYf+koHjhzWV0e+0e6vv1Lnlq2159ABvbr0XT1xy8QLeq12ZbRKYqcSoBqYkQEAAFBHouIdCo00VJTPrAy7SAjNk05bnaJ+7dj3hfpMvlmnS0oUERqqNx/7vTq2aK0PP90mSUqMia00PjEmTl8dOXzW6+0/fEgrt27UqH5X671p/6svDh3QpOdnqKy8TI+OvqNamTq0aKUnb71Lgx68U5L01G2T1KFFKw28/w7NuH2qlm76UL99ba7cTpeem3i/Ls/oXrsXbycRIVJSjNUpAFugyAAAAKhDyW2c2reVtTLsIrw4x+oI9a5dakttmbtIOQX5WvyfFbrlmV9r5bN/9p03jMoL1ZqmWeXY93m9XiVEx2ruf9ew6N62ow6fOKaZb7xW7SJDksZfO1zjrx3uezx/6buKCAtXr44Z6jB2mD6a/Rd9ffyoRj31kPa+/n8KDgqqwau2H6N18jn/3gF8hyIDAACgDoVFORSd5FBOln8uHulPokKK5Sjw8+kYkoLcbt9in5e066RNn3+q5xf/VQ+MHCtJyjp5QslxTXzjj+acrDJL4/uS4+LldroqLcTZvnmask4eV0lpqYLc7hpnPJ6brSdff1GrnntZH+3cobbNWij9vx+lZWXa/fVX6tIqvcbXtY34KBnxHqtTALbBDVgAAAB1LCnNKQe/Lmr04tz+ueXq+ZiSiktLlJbcVEmx8fr3lvW+cyWlpfpg+2b16nTRWZ/fu1NX7fnmoLze78q6L74+oOS4+FqVGJJ09wszNfX6m9SsSaLKvV6Vln03q6msvFzlXj8uBh2GjLZNrU4B2ApvsQAAAHXMFWQosaVTh/dUf/FDNDDTVEhhjtUp6t2vXv5fDe7RR6lNkpR/qlB/W7VUqz7epCXTZ8swDE352ShNX/iy2jRtrvSmzTV94csKCwnRqKuu9l3j5hmPqGl8gqb9crKkiltCZr29SFNnP6O7fnqjvvj6gKYvfFmTfnqj7zkFRae059BB3+MvDx/Stj2fKzYySs0TkytlXL55fcUinw8+IUnq0b6zdh38Uv/asEYHjx6R0+FUu9QW9fnXZK0WCTJCg61OAdgKRQYAAEA9iE1xKPuwl+1YG6n4iEIZuf6/lsmR7BO6ecYjOnzyuDzhEcpIS9eS6bM1oPuPJEn3jxyrouJi3fX8dGXn56lnh87KnDFHkWHhvmscPJolx/d20khNSFLm0y/o3hd+r67jRqhpfIIm/2yU71YVSdr0+Wfqd9843+N7//R7SdKYgddq3gO/9R0vKj6tyf87Q3995Gnfn9E0PkF/vOsB3fa7xxTsdmveA79VaHBIvfz9WC40SEaLRKtTALZjmKbJu2s15eXlyePxKDc3V1FRURd0rU9Wl9RRKuD8Ovdt3ItjeVdsszoCAoijX9cLvkZdvh/AvxXmeLX/Y///YdmO0sMPyZ0bmLeWoPEwLkpjbQygFlgjAwAAoJ6ERzvkSeDbrcbG5SiXOz/P6hgIdCzwCdQa76wAAAD1KKmVUw7n+ceh4TQJL5C8TEqGhVjgE7ggFBkAAAD1yB1sKKElTUZjElWaY3UEBDijZSILfAIXgCIDAACgnsU1dSjMY1gdA5JCg0rkLCi0OgYCWWSoxAKfwAWhyAAAAKhnhmGoWXsXt5g0AgnBrI0BCzkMGZ1ayHBQbAIXgiIDAACgAQSFGEpuTZNhtbCiHKsjIIAZrZNlhPvpVrJAA6LIAAAAaCAxyU5FxvGbWKtEhxbJOF1idQwEqugIKbWJ1SkAv0CRAQAA0ICatnXJ6bY6RWCKc+ZaHQGByumQ0bG5DIMiE6gLFBkAAAANyBVkqGlbl9UxAo4hU0EFFBmwhtG2qYzQIKtjAH6DIgMAAKCBRcU7FJ3Et2ENKSGiQEZZudUxEIjio2SkxFmdAvArvIMCAABYILm1U27W/GswHi+zMWCBYLeMDqlWpwD8DkUGAACABZwuQ6ntXeKW+foX5CqTKz/f6hgINIYho3MLGUEsigPUNYoMAAAAi4R5HEpsxZas9S0hNF8yTatjIMAYbVJkREdYHQPwS5YXGdOnT9ell16qyMhIJSQkaNiwYfr8888rjTFNU4899phSUlIUGhqqK664Qp9++mmlMcXFxZo0aZLi4+MVHh6uoUOH6uuvv640Jjs7W6NHj5bH45HH49Ho0aOVk5NT3y8RAADgrOKbOeVJsPxbMr8WUZxjdQQEmsRoGc3ZahWoL5a/a65evVoTJ07U+vXrtXz5cpWVlWngwIEqLCz0jXnmmWf07LPPatasWdq4caOSkpI0YMAA5X9viuDUqVP11ltvadGiRVqzZo0KCgo0ZMgQlZd/t6jTqFGjtG3bNmVmZiozM1Pbtm3T6NGjG/T1AgAA/FDTtk4Fh3GPSX2ICC6W41SR1TEQSMJDWBcDqGeGaTaueXbHjh1TQkKCVq9ercsvv1ymaSolJUVTp07Vgw8+KKli9kViYqKefvpp3XHHHcrNzVWTJk30+uuva+TIkZKkb775RqmpqVqyZIkGDRqknTt3qmPHjlq/fr169uwpSVq/fr169eqlXbt2qV27dufNlpeXJ4/Ho9zcXEVFRV3Q6/xkdckFPR+oic59G/d2X94V26yOgADi6Nf1gq9Rl+8HwLeKT5nau6VUXjbWqFNpkccUmn3M6hgIFE6HjEvbyghnJV+gPlk+I+OHcnMrVpSOjY2VJO3fv19ZWVkaOHCgb0xwcLD69u2rDz/8UJK0efNmlZaWVhqTkpKizp07+8asW7dOHo/HV2JI0o9+9CN5PB7fGAAAAKsEhxlK7eCyOoZ/MU2FFOZYnQIBxOjYnBIDaACN6t3SNE3dc889uuyyy9S5c2dJUlZWliQpMTGx0tjExER99dVXvjFBQUGKiYmpMubb52dlZSkhIaHKn5mQkOAb80PFxcUqLi72Pc7Ly6vlKwMAADi/yLiKxT+P7GNaRl2ICz8lI6/U6hgIFC0SZCREW50CCAiNakbGXXfdpe3bt+uvf/1rlXPGD/YmM02zyrEf+uGYM40/13WmT5/uWxjU4/EoNZV73QAAQP1qksrin3Ulxsi1OgICRYJHRutkq1MAAaPRvEtOmjRJ7777rlauXKlmzZr5jiclJUlSlVkTR48e9c3SSEpKUklJibKzs8855siRI1X+3GPHjlWZ7fGthx9+WLm5ub6PgwcP1v4FAgAAVFPTdk6FRrL454VwGl4F5TObFg3AEy6jY4vz/pIVQN2xvMgwTVN33XWXFi9erPfff19paWmVzqelpSkpKUnLly/3HSspKdHq1avVu3dvSVL37t3ldrsrjTl8+LA++eQT35hevXopNzdXGzZs8I356KOPlJub6xvzQ8HBwYqKiqr0AQAAUN8cDkMturgUHGZ1EvtKiMiXvF6rY8DfhQXLuChNhtPyH6uAgGL5GhkTJ07UwoUL9c477ygyMtI388Lj8Sg0NFSGYWjq1KmaNm2a0tPTlZ6ermnTpiksLEyjRo3yjb3tttt07733Ki4uTrGxsbrvvvvUpUsX9e/fX5LUoUMHDR48WOPGjdPcuXMlSbfffruGDBlSrR1LAAAAGpLLbahFF7f2bytVafH5x6OyqDJuK0E9C3LJ6NpKhtvyH6mAgGP5v7o5c+ZIkq644opKx+fNm6exY8dKkh544AEVFRVpwoQJys7OVs+ePbVs2TJFRkb6xj/33HNyuVwaMWKEioqK1K9fP82fP19Op9M3ZsGCBZo8ebJvd5OhQ4dq1qxZ9fsCAQAAaikoxFDLDLf2bS1VeZnVaewj1F0qZ36B1THgz5wOGRe1khEabHUSICAZpmmaVoewi7y8PHk8HuXm5l7wbSafrC6po1TA+XXuG2R1hHPyrthmdQQEEEe/rhd8jbp8PwCq41SeV19uL5OXzUyqpXnkCUVkV10bDagThmRkpMmI91idBAhY3MwFAADQyIVFOdS8o0usJVg94adzrI4AP2a0S6XEACxGkQEAAGADEbEONWvvPP/AAOcJPS2jiEVFUD+Mds1kNI2zOgYQ8CgyAAAAbMKT4FRyOmXGucQ5WeQT9cNo21RGs3irYwAQRQYAAICtxKU4lZhGmXEmhkwFF+ZYHQN+yEhvKiO1idUxAPwXRQYAAIDNNGnuVHJryowfig8vkFHKiqioW0Z6iozmlBhAY0KRAQAAYENxzZxq2pYy4/uiTW4rQd0y2qTIaJ5gdQwAP0CRAQAAYFMxyU416+CU2M1Ebme53Pn5VseAHzHapMhoQYkBNEYUGQAAADYWneBka1ZJCWF5kmlaHQN+wkhvSokBNGIUGQAAADYXFe9Qiy4uGQH8nV1kCbeVoA44DBmdW7AmBtDIBfDbHQAAgP+IiHGoZYZLjgBcNiM8uFiOwlNWx4DduRwyuraSkRhjdRIA50GRAQAA4CfCPQ6lXeSS0211kobVJCjP6giwu2C3jO7pMmIirU4CoBooMgAAAPxIaKRDrbu5FRIeIItmmKZCT+VYnQJ2Fh4i45J0GRGhVicBUE0UGQAAAH4mKMRQ2sUuRcb5f5kRG14ko7jU6hiwK0+4jO5tZIQEWZ0EQA1QZAAAAPghp9NQ804uxaf697d7sQ4W+UQtJUTLuLi1DLfL6iQAaoh/tQAAAH7KMAwltXIpJLxch3aXy/RanahuOQyv3PkUGaghQzJap7C9KmBjFBkAAAB+LjrRqaBQQwc+LVNZidVp6k5CeIGMHD9rZ1C/3K6K7VVjWdQTsDP/nmsIAAAASVJY1H8XAY3wn3UzospzrI4AO4kMldGjLSUG4AcoMgAAAAKEO9hQq64uRSfa/1vAYFepXAUFVseAXSTHVmyvyqKegF+w/7sYAAAAqs3hNNSsvUvN2jvlcFqdpvYSQ/Mk0+oUaPQMQ0a7ZnJ0bC7DyY8+gL9gjQwAAIAAFJ3oVFiUQwd3lqko336NQNhpFvnEeYQGyejUQoYn3OokAOoYtSQAAECACgo11Opil5o0t9e3hFEhp+UoOm11DDRmybEyerSjxAD8FDMyAAAAAphhGEpMcyk8xquvd5WprNjqROcX72Y2Bs7C5ZTRvpmMxBirkwCoR/aq3wEAAFAvIqIdatPdrci4xr6riangAooMnEFspIye7SgxgADAjAwAAABIklxuQy06u3Xym3Jl7SuXt9zqRFXFhxfKyC2zOgYaE6dDRpsUGc3irU4CoIFQZAAAAKCS2BSnIuMcOrynTHnHG9dCoDFiNga+JzpCRodUGWHBVicB0IAoMgAAAFCFO9hQ805u5Z/w6ps9ZSptBGtrupzlcufnWR0DjUGQq2IWRnKs1UkAWIAiAwAAAGcVGedQerRbR78q1/GvvZKFEzQSwvKl7MY1QwQWaBovo3WSDDc/ygCBin/9AAAAOCeH01BSK5eiE7w69EW5ivKsKRMiS3Ms+XPRSESGymifKiMqzOokACxGkQEAAIBqCYlwqFVXQ9mHvcraXy5vA665GRpUImfBqYb7A9F4uBwyWqdITeNkGI19Vx0ADYEiAwAAANVmGIZiU5yKinfo2IFynfzGK7MBJmgkBOdK9BiBxZCUHCujVbKMYLfVaQA0IhQZAAAAqDFXkKHkNi7FNTN19Mty5Rzx1uufF3aK3UoCShOPjNbJMsJDrE4CoBGiyAAAAECtBYUYatbepfhUr47sL1f+ibqfnhETekpGfkmdXxeNUExExW4krIMB4BwoMgAAAHDBQsIdatHZoVO5FetnnMqtu0Ij1slsDL8XGVpRYMRGWp0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      "text/plain": [
       "<Figure size 1100x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = list(set(own_car_1))\n",
    "y = [len(no_car), len(have_car)]\n",
    "tansuat_nocar = len(no_car)/len(own_car_1)*100\n",
    "tansuat_havecar = len(have_car)/len(own_car_1)*100\n",
    "tansuat = [tansuat_nocar, tansuat_havecar]\n",
    "\n",
    "fig = plt.figure(figsize = (11,10))\n",
    "ax1 = fig.add_subplot (1,2,1)\n",
    "ax1.bar (x, y, color =[\"#D3C0F9\",\"#FDBCCF\"])\n",
    "plt.xticks([0,1],[\"Không có xe\", \"Có xe\"])\n",
    "ax1.set_ylabel(\"Số lượng người\")\n",
    "ax1 = plt.gca()\n",
    "ax1.bar_label(container = ax1.containers[0])\n",
    "plt.title(\"Tần số về tình trạng sở hữu xe\\n của người có rủi ro khi cho vay\", fontweight= \"bold\",fontsize=15)\n",
    "\n",
    "ax2 = fig.add_subplot (1,2,2)\n",
    "ax2.pie (tansuat, autopct = '%.2f%%',colors =[\"#D3C0F9\",\"#FDBCCF\"])\n",
    "ax2.legend(labels = [\"Không có xe\", \"Có xe\"], loc = (1,0.5))\n",
    "plt.title(\"Tần suất về tình trạng sở hữu xe\\n của người có rủi ro khi cho vay \", fontweight= \"bold\",fontsize=15)\n",
    "\n",
    "plt.savefig(\"Tình trạng sở hữu xe.png\", transparent=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87e7dfef",
   "metadata": {},
   "source": [
    "##  g. Phân tích về nghề nghiệp của những người có rủi ro khi cho vay\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "c1a1caea",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Technical writer', 'Police officer', 'Politician', 'Firefighter', 'Scientist', 'Comedian', 'Army officer', 'Graphic designer', 'Economist', 'Official', 'Petroleum engineer', 'Engineer', 'Computer hardware engineer', 'Flight attendant', 'Technician', 'Microbiologist', 'Statistician', 'Geologist', 'Analyst', 'Physician', 'Secretary', 'Financial analyst', 'Magistrate', 'Dentist', 'Chartered accountant', 'Surgeon', 'Psychologist', 'Chemical engineer', 'Drafter', 'Biomedical engineer', 'Software developer', 'Fashion designer', 'Consultant', 'Architect', 'Technology specialist', 'Designer', 'Chef', 'Civil engineer', 'Hotel manager', 'Design engineer', 'Air traffic controller', 'Computer operator', 'Mechanical engineer', 'Artist', 'Surveyor', 'Librarian', 'Industrial engineer', 'Aviator', 'Web designer', 'Civil servant', 'Lawyer']\n"
     ]
    }
   ],
   "source": [
    "ds_profession_1 = list(set(profession_1))\n",
    "print(ds_profession_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "5fde640b",
   "metadata": {},
   "outputs": [],
   "source": [
    "Army_officer = []\n",
    "Graphic_designer = []\n",
    "Software_developer= []\n",
    "Technician= []\n",
    "Artist= []\n",
    "Psychologist= []\n",
    "Chartered_accountant= []\n",
    "Hotel_manager= []\n",
    "Surveyor= []\n",
    "Police_officer= []\n",
    "\n",
    "\n",
    "for item in profession_1:\n",
    "    if item == \"Army officer\":\n",
    "        Army_officer.append (item)\n",
    "    elif item == \"Graphic designer\":\n",
    "        Graphic_designer.append (item)\n",
    "    elif item == \"Software developer\":\n",
    "        Software_developer.append (item)\n",
    "    elif item == \"Technician\":\n",
    "        Technician.append (item)\n",
    "    elif item == \"Artist\":\n",
    "        Artist.append (item)\n",
    "    elif item == \"Psychologist\":\n",
    "        Psychologist.append (item)\n",
    "    elif item == \"Chartered accountant\":\n",
    "        Chartered_accountant.append (item)\n",
    "    elif item == \"Hotel manager\":\n",
    "        Hotel_manager.append (item)\n",
    "    elif item == \"Surveyor\":\n",
    "        Surveyor.append (item)\n",
    "    elif item == \"Police officer\":\n",
    "        Police_officer.append (item)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "842a5786",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "157\n",
      "157\n",
      "158\n",
      "159\n",
      "160\n",
      "160\n",
      "161\n",
      "163\n",
      "163\n",
      "169\n"
     ]
    }
   ],
   "source": [
    "print(len(Army_officer))\n",
    "print(len(Graphic_designer))\n",
    "print(len(Software_developer))\n",
    "print(len(Technician))\n",
    "print(len(Artist))\n",
    "print(len(Psychologist))\n",
    "print(len(Chartered_accountant))\n",
    "print(len(Hotel_manager))\n",
    "print(len(Surveyor))\n",
    "print(len(Police_officer))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "78126f2e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "ds_profession_top10 = [\"Army_officer\", \"Graphic_designer\",\"Software_developer\",\"Technician\",\"Artist\",\"Psychologist\",\"Chartered_accountant\",\"Hotel_manager\",\"Surveyor\",\"Police_officer\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "b0c4fc2f",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1100x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = ds_profession_top10 \n",
    "y = [157,157,158,159,160,160,161,163,163,169]\n",
    "\n",
    "\n",
    "fig = plt.figure(figsize = (11,10))\n",
    "ax1 = fig.add_subplot (1,1,1)\n",
    "ax1.bar (x, y, color =[\"#ABDEE6\",\"#CBAACB\",\"#FFFFB5\",\"#FFCCB6\",\"#F3B0C3\",\"#ECD5E3\",\"#F6EAC2\",\"#FED7C3\",\"#FEE1E8\",\"#C6DBDA\"])\n",
    "plt.xticks(x,rotation = 45)\n",
    "ax1.set_ylabel(\"Số lượng người\")\n",
    "ax1 = plt.gca()\n",
    "ax1.bar_label(container = ax1.containers[0])\n",
    "plt.title(\"Top 10 nghề nghiệp có người có rủi ro khi cho vay\", fontweight= \"bold\",fontsize=15)\n",
    "\n",
    "plt.savefig(\"Top 10 nghề nghiệp có người có rủi ro khi cho vay.png\", transparent=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3b2c623",
   "metadata": {},
   "source": [
    "## h. Phân tích về nơi cư trú của những người có rủi ro khi cho vay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "a57f07cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "Rajasthan=[]\n",
    "Gujarat=[]\n",
    "Karnataka=[]\n",
    "Madhya_Pradesh=[]\n",
    "Tamil_Nadu=[]\n",
    "Bihar=[]\n",
    "West_Bengal=[]\n",
    "Maharashtra=[]\n",
    "Andhra_Pradesh=[]\n",
    "Uttar_Pradesh=[]\n",
    "\n",
    "for item in state_1:\n",
    "    if item == \"Rajasthan\":\n",
    "        Rajasthan.append(item)\n",
    "    elif item == \"Gujarat\":\n",
    "        Gujarat.append(item)\n",
    "    elif item == \"Karnataka\":\n",
    "        Karnataka.append(item)\n",
    "    elif item == \"Madhya Pradesh\":\n",
    "        Madhya_Pradesh.append(item)\n",
    "    elif item == \"Tamil Nadu\":\n",
    "        Tamil_Nadu.append(item)\n",
    "    elif item == \"Bihar\":\n",
    "        Bihar.append(item)\n",
    "    elif item == \"West Bengal\":\n",
    "        West_Bengal.append(item)\n",
    "    elif item == \"Maharashtra\":\n",
    "        Maharashtra.append(item)\n",
    "    elif item == \"Andhra Pradesh\":\n",
    "        Andhra_Pradesh.append(item)\n",
    "    elif item == \"Uttar Pradesh\":\n",
    "        Uttar_Pradesh.append(item)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "6ee61873",
   "metadata": {},
   "outputs": [],
   "source": [
    "sizes = [len(Rajasthan),len(Gujarat),len(Karnataka),len(Madhya_Pradesh),len(Tamil_Nadu),len(Bihar),len(West_Bengal),len(Maharashtra),len(Andhra_Pradesh),len(Uttar_Pradesh)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "3a73699e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[290, 309, 357, 426, 516, 528, 645, 760, 791, 804]\n"
     ]
    }
   ],
   "source": [
    "print(sizes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "7a666e36",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: squarify in c:\\users\\yamia\\anaconda3\\lib\\site-packages (0.4.3)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install squarify"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "6246f333",
   "metadata": {},
   "outputs": [],
   "source": [
    "import squarify"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "288c5ecb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,8))\n",
    "\n",
    "squarify.plot(sizes =sizes,\n",
    "              label= ['Rajasthan\\n290','Gujarat\\n309','Karnataka\\n357','Madhya Pradesh\\n426','Tamil Nadu\\n516','Bihar\\n528','West Bengal\\n645','Maharashtra\\n760','Andhra Pradesh\\n791','Uttar Pradesh\\n804'],\n",
    "              color = [\"#ABDEE6\",\"#CBAACB\",\"#FFFFB5\",\"#FFCCB6\",\"#F3B0C3\",\"#ECD5E3\",\"#F6EAC2\",\"#FED7C3\",\"#FEE1E8\",\"#C6DBDA\"])\n",
    "plt.axis(\"off\")\n",
    "plt.title(\"Nơi cư trú của những người có rủi ro khi cho vay\",fontweight=\"bold\",fontsize=15)\n",
    "\n",
    "plt.savefig(\"Nơi cư trú của những người có rủi ro khi cho vay.png\", transparent=True)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}