From a008394ef2043f0807eb79ac7b59aea96a616c38 Mon Sep 17 00:00:00 2001 From: Timourka Date: Sat, 5 Oct 2024 03:59:09 +0400 Subject: [PATCH] =?UTF-8?q?=D1=83=D1=80=D0=B0=20-2=20=D1=87=D0=B0=D1=81?= =?UTF-8?q?=D0=B0=20=D0=B6=D0=B8=D0=B7=D0=BD=D0=B8=20=D0=B8=203=20=D0=B4?= =?UTF-8?q?=D0=B0=D1=82=D0=B0=D1=81=D0=B5=D1=82=20=D0=B3=D0=BE=D1=82=D0=BE?= =?UTF-8?q?=D0=B2?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- lab_2/laba2.ipynb | 902 ++- static/csv/healthcare-dataset-stroke-data.csv | 5111 +++++++++++++++++ 2 files changed, 5929 insertions(+), 84 deletions(-) create mode 100644 static/csv/healthcare-dataset-stroke-data.csv diff --git a/lab_2/laba2.ipynb b/lab_2/laba2.ipynb index 6fa2a67..d4844e0 100644 --- a/lab_2/laba2.ipynb +++ b/lab_2/laba2.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -51,7 +51,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -119,7 +119,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -156,12 +156,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "посмотрим выбросы:" + "посмотрим выбросы и усредним их:" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -172,7 +172,7 @@ " Есть выбросы: Да\n", " Количество выбросов: 8306\n", " Минимальное значение: 0.0006089126\n", - " Максимальное значение: 37.8926498379\n", + " Максимальное значение: 0.32962154705\n", " 1-й квартиль (Q1): 0.0192555078\n", " 3-й квартиль (Q3): 0.1434019235\n", "\n", @@ -180,7 +180,7 @@ " Есть выбросы: Да\n", " Количество выбросов: 8306\n", " Минимальное значение: 0.00136157\n", - " Максимальное значение: 84.7305408852\n", + " Максимальное значение: 0.7370561859\n", " 1-й квартиль (Q1): 0.0430566244\n", " 3-й квартиль (Q3): 0.320656449\n", "\n", @@ -188,7 +188,7 @@ " Есть выбросы: Да\n", " Количество выбросов: 1574\n", " Минимальное значение: 203.34643253\n", - " Максимальное значение: 236990.1280878666\n", + " Максимальное значение: 114380.48061454494\n", " 1-й квартиль (Q1): 28619.02064490995\n", " 3-й квартиль (Q3): 62923.60463276395\n", "\n", @@ -203,8 +203,8 @@ "Колонка absolute_magnitude:\n", " Есть выбросы: Да\n", " Количество выбросов: 101\n", - " Минимальное значение: 9.23\n", - " Максимальное значение: 33.2\n", + " Минимальное значение: 14.8\n", + " Максимальное значение: 32.239999999999995\n", " 1-й квартиль (Q1): 21.34\n", " 3-й квартиль (Q3): 25.7\n", "\n" @@ -227,6 +227,9 @@ " outliers = df[(df[column] < lower_bound) | (df[column] > upper_bound)]\n", " outlier_count = outliers.shape[0]\n", "\n", + " # Устраняем выбросы: заменяем значения ниже нижней границы на саму нижнюю границу, а выше верхней — на верхнюю\n", + " df[column] = df[column].apply(lambda x: lower_bound if x < lower_bound else upper_bound if x > upper_bound else x)\n", + "\n", " print(f\"Колонка {column}:\")\n", " print(f\" Есть выбросы: {'Да' if outlier_count > 0 else 'Нет'}\")\n", " print(f\" Количество выбросов: {outlier_count}\")\n", @@ -245,12 +248,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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", 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", 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", 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", 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" ] @@ -326,7 +329,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -348,7 +351,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -428,7 +431,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -553,26 +556,20 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Collecting imblearn\n", - " Downloading imblearn-0.0-py2.py3-none-any.whl.metadata (355 bytes)\n", - "Collecting imbalanced-learn (from imblearn)\n", - " Downloading imbalanced_learn-0.12.4-py3-none-any.whl.metadata (8.3 kB)\n", + "Requirement already satisfied: imblearn in d:\\мии\\aim-pibd-31-kouvshinoff-t-a\\laba\\lib\\site-packages (0.0)\n", + "Requirement already satisfied: imbalanced-learn in d:\\мии\\aim-pibd-31-kouvshinoff-t-a\\laba\\lib\\site-packages (from imblearn) (0.12.4)\n", "Requirement already satisfied: numpy>=1.17.3 in d:\\мии\\aim-pibd-31-kouvshinoff-t-a\\laba\\lib\\site-packages (from imbalanced-learn->imblearn) (2.1.1)\n", "Requirement already satisfied: scipy>=1.5.0 in d:\\мии\\aim-pibd-31-kouvshinoff-t-a\\laba\\lib\\site-packages (from imbalanced-learn->imblearn) (1.14.1)\n", "Requirement already satisfied: scikit-learn>=1.0.2 in d:\\мии\\aim-pibd-31-kouvshinoff-t-a\\laba\\lib\\site-packages (from imbalanced-learn->imblearn) (1.5.2)\n", "Requirement already satisfied: joblib>=1.1.1 in d:\\мии\\aim-pibd-31-kouvshinoff-t-a\\laba\\lib\\site-packages (from imbalanced-learn->imblearn) (1.4.2)\n", "Requirement already satisfied: threadpoolctl>=2.0.0 in d:\\мии\\aim-pibd-31-kouvshinoff-t-a\\laba\\lib\\site-packages (from imbalanced-learn->imblearn) (3.5.0)\n", - "Downloading imblearn-0.0-py2.py3-none-any.whl (1.9 kB)\n", - "Downloading imbalanced_learn-0.12.4-py3-none-any.whl (258 kB)\n", - "Installing collected packages: imbalanced-learn, imblearn\n", - "Successfully installed imbalanced-learn-0.12.4 imblearn-0.0\n", "Note: you may need to restart the kernel to use updated packages.\n" ] } @@ -583,23 +580,23 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Обучающая выборка после oversampling: (100447, 6)\n", + "Обучающая выборка после oversampling: (100385, 6)\n", "hazardous\n", - "True 51250\n", + "True 51188\n", "False 49197\n", "Name: count, dtype: int64\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -647,7 +644,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -714,7 +711,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -746,7 +743,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -807,12 +804,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "посмотрим выбросы:" + "посмотрим выбросы и усредним их:" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -822,48 +819,48 @@ "Колонка Pregnancies:\n", " Есть выбросы: Да\n", " Количество выбросов: 4\n", - " Минимальное значение: 0\n", - " Максимальное значение: 17\n", + " Минимальное значение: 0.0\n", + " Максимальное значение: 13.5\n", " 1-й квартиль (Q1): 1.0\n", " 3-й квартиль (Q3): 6.0\n", "\n", "Колонка Glucose:\n", " Есть выбросы: Да\n", " Количество выбросов: 5\n", - " Минимальное значение: 0\n", - " Максимальное значение: 199\n", + " Минимальное значение: 37.125\n", + " Максимальное значение: 199.0\n", " 1-й квартиль (Q1): 99.0\n", " 3-й квартиль (Q3): 140.25\n", "\n", "Колонка BloodPressure:\n", " Есть выбросы: Да\n", " Количество выбросов: 45\n", - " Минимальное значение: 0\n", - " Максимальное значение: 122\n", + " Минимальное значение: 35.0\n", + " Максимальное значение: 107.0\n", " 1-й квартиль (Q1): 62.0\n", " 3-й квартиль (Q3): 80.0\n", "\n", "Колонка SkinThickness:\n", " Есть выбросы: Да\n", " Количество выбросов: 1\n", - " Минимальное значение: 0\n", - " Максимальное значение: 99\n", + " Минимальное значение: 0.0\n", + " Максимальное значение: 80.0\n", " 1-й квартиль (Q1): 0.0\n", " 3-й квартиль (Q3): 32.0\n", "\n", "Колонка Insulin:\n", " Есть выбросы: Да\n", " Количество выбросов: 34\n", - " Минимальное значение: 0\n", - " Максимальное значение: 846\n", + " Минимальное значение: 0.0\n", + " Максимальное значение: 318.125\n", " 1-й квартиль (Q1): 0.0\n", " 3-й квартиль (Q3): 127.25\n", "\n", "Колонка BMI:\n", " Есть выбросы: Да\n", " Количество выбросов: 19\n", - " Минимальное значение: 0.0\n", - " Максимальное значение: 67.1\n", + " Минимальное значение: 13.35\n", + " Максимальное значение: 50.550000000000004\n", " 1-й квартиль (Q1): 27.3\n", " 3-й квартиль (Q3): 36.6\n", "\n", @@ -871,25 +868,17 @@ " Есть выбросы: Да\n", " Количество выбросов: 29\n", " Минимальное значение: 0.078\n", - " Максимальное значение: 2.42\n", + " Максимальное значение: 1.2\n", " 1-й квартиль (Q1): 0.24375\n", " 3-й квартиль (Q3): 0.62625\n", "\n", "Колонка Age:\n", " Есть выбросы: Да\n", " Количество выбросов: 9\n", - " Минимальное значение: 21\n", - " Максимальное значение: 81\n", + " Минимальное значение: 21.0\n", + " Максимальное значение: 66.5\n", " 1-й квартиль (Q1): 24.0\n", " 3-й квартиль (Q3): 41.0\n", - "\n", - "Колонка Outcome:\n", - " Есть выбросы: Нет\n", - " Количество выбросов: 0\n", - " Минимальное значение: 0\n", - " Максимальное значение: 1\n", - " 1-й квартиль (Q1): 0.0\n", - " 3-й квартиль (Q3): 1.0\n", "\n" ] } @@ -910,6 +899,9 @@ " outliers = df[(df[column] < lower_bound) | (df[column] > upper_bound)]\n", " outlier_count = outliers.shape[0]\n", "\n", + " # Устраняем выбросы: заменяем значения ниже нижней границы на саму нижнюю границу, а выше верхней — на верхнюю\n", + " df[column] = df[column].apply(lambda x: lower_bound if x < lower_bound else upper_bound if x > upper_bound else x)\n", + "\n", " print(f\"Колонка {column}:\")\n", " print(f\" Есть выбросы: {'Да' if outlier_count > 0 else 'Нет'}\")\n", " print(f\" Количество выбросов: {outlier_count}\")\n", @@ -928,12 +920,12 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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", 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", 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", 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", 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", + "image/png": 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", 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rV2Lt2rXdlr3yyitx+eWX44YbbsBHH32EP//5z/j4448Pug5qKSsri/cb7d+/H48//jguu+wyDB48OP6tLBU6na7T421PAieffDJ27tyJt956C8uXL8ef//xnPProo1i8eHG8L0GSpE5PHO0Hd6hdt3SJnXg2btyIsWPHdlomFsCxIOjq5HEw75Eaunqfu3v/Y//Hf/GLX2DWrFmdlj366KMBAP369QOALr8YxE7g3Q3+aOuBBx6ALMu49dZbO3TSA8DFF1+MTz/9FLfeeivGjh0Lm80GRVFw5plnJpyf2l7hHIiiKBgzZgweeeSRTu9vH8bJir0nXbXidKZPhYvP5wPwwwfugw8+wP79+/HPf/4TJ598crzcrl27On18dnY2pk6dGr99yimnoLi4GEuWLMHtt9+eUPb222/H2LFj8bOf/azT5xoyZAjWrVuHUCjUbfgIIXDbbbfhvPPOS+rke9ZZZ8FsNmPmzJk48cQTMWTIkA7hEpsAtn379vglccz27dvj9w8ePBgAejQDtytWqzXhfTzppJNQUlKC5cuX9yhckpWTk4PZs2dj9uzZ8Hg8OPnkk7FgwYJ4uGRnZ3faXJWOmdgDBw7EypUr4Xa7E64aYk21akzgO+uss6DT6fCXv/yly079l156CXq9HmeeeSaAH5o/2o/Y6uw96iqIhgwZAkVRsGXLli5Dre3nM/YZBIBgMIhdu3YlfH4ORl5eHux2OyKRSLfPGbsy6Or88MUXX0Cv13f5M7VXXV2N//3f/8WiRYtgt9s7hEtjYyNWrVqFhQsXJkxS7Kxpd9CgQdi+fXuH47HPSyzwhgwZgq+//hqnn356j5u1O7Nr1y7Ishy/AkpGr2wWW7p0aafH//SnP0GSpPjJNBYybb9FBoNBPP3000m9Tiys2g7hA6JDf9966y384Q9/6PIXeMEFF6C+vh5PPvlkh/vaf6v961//io0bN3Y66qwzer0el19+OTZu3Igrr7yy0zLjx49Hfn4+Fi9enFD/d999F1u3bsWMGTMARP/znXzyyXj++ec7jIpT69t37BtYV98y1dD+P67NZkN5eXnCzz5kyBBs27YtYSj3119/ndCMericffbZiEQiHT4fjz76KCRJwllnnXXQr1FaWorZs2dj5cqVeOaZZzrcv3jxYrz//vuYM2cO+vfvDwDIzMxEbm4uPvroo4Synf2fsVqtADoG0bnnngtZlnHPPfd0aB2IfaamTp0Ko9GIxx9/POFz9txzz6G5uTn++TxYOp0OF1xwAd54441Ov0C1/SyUlJSgtLS0w3B+IHreePvtt3HaaaclvYrEwoULUVBQgGuuuabLugEd/5899thjHcqeffbZWL9+PT799NP4Mb/fj2eeeQaFhYUYN24cgOiVUFVVVacjTn0+H7xeb1J1b2/Dhg0YNWpUSk2CvfLK5ec//zmGDx+O8847DwUFBdi3bx/effddrF69GnfccQfGjBkDADjhhBOQnZ2NWbNm4cYbb4QkSfjLX/7S5Umzrq4OL7/8MoBo++r//d//Qa/Xd+gDWb58Oc4444wDfhO6/PLL8dJLL2H+/PlYv349TjrpJHi93vhyDeecc07C81111VWd9o905d5778Wtt97aZeejwWDAAw88gNmzZ2PKlCm45JJL4kORy8rKEoYyP/744zjxxBNx7LHH4uqrr8agQYNQWVmJ//znP/jqq6+SrlOMx+PBe++9ByDapvz444/DYDCodsLozMiRI3HKKadg3LhxyMnJwRdffIF//OMfCfM7rrzySjzyyCOYPn065syZA6fTicWLF2PUqFGqdmgn4yc/+QlOPfVU3HHHHaisrMQxxxyD5cuX46233sK8efO6HKqeqkcffRTbtm3Dddddh/feey9+hbJs2TK89dZbmDJlSrwpOOaXv/wl/vCHP+CXv/wlxo8fj48++gjffvtth+eOndDuuOMOzJw5EwaDAT/5yU9QXl6OO+64A/feey9OOukknH/++TCZTPj8889RXFyMRYsWIS8vD7fffjsWLlyIM888Ez/96U+xfft2PP3005gwYUK8X1QNf/jDH7B69WpMnDgRV111FUaOHImGhgZ8+eWXWLlyJRoaGuJlzznnHPzrX/+CECL+xXHjxo1YuHAh9u7dixkzZsTPEcAPne5vvvkmLrnkkoR+leXLl+OVV16B0WjstF6ZmZk4+eST8eCDDyIUCsWv7ju7cvrNb36DV155BWeddRZuvPFG5Obm4uWXX8aWLVvwyiuvxPt2L7vsMvz973/HNddcg9WrV2Py5MmIRCLYtm0b/v73v2PZsmUYP358Su9fKBTChx9+mPoyM0mPK9OQZ555Rpx99tmiuLhY6PV6kZWVJaZPny6WLl3aoeyaNWvE8ccfLywWiyguLha/+c1v4sMVV69eHS8XG+4Y+5OVlSUmT57c4TkBCEmSxIYNGxKOdzbMtaWlRdxxxx1i0KBBwmAwiMLCQnHhhReKnTt3CiF+GPZpsVhEVVVVwmPbD/eNDReMDTVur6v7//a3v4kf/ehHwmQyiZycHHHppZeKvXv3dnj8pk2bxHnnnSeysrKE2WwWw4YN63JGbndDkTt7H999991Oy7fV1VDkzoYYt3+/77vvPnHccceJrKwsYbFYxPDhw8X999/fYTWHl19+WQwePFgYjUYxduxYsWzZsoMaipxM3bridrvFzTffLIqLi4XBYBBDhw4VDz30UJdDwFMdihwTCATEo48+KsaNGyesVqvIyMgQxx57rHjsscc6Xe2ipaVFzJkzRzgcDmG328XFF18snE5np6sW3HvvvaKkpETIstyhbs8//3z8s5ednS2mTJkiVqxYkfD4J598UgwfPlwYDAZRUFAgrr32WtHY2JhQpqvh7V29/wDE3LlzE47V1dWJuXPnitLS0vj/xdNPP108++yzCeViQ7PbDuW9++67Ez7TXf2JnU9iv6exY8cm/C47G+a9d+/e+P87h8MhLrroIlFdXd3pe71z505x4YUXCofDIcxms5gwYYJ48803O/z8wWBQPPDAA2LUqFHx937cuHFi4cKForm5uUP57j5X7777rgAgduzY0en9XZGE0EDPIxGRRpx++ukoLi6OTzRcsGABPvjgg/gqFJ0pKyvDCy+8cMAVE3qrc889F5Ik4V//+ldKj+uVfS5ERIfK73//e/ztb3/T5JL7h9vWrVvxzjvv4N577035sb2yz4WI6FCZOHFiwuTfo48+utsRn7H+375mxIgRCIfDPXosm8WIiEh1bBYjIiLVMVyIiEh17HNBdJJfdXU17Ha7qrNaiYjSRQgBt9uN4uLiLhfCPZQYLogu09DTNXeIiLRsz5498RUYDieGC35YEXbPnj3Jb4SD6MzV5cuXY9q0aaosXklE1F5PzzMulwulpaWqrnidCoYLfliALzMzM+VwycjIQGZmJsOFiA6Jgz3PpKupnx36RESkOoYLERGpjuFCRESqY7gQEZHqGC5ERKQ6hgsREamO4UJERKpjuBARkeoYLkREpDqGCxERqY7hQkREqmO4EBGR6hguRESkOoYLERGpjuFCRESqY7gQEZHqGC5ERKQ6hgsREamO4UJERKpjuBARkeoYLkREGqUoAlWNPgBAVaMPiiLSXKPk6dNdASIi6qjC6cayTXWo3OfCiWbgqdUVKMvLxPTRBSjPt6e7et3ilQsRkcZUON1YsqYSm6qb4bAYAAAOiwGbqpuxZE0lKpzuNNewewwXIiINURSBZZvq0OANYmi+DTZztIHJZtZjaL4NDd4glm+u03wTGcOFiEhDqpp82LnPgyKHGZIkJdwnSRKKHGZUOD2oavKlqYbJYbgQEWmINxiGPxxBhrHzLnGLUYdAOAJvMHyYa5YahgsRkYZYjXqY9Tq0dBEevmAEJr0O1i7CRysYLkREGlKSZcGQPBtqmv0QIrFfRQiBmmY/yvNtKMmypKmGyWG4EBFpiCxLmD66ADlWI3Y4PfD4o1cwHn8YO5we5FiNmDaqALIsdfNM6cVwISLSmPJ8O2ZPLsPoYgeafSEAQLMvhDElDsyeXNYr5rlou9GOiOgIVZ5vx+BTbNhd78bXa/dg7qnlGJBr1/wVSwyvXIiINEqWJZRkR/tWSrItvSZYAIYLEREdAgwXIiJSHcOFiIhUx3AhIiLVMVyIiEh1DBciIlIdw4WIiFTHcCEiItUxXIiISHUMFyIiUh3DhYiIVMdwISIi1TFciIhIdQwXIiJSHcOFiIhUx3AhIiLVMVyIiEh1DBciIlIdw4WIiFSX1nCJRCK48847MWjQIFgsFgwZMgT33nsvhBDxMkII3HXXXSgqKoLFYsHUqVOxY8eOhOdpaGjApZdeiszMTGRlZWHOnDnweDyH+8chIqJWaQ2XBx54AM888wyefPJJbN26FQ888AAefPBBPPHEE/EyDz74IB5//HEsXrwY69atg9VqxfTp0+H3++NlLr30UmzevBkrVqzAO++8g48++ghXX311On4kIiICoE/ni3/66ac455xzMGPGDABAWVkZXnvtNaxfvx5A9Krlsccew+9+9zucc845AICXXnoJBQUFePPNNzFz5kxs3boV7733Hj7//HOMHz8eAPDEE0/g7LPPxsMPP4zi4uL0/HBEREewtIbLCSecgGeffRbffvstjjrqKHz99df45JNP8MgjjwAAdu3ahdraWkydOjX+GIfDgYkTJ2Lt2rWYOXMm1q5di6ysrHiwAMDUqVMhyzLWrVuH8847r8PrBgIBBAKB+G2XywUACIVCCIVCSdc/VjaVxxARpaKn55l0n5fSGi633XYbXC4Xhg8fDp1Oh0gkgvvvvx+XXnopAKC2thYAUFBQkPC4goKC+H21tbXIz89PuF+v1yMnJydepr1FixZh4cKFHY4vX74cGRkZKf8cK1asSPkxRESpSPU809LScohqkpy0hsvf//53vPLKK3j11VcxatQofPXVV5g3bx6Ki4sxa9asQ/a6t99+O+bPnx+/7XK5UFpaimnTpiEzMzPp5wmFQlixYgXOOOMMGAyGQ1FVIjrC9fQ8E2uRSZe0hsutt96K2267DTNnzgQAjBkzBt9//z0WLVqEWbNmobCwEABQV1eHoqKi+OPq6uowduxYAEBhYSGcTmfC84bDYTQ0NMQf357JZILJZOpw3GAw9Cgkevo4IqJkpXqeSfc5Ka2jxVpaWiDLiVXQ6XRQFAUAMGjQIBQWFmLVqlXx+10uF9atW4dJkyYBACZNmoSmpiZs2LAhXub999+HoiiYOHHiYfgpiIiovbReufzkJz/B/fffjwEDBmDUqFH473//i0ceeQRXXnklAECSJMybNw/33Xcfhg4dikGDBuHOO+9EcXExzj33XADAiBEjcOaZZ+Kqq67C4sWLEQqFcP3112PmzJkcKUZElCZpDZcnnngCd955J6677jo4nU4UFxfjV7/6Fe666654md/85jfwer24+uqr0dTUhBNPPBHvvfcezGZzvMwrr7yC66+/HqeffjpkWcYFF1yAxx9/PB0/EhERAZBE2+nwRyiXywWHw4Hm5uaUO/SXLl2Ks88+O+3tm0TUN/X0PNPT85pauLYYERGpjuFCRESqY7gQEZHqGC5ERKQ6hgsREamO4UJERKpjuBARkeoYLkREpDqGCxERqY7hQkREqmO4EBGR6hguRESkOoYLERGpjuFCRESqY7gQEZHqGC5ERKQ6hgsREamO4UJERKpjuBARkeoYLkREpDqGCxERqY7hQkREqmO4EBGR6hguRESkOoYLERGpjuHSQ4oiUNXoAwBUNfqgKCLNNSIi0g59uivQG1U43Vi2qQ6V+1w40Qw8tboCZXmZmD66AOX59nRXj4go7XjlkqIKpxtL1lRiU3UzHBYDAMBhMWBTdTOWrKlEhdOd5hoSEaUfwyUFiiKwbFMdGrxBDM23wWaOXvjZzHoMzbehwRvE8s11bCIjoiMewyUFVU0+7NznQZHDDEmSEu6TJAlFDjMqnB5UNfnSVEMiIm1guKTAGwzDH44gw9h5V5XFqEMgHIE3GD7MNSMi0haGSwqsRj3Meh1auggPXzACk14HaxfhQ0R0pGC4pKAky4IheTbUNPshRGK/ihACNc1+lOfbUJJlSVMNiYi0geGSAlmWMH10AXKsRuxweuDxR69gPP4wdjg9yLEaMW1UAWRZ6uaZiIj6NoZLisrz7Zg9uQyjix1o9oUAAM2+EMaUODB7chnnuRARgZMoe6Q8347Bp9iwu96Nr9fuwdxTyzEg184rFiKiVrxy6SFZllCSHe1bKcm2MFiIiNpguBARkeoYLkREpDqGCxERqY7hQkREqmO4EBGR6hguRESkOoYLERGpjuFCRESqY7gQEZHqGC5ERKQ6hgsREamO4UJERKpjuBARkeoYLkREpDqGCxERqY7hQkREqmO4EBGR6hguRESkOoYLERGpjuFCRESqY7gQEZHqGC5ERKQ6hgsREamO4UJERKpjuBARkeoYLkREpDqGCxERqY7hQkREqmO4EBGR6hguRESkOoYLERGpjuHSQ4oiUNXoAwBUNfqgKCLNNSIi0g59uivQG1U43Vi2qQ6V+1w40Qw8tboCZXmZmD66AOX59nRXj4go7XjlkqIKpxtL1lRiU3UzHBYDAMBhMWBTdTOWrKlEhdOd5hoSEaUfwyUFiiKwbFMdGrxBDM23wWaOXvjZzHoMzbehwRvE8s11bCIjoiMewyUFVU0+7NznQZHDDEmSEu6TJAlFDjMqnB5UNfnSVEMiIm1guKTAGwzDH44gw9h5V5XFqEMgHIE3GD7MNSMi0haGSwqsRj3Meh1auggPXzACk14HaxfhQ0R0pGC4pKAky4IheTbUNPshRGK/ihACNc1+lOfbUJJlSVMNiYi0geGSAlmWMH10AXKsRuxweuDxR69gPP4wdjg9yLEaMW1UAWRZ6uaZiIj6NoZLisrz7Zg9uQyjix1o9oUAAM2+EMaUODB7chnnuRARgZMoe6Q8347Bp9iwu96Nr9fuwdxTyzEg184rFiKiVrxy6SFZllCSHe1bKcm2MFiIiNpguBARkeoYLkREpDqGCxERqY7hQkREqmO4EBGR6hguRESkOoYLERGpjuFCRESqY7gQEZHqGC5ERKQ6hgsREamO4UJERKpjuBARkeoYLkREpDqGCxERqY7hQkREqmO4EBGR6hguRESkOoYLERGpjuFCRESqY7gQEZHqGC5ERKQ6hgsREamO4UJERKpjuBARkeoYLkREpDqGCxERqY7hQkREqmO4EBGR6hguRESkOoYLERGpjuFCRESqY7gQEZHqGC5ERKQ6hgsREamO4UJERKpjuBARkeoYLkREpDqGCxERqY7hQkREqmO4EBGR6hguREQapSgCVY0+AEBVow+KItJco+SlPVyqqqrwi1/8Av369YPFYsGYMWPwxRdfxO8XQuCuu+5CUVERLBYLpk6dih07diQ8R0NDAy699FJkZmYiKysLc+bMgcfjOdw/ChGRaiqcbjzzwU48tboCAPDU6go888FOVDjdaa5ZctIaLo2NjZg8eTIMBgPeffddbNmyBX/84x+RnZ0dL/Pggw/i8ccfx+LFi7Fu3TpYrVZMnz4dfr8/XubSSy/F5s2bsWLFCrzzzjv46KOPcPXVV6fjRyIiOmgVTjeWrKnEpupmOCwGAIDDYsCm6mYsWVPZKwJGn84Xf+CBB1BaWoolS5bEjw0aNCj+byEEHnvsMfzud7/DOeecAwB46aWXUFBQgDfffBMzZ87E1q1b8d577+Hzzz/H+PHjAQBPPPEEzj77bDz88MMoLi4+vD8UEdFBUBSBZZvq0OANYmi+DTIUwAfYzHoMNRuxw+nB8s11GJxrgyxL6a5ul9IaLm+//TamT5+Oiy66CB9++CFKSkpw3XXX4aqrrgIA7Nq1C7W1tZg6dWr8MQ6HAxMnTsTatWsxc+ZMrF27FllZWfFgAYCpU6dClmWsW7cO5513XofXDQQCCAQC8dsulwsAEAqFEAqFkq5/rGwqjyEiOpCqRh8q97lQkmmEDAWSiAAAJBGBLAElmUbscrqwu96NkmxLl8+T7vNSWsPlu+++wzPPPIP58+fjf/7nf/D555/jxhtvhNFoxKxZs1BbWwsAKCgoSHhcQUFB/L7a2lrk5+cn3K/X65GTkxMv096iRYuwcOHCDseXL1+OjIyMlH+OFStWpPwYIqKunGgGIAD4fjhW5t/5ww0z8PXaPfj6AM/R0tJyiGqXnLSGi6IoGD9+PH7/+98DAH70ox9h06ZNWLx4MWbNmnXIXvf222/H/Pnz47ddLhdKS0sxbdo0ZGZmJv08oVAIK1aswBlnnAGDwXAoqkpER5iqRh+eWl0Bh8UAm1kPSURQ5t+JSvMQCEkHjz+MZl8Ic08tP+CVS6xFJl3SGi5FRUUYOXJkwrERI0bgjTfeAAAUFhYCAOrq6lBUVBQvU1dXh7Fjx8bLOJ3OhOcIh8NoaGiIP749k8kEk8nU4bjBYOhRSPT0cURE7Q3I1aMsLxObqpsx1GxErFtFSDookFHlCmJMiQMDcu0H7HNJ9zkpraPFJk+ejO3btycc+/bbbzFw4EAA0c79wsJCrFq1Kn6/y+XCunXrMGnSJADApEmT0NTUhA0bNsTLvP/++1AUBRMnTjwMPwURkXpkWcL00QXIsUY77z3+MADA4w9jh9ODHKsR00YVaLozH0hzuNx888347LPP8Pvf/x4VFRV49dVX8eyzz2Lu3LkAAEmSMG/ePNx33314++238c033+Dyyy9HcXExzj33XADRK50zzzwTV111FdavX481a9bg+uuvx8yZMzlSjIh6pfJ8O2ZPLsPoYgeafdGO+WZfCGNKHJg9uQzl+fY01zAJIs3+/e9/i9GjRwuTySSGDx8unn322YT7FUURd955pygoKBAmk0mcfvrpYvv27Qll9u/fLy655BJhs9lEZmammD17tnC73UnXobm5WQAQzc3NKdU9GAyKN998UwSDwZQeR0SUjEhEEbvqmsWbb74pdtU1i0hESfqxPT2vqUUSQvSe9QQOEZfLBYfDgebm5pQ79JcuXYqzzz477e2bRNQ39fQ809PzmlrSvvwLERH1PQwXIiKN6s0LV6Z1KDIREXWuwunGsk11qNznwonm6MKVZXmZmD66oFd06PPKhYhIY/rCwpUMFyIiDWm/cKXNHG1gspn1GJpvQ4M3iOWb6zTfRMZwISLSkKomH3bu86DIYYYkJU6UlCQJRQ4zKpweVDX5ungGbWC4EBFpiDcYhj8cQYax8y5xi1GHQDgCbzB8mGuWGoYLEZGGWI16mPU6tHQRHr5gBCa9DtYuwkcrGC5ERBpSkmXBkDwbapr9aD/HXQiBmmY/yvNtKMnqekVkLWC4EBFpCBeuJCKiQ6IvLFyp7UY7IqIjVHm+HYNPsWF3vRtfr92DuaeWd7uHi5bwyoWISKNkWYrvNlmSbek1wQIwXIiI6BBguBARkeoYLkREpDqGCxERqY7hQkREqmO4EBGR6hguRESkOoYLERGpjuFCRESqY7gQEZHqGC5ERKQ6hksPKYpAVWN0m9GqRp/m97MmIjqcuCpyD1Q43Vi2qQ6V+1w40Qw8tboCZXmZmD66oFcshU1EvUP7L7EDcvW9ZvFKhkuKKpxuLFlTiQZvECWZRkAADosBm6qbUd3s6zV7LRCRtvX2L7FsFkuBoggs21SHBm8QQ/NtsJmj2Wwz6zE034YGbxDLN9exiYyIDkrsS+w3VU3QtZ6ldTLwTVUTlqypRIXTnd4KJoHhkoKqJh927vOgyGGGJCVemkqShCKHGRVOD6qafGmqIRH1drEvsbv3t6DZF8Lm6miQbK52o9kXwu79Lb3iSyzDJQXeYBj+cAQZxs5bEy1GHQLhCLzB8GGuGRH1FVVNPvx3TyOcbj/2uQMwG6KnabNBxj53AE63H1/ubtT8l1iGSwqsRj3Meh1auggPXzACk14HaxfhQ0TUHXcghN0NLQhHBHKsRhj10dO0US8jx2pEOCKwp6EF7kAozTU9MIZLCkqyLBiSZ0NNsx9CJF6SCiFQ0+xHeb4NJVmWNNWQiHo7jz8c/aJqkDttfjcZZLQEI/D4td1CwnBJgSxLmD66ADlWI3Y4PfFfrscfxg6nBzlWI6aNKug1QwWJSHtsJj0sBh0CoUinX2IDoQgyjDrYTNpuIWG4pKg8347Zk8swutiBZl/0srTZF8KYEgeHIRPRQbObDRjQLwMGvYwGbxDBcAQAEAxH0OANQq+TUZqTAbvZkOaaHpi2o0+jyvPtGHyKDbvr3fh67R7MPbUcA3LtvGIhooNWkmXBj0qzEQgrCIcVePxBAIA/JJBnN0Gvk3HsgGzNN7/zyqWHZFlCSXb0l1uSbWGwEJEqYs3vA3Iy4MgwYlRxJgBgVHEmHBYjBuRk9Irmd4YLEZHGxJrfx5Q4EGmdzxJRBI7u33ua39ksRkSkQb29+Z1XLkREGtWbm98ZLkREpDqGCxERqY7hQkREqmO4EBGR6hguRESkOoYLERGpjuFCRESqY7gQEZHqGC5ERBqlKAJVjdEdJ6safZrf2rgtLv9CRKRBFU43lm2qQ+U+F040A0+trkBZXiamjy7oFWuL8cqFiEhjKpxuLFlTiU3VzXBYovu2OCwGbKpuxpI1lahwutNcw+4xXIiINERRBJZtqkODN4ih+TbYzNEGJptZj6H5NjR4g1i+uU7zTWQMFyIiDalq8mHnPg+KHGZIUuJClZIkochhRoXTg6omX5pqmByGCxGRhniDYfjDEWQYO+8Stxh1CIQj8AbDh7lmqWG4EBFpiNWoh1mvQ0sX4eELRmDS62DtIny0guFCRKQhJVkWDMmzoabZDyES+1WEEKhp9qM834aSLEuaapgchgsRkYbIsoTpowuQYzVih9MDjz96BePxh7HD6UGO1Yhpowo0v3EYw4WISGPK8+2YPbkMo4sdaPaFAADNvhDGlDgwe3JZr5jnou1GOyKiI1R5vh0DTszAsi1VUL7fg5OH5WL6yBIYjbp0Vy0pvHIhItKgVVvrMOelL/DYih0AgMdW7MCcl77Aqq11aa5ZcnjlQkSkMau21mHRu9vg9odQaIvO0LeZ9PjW6caid7cBAE4fUZDOKnaLVy5ERBoSDit4YU0l3P4QBmRbEmboD8i2wO0P4cVPKxEOK2mu6YExXIiINOTLPY2o3O9FP6sRspx4ipZlGf2sRuyq9+LLPY1pqmFyGC5ERBqy3xtEKKLA0kXHvcWoQyiiYL83eJhrlhqGCxGRhvSzGmHQyfAFI53e7wtGYNBFr2C0jOHSQ715Ex8i0q5jS7NR1s+K/d4gFCWxX0VRolcsg3KtOLY0O001TA7DpQcqnG4888FOPLW6AkB0E59nPtjZK/ZYICJt0+tlXDG5DHazAbsbfQkz9Hc3+pBpNmDWCWXQ67V9+uZQ5BTFNvFp8AZRkmkExA+b+FQ3+3rN7Fki0q7YMOMX1lSiutEDAPAEwhhWYMesE8o0PwwZYLikpO0mPuV5VrT4o8syCAGU51lRsc+L5ZvrMDjXpvl1f4hI204fUYCThuS2ztD/L+adMbRXzdBnuKQgtomPxSDji++b4PEFcHQZsL6yATaLCUUOU3wTn9KcjHRXl4h6sQqnG+9tqsXWqkZMywTe+6YW3zcEcObowl7ROsJwSYE3GEa9J4D93iACoQiyLdFvEGaDjH1uP1z+EPpZjZrfxIeItK3C6cZjK3fg21o3dFCATOC7fV7s2OfDtlo35k0dqvmA0XaPkMZYDDrUe4Lw+MPIsRphbO1QM+pl5FiN8PjDqPcEYTH0jstWItIeRRF4dd1ufL2nCRFFgc0cPZ/YzDpEFAVf72nCq+t2a36EKsMlBdFeFAEJXf1So/ext4WIempvYws++24/dBLQz2ZC/HQjordlCVj33X7sbWxJaz27w3BJQUsoglybCVazHg3eIILh6CSnYDiCBm8QNrMe/WwmtIQ6n/xERNSd7+q9aG4JwWSQUd3kx94mPwBgb5Mf1U1+mAwymnwhfFfvTXNND4x9LimwGvXItZmQazOitjkAty8AAPCHBPIzzSjMNAGQNL+3NRFpW0hRsM8dgQBgM0bbQvQ6CZ5gGC3B6L+1jlcuKYjtbe0LKRg3MAvHleUAAI4ry8G4AVnwhZResbc1EWnXwH4ZEEKCL6TArJehb53WoJclmPUyfCEFgISB/bQ9IpXhkoK2e1tX7PNCav3yIElAxT5vr9nbmoi0SydJyDTroJMBf1hBuLXjPqwI+MMKdDKQadJBJ2n7PMNwSVFf2NuaiLSrJRRBSXYGCjNNkACEWvdtCYUVSAAKM00ozs7QfN8uOwd6oDzfjsGn2LC73o2v1+7B3FPLMSDXzisWIjpobft2q5t8qHdFF8i1mfTIy7SgKMuC3tC3yyuXHpJlCSXZ0b6VkmwLg4WIVBHr293nie7XYtDJ8b8FgH2eYK/o22W4EBFpiCxLGF5kR02zH7v2tyRM1t61vwW1zX4MK9R+SwnDhYhIQxRFYFuNG0WZZgzOtSI2EV8RwOBcKwozzdhe69b8DH1tN9oRER1hYgvkDi2wwWbSw+sLAmjCcWU5sFqM8ATCvWKBXF65EBFpiDcYhj8cQYZRD0mSYLdErwHsluhti1GHQDii+QVyGS5ERBpiNeph1uvQ0kV4+IIRmPQ6jhYjIqLkxUaL1TT7IURiv4oQAjXNfo4WIyKi1LRdCWSH0wOPP3oF4/GHscPp6TUrgTBciIg0pi+sBKLtRjsioiNUb18JhFcuREQa1ZtXAmG4EBGR6hguRESkOoYLERGprkfhUldXh8suuwzFxcXQ6/XQ6XQJf4iI6MjWo9FiV1xxBXbv3o0777wTRUVFkDS+I9qhoCgCVY3RfRaqGn0YkKvvVZ1tRESHUo/C5ZNPPsHHH3+MsWPHqlyd3qHC6cayTXWo3OfCiWbgqdUVKMvLxPTRBb1i/DkR0aHWo2ax0tLSDssSHCkqnG4sWVOJTdXNcFgMAACHxYBN1c1YsqYSFU53mmtIRJR+PQqXxx57DLfddhsqKytVro62KYrAsk11aPAGMTTfBps5euFnM+sxNN+GBm8QyzfXaX6fBSKiQ61HzWI/+9nP0NLSgiFDhiAjIwMGgyHh/oaGBlUqpzWxfRaKHOZoP1ObDJEkCUUOc6/YZ4GI6FDrUbg89thjKlejd/hhn4XOVyO1GHWoc/k1v88CEdGh1qNwmTVrltr16BXa7rNgNxs63N9b9lkgIjrUkj4LulwuZGZmxv99ILFyfU1sn4VN1c2wmfRoO/A4ts/CmBKH5vdZICI61JIOl+zsbNTU1CA/Px9ZWVmdzm0RQkCSJEQiEVUrqRWxfRaqm33Y4fSgJNMIILrPQpUr2Gv2WSAiOtSSDpf3338fOTk5AIDVq1cfsgppXWyfhdg8F5h/2Gdh2ijOcyEiAlIIlylTpnT67yNRb99ngYjoUEs6XDZu3Jj0kx599NE9qkxvEttn4Wv0vn0WiIgOtaTDZezYsZAkqduZ+X25z4WIiJKTdLjs2rXrUNaDiIj6kKTDZeDAgYeyHkRE1If0aLbfSy+9dMD7L7/88h5VhoiI+oYehctNN92UcDsUCqGlpQVGoxEZGRkMFyKiI1yPVkVubGxM+OPxeLB9+3aceOKJeO2119Suoya13yyMKyETEf1AtUWwhg4dij/84Q/4xS9+gW3btqn1tJrEzcKIiA6sR1cuXdHr9aiurlbzKTWHm4UREXWvR1cub7/9dsJtIQRqamrw5JNPYvLkyapUTIvabxYmQwF8rZuFmY3Y4fRg+eY6DM61cVIlER3RehQu5557bsJtSZKQl5eH0047DX/84x/VqJcmcbMwIqLk9ChcFEVRux69AjcLIyJKjip9LpFIBF999RUaGxvVeDrNartZWGe4WRgRUVSPwmXevHl47rnnAESD5eSTT8axxx6L0tJSfPDBB2rWT1Nim4XVNPs7rLEW2yysPN/GzcKI6IjXo3D5xz/+gWOOOQYA8O9//xuVlZXYtm0bbr75Ztxxxx2qVlBLYpuF5Vijnfcef/QKxuMPY4fTw83CiIha9Shc6uvrUVhYCABYunQpLrroIhx11FG48sor8c0336haQa2JbRY2qjgTNc3RSZQ1zT6MLnZg9uQyznMhIkIPw6WgoABbtmxBJBLBe++9hzPOOAMA0NLSAp1Op2oFNUvgh9FiAt1uRUBEdCTpUbjMnj0bF198MUaPHg1JkjB16lQAwLp16zB8+PAeVeQPf/gDJEnCvHnz4sf8fj/mzp2Lfv36wWaz4YILLkBdXV3C43bv3o0ZM2YgIyMD+fn5uPXWWxEOH7rRWrFJlJtrXChq7VspyrJgc42LkyiJiFr1aFjTggULMHr0aOzZswcXXXQRTCYTAECn0+G2225L+fk+//xz/N///V+HHSxvvvlm/Oc//8Hrr78Oh8OB66+/Hueffz7WrFkDIDqYYMaMGSgsLMSnn36KmpoaXH755TAYDPj973/fkx/tgDiJkogoOT0eM3vhhRd2ODZr1qyUn8fj8eDSSy/Fn/70J9x3333x483NzXjuuefw6quv4rTTTgMALFmyBCNGjMBnn32G448/HsuXL8eWLVuwcuVKFBQUYOzYsbj33nvx29/+FgsWLIDRaOzpj9cpTqIkIkpOj8Nl1apVWLVqFZxOZ4dJlc8//3zSzzN37lzMmDEDU6dOTQiXDRs2IBQKxZvcAGD48OEYMGAA1q5di+OPPx5r167FmDFjUFBQEC8zffp0XHvttdi8eTN+9KMfdfqagUAAgUAgftvlcgGIbh0QCoW6rKurxY9QOASbwQhJRCCJ6HbOsb+tBqA+HIqWsxuSfg+IiLoSOycd6Nx0oMelS4/CZeHChbjnnnswfvx4FBUVRb/F98Bf//pXfPnll/j888873FdbWwuj0YisrKyE4wUFBaitrY2XaRsssftj93Vl0aJFWLhwYYfjy5cvR0bGga84ptoABBKPlfl3xv9dbgMqNlSj4oDPQkSUmhUrVqRUvqWl5RDVJDk9CpfFixfjhRdewGWXXdbjF96zZw9uuukmrFixAmazucfP0xO333475s+fH7/tcrlQWlqKadOmITMzs8vHKYrAc5/swpYaF4bkWSFDQZl/JyrNQ6BAxs59XowqzsSVkwexz4WIDsp3+zxYtdWJ3fVuTDJXYa2/BANy7Th9RD4G59m6fXysRSZdehQuwWAQJ5xwwkG98IYNG+B0OnHsscfGj0UiEXz00Ud48sknsWzZMgSDQTQ1NSVcvdTV1cXn2BQWFmL9+vUJzxsbTRYr0xmTyRQfhNCWwWCAwXDg5qxpY4pR5Qri230+lGRG+3TcAYEqlw85VjPOGF0Mk0ndvh4iOrJUON14ad1eNHiDKMk0AQKwWUz4psaDKlcwqTl13Z3LDrUeDUX+5S9/iVdfffWgXvj000/HN998g6+++ir+Z/z48bj00kvj/zYYDFi1alX8Mdu3b8fu3bsxadIkAMCkSZPwzTffwOl0xsusWLECmZmZGDly5EHVryuxSZSjix1o9kXbNJt9IYwp4SRKIjp47Uel2szRawCbWY+h+TY0eINYvrlO87vf9ujKxe/349lnn8XKlStx9NFHd0jIRx55pNvnsNvtGD16dMIxq9WKfv36xY/PmTMH8+fPR05ODjIzM3HDDTdg0qRJOP744wEA06ZNw8iRI3HZZZfhwQcfRG1tLX73u99h7ty5nV6ZqKU8346yk634onIf6jbvwQXjSjC+LA96vap7rxHREaivjErtUbhs3LgRY8eOBQBs2rRJzfokePTRRyHLMi644AIEAgFMnz4dTz/9dPx+nU6Hd955B9deey0mTZoEq9WKWbNm4Z577jlkdQI6bnP8xoYqbNjt5jbHRHTQ+srWHpLguiVwuVxwOBxobm4+YIc+8MMM/WhbqBFjxHf4RhqMKlcQOVYjm8aI6KDsaWjBoyu+RVaGAXazAZKIYJDvW+yyHAUh6eD2h9DUEsLNZxx1wCuXVM5rh0JKVy7nn39+t2UkScIbb7zR4wppGWfoE9GhFtvaY1N1M2wmPdqeSWJbe4wpcWh+a4+UwsXhcByqevQKfaUtlIi0K7a1R3WzDzucnvioVI8/HG8h6Q1be6QULkuWLDlU9egV+kpbKBFpW2xUaqxvF+YfRqVOG9U7+na5H28K2m5zbDd3HEPObY6JSC3l+XYMPsWG3fVufL12D+aeWo4BuXbNX7HEcOxsCtpuc6woCty+6BWK2xeGoijc5piIVCXLEkqyo+eTkmxLrwkWgFcuKYm1hW6tdWHZ5jrooODoIcCnO+sRgYyjCu29oi2UiOhQ45VLT7XPD+YJEVEcr1xSEBuKHFEEpo8sQIs/BMCFE4bkIsNsQMU+L4ciExGBVy4paTsUWZZl2C3RbLZb9JBlOWEoMhHRwVIUgarG6PmkqtGn+fXE2uKVSwo4FJmIDpf2y0w9tboCZXmZvWaZKV65pKDtUOTOcCgyEakhtszUpupmOCzRaQ8OiwGbqpuxZE0lKpzuNNewewyXFLQditx+SbbYsgwcikxEB6OvLLnPcElBbChyjjW6jpjHH72C8fjD2OH09JplGYhIuzosM9VG+2WmtIzhkiJuFkZEh9IPfbudN69bjDoEwhHN9+2yc6AHevuyDESkXW37dm0mPTxtVgKxWuRe07er7dppWGxZhq/R+5ZlICLtivXtfvbdfoQVBR5fEEeXAesrG2CzGKGXZUwa0k/zfbtsFiMi0hBZljC8yI4alx/f1XsR+94qS8B39V7UuPwYVqj9lhKGCxGRhiiKwLYaN4ocZgzuZ0VsUJgigMG5VhQ5zNhe69b8aDE2ixERaUhstNjQfBtsJj28viCAJhxXlgOrxQhPINwrNiXklQsRkYa0HS0mSVLCMlOSJPWa0WIMFyIiDekrK4EwXIiINKSvrATCcCEi0pC+shIIw4WISGP6wkog2m60IyI6QvX2lUB45UJEpFGxlUCA3rcSCMOlh3rzDnFERIcam8V6oLfvEEdEdKjxyiVFfWGHOCKiQ43hkoK+skMcEdGhxnBJQV/ZIY6I6FBjuKSg7Zo/Qgi422ziI4ToNWv+EBEdauzQT0FszZ/qphbUNAfg8QXabOJjQpHD1CvW/CEiOtR45ZKCkiwLsiwGfF7ZCKfbD7Mh+vaZDTKcbj8+r2xEdoZB82v+EBEdagyXVLV2tQghEAwrAIBgWIkvMMeufCIihktKqpp8aGoJYXihHeGIQHVrx311kw9hRWB4oR1NLSF26BPREY/hkgJvMIx6TwDVzT4Y9DKKW5u/irMsMOhkVDf7UO8JsEOfiFTRm1cCYc9zCjIMOtR7AmgJhJGfaYaIREPEqJPQz2hAncsPiGg5IqKD0dtXAmG4pCD6nUFCMCJQ1diCSCQC9Af2NPqg0+kgILX+ISLqudhKIPvdARh00TOKPxzBN3ubUN3s6xXL7jNcUuALRZBhlLG3MQxfKAKLHP2ltwTC8CkRWAw6FGeZ4QtF0lxTIuqtYiuBbKt1wdnshz8YwtRjgM927ofZaEC+w4zlm+swONem6VWSGS4pyDDo0NgSQjiiQCcBiM3SlyToJCAcUdDYEmKzGBH1WFWTD59U7ENFnQehiIJMU7RrXCdL2O8NwuUPw6iT8ZNjilGak5Hm2naNHfopUISAq3VXuCyLAQ5LNJsdFj2yLAYIAG5/CIpgwxgR9YyrJYRv6zwIhCPQyRL8rS0h/lD0diAcwY46D1wtoTTX9MAYLimo3N8CCYDZqEMgIhKuXAKR6PIvsXJERD2xq8EDbyAEBRJCkcQvqqGIgAIJnkAIuxo8aaphctgsliK9Xka2SQ9vIIxwJPqNIhwRsBr1yDDp4A1wGDIR9ZwAoAggoihQAISkaMCEFAXhSOuAIVn7A4cYLikYlGtFlsUIbyCMIocZUCIAfOifZQZkHZzuIBwWIwblWtNdVSLqpWJd9EqbxpEYBYAQgK5NOa1is1gKSrMzcPygHChCoKEl9MNvVwIaWqJ9LZMG56A0W7udbESkbQOzrdC1jgLTtTtD6+XY3xIGZmv7SyzDJQWyLOHnxw/AMaVZ0MkSPP5os5jHH+1oO6Y0C5dMHKDp4YFEpG2+cARWkx4GXfQqRS9FT9N6SYYiAINOQoZJD19Y21Me2CyWovJ8O+ZNHYr3vqnF1qpGAC4MzrViZP9sTB9dqPmJTUSkbTazHjlWI/SyBG8gDEWJhogiBCwGHawmPRwWQ3wnXK3Sdu00qjzfjmumWPFF5T7Uba7BZScMxPiyPOj1vBAkooNjNxkwICcDexpaYDXqYZQFABf6Z2cgqEjQ62WUZltgNxnSXdUDYrj0QPs1f97YUIUNu929Zs0fItKukiwLflSajUBIQVhR4PEFAQB6nYwsmxF6WcaxA7I1v28UwyVFsTV/GrxBlGQaAQE4LAZsqm7uNWv+EJF2ybKE6aMLUN3sw35PAAOzTQCaMKrYjia/gn42E6aNKtB83y7bcVIQW/OnwRvE0HxbvM3TZtZjaL4NDd4glm+u61XLYhOR9pTn2zF7chlGlzjg9kfnzrn9YYwpyeo1X2AZLimoavJh5z4PihxmSO0GoEuShCKHGRVODzcLIyJ1CPywva1AfMfb3oDhkgJvMAx/OIIMY+etiRajDoFwhJuFEdFBiTW/b65xoai1b6Uoy4LNNS4sWVOJCqc7zTXsHsMlBVajHma9Di1dhIcvGIFJr4O1i/AhIupO2+b38jwrYhcrQgDledZe0/zOcElBSZYFQ/JsqGn2d7g8FUKgptmP8nyb5kdxEJF2xZrfLQYZG75vwvrKBgDA+soGbPi+CRaD3Cua3/kVOwVtR3HscHqio8UAePxhVLmCyLEae8UoDiLSLm8wjHpPAPu9AQRCCrIt0WsAs0GC0+1Hsz+IflaT5pvfeeWSovgojmIHmlv3dmn2hTCmxNFrRnEQkXZlGHSo9wTg9YeRYzXCqI9u5WHU65BjNcLjD2O/J6D5TQl55dID5fl2DD7Fht31bny9dg/mnlqOAbl2XrEQ0UGLNrhLEF2uexy9T9s9LgwXIiJN8YUiyLUZIUnAfk8AVmO0gcntD8MbVGAz69HPaoQvxIUr+5wKpzu+cOU0B/DQe9swoiQbZ47hwpVEdHCsRj1ybSYY9RK214bgavIBA4GaJh8sJiMGOUzINBs1PyqVfS4pqnC68djKHXh7YzW+q/cCAL6r9+LtjdV4bOWOXjH+nIi0qyTLgiyLAdtrPTDqZBQ7oqNPix0WGHQyttd6kJ1h0PyoVIZLChRF4NXPduPrPU2IKCJh+ZeIIvD1nia8tm635sefE5HGxbtbBIyG6I3o36L1qPYxXFKwp7EFn+1qgCxJ6Gc1wti6xL5RL6Of1QhZkrD2uwbsaWxJc02JqLeqavKhqSWECWXZKMi0wB+KRok/JFDgsGBCWTaaWkKc59KX7Kr3oskXRJ7NBAAItnaoBUMRSDo9HBkG7PcEsKvei4H9tL0FKRFpU2yZqcG5NpRkZcDp8gJowshiO/IzrVAgUFnv1fw8F4ZLiiQB+ENh7PdEEA6Hgf7AnkYf9Ho9MkzaHndORNoXW2aquqkFtc0BuH0BnFAGbKl2Y09jEIUOU69YZkrbtdOYwblWmI067G7wQQgBU2ujoi8YQcAfgeSVUJxlweBcXrUQUc+UZFmQlWHAii11MOok5GREv7SaDRLqXD7saWzBGSMLNN+hz3BJQbHDApNeRjCsQAJg1kU72iQJCEcEBARM+h9GdxAR9Ui8x15CsLXPJfp3tFO/N0zXZod+CqqbfQiEIjAZZBj0MpTWxSsVIWDQyzAZZARDEVQ3a7ujjYi0q6rJhyZfCMMKbQhFlPj5pLrZh1BEwbBCGxrZod+3fFfvhT+koH+2BV5/GMFQGEAYJr0OdoMeVrMe3kAE39V7MYAd+kTUA20XrtTLQK7NBCCAXJsJgUh09fVgWLBDv68REiC1XpTKUuLf6BUXq0SkZbGFK5tagpAlCb7WEGnyhaDT6eD3BgEBLlzZlwzKtcKi16GqyQ+9DGS0Tm7S6SR4gxE0+yMosJswiB36RNRDAkAgpMDljyScZyQJ8ATCCCuAxaBofiIlwyUFJY7oKI69TS0IRQCldd04jz+MgBL9d7bVgBJ26BNRD3mDYUSEgCIEfCGlw3lGJ8uICO03i7FDPwU1Lj+MehkGnQ4RRUCIaKIIoSCiCBh0Ohh0Mmpc/jTXlIh6K48/DH8oAr0sRZvc2+xzLEsS9LIEfygCj1/b4cIrlxS4AyHs9wZhM+kgQyCiRH+5CqLtnxkmHRq8QbgDofRWlIh6rQyjDqGIQCiiIDrbobUvV5KgAxCKKAhHZGQY2efSZ3j8Ybh8IbQEIwgpAobWX7oOEkKKQEswEi9HRNQTLcEIJAmIRBSEIcFqiB6XJcAXat0mTEL8fKNVDJcUZBh18IcUeANh6GVAb4i2Kup1MgIhBd6wAlmSNP+Ngoi0y2rQQwhAliUYdDKibSNRZoOMUEQBRLSclmm7dhrjDYQRjiiQpOiIjrAS/aWHlejIDUmK/tsb4JULEfWMNxSGQSfBbNBBkiRYdDKAEDKMevgi0Q59vU6CN6Tt8wzDJQXeYASSJEEnASEFCLQOBgxEBMKKBIMcnQPj1fjlKhFpl82sR6bFAINOhqIIKK3DxQSirSex1pHYflJaxdFiKZAlCXJrsAjxw5snI3o7pETbRX+YVElElBq7yYABORnIMOpgNuqQ37rFR77NBLNBhwyTHqU5GbCbDGmu6YFpO/o0pjTHglDrLpM6CZBb00WWAZ0SbRkNKwKlOZznQkQ9U5JlwY9KsxEIKQgrCjy+IIDo+SXfboJelnHsgGzNr4rMK5cU1LsDkBG9OtHrZBha08Ugy9DrZMhSdNBgvTuQ1noSUe8lyxKmjy7AgH4ZcFgMGFVsBwCMKrbDYTFgQL8MTBtVAFnWdgsJwyUFDS0hmA062Fo3BWsztwkAYDPpYDbo0NDCeS5E1HPl+XbMnlyG0cUOuH3Rjnu3L4wxJQ7MnlyG8nx7mmvYPTaLpaCf1QiLUQejXo9ASEEoFAYQDRy7QR9dcj8s0M9qTHdViagvkPDDergSNL+eWFu8cknBsaXZKOtnhScQQWGmGQUOMwCgwGFGYaYZnkAEg3KtOLY0O801JaLerMLpxpI1ldhc7UJR61qFRQ4LNle7sGRNJSqc7jTXsHsMlxTo9TKumFwGk16HbXVu1LZu1lPb5MO2OjfMeh1mnVAGvZ5vKxH1jKIILNtUhwZvEEPzbfEhxzazHkPzbWjwBrF8cx0URdvXMTwLpmhgvwwMys2ASa9DpLWzJSIETHodynIzMLBfRpprSES9WVWTDzv3eVDkMENqN61BkiQUOcyocHq4E2VfEvtGkWHU45IJ/bHP5QOwB1NHFCAv04Kd9S1YvrkOg3Ntmh/JQUTa5A2G4Q9HkGG0QAgBT5sOfatFhsWoQ53Lr/kl9xkuKWj7jUKn06EoywL4gKIsC4SkS/hGUZrDKxgiSp3VqIdZr0N1Uwtqmv1o8vhx9BDg0531yLKZUeQww6TXwWrU9umbzWIp+OEbRee/VItRh0A4ovlvFESkXSVZFmRZDPh0ZwO217nR4I1OomzwBrG9zo1PdzYgO8PASZR9SewbRUsX4eELRnrFNwoi0rZGX3RfKH8wAp3uh+3U/cEI3IEQGnvBXDqGSwpKsiwYkmdDTbMfQiSO1BBCoKbZj/J8m+a/URCRdu1tbMH2WjccFgOyrcb4qDBFEcixGuEw67G91oW9jS1prumBMVxSEFuWIcdqxA6nJ74pmMcfxg6nBzlWY69YloGItOu7ei+aW0Kwm3TR+ZOx77GxlUDMejT5Qviu3pumGiaH4ZKitssyNPuil6bNvlCvWpaBiLQtpCjY5w7CG4zA0LopocEgwxuMoN4djG4YpnHsHOiB8nw7yk624ovKfajbvAcXjCvB+LI8Tp4kooNW1i8DQgD+UAQOi6HNIoaAWS+jyReCXadHmcbn1DFceqDC6cayTXWo3OfCiWbgjQ1V2LDbjemjC3jlQkQHRZIkZJoN8AYjaGwJwShHr1KafUEEFRmyLMFuMnSYYKk1/KqdotiaP5uqm6PfKgA4LAZsqm7uNWv+EJF2+UIRZFsN0MsSIoqC2CovigAiigK9LCHbaoAvpO0dbxkuKWi75k95njVhyf3yPGuvWfOHiLTLYtChJajApJdh1sto26Nv1ssw6WW0BBVYDLp0VrNbDJcUxGboWwwyNnzfhPWVDQCA9ZUN2PB9EywGuVes+UNE2iUBCITC8IUi0Ol0yDRHt/DINBuh0+ngC0UQDIWh7UYx9rmkxBsMo94TwH5vAIGQgmxLNJvNBglOtx/N/iD6WU2coU9EPeYJhhERgNQ6Dlmni55ndDoJCCuQJCAsouW0jOGSggyDDvWeAFoCYeTZTQi0/nIDIYHsDAOc7gAgouWIiHrC4w8jogjk203wByPwt55n/MEIrEYDzMbopoSxeXZaxXBJQbTlU0JLKIJttW5AiQBlwK56DyDrYDHqYDUZetVucUSkLTaTHhaDDi5/EC2BCBQl2nHvC0UQiAARoYPDYoTNpO3TN/tcUuALRSBJAk2+MFqCkba7j6IlGEGTLwxJEpofxUFE2mU3G2Ax6tDgDcEbjKB1aTHoJMAbjKDB27q1utmQ3op2g+GSApNehtMVBISATgJCrcPFQq23IQT2uYMwcTIlEfVQgc2EppYQBACLQY7PZ5EkCRaDDIHoqiAFNlNa69kdngVT4HT54QuGoQgBSZJgau1oM+miHwBFCLQEw3C6/GmuKRH1Vl9VNSEQjsBq1EGvk2FsPc8YdTL0OhlWox7+UARfVTWlt6LdYLikoN4TjAYLoiM55NZvFLIkQZKizWOKIlDvCaa1nkTUe+1v3b/FbtbDF4zAFYh23LsCYfiCEdjNuoRyWsVwSYFo7arPMOpg0OmgtDaLKULAoNchw6hLKEdElKp+ViPCikCdyw9FIKGFRBFAncuPsCLQz2pMc00PjOGSgrJcKyxGPcIKYDPJ8Q41u9kAm1FGWAEyjHqU5VrTXFMi6q2OLnIgFBYIKYBBF5vvEv3boANCChCOCBxd5EhvRbvBcEmBw2zEUQU26HUSXP4IIq1XLhEh4PJHoNfJGFpgg8Os7W8URKRdG2uaYdBFR4e1hAR84ejClb6wgpZQdPCQXo6W0zJtD5TWmJIsC04sz0MwrMDp9sMfiO7nEgoryLEakW834aShedyJkoh6bL83iLAi0GXrugAiitB8nwvDJQWxnSirm33IydCjJRgCEMBRhTZkGA3Id2RwJ0oiOihZFgN8wQgEgAyDBH3r6cSkk6CTJQTCAi2hCLIsnOfSp5Tn2zG80I5vnS3YUuUCAGypcuHbfS0YXmjnfi5EdFDaDggKRURC83so8sPGYVofOMRwSdGqrXV4ce338IciKGpt/irKssAfjODFtd9j1da6NNeQiHqzZl8YRn105GlYQcLWHq3dLzDqdWj2aXttMYZLCsJhBS+sqYTbH8KAHAuyW4cCZluNGJBjgdsfwoufViIc1v7+1kSkTdkZBsgSYNTLMMhSm91cAINOglEvQ5ai5bSM4ZKCL/c0onK/Nz6+vKF1smTs735WI3bVe/Hlnsa01ZGIerdCuxnG1iWkcqx62AzRrnGbQY+cjOi/TQYZhXZz2uqYDHbop2C/N4hQRIHbH8JOpwcSFGAIsGu/FwI+5GeaEIpofxQHEWmXP6JgYL8MbK1xwekJwSRHr108wTAC/uj6YgNyrPBHtN1CwiuXFPSzGuEPKdjb6EcwIhAbFCZLQDAisLfRD39I0fzMWSLSLqtRD4MuukClEEAsQpTW27HmMatR29cGDJcUjC7IjA8RlIGEcIntdO0LRTC6IDN9lSSiXq3AZkJ1kx/BsAK9jIStPfQyEAwrqGn2c1XkvuT9CicEogtXRhBdhgGtf0cQ/eULIfB+hTN9lSSiXu2rqiY0+4JQRPTc0rZDP6QAigI0tQS5KnJfUtscgIBAV9u16OXo2PPa5sDhrRgR9Rl1Lj88gXB8CHLbKxcgGjLeQBh1Gt/ag+GSgvxMIxTlh7Hm7YVbv1XkZ7LPhYh6pt4TQKyvXi8hYSfK2Gz9sBItp2VpDZdFixZhwoQJsNvtyM/Px7nnnovt27cnlPH7/Zg7dy769esHm82GCy64AHV1iRMVd+/ejRkzZiAjIwP5+fm49dZbEQ6rP8FoZL4DsiQdaMkfyJKEkfnaXq2UiLQrtnyUAKAIIDYpPyKit0W7clqV1nD58MMPMXfuXHz22WdYsWIFQqEQpk2bBq/XGy9z880349///jdef/11fPjhh6iursb5558fvz8SiWDGjBkIBoP49NNP8eKLL+KFF17AXXfdpXp997p80HXzjunkaDkiop7IMOjjTe8KEvtcYo0mejlaTsvSWrv33nsv4fYLL7yA/Px8bNiwASeffDKam5vx3HPP4dVXX8Vpp50GAFiyZAlGjBiBzz77DMcffzyWL1+OLVu2YOXKlSgoKMDYsWNx77334re//S0WLFgAo1G9JqqQEkEwcuD1fIIRgZASUe01iejIMm5gFgx6GeFgx/b32LWKUS9j3MCsw1qvVGkq+pqbo/sT5OTkAAA2bNiAUCiEqVOnxssMHz4cAwYMwNq1a3H88cdj7dq1GDNmDAoKCuJlpk+fjmuvvRabN2/Gj370ow6vEwgEEAj80F7pckUXoAyFQgiFQl3Wb2+9B0ZZxIciG1onN5lkARnRbxVSa7kDPQ8RUVckRUGR3Yja5mgLiFkXPc/Y9AL+1nQptBshKcoBzzPpPgdpJlwURcG8efMwefJkjB49GgBQW1sLo9GIrKyshLIFBQWora2Nl2kbLLH7Y/d1ZtGiRVi4cGGH48uXL0dGRkaXdcwB8MBxHY/fO77dN4yGLVi6dEuXz0NEdCA3HtXx2F3Htj3PeLDxsw+w8QDP0dLSona1UqKZcJk7dy42bdqETz755JC/1u2334758+fHb7tcLpSWlmLatGnIzOx6AuS7m2pw2xsb4x1sJlng3vEK7vxCRkCJfqXQScAfLjgaZ40uOqQ/AxH1TVWNPtz51jfYUu1CIByBQRJYME7Bgg0yQkKCSa/DyOJM3HvOGJRkd70xYaxFJl00ES7XX3893nnnHXz00Ufo379//HhhYSGCwSCampoSrl7q6upQWFgYL7N+/fqE54uNJouVac9kMsFk6ji71WAwwGDoeqXRkSVZCCgS2i/pE1AkBCLRcNHL0XIHeh4ioq4UZ8nY3RiEKyAghIRwa+e+LyIhrEgIRAT2NAVRnGWFwaDr8nnSfQ5K62gxIQSuv/56/Otf/8L777+PQYMGJdw/btw4GAwGrFq1Kn5s+/bt2L17NyZNmgQAmDRpEr755hs4nT/Mil+xYgUyMzMxcuRIVeu7u8GH7kb/SVK0HBFRT3xV1YRmfwgRRSAsEkeLhQUQVgSafCHNz9BP65XL3Llz8eqrr+Ktt96C3W6P95E4HA5YLBY4HA7MmTMH8+fPR05ODjIzM3HDDTdg0qRJOP744wEA06ZNw8iRI3HZZZfhwQcfRG1tLX73u99h7ty5nV6dHIz97gDC3QwEC0ei5YiIesLp8sPjD8cHCLWdoS8hGjIefxhOjc/QT2u4PPPMMwCAU045JeH4kiVLcMUVVwAAHn30UciyjAsuuACBQADTp0/H008/HS+r0+nwzjvv4Nprr8WkSZNgtVoxa9Ys3HPPParXN6go3W4sKlrLERH1xD5PABEluoahjB+al2L/VgBEFIF9Gp+hn9ZwEaK7UzVgNpvx1FNP4amnnuqyzMCBA7F06VI1q9ap3fuTG32RbDkiovak1ksVgeiCuLHGkrb/ltqU0yquLZYCbzC5JWWSLUdE1J7NaOi2b1eWouW0jOGSgtLsrufA9KQcEVF7Y0sdP3S0dEGSWstpGMMlBWeMKOhyuf0YvRwtR0TUE/vc3W+TLpIsl04MlxQUZ1qg1x34K4VBJ6M4s+uJTUREB7JjnxvJjBzasc99WOrTUwyXFKz8tg7h8IF/66GwgpXf1h2wDBFRV3xBBd2sj4uIiJbTMoZLCqoaWtBNtiAsouWIiHqiJCe5+XnJlksXhksKapPcpyXZckRE7e2o9ahaLl0YLikwyl2v49OTckRE7Xn9ye0HlWy5dGG4pMATSu6XmWw5IqL2Mg6wGGVPyqULwyUFQ/KtqpYjImrPlOTmucmWSxeGSwpGFjmSmucyskjbk5uISLt8SW4gmWy5dGG4pGBscRbM+gMvx2Yx6DG2OOvwVIiI+pzyAmu3J2a5tZyWMVxSsLGmOanF4jbWNB/6yhBRn3R0UVa35xlZipbTMoZLCupcfvhDB16U0h8Ko07j+ywQkXa5A2F0t2C8IqLltIzhkoJ6TwChbibFhpRoOSKinlj9bR26m3uvtJbTMoZLCkS3C/6kVo6IqD1XS3I99cmWSxeGSwrqXcmtQppsOSKi9kSSm4AlWy5dGC4pKHCYVS1HRNTe2JJsVculC8MlBeX5tu728IHUWo6IqCdyM5ObHZlsuXRhuKRARLrvTRGt5YiIemK/J7m+lGTLpQvDJQX/3dukajkiovaqm5LbsiPZcunCcElBWEluc55kyxERtVfbnNw8uWTLpQvDJQUOi0HVckRE7YUiya2qnmy5dGG4pCDHllwHWrLliIjaMxuT+3KabLl0YbikoLkllNRosWaNT24iIu06+ahcVculC8MlBTk2E+QkFpTLsWl7b2si0i6jTgddN+cZnRQtp2UMlxTkWk1JrVaaa2W4EFHPNPlCyDAdODisJj2aNL6hC8MlJQJSNw1j0fs5z4WIeiYnw4BANyvk+kMR5GSwz6XPaGgJQSd3/abJAGQ5Wo6IqCcyM/QIdjMROxgRyMw48MaF6cZwSYEQAoDU5XLY0eNSazkiotS9/d8aVculC8MlBQOzrfCHu7lcDSsYmK3t7UeJSLsaW5JbVT3ZcunCcElBnSe55RaSLUdE1N6wAnv83+17eKUuymkRwyUFSz6pVLUcEVF7Jx2VC13rmbl9A3vstl6OltMyhksK6j1JbhaWZDkiovbCCpDfzSofeTYTummhTzuGSwoG5FhULUdE1J5ZJyOsAF3NdNEBiAgBs07bp29t105jftQ/S9VyRETt1br98IUikHUdZ9VJAGSdhJZgBLVurorcZzT6wqqWIyJqb783CEURCHWyOaEAEIoIKIrAfq+2m98ZLimwmpNbyyfZckRE7Qkh4Otmhr4vpGh+Ph3DJQUnDs5TtRwRUXu5GcaktlPPzdD21h4MlxRsqmlWtRwRUXsvflaparl0YbikoKbZp2o5IqL29rsDqpZLF4ZLCtz+5Drqky1HRNSe2ZDcaTnZcumi7dppjFGf3NuVbDkiovbGFGepWi5deBZMQZYluf0Tki1HRNSesZuNwlItly4MlxTkOZIbnZFsOSKi9kqzM1Qtly4MlxSsq2hQtRwRUXvBSHKLhiVbLl0YLimoakpuuYVkyxERtRcKCxjkA2+nbpAlhMKcRNlnFGeZVS1HRNTe0AIbpANnCyQpWk7LGC4pOG5ItqrliIjaG12QiXDkwFclYUVgdEHmYapRzzBcUvDNbo+q5YiI2nvj673dL/8iouW0jOGSAm8wpGo5IqL2qhr9Sa0tVtWo7b5dhksKBmZbVS1HRNReocOUcFtq93dX5bSG4ZKCoBJRtRwRUXtHFdgTgkS0+xuIBs1RBfbDV6keYLikoNaV3EJxyZYjImrPHYh0u26Y2SDDHdD2l1iGSwqyDMn9MpMtR0TUXnaGAQadDEMXq7sYdIBBJyM7Q9vLTDFcUvDRzuT2aUm2HBFRe4WZZpj0MgyyjEK7AZbWhXAt+uhtvSzDbJBRmKnt+XQMlxQ0B5JbbiHZckRE7fnDCgb2y4AAUOcOwReOnk98YQV17uhI1AE5GfCHtX2eYbikINea3GVosuWIiNqzGvUIRQSCYaXDkGQBIBhWEIoIWI36dFQvaQyXFDzzi2NULUdE1F5ehhGV9S1Qupjsogjg+/0tyMvQ9urrDJcUvPZ5tarliIjaW/ltHVqCoS4nUgoA3kAIK7+tO5zVShnDJQV7G5KbEZtsOSKi9qoafeiuOyWsRMtpmbYb7TSmJCu5GbHJliMias8XCkOg44x8tDkmWstpGa9cUjBhYHKrHSdbjoiovcF5NkiIBkhnHfqx4BmcxyX3+4yXPvte1XJERO3l283Qd3Nm1svRclrGcEnB7oYWVcsREbWXazF1OVIsRhHRclrGcEmBsZutR1MtR0TU3oa9jUmFy4a9jYenQj3EcElB/5zkltJPthwRUXvf1rm77NBH63HRWk7LOFosBabuGkJTLEdE1F6mOXpaliRAJyHe/6KXgYiIXrUI8UM5reJZMAXh7q5VUyxHRNTehEE5MMjRAFEUJGzooijR4wY5Wk7LGC4psJq6WAO7h+WIiNo7bmA/DG3dCEwBEG4Nl7CI3gaAowrtOG5gv7TUL1kMlxTUuZKbeZ9sOSKi9vR6GZccNwAWo65Dv4sEwGLUYeaEAdBrvPld2412GqMkucJ1suWIiNpTFAGXL4wRRXbUNfng9QcBRJChl5FnN6LAYYHbH4aiCMgaHpnKcElBP7sJQPcjNKLliIhSV9Xkw859HhzTPwsZg/qhst4FoAaTh+aiLDcTLaEIKpweVDX5UJqTke7qdknb11UaMzzfomo5IqL2vMEw/OEI/KEIvtzdhO/3Rxeo/H6/D1/uboI/FEEgHIE3yLXF+oxPdjapWo6IqD2rUY9gWMGXuxtR5/Yj1vIlS0Cd248N3zciEFY0v1mYtmunMU5XQNVyRETtFWWaEQgp2OcOwqyX0OKPduI63QHIsgx/WKAg04yiTK4t1mfokuw8S7YcEVF7NS4/woqCsKKgyReG1Ho6kSSgyRdGWFEQiiio0fioVIZLCgZlJ9dRn2w5IqL23IEQ9nuDyDQZkJ1hgGid5yIEkJ1hQKbJgAZvEO5AKL0V7QabxVLgjSQ38z7ZckRE7Xn8YfiCEdgteliNOgSCYQA+5NlMMBn18AYjcPvD8Pi13aHPcEmBQZfchV6y5YiI2rOZ9LAYdHD7QnD5QohEIgCAfZ4AdLowJAAZJj1sJm2fvnkWTIFBSu6KJNlyRETt2c0G9LMZ4fKH0dgSSuhzaWwJweUPI8dqhN1sSG9Fu6Ht6NOYcJIz75MtR0TUXlGmGXpZhl4nw2aSoLQu+SEEkGXRwx8WMOhkjhbrS/Y2JzfEONlyRETt1bj8MBlk5NqMMBv0yMqIXqFkZRhgNuiRazfBqJc5WqwvkZNs7kq2HBFRe95gGEa9jPJ8G0IRBfXu6JfVencAoYiC8jwrTHqZM/T7kmJHcsu6JFuOiKi92Az9nfs8MOgkFGVFzydFWRYYdBIqnJ5eMUOf4ZKCgf2S27442XJERO3FZug3toRaO+6jIWI365FjNaLJF0IwrLDPpS+x6JPbBCzZckRE7cX6XLIsBjS2hBAMR4ciB8MRNLaEkJVhZJ9LX9PUElS1HBFRe7E+l3EDc5BnN8Mfivbh+kMC+ZlmHDsgq1f0uWi70U5jttS5VC1HRNSe1aiHWa+D2SBjQlk2vL4ggCYcV5YDq8UITyCMQIh9Ln1Koze5bwrJliMiaq8ky4IheTbUNPshROLIUyEEapr9KM+3oSRL2wOHtB19GiMlOcQ42XJERO3JsoTpowuwtdaFZVvqoBMKjh4CfLqzHhFJxlEFdkwbVaDpLY4BXrmkpH9mcsstJFuOiOiA2n9P7UXfW3nlkoLmYHK/2WTLERG1pygCyzbVIaIITB9VgBZ/CIALJwzJRYbZgIp9XizfXIfBuTZNX73wyiUFgWByi4YlW46IqL2qJh927vOgyGGGLMuwW1rnuVj0kGUZRQ4zKpweVDX50lzTA2O4pMBmTu5CL9lyRETteYNh+MMRZHQxGsxi1CEQjmh+KDLDJQWjim2qliMiai82FLmli/DwBSMw6XUcityX1LmS+6aQbDkiovY4FPkIFGrdEU6tckRE7cWGIlc3+/BtnQdZZhmDjEBtsx9NfgX9bEYORe5rbJYk+1ySLEdE1JnyfDtOG54PbyCMzysbAACfVzbAGwjjtOH5KM+3p7mG3WO4pGBQbnKrHSdbjoioMxVON97f5oTVpMOEsmwAwISybFhNOry/zYkKpzvNNewewyUFoST3L062HBFRe7F5Lg3eII4qsKOwdX+oQocFRxXY0eANYvnmOiiKtufTMVxSEE7yl5lsOSKi9trOc5GkxH4VSZI4z6UvMhuTW9Yl2XJERO21necihIDbFx196vaFIYTgPJe+6JRheehufIbUWo6IqCdi81yqm1rweWUj1rd26K+vbMDnlY2oafJxnktfU5qdAavpwLtM2kw6lGZnHKYaEVFfU5JlQZbFgM8rG+F0+2E2RE/TZoMMp9uPzysbkZ1h0Pw8F4ZLCvxhBcML7TDrO79+MeslDCu0w88OfSI6GLFTjBD4YSlk0Xq7dyyOzHBJgdWoR1aGEVZT530qVpMher/GL1eJSLuqmnxoaglhQlk2CjItCdscFzgsmFCWjaaWkOY79HkWTEFRphnVTT40eoOQ8EMyy4h+0Wj0BlHd5EdRpjl9lSSiXi3WoT8414b+2RkdtjmOCIHKei879PuSvY0tqGr0RS9JJSC2+oIsRW8LAFWNLdjb2JK+ShJRr9Z24UpJkhKW3JckiQtX9kXrKxvgDYahlwG9BMR6VhREb+vl6LeO2OgOIqJU9ZWFKxkuKahz+aEo0SawsALE5koqInpbAqAo0XJERD0RW7gyx2rEDqcHHn+0+cvjD2OH04McKxeu7HMKHGZAAoJK51tbBxUAUms5IqIeKs+3Y/bkMowqykRNa8d9TZMPo4szMXtyGReu7GuOLcnudgygFCtHRHSwWvtzY//uDUOQYxguKXC2+CF1945J0XJERD1V4XRjyZpKbK52oah14coihwWbq11YsqaSqyL3NRVOT/dfHURrOSKiHmi7KvLQfBts5uioMJtZj6H5Nq6K3Bf5QhEIAAYZMOqkhKHIRp0EgxzNHl+IO1ESUc9wVeQj0NBcO/SyBEVEw8Sij759Fr0Moy56XC9LGJqr/c42ItKmtqsid4arIvdBQwpsKMg0QZIk+ENKwlBkf0iBJEkoyDRjSIEtvRUlol6r7STKznASZR9Ump2BM0YUIivDAINeRliJTqMMKwoMehlZGQZMG1nAVZGJqMf6yiRKbUefxsiyhJ8fPwBOTwDba1wIRUIAWpBrN8GgN2BYYSYumThA85ObiEi7YpMoq5t92OH0oCTTCCA6ibLKFew1kygZLikqz7dj3tSheO+bWmytagTQglGFDozsn43powt7xeQmItK22CTKZZvqULnPBZiBZl8IY0ocmDaqoFecZ9gs1gPl+XY8vOJbrNzuBACs3O7EQ8u/7RW/cCLqHcrz7fjX8u14e2M1AODtjdX457LtveY802fC5amnnkJZWRnMZjMmTpyI9evXH7LXKrvtPykdJyJKVdlt/0FFu2MV6D3nmT4RLn/7298wf/583H333fjyyy9xzDHHYPr06XA6naq/Vne/2N7yiyci7eoL55k+ES6PPPIIrrrqKsyePRsjR47E4sWLkZGRgeeff17V10n2F9obfvFEpE1nJHn+SLZcuvT6Dv1gMIgNGzbg9ttvjx+TZRlTp07F2rVrO31MIBBAIBCI33a5XACAUCiEUCjU5WuZdInDAk2ySPi7rQM9DxFRV3brBExtbnd1ntmNA59n0n0O6vXhUl9fj0gkgoKCgoTjBQUF2LZtW6ePWbRoERYuXNjh+PLly5GR0fUclQeP6/z4veOVDseWLl16gFoTEXVOrfNMS0t6d8Tt9eHSE7fffjvmz58fv+1yuVBaWopp06YhMzOzy8eNXrAs4bZJFrh3vII7v5ARUBLHnG9aMF3dShPREUGt80ysRSZden245ObmQqfToa6uLuF4XV0dCgsLO32MyWSCyWTqcNxgMMBgMHT5WoFI55OWAorU4b4DPQ8RUVcGRCTs6OR4+/PMUBz4PJPuc1Cv79A3Go0YN24cVq1aFT+mKApWrVqFSZMmqfpalX+YoWo5IqL2ViR5/ki2XLr0+nABgPnz5+NPf/oTXnzxRWzduhXXXnstvF4vZs+erfprdRccDBYiOlh94TzTJ8LlZz/7GR5++GHcddddGDt2LL766iu89957HTr51dLVL7Y3/MKJqHeo/MMMDG13bCh6z3lGEu2X3TwCuVwuOBwONDc3H7BDv71QKISlS5fi7LPPTnv7JhH1TT09z/T0vKaWPnHlQkRE2sJwISIi1TFciIhIdQwXIiJSHcOFiIhUx3AhIiLVMVyIiEh1DBciIlIdw4WIiFTHcCEiItUxXIiISHUMFyIiUh3DhYiIVMdwISIi1TFciIhIdQwXIiJSHcOFiIhUx3AhIiLVMVyIiEh1DBciIlKdPt0V0AIhBADA5XKl9LhQKISWlha4XC4YDIZDUTUiOsL19DwTO5/Fzm+HG8MFgNvtBgCUlpamuSZEROpyu91wOByH/XUlka5Y0xBFUVBdXQ273Q5JkpJ+nMvlQmlpKfbs2YPMzMxDWEMiOlL19DwjhIDb7UZxcTFk+fD3gPDKBYAsy+jfv3+PH5+ZmclwIaJDqifnmXRcscSwQ5+IiFTHcCEiItUxXA6CyWTC3XffDZPJlO6qEFEf1VvPM+zQJyIi1fHKhYiIVMdwISIi1TFciIhIdQwXIiJSHcOlh5566imUlZXBbDZj4sSJWL9+fbqrRER9yEcffYSf/OQnKC4uhiRJePPNN9NdpZQwXHrgb3/7G+bPn4+7774bX375JY455hhMnz4dTqcz3VUjoj7C6/XimGOOwVNPPZXuqvQIhyL3wMSJEzFhwgQ8+eSTAKJrk5WWluKGG27AbbfdlubaEVFfI0kS/vWvf+Hcc89Nd1WSxiuXFAWDQWzYsAFTp06NH5NlGVOnTsXatWvTWDMiIu1guKSovr4ekUgEBQUFCccLCgpQW1ubploREWkLw4WIiFTHcElRbm4udDod6urqEo7X1dWhsLAwTbUiItIWhkuKjEYjxo0bh1WrVsWPKYqCVatWYdKkSWmsGRGRdnCzsB6YP38+Zs2ahfHjx+O4447DY489Bq/Xi9mzZ6e7akTUR3g8HlRUVMRv79q1C1999RVycnIwYMCANNYsORyK3ENPPvkkHnroIdTW1mLs2LF4/PHHMXHixHRXi4j6iA8++ACnnnpqh+OzZs3CCy+8cPgrlCKGCxERqY59LkREpDqGCxERqY7hQkREqmO4EBGR6hguRESkOoYLERGpjuFCRESqY7gQEZHqGC5EbTz33HOYNm1auqtBKrjttttwww03pLsaRyyGyxFuz549uPLKK1FcXAyj0YiBAwfipptuwv79+1N6nsrKSkiShK+++urQVPQw8Pv9uPPOO3H33XcnHH/99dcxfPhwmM1mjBkzBkuXLk1TDQ+/+++/HyeccAIyMjKQlZWV7uqk5Ne//jVefPFFfPfdd+muyhGJ4XIE++677zB+/Hjs2LEDr732GioqKrB48eL4Cs8NDQ3pruJh9Y9//AOZmZmYPHly/Ninn36KSy65BHPmzMF///tfnHvuuTj33HOxadOmNNb08AkGg7joootw7bXXprsqKcvNzcX06dPxzDPPpLsqRyZBR6wzzzxT9O/fX7S0tCQcr6mpERkZGeKaa66JHwMg/vWvfyWUczgcYsmSJfH72/6ZMmVKvNxzzz0nRo4cKYxGoygsLBRz586N3/f999+Ln/70p8JqtQq73S4uuugiUVtbG7//7rvvFsccc4x47rnnRGlpqbBareLaa68V4XBYPPDAA6KgoEDk5eWJ++67L6FujY2NYs6cOSI3N1fY7XZx6qmniq+++uqA78eMGTPEr3/964RjF198sZgxY0bCsYkTJ4pf/epXB3yugxH7mdtavXq1ACAaGxvjxz7++GNx4oknCrPZLPr37y9uuOEG4fF4hBBCTJkypcPvJPbn7rvvTrlOS5YsEQ6Ho+c/VA9er329274n4XBYXHnllaKsrEyYzWZx1FFHiccee6zD87z44ouif//+h63e9ANeuRyhGhoasGzZMlx33XWwWCwJ9xUWFuLSSy/F3/72N4gk1zVdv349AGDlypWoqanBP//5TwDAM888g7lz5+Lqq6/GN998g7fffhvl5eUAovvgnHPOOWhoaMCHH36IFStW4LvvvsPPfvazhOfeuXMn3n33Xbz33nt47bXX8Nxzz2HGjBnYu3cvPvzwQzzwwAP43e9+h3Xr1sUfc9FFF8HpdOLdd9/Fhg0bcOyxx+L0008/4NXYJ598gvHjxyccW7t2LaZOnZpwbPr06Vi7dm2Xz/Pxxx/DZrMd8M8rr7ySxLvatZ07d+LMM8/EBRdcgI0bN+Jvf/sbPvnkE1x//fUAgH/+85+oqalBTU0NJk2ahFtuuSV++9e//vVBvXZ3rrnmmm5//mRkZmbG63zLLbck3KcoCvr374/XX38dW7ZswV133YX/+Z//wd///veEcscddxz27t2LyspKtX48ShL3czlC7dixA0IIjBgxotP7R4wYgcbGRuzbtw/5+fndPl9eXh4AoF+/fgk7ct5333245ZZbcNNNN8WPTZgwAQCwatUqfPPNN9i1axdKS0sBAC+99BJGjRqFzz//PF5OURQ8//zzsNvtGDlyJE499VRs374dS5cuhSzLGDZsGB544AGsXr0aEydOxCeffIL169fD6XTCZDIBAB5++GG8+eab+Mc//oGrr766Q/2bmprQ3NyM4uLihOO1tbUoKChIOFZQUIDa2tou34vx48d32/fU/jlTtWjRIlx66aWYN28eAGDo0KF4/PHHMWXKFDzzzDPIycmJlzUajbDZbIdtp9R77rnnoAMsEAjAaDTG69w+kAwGAxYuXBi/PWjQIKxduxZ///vfcfHFF8ePx36f33//PcrKyg6qTpQahssRLtkrk55wOp2orq7G6aef3un9W7duRWlpaTxYAGDkyJHIysrC1q1b4+FSVlYGu90eL1NQUACdTgdZlhOOOZ1OAMDXX38Nj8eDfv36Jbyez+fDzp07O62Lz+cDAJjN5h78pIksFkv86qynvvnmm4QTaiQSSbj/66+/xsaNGxOugIQQUBQFu3bt6vJLw+GQn5+f1BeSA9m/fz8yMzMPWOapp57C888/j927d8Pn8yEYDGLs2LEJZWJX5S0tLQdVH0odw+UIVV5eDkmSsHXrVpx33nkd7t+6dSuys7PjVySSJHUIolAodMDXaN/c1lMGgyHhtiRJnR5TFAVAdAe/oqIifPDBBx2eq6sRT/369YMkSWhsbEw4XlhYiLq6uoRjdXV1B7wK+Pjjj3HWWWd1eT8A/N///R8uvfTSLu8fNmwY3n777fjtdevW4Re/+EX8tsfjwa9+9SvceOONHR6b7l0Kr7nmGrz88ssHLOPxeA54/3fffYdBgwZ1ef9f//pX/PrXv8Yf//hHTJo0CXa7HQ899FBC0yiAeDNo7HNMhw/D5QjVr18/nHHGGXj66adx8803JwRBbW0tXnnlFVx++eWQJAlA9D9nTU1NvMyOHTsSvg0ajUYAid+w7XY7ysrKsGrVqk531BsxYgT27NmDPXv2xK9etmzZgqamJowcObLHP9uxxx6L2tpa6PX6pJtCjEYjRo4ciS1btiTMc5k0aRJWrVoVb34CgBUrVmDSpEldPpcazWJGozHh6mfv3r0J9x977LHYsmXLQV8hHQpqNIt99NFHBwzfNWvW4IQTTsB1110XP9bZVemmTZtgMBgwatSog6oPpY7hcgR78sknccIJJ2D69Om47777MGjQIGzevBm33norSkpKcP/998fLnnbaaXjyyScxadIkRCIR/Pa3v024esjPz4fFYsF7772H/v37w2w2w+FwYMGCBbjmmmuQn5+Ps846C263G2vWrMENN9yAqVOnYsyYMbj00kvx2GOPIRwO47rrrsOUKVM6dKynYurUqZg0aRLOPfdcPPjggzjqqKNQXV2N//znPzjvvPO6fO7p06fjk08+SQiSm266CVOmTMEf//hHzJgxA3/961/xxRdf4Nlnn+3y9dVoFuvOb3/7Wxx//PG4/vrr8ctf/hJWqxVbtmzBihUr8OSTT6r2Ort370ZDQwN2796NSCQSD83y8vIuO+YPplnM5/Phz3/+M3bu3Imzzjor3rfl8XgQDofR0NCAnJwcDB06FC+99BKWLVuGQYMG4S9/+Qs+//zzDlc7H3/8MU466STVrqIpBWkdq0ZpV1lZKWbNmiUKCgqEwWAQpaWl4oYbbhD19fUJ5aqqqsS0adOE1WoVQ4cOFUuXLk0YiiyEEH/6059EaWmpkGU5YSjy4sWLxbBhw4TBYBBFRUXihhtuiN+X7FDktmbNmiXOOeechGNTpkwRN910U/y2y+USN9xwgyguLo7/XJdeeqnYvXt3l+/F5s2bhcViEU1NTQnH//73v4ujjjpKGI1GMWrUKPGf//yny+dQQ7JDkdevXy/OOOMMYbPZhNVqFUcffbS4//77OzzflClTOh1+fPfdd4uBAwcesC6zZs3qdDjz6tWrU//BktDZEGR0MsTd7/eLK664QjgcDpGVlSWuvfZacdttt3V434YNGyZee+21Q1JXOjBJiEPYo0vUy1x00UU49thjcfvtt6e7KofcrFmzIEkSXnjhhXRXJe6FF17ABx980GmdvvrqK8ybN6/TvrTOvPvuu7jllluwceNG6PVspDncOM+FqI2HHnoo6XkYvZkQAh988AHuvffedFclgcVigcPh6PQ+g8GQMMS6O16vF0uWLGGwpAmvXIiISHW8ciEiItUxXIiISHUMFyIiUh3DhYiIVMdwISIi1TFciIhIdQwXIiJSHcOFiIhUx3AhIiLV/T+oYY5lW7Q0lQAAAABJRU5ErkJggg==", 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", 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", 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WaxJBuv/3//4fbrvtNnz88ceYMmUKmpubMXXqVHi9Xtx1110YOnQo7HY71qxZg1tuuaXdIM6ECROSA1n79+/Hww8/jGnTpmHNmjXJActWmzZtwnPPPYfnn3++xz+8tt566y28/fbbWLFiRbexP/rRj3DppZfi2muvxQcffIA//vGP+O9//3vQZciUqqqqZH9rQ0MDHn74Yfzwhz/EkCFDcMIJJxzw8w0YMAAjR47EBx980GnMxRdfjCeeeAJ33nknjjrqKIwZM6bH5c+W1nGVrsYxvv76a/h8vpTvp7M/dlVVD3pw/GB09NqdladtZa5pGsaPH4/f//73HcZWVlYCAAoLCyFJEpqamjqM27VrFzRNazd20ZXu/u5+85vf4Pbbb8ePfvQj3H333SgsLIQsy7j++utT6o+2PQ9d0TQNkiThzTff7PC9Se9ZMKr1Pems96IjvTYRhMNhAN/88i1btgwNDQ14+eWXkwNTQGIAqSMFBQUpn0anTZuGiooKLFy4ELfeemtK7K233oqjjz4a3/ve9zp8rqFDh+Ljjz9GPB7vNlEIIfCrX/0K3/nOdwxVlLNmzYLdbsf3v/99nHTSSRg6dGi7RDBo0CAAwJYtW5JN7FZbtmxJ3j9kyBAAaDc76mC4XK6U9/Hkk09G//798dZbb/UoEQCAoigIBAKd3n/SSSdh4MCBWLZsGe6///4evUZbbd+/1vcISGwbsGPHjnatlp4YMWIERowYgVdffTW5SCrdn//8ZwBIGQAsKChImbnU6uuvv04pa2cJo3WiwoYNGzr9Ptp+/+k2b96M4uLilNbAwRg6dCg+//xznH766V1+ojWbzRg6dGinf7+t3aXHHHOModc18nf30ksv4dRTT8UzzzyTcr25uTml0h08eDDeeust+P3+lJ/jl19+mZKchg4dCiEEBg8ejBEjRhgqpxGt78mBTNo44scIOuqfBICnn34akiQlK77WhND200csFjO8HLs1saRPYVuxYgX++c9/4r777uv0F3f27Nmor6/HI4880u6+9Kbtiy++iHXr1nU4+6gjZrMZl156KdatW4cf/ehHHcYcc8wxKCkpwRNPPJFS/jfffBObNm3C2WefDSDR1XTKKafg2WefbTc7qrMm+IFq/eTU00+rX375JbZs2YKjjjqq0xhJkvDwww9j3rx5+OEPf9ij12lr+vTpsFqtePjhh1Peh2eeeQYtLS3J9+9g3XHHHWhqasJVV13Vbkrz6tWrcf/992PcuHEp2xQMHToUK1euTBl/ee2111KmHwJIVtTpSWPixIkYPHgwHnzwwXb3tX6v5eXlOProo/GnP/0pJWbDhg146623cNZZZ/X0W27nwgsvxJ49ezqctRMOhxEMBpO3J0+e3G6KdKvFixcjPz8fU6dONfS6Rv7uTCZTu7+DxYsXt5uCfdZZZ0FV1XZ/762tnNbflwsuuAAmkwnz589v97xCiB6vJF+9ejUkSUrpLu/OEd8iuPjiizFq1Ch85zvfQWlpKfbv348333wT7733Hm677TaMHz8eQGKqXEFBAebMmYOf//znkCQJf/nLXzqt4Gpra5PbFdTX1+PJJ5+E2WxuNx3rrbfewowZM7r8VHjppZfiz3/+M2688UZ88sknOPnkkxEMBvH222/jZz/7Gc4777yU5/vJT37SYX9sZ+6++2784he/6HTgzGKx4P7778fll1+OqVOn4qKLLkpOH62qqkoZ1Hr44Ydx0kknYeLEibjyyisxePBg7Ny5E6+//nqPticIBAL4z3/+AyAxwPfwww/DYrEYqjwVRUn+DDRNS0690zQN8+bN6/Kx5513Xsr7ejD69euHW2+9FfPnz8eZZ56Jb3/729iyZQsee+wxHHvssfjBD36Qkde55JJLsGrVKjz00EPYuHEjLrnkEhQUFGDNmjV49tlnUVRUhJdeeimlVfnjH/8YL730Es4880xceOGF2L59O55//vl2U5KHDh2K/Px8PPHEE/B4PHC5XDj++OMxePBgPP744zj33HNx9NFH4/LLL0d5eTk2b96ML774AkuWLAGQWB8za9YsTJ48GVdccUVy+mheXl67tTQH44c//CH+/ve/46qrrsJ7772HKVOmQFVVbN68GX//+9+xZMmS5Kf88847D3/5y1/w5ZdfJj9R19bW4uGHH8bixYtxyimnpIwjtX5SXrFiBSZOnIgJEyYk7zPyd3fOOefgrrvuwuWXX44TTzwR69evxwsvvJDS8gISiWD69Om47bbbsGPHDhx99NF499138Y9//ANXXXVVcjxm6NChuOeee5LTSs8//3x4PB7s2LEDr7zyCq688krcfPPNB/weLl26FFOmTEkZt+iW4flFh6nHH39cnHXWWaKiokKYzWaRn58vZs6cKd544412sR9++KE44YQThMPhEBUVFeKXv/ylWLJkiQAg3nvvvWRc6/Sv1q/8/HwxZcqUds8JQEiS1G46Y0fTT0OhkLjtttvE4MGDhcViEWVlZeL//b//J7Zv3y6E+GZamMPhSNk+QYj2UwRbp4+2Tg9N19n9f/vb38S3vvUtYbPZRGFhobjkkkvE7t272z1+w4YN4jvf+Y7Iz88XdrtdjBw5Utx+++0dvlZ300c7eh/ffPPNDuPb6mj6qNfrFaeffrp4++23U2LbTh/tSk+nj7Z65JFHxKhRo4TFYhGlpaXi6quvbjflstWBTh9t69VXXxUzZswQBQUFwmaziWHDhombbrqp3YrpVr/73e9E//79hc1mE1OmTBGffvpph7+D//znP8WYMWOE2WxuV7bly5eLGTNmCI/HI1wul5gwYYL4wx/+kPL4t99+W0yZMkU4HA7h9XrFueeeKzZu3JgS0zp9NL2sna0U7+hnEovFxP333y/Gjh0rbDabKCgoEJMmTRLz588XLS0tybhoNCqKi4vF3XffnbzW+rvQ3VfrtO8D+buLRCLipptuEuXl5cLhcIgpU6aIFStWdPheBwIBccMNN4iKigphsVjEsGHDxH333ddu+qkQQvzjH/8QJ510knC5XMLlcolRo0aJuXPnii1btrSL7e73qrm5WVitVvHHP/6xw/s7IwmRoTY/EVGW3X333Vi4cCG2bt0Kk8mEZcuW4dRTT+2yK/Oyyy5DVVVVRlsyh4sHH3wQ//u//4vt27cbHrQGesEYARH1XTfccAMCgQBefPHFXBcl5+LxOH7/+9/j17/+9QElAaAXjBEQUd/ldrtT1haUlpbikksu6fIxJ5544gFNrTxSWCyWLrfA6Qq7hoiI+jh2DRER9XFMBEREfVyvHyPQNA179+6Fx+Pp8cZpRESHEyEE/H4/KioqOt2U8kD0+kSwd+/e5P4kRES9SXV1NQYMGHDQz9PrE0HrXh/V1dWdHvjRkXg8jrfeegtnnHFGRjaSIyJK19N6xufzobKysttty43q9YmgtTvI6/UecCJwOp3wer1MBER0SBxsPZOp7m4OFhMR9XFMBEREfRwTARFRH8dEQETUxzEREBH1cUwERER9HBMBEVEfx0RARNTHMREQEfVxTARERH0cEwERUR/HREBE1McxERAR9XFMBEREfRwTARFRH8dEQETUxzEREBH1cUwERER9HBMBEVEfx0RARNTHMRF0QFE0rP66EQCw+utGKIqW4xIRUW8TCMZw35sbAQD3vbkRgWAsZ2Ux5+yVD1PvbKrFcx/uxN6mAH4+ArjtlQ2oKHDjsilVOH10aa6LR0S9wDWL1uDN9TUwywL/exzw/MfVeG7FbswaX45HLp6Y9fKwRdDGO5tqseDNzfiyzg+3LZEj3TYzvqzzY8Gbm/HOptocl5CIjnTXLFqD19bVQBWp11UBvLauBtcsWpP1MjER6BRFw3Mf7oQ/EsfAAgfcdj0R2M0YWOCAPxLHnz7ayW4iIuqxQDCGN9fXJG/LUuq/APDm+pqsdxMxEejWVDdhZ0MQRS4rZDn1bZFlGUUuK3bUB7GmuilHJSSiI93v3t2SbAm0rfzb3lZFIi6bmAh0DcEY4qoGh9XU4f0OqwlxVUNDDgd0iOjItrsxktG4TGEi0BW5rLCYZIRjaof3h2MqLKZEy4CIqCcGFNozGpcpTAS6iZUFqCpyoSEYg6aljgNoWqIlMLjYhYmVBTkqIREd6W46bSRMeheQljZY3HrbJCXisomJQGc2y7hsShU8dgt2NYURiCgAgEBEwa6mMLx2C+acWAWzmW8ZEfWM22XFrPHlydutlX/bpDBrfDncWe55yGmtduedd0KSpJSvUaNGJe+PRCKYO3cuioqK4Ha7MXv2bNTWHropnKePLsWts0ZhRIkHgaieCKIKRpZ68KtZo7iOgIgO2iMXT8TUEcVIGyuGBGDqiOKcrCPI+YKysWPH4u23307eNpu/KdINN9yA119/HYsXL0ZeXh6uueYaXHDBBfjwww8PWXlOH12KqcP74dOd+1H7xUrc+51xOKaqH1sCRJQR2+r8GFDgxOkjilAXiABowchSN0rcdpQWOLGtzo9hJZ6slinnicBsNqOsrKzd9ZaWFjzzzDNYtGgRTjvtNADAwoULMXr0aKxcuRInnHDCISyTjEmDCvHGF8CkQYVMAkSUEZomsGRDLRqDMYwZUIBx0IBwC04bVQoNMrbWBfDWF7UYUuyGnD6/9BDKeSLYunUrKioqYLfbMXnyZCxYsAADBw7E6tWrEY/HMX369GTsqFGjMHDgQKxYsaLTRBCNRhGNRpO3fT4fACAejyMejxsuV2vsgTyGiKgre5rC2Lnfh/5eK2RokERilqIkVMgS0N9rxY46H3bV+9G/wNHp82S6XsppIjj++OPx3HPPYeTIkaipqcH8+fNx8sknY8OGDdi3bx+sVivy8/NTHlNaWop9+/Z1+pwLFizA/Pnz211/66234HQ6D7iMS5cuPeDHEBF15iQ7AAEg/M21qsj2b27Ygc9XVOPzLp4jFApltEySEEJ0H5Ydzc3NGDRoEH7/+9/D4XDg8ssvT/l0DwDHHXccTj31VNx///0dPkdHLYLKykrU19fD6/UaLks8HsfSpUsxY8YMWCyWnn1DRERt7GkK49H3tgEQ2NcSQXMwih8P8eOPX3mQ77KhLM8OQMLcU4d12SLw+XwoLi5GS0vLAdVrncl511Bb+fn5GDFiBLZt24YZM2YgFouhubk5pVVQW1vb4ZhCK5vNBpvN1u66xWLpUYXe08cREaUbWGyGx2nDG+trEFU02OTE5/D9wTh2+xVsrQ/jrPHlGFjs6XKMINN10mE1ChoIBLB9+3aUl5dj0qRJsFgseOedd5L3b9myBbt27cLkyZNzWEoiop5rDsbgjyiIKVqyspdlCTFFgz+ioCWU/W1sctoiuPnmm3Huuedi0KBB2Lt3L+bNmweTyYSLLroIeXl5uOKKK3DjjTeisLAQXq8X1157LSZPnnxIZwwRER0q1U0hbK4NIM9hgQRA0xKDxUIA+U4LhAA27QuguimEQUWurJUrp4lg9+7duOiii9DQ0IB+/frhpJNOwsqVK9GvXz8AwAMPPABZljF79mxEo1HMnDkTjz32WC6LTETUYzvqg2gOx9DPY4PNLEOoCoAwBuTbIZnMiCgaGgJR7KgP9p1E8OKLL3Z5v91ux6OPPopHH300SyUiIjq0JAEIdDZHJzdzdw6rwWIiot5sSLELeU4L6v1RyJIEVVWBAcDu5ghMJhM0IVDgtGJIcfZaA8BhNlhMRNSbDShwYlSZBy1hBU2hOCR9YpAkAU2hOFrCCkaWeTCg4MDXPB0MtgiIiLIo32mFx25GNK5C07cd1TQBq0mCzWJCvjP7Z54wERARZcme5jCaQ3GcOLQINS0RNAciACIocFpR4HagLM+G5lAce5rDqCzMXquAiYCIKEuCMQURRcWQYjcGFDgRDMcA+HDi0GK4HFaoQmBnfRDBmJLVcnGMgIgoS1xWM+xmE0IxBZIkweNIfBb3OMyQJAnhmAqb2QSXNbuf0ZkIiIiypH++A0P7uVHTEoGmafCHE5/8/WEFmqahpiWCYSVu9M/vfJ+hQ4FdQ0REWSLLEmaOK8WmfT4s+aIWJmiYMBT4aHs9VMgYUebBGWNLs3oWAcAWARFRbnR0VmWOsEVARJQlrSeUqZrAzDGlCEXiaB0sdtot2LY/mJMTytgiICLKkj3NYWzfH0B5nh2yLKcMFsuyjPI8O7bVBbCnOdzNM2UWEwERUZa0Th91djIryGE1IaqonD5KRNRbtZ0+2hFOHyUi6uXaTh9NPyVYCMHpo0REvV3r9NG9LWF8WetHvl3GYCuwryWM5oiGIreN00eJiHq7YSUenDaqBMGoilU7mwAAq3Y2IRhTcdqoEgwr8WS9TEwERERZtK3Oj3c318FlM+O4qkIAwHFVhXBZzXh3cx221fmzXiYmAiKiLGldR9AYjGFEqRuleXYAQGmeHSNK3WgMxvDWF7XJ7amzhYmAiChL2q4jkKTUcQBJkriOgIiot+M6giOIpgnsaUpk5D1N4aw304iod2q7jkAIkbL7qBAiZ+sIOH00zbY6P5ZsqMXO/T6cZAcefW8bqvp5MXNcaU5G84mo92hdR7ByRwMURUMgEsOEKuCTnY1w260wm2VMHlKU9XUEbBG0sa3Oj4Uf7sSGvS3Ic1gAAHkOCzbsbcHCD3fmZDSfiHoPWZYwqtyDmpYIvmoIonW5gCwBXzUEsa8lgpFlHq4jyJW2o/nDS9xw2xONJbfdjOEluRvNJ6LeQ9MENtf4Ue61Y0ixC63ViSaAIcUulHnt2LLPn/V6hl1Dunaj+W1+Dumj+dk8VJqIeo/WemZ4qRtum1k/s7g5sY7AYUUgquSknmGLQHe4juYTUe/Rtp7p6MxizhrKscN1V0Ai6j0O13qGiUB3uO4KSES9x+FazzAR6Fp3BSx0WbG1LoBAJJGxAxEFW+sCKHRZc7IrIBH1HodrPcNE0MawEg8un1KFcRV5aAnHAQAt4TjG98/D5VOquI6AiA7a4VjPSCK9fdLL+Hw+5OXloaWlBV6v19BjNE1gV70fn694D0dNPhUDi7M/r5eIereDqWd6Uq91hS2CDsiyhP4FiT66/gUOJgEiyrjDqZ5hIiAi6uOYCIiI+jgmAiKiPo6JgIioj2Mi6ADPIyCiQ+1wqme4X0IankdARIfa4VbPsEXQRut5BOv3NMOkvzMmGVi/p5nnERBRRhyO554wEehazyPY1RBCSziOL/Ymfhhf7PWjJRzHroYQzyMgooNyuJ57wkSg29McxmfVTajzR7DfH4Xdknhr7BYZ+/1R1PkjWLOrCXuawzkuKREdqdqde9JG+rkn2cREoPNH49jVGIKiChQ4LUDrzhsicVtRBaobQ/BH47ktKBEdsQ7Xc084WKwLRBSEYyqsJgk1LRGoqgoMAHY3R2AymWAzywjFtORugUREB6rteQQeu6Xd/TyPIMfcNjNkScL+QAzBmAqLKdFss5gkBGMq9gdiMMkS3DbmTiLqGZ5HcJhz2cwwmyQIIaBpGhR9sEbRErc1IWCSJbiYCIioh3gewWFOAmAzy7BbTRAC8On7hPvCcQgBOCwy7GYZ3IeUiA5G63kEYyu8qGlJDArXtIQxriJ35xHw460uFFfhtJoQjWsIKxpscmuzTSCsaIB+sHQorua0nETUSwj9S///XB4NwxaBzmExoSkUh6IKyBLQ+tlfhgRZAhRVoCkUh8NiynFJiehI1nZBmceR+CzucZi5oOxwIDQBXzgOTWiwmOTkHF9JkmAxyVCFBn8kDsEFZUTUQ4frwlUmAt3OxhBUTUDTBKJxDa1rPSQJiMY1CE1AUQV2NoZyW1AiOmIdrgtXmQh0QgjEVQ1Ws5z84bSyW2RYzTLiqpbTfjwiOrK1Xbha6LLCak7UNVazjEKXNWcLV5kIdA6rCbIkQZISawVaF3t47Ba4bWZIkgRZHzAmIuqJ1oWrNv3DZkyffNL6r80iIxRTs75wlbOGdF6HBfkuK5qCMUQUDW5ra98QEIlrkCQJBS4rvI72qwGJiIxw28xwWEzwR+LwhePtdjCQJMBpNWd94SpbBDqPzYLhJW4UuqyQAMQVDdD/lQAUuq0YVuKGx8ZEQEQ947FbUOS2whdW0BiKJbuahRBoDMXgCysodFk73H7iUGKLQNc/34FvVRYgGtcQ96poDkYBRJDvtCLfZYPFZMLEgQVZX/pNRL1HudcOs5yYlSgDybEAfzQOWTIlZymWe+1ZLRcTga516ffeljAaAlFUFdoB+HB0ZR6aIxqK3LacLP0mot6jxheBommIqRoicQ2t81IUDYhrGhyQEFc11PgiqCx0Zq1c7Bpqo3Xp9/j++VATPUNQNWDCgPycLf0mot7DH43j64YgYooKIb6pgGUkdr6PKip2NQSzPmuILYI0w0o8GDLNjV31fny+ohpzTx2GgcUetgSI6KC1hOJoCMShaUgeh9vKJAOaBtQH42gJcfpozsmyhP4FibGA/gUOJgEiyojdTSEomgYNid6GNlsNQdUADYCiatjdlN2Fq0wEHYjFVPznixoAwH++qEEsxo3miOjghePqN4cfpt2XTAoiEZdNTARp/rJiJ2Y8+D5+/coGAMCvX9mAGQ++j7+s2JnbghHRES/PYUlW+On9DFJaXDZxjKCNv6zYifv/swXhmAKnOfHj0jQNu5vCuP8/WwAAP5xclcMSEtGRzG0zwywnZgnJEqAfhAiTlLiticRYAReU5UgspuLxZdsQiikwSYDFlNhKwmIywSQBoZiCx5dtYzcREfWYSZbhsVtglhNdQPrkRGhI3DbLiUVnJjm7VTMTgW7Jpn2o80dhkgBr2pkDVksiGez3R7Fk074clZCIjnSDi10oy3OgwGWF0yqntAicVhkFLivK8hwYXOzKarkOm0Rw3333QZIkXH/99clr06ZNg6RvBNf6ddVVVx2S19+8zw9Nb67FFA1RNfHJP6qqiCkaZCkxqr95X/YPjSCi3qGywIkTBhfCZjah1OtAZYFLv+5CqdcBm9mEyUMKUVmQvcVkwGEyRrBq1So8+eSTmDBhQrv7fvKTn+Cuu+5K3nY6D80b5NX39oirgCQJWPUpoxIkqJpIjvR7s7wHCBH1HrIs4eITBqIuEMWXtX6gzbb2JpOEoyrycdHxA/ve4fWBQACXXHIJnn76aRQUFLS73+l0oqysLPnl9XoPSTlOH90vsaADidH71h9D6/9rSAzinD663yF5fSLqG4aVeHD99OH49oQKDNG7gIYUu3DeURW4fvrwvnl4/dy5c3H22Wdj+vTpuOeee9rd/8ILL+D5559HWVkZzj33XNx+++1dtgqi0Sii0Wjyts/nAwDE43HE452v1pOFQLnHirpA4rFmSej/ajDLEswAStw2yEJ0+TxERN0ZVGDHT04ahN0NRdiwqgY3Th+GAUVuyLJkqH7JdB2U00Tw4osvYs2aNVi1alWH91988cUYNGgQKioqsG7dOtxyyy3YsmULXn755U6fc8GCBZg/f36762+99Va33Uo3jWl/7c5JWptbIaxfuQzru3wWIqIDs2HVf7HhAOJDocyuPJZEjs5erK6uxjHHHIOlS5cmxwamTZuGo48+Gg8++GCHj3n33Xdx+umnY9u2bRg6dGiHMR21CCorK1FfX99lt9KepjAefW8bAIE9jUHUtIRx/egIHtxkR3m+A/0LXAAkzD11WHL7CSKigxGPx7F06VLMmDEDFovx8Uefz4fi4mK0tLRkpLs8Zy2C1atXo66uDhMnTkxeU1UVH3zwAR555BFEo1GYTKnTOI8//ngA6DIR2Gw22Gy2dtctFkuXb/TAYjOq+nmx8qsGaLIZdqsVQAR2qxWaZMY+v4LJQ4u4AR0RZVx39VNH8ZmUs0Rw+umnY/361E6Wyy+/HKNGjcItt9zSLgkAwNq1awEA5eXlGS+PLEsYVe7BK2v3wBeOocjxzVvzVX0QXocVI8uYBIgoMzRNYE9TGECiR2JgsTln9UvOEoHH48G4ceNSrrlcLhQVFWHcuHHYvn07Fi1ahLPOOgtFRUVYt24dbrjhBpxyyikdTjM9WJomsLnGjzyHGdGYgnp90Lg+EIXdZkGew4wt+/w4dWQJkwERHZRtdX4s2VCLnft9OMkOPPreNlT182LmuNK+OWuoM1arFW+//TYefPBBBINBVFZWYvbs2fj1r399SF5vT3MYn1U3IRBRYLWYUOgwA4iiIs+BgCIQiChYs6sJe5rDWT05iIh6l211fiz8cCcagzH091oBkdhkbsPeFuxtCefkEKzDKhEsW7Ys+f+VlZV4//33s/ba/mgcuxpDUFWBIrcVFjkxhu52mGHTJDQEYqhuDGX95CAi6j00TWDJhlo0BmMYXuKGDA0IA267GcPtVmytC+CtL2oxpNid1Z6HnC8oO1wEIgrCMRU2/RDRmL4feOu/NouMUExFIKLkrIxEdGTb0xzG9v0BlOclDqf3h5WUf8vz7NhWF8Ce5nBWy3VYtQhyyW0zw2ExwR+JwxeOQ1VVYACwuzkCk8kESQKcVnPWt4clot4jGFMQUVRE4jI21/jhD0cxoQr4ZGcjPA4bqoqdiCoqgrHsfuBki0DnsVtQ5LbCF1bQFIpD0ltlkgQ0heLwhRUUuqzwcK8hIuohl9WMmKJhza4m1PojaO39kSWg1h/B6q+bEFU0uKzZ/cDJj7e6cq8dZlmG2STDbZOgaYkVxUIA+Q4zIoqAxSSj3GvPcUmJ6EhV7rUjGtew3x+D1QT4giowCNjbHIbZbEJMBUq99qzXM2wR6Gp8EdgsMordVtitZpS4E4vSStw22K1mFHtssJpl1PgiOS4pER2panwRKJqGcExFrT+GQDTRBRSIKqj1xxCOqYirWtbrGSYCXTCmwGqWMWlQIUo89pSTg0q9dkwcmA+bWc563x0R9R7+SBxfN4QQUzs+6TCmqvi6IQR/JLuzE9k1pHNZzbCbTbBbZBxbVYBgOAagGcdVFcLlsCIQVRCNZ7/vjoh6j5ZwDA2BKIQAHGYZNpMAoMJhkSGrEiKKhoZAFC3hWFbLxRaBrn++A0P7uVHTkmiSefQtJlr/rWmJYFiJG/3zueEcEfVMdWMYqhCQZUCSJcj6rBRZkhK3ZUAVAtWN2Z0+ykSgk2UJM8eVotCVWNTRul4gEFGwtS6AQpcVZ4wt5fYSRNRjUUWDLEkwSRIUVUDT937WBKCoArKUSA5RRev6iTKMiaCNYSUeXD6lCuMq8tASTvTRtYTjGN8/LyfLvomodxle6obdYoIsSzDLQFxNVPhxVYNZBkyyBLvFhOGl7qyWix3eaYaVeDBkmhu76v34fEU15p46jFtPE1FGHDOwEMNL3Fi/pwWKJmDVt7KJawIxLXEa4phyN44ZWJjVcrFF0AFNE9jnS/TR7fOFoWk5ObuHiHoZs1nGicOKoQkgvVppvTZ5aDHM5uxWzWwRpHlnUy0WLt+B6gY/bhwN3PLSOlQWeXD5SYNx+ujSXBePiI5giqJh7a5muGxmaJoKTUtMIzXJgMdsgizL+Ly6GYqiZTUZsEXQxjubajH/3xuxdnczwrHEDygcU7F2dzPm/3sj3tlUm+MSEtGRbE11E3Y2BFHstsBrt8BpTnwWd5rN8NrNKHZbsKM+iDXVTVktFxOBTlE0PPbeNuz3R2CWJJhNibfGbJJhliTs90fw+LJtULI8mk9EvUdDMLF6uCUURyASh6YfGa8JgUAkjpZQHOGYioYg1xHkxKe7GrG1LgBJSszjDekriEMxBaoQkCTgy9oAPt3VmOOSEtGRqtBpQUzV0BKOwxfVENC3uQ/EVfiiietxVUOhM7ubWzIR6LbWBhCJq1BVgbg+nxdILPSIqwKqKhCJq9haG8hxSYnoSFXitUNRNcQ1IH0KigAQ1xJTSUu46Vxu2M0yNCGgCQGzSUrZHtZskpL32bM8mk9EvUdLJIZIvOvu5UhcQ0uEXUM50b/QAZMkQROAEKm5WojECkCTJKF/IbeYIKKeeW9THbobZdT0uGxiItDlO60octsgyxJiioCiT/JVNIGYIiDLEorcNuQ7rTkuKREdqWp90YzGZQoTgc5js2BMhRclbhtMJgmKfjCNomkwmySUuG0YU+GFx8YTyoioZwocxj5IGo3LFCYCXf98B75VWYCyPDuKnGaY9MFikySh0GlGWZ4dEwcWcPdRIuqxycML0d1mNZIel01MBDpZljCq3IP9gRiawgrMsr6OQJbRFFawPxDDyDLuOUREPVfstsNu6bratVtkFLs5aygnNE3gw631iKkabCY5mbUlADaTjJiq4aNt9dx3iIh6zGaW200b7Swum5gIdNVNIazc0QhV1aBqAhF9e9iIfltVNaz4qhHVTaEcl5SIjlQb9/qgqBpMEmBO61wwS4BJAhRVw8a9vqyWi4lAt6M+iH0tYfgiCsJKYjtYADDLEsKKBl9Ewb6WMHbUB3NcUiI6UtX6oomDaeTEArK265UEEpvPSZLEWUO5omoaAlEFqqrBapJSEoHVJEFVNQSjClSNew0RUc+U5dkgSxJalyq17YIGACESuxmU5dmyWi4mAl0wpkLT9xQCkLIZFIDkHkRBfVdSIqIDNX1EKWxmExQB2MwSLPqkFIssw2aWoAjAbjFh+ojsbnnPRKAzyRKsJhlCJJZ4R/RdRiOKhkhcgxCA1STDxFlDRNRD+0MxVBU7YZIkhOKpY5GhuIBJkjCoyIn9IW4xkRP93DY4rSZIsgQBJJtuQiT67iRJgtNqQj93dptsRNR7BGMKLCYJFlPHHyhb7wvqux9nCxOB7uj++XDpq4Yd5tQxAodZBiTAbbfg6P75OSwlER3JbGYZXzeEEVe1dpWvjMTOo7saw5w+miu1gSgq8u2wmWXE2mwRKwDEtMSuo+V5dtQGsjuaT0S9R50vAl8kBkVDu83nNACKBvjCMdT5IlktFxOBLtFkk1HotMAkSRB6KhBI9NsVOC2wmOSsN9mIqPfY548grnyzpCx91hAAxBSBff7sJgIeXq9zWkyoD0ShaECR24pYLA5AhdNihtVqgaIJNASicFpMuS4qER2hduwPpLQERNq/QKJlsGN/dg/AYiLQCQBRRYMvEodZluCxJSp8u9UEf1SBogk4rGZDy8OJiDriNBvbvdhoXKawa0gXjCUqe1mSIEmpI/qSJEGWJKiaYNcQEfVYWYG920pX1uOyiS0CXSCiQNME+rmtiCoaFDWxcExRBVxWM2xmCTFVIBBhIiCinhlT5oFJBrraoMAkJ+KyiS0CndtmhkPv/y/Ps2NAfiIjD8i3o1xf7u20muC2MXcSUc/sbo7AaTWjs3WpsgQ4rWbsbuasoZzw2C0YWOSExSyjKRRPGc5vCsVhNsmoLHTCY+cJZUTUczaLDLtZbndAjQTAbpZh6+a8gkOBH291rSeURRUNiqIhEEks8Y7EBfp5bDCbZJ5QRkQHZVCRE0JIEJBQ4jZDEgCgosBugZAAX1QASGwzkU1MBDpZljBzXCn2toTREIhhUKEdQDPGVnjRHNFQ5LbijLGlPKGMiHrMJEnw2k0IxxXENAlua6I+sVhkBGICJlnAazMlj8rNFnYNtTGsxIPLp1RhbIUHdfqCjjp/BOMqvLh8ShWGlWR3AIeIepdQXEX/AifKvDZIAOL65pZxRYMEoMxrQ0WBE6F4dnc5ZosgzdcNIXz8VSOqGwJAEbC9LoCYKmF0hZeJgIgOistqRrHbhmK3FTXNETQFIwAiyHdaUeC2ozzPDkCCy5rdqpmJoI13NtViwZub4Y/EUea2Aggh32nF1v0BLHhzMwDg9NHZ3SeciHqP/vkODO3nxoa9LTimqgChSByAD1OGFsNpt2Db/iDG98/L+lgku4Z0iqLhuQ93wh+JozLfnrINdWW+Hf5IHH/6aCcUhSeUEVHPtI5FFrqs2FoXQDAWBwAEY3FsrQug0JWbsUgmAt2a6ibsbAjCapLwZV0QO+oTe33sqA/gy7rE9R31QaypbspxSYnoSDasxIPTRpUgEFGwYnsDAGDF9gYEogpOG1WSky5odg3pGoIx+CNxhGMqNAG4LImMbJIlBGMqonEVTqsJDcHsnhxERL3Ltjo/XvlsD2r9UVj1cwesZhm1vihe+WwPBhU5s54M2CLQ5TssCMc0KJqAzSynHExjM8tQNIFQXEO+gwvKiKhnNE1g0cpd+Ly6GZoQyHdaAQD5Tis0IfB5dTP++vEuaFp2t7dkIkgSQJszCFLvaTNgwP1HiaiHqptCWLmjEbIkodBpSTkTt9BpgSxJWPFVI6qbQlktFxOBrjmswGE1w2KSEVMFFD0jK5pATBWwmGQ4rGY0h7npHBH1zI76IJrDMdgtMmpaosk9hXY3R1DTEoXNIqMlHMOO+mBWy8UxAl2RywqP3QyP3YSWkAJVS1T4qibgsJiR5zADkFDksua2oER0RFNUDfv9EWgCsOvnXAkhEIjGEYol9jXLNrYIdBMrC1BV5EJMFRhe4sSAgsReHwMKnBjez4mYKjC42IWJlQU5LikRHamqCp0QAghEVYRiKloiiemjLZE4QjEVgaiajMsmJgKd2SzjsilVsJlN2FwXRL1+SH19IIrNdUHYzSbMObEKZjPfMiLqGUmWYJIlxNVEl3PbM4tjqkBc1Q/H4jqC3BlU5MTgYhfsZhmKmlg4pqga7GYZVcWurO8ISES9iz8SRziuQZYBU1pdb5IAWQYicQ1+vaWQLUwEOk0TWLKhFpoQGF7iRpEncRhNkceG4SVuaELgrS9qsz6ti4h6j50NQcQVFS6rGU6rCWY5UQWbZRlOqwkuqxkxRcXOBg4W58Se5jA+q27Cfn8EsbgGIRItAlXTUOeLwmKWsWZXE/Y0h1GZ5f47IuodJEmCLEuQAThsZpglDUAceQ4zFCEjHFMhy+3PTT/UmAh0/kgcuxpCqPVH4I8osMiJT/57W6KIazF47OZkHBFRT/Rz2+C2mRGJq4goGhz6rCFVAyKqBkgS3FYT+rltWS0Xu4Z0gaiCmpYIWsIK0nt/NAG0hBXsbY4gEOU6AiLqmYmVBRhe4gEgQVHV5AdLfySeHJccUerJ+uxEJgKdRZbg76aS90cVWHhCGRH1kNks44yxpdCEQEwRcFgSTQKHxYSYokETAjPGlGZ9diITgW7ZlrqMxhERpdM0AV9YwfBSN0o8tuSGNQJAideO4aVu+CNK1ielcIxAt21/IKNxRETp9jSHsX1/AEcNyIdriAl1LSEA1ThtVAlK8pwIxlRsqwtkfVIKWwQ6l81YTjQaR0SULhhTEFFUOK1myLKMcv0ksvJ8B2RZhsNqQlRREYxldyySiUB3zlHl6K73X9LjiIh6wmU1w242IdRJRR+OqbCZTVk/s5iJQHfi4H4o9XS9oVypx4oTB/fLUomIqLdpPbO4piUCIdK2uxcCNS0RDCtx88ziXJFlCeP653UZM35AXtbPEiWi3qPtmcVf1vqxryUMANjXEsaXtX6eWXzfffdBkiRcf/31yWuRSARz585FUVER3G43Zs+ejdra2kPy+tVNIextiaLAaWn3ppgAFDgt2NMczfqBEUTUu7Q9s3j51noAwPKt9QhEcndm8WGRCFatWoUnn3wSEyZMSLl+ww034N///jcWL16M999/H3v37sUFF1xwSMqwoz6I/YHEHuEWs5RcL2CRJZjNEjQB1AciWT8wgoh6l211fvx5xdfYtM+XHBQOxhRs2ufDn1d8jW11/qyXKeeJIBAI4JJLLsHTTz+NgoJvVtO1tLTgmWeewe9//3ucdtppmDRpEhYuXIiPPvoIK1euzHg5NCEQiiiJQRwh0LqewywDEAKhmIJgRIEmuOkcEfWMpgk8+t42fPp1Y3JgGABsZhPCMRWfft2Ix97b3vfWEcydOxdnn302pk+fjnvuuSd5ffXq1YjH45g+fXry2qhRozBw4ECsWLECJ5xwQofPF41GEY1Gk7d9Ph8AIB6PIx7vfJ8gm6zBBA1mCJhkQNIrfElosMgSVE3ABAk2WevyeYiIOrOrPohPtu+HWaiwmGUINdEiEKoCp1lGTFXxyVd12FHbgoHFrk6fJ9N1UE4TwYsvvog1a9Zg1apV7e7bt28frFYr8vPzU66XlpZi3759nT7nggULMH/+/HbX33rrLTidXS/QuPuY9tfunKSl3K7f9Ane2NTl0xARdeqXY9tf+5+j204nVbDhk/exoYvnCIUyO1aZs0RQXV2N6667DkuXLoXdbs/Y895666248cYbk7d9Ph8qKytxxhlnwOv1dvq4D76sw41//xxRRYMAYJMF7j5Gw+2fyohqEiQAdrOM3114FE4ZUZKx8hJR3/HXj7/Gff/ZDJMEWM0m2GSBWybEcf86C6KahJiiQgXwq5mjcNHxgzp9ntaejkzJWSJYvXo16urqMHHixOQ1VVXxwQcf4JFHHsGSJUsQi8XQ3Nyc0iqora1FWVlZp89rs9lgs7XfwtViscBisXT6OKfNhogCxNTUaVtRTUpeE1IirqvnISLqTL7HjrgmIS5J0BQBoW9DHVGBqCoQ02RACOR77F3WM5mug3KWCE4//XSsX78+5drll1+OUaNG4ZZbbkFlZSUsFgveeecdzJ49GwCwZcsW7Nq1C5MnT854ecJK4kAIobYfpGm9IksSwoqa8dcmor5hSD83nDYLApE4IhqSi8oiioao/oHTY7dgSD93VsuVs0Tg8Xgwbty4lGsulwtFRUXJ61dccQVuvPFGFBYWwuv14tprr8XkyZM7HSg+GBLQ7Ui9polut6EgIupMnt2KqiInvtjrg6oJtH7uVEXi3BOTLGFQkRN59q53Oci0nM8a6soDDzwAWZYxe/ZsRKNRzJw5E4899tgheS2LWYLSTSJQNAGLmamAiHqm3GuH126BxdS+vhEALCYJeQ4Lyr2ZGzc14rBKBMuWLUu5bbfb8eijj+LRRx895K+9tymCDnqFUqgiEUdE1BM1vgjq/BFE4onZiK0fK1v/jcQ11PoiqPFFuA11LvijsYzGERGlaw7GsKsxMfXTIgOtWwrJUuI2AFQ3htAczG49w0Sg290QzmgcEVG6NdWNiCkaLDIgSVLKCWWSJMEiA1FFw5rqxqyW67DqGsqlYFzrPugA4oiI0sUUAQEgrgECAjZ9+qgmgJiamIwiSYm4bGKLQFfoNDZKbzSOiChdaZ4dEN9MSU8n9P+U5mV3sJiJQHfc0PyMxhERpRvVz9gW00bjMoWJQNfgM7aJk9E4IqJ06/a2ZDQuU5gIdMG4scOijcYREaULxOKddgu1EnpcNjER6ITBMWCjcURE6VqPM5GQOPmwtQKW9dtSWly2MBHoJINnhBqNIyJK189tg0lOTBvVgJTpo623TbKEfu72G2ceSkwEOpfF1O0+QpIeR0TUEyVeO9x2M2QkKv22iUAgUce47WaUZHmLCSYCXVm+sTfeaBwRUbqj++cjz26BSZaQ/pHSBMAsS8h3WHB0//yslouJQLe32dgeQkbjiIjS1QaiqMi3w2QC0je0VwGYTEB5nh21gWhHDz9kmAh0UUU1NJof5XkERNRDwZgCXyQOpZMdLhVVwBdREIxld3YiE4HOYzO224bROCKidFZZwo76IDQBmKXUTefMUmKH4531AVizPCmFiUBX4zPW5WM0jogo3YYaX+JcdH2bCZOUqPBNrRvQicRpZRtqMnsmcXeYCHTBqMEFZQbjiIjS7WuJpKwR0PQbWpuLQiTison9HLoil7F5u0bjiIjS2cxScodRVSDlqEpVACbpm7hsYotAN7DQYWgdwcBCRzaKQ0S90LcGFsAkS8kEkH5CmaqfW/ytgQVZLRcTgU6SJUOzhriymIh6ymu3wCp/U+2KtH8BwGqS4bVbslouJgJdU8jY0XBG44iI0u3zRSCbJHTW82OWAFmWsC/Lk1KYCHQb9xobpTcaR0SUrikUhxACnSwjSFwXAk0h7j6aE3GDR8MZjSMiSpfvMCMS73zxqgAQjqvId2R3Hg8Tge7YqsJu3wxZjyMi6glFE1C62cpe0RJx2cREoDtzTBnynF0P0OQ7LThzTFmWSkREvc1nu5oNTUr5bFdzFkrzDSYCndkso6SbPcD7eWwwm/mWEVHPqAZPnDEalyms1XQ76wOobg51GbO7KYSd9YEslYiIehuvxVjfv9G4TGEi0L29qQ6hWNedd8GYhrc31WWpRETU2/gN7ipqNC5TmAh0DUFj83aNxhERtSMZ7PIxGpchTAS6aNzYOQNG44iI0nkMrhg2GpcpTAQ6u9VYn5zROCKidBbZWJVrNC5TmAh0+Q5rRuOIiNI5LCZ0t12ZLCXisomJQFfiNVbBG40jIkrXv9ABiyxB6iQZSBJgkSX0z/Iux0wEukDUWN+/0TgionT5Tiu8Dgu62mPC67Ag35ndD5xMBDqLyWDfncE4IqJ0LqsZpi62vBdInEfgyvJYJGs1XSRm7JO+0TgionSqosEX6XqNgD+iQO1uQ6IMYyLQKZowdEJZtjeDIqLeY011M+KqCllKjAe0Hk1p0m/LEhBTVaypbs5quZgIdOX59uQPpTMmKRFHRNQTobgCTUt0/6TPCzIhcV3TEnHZxESgmza0n6FdAacN7ZeN4hBRL5TvtEKWAKEJyGlTh2RJ0q+Dg8W5smz7/k5PDWqlikQcEVFPDC1yw24xQRVAXIiUw+vj+sllDosJQ4vcWS0XE4FuZ4OxXUWNxhERpXM7zMh3WhKtAoHkh09VJG7LEpDntMLNE8py44vdxs4iNhpHRJROQmIfIYc1MULQ2gnR+q/DaoLXbu524kqmMRHojE4G4qQhIuqpUFxFTNE6XZgaiKqIKhpCWd7ckolAV+QyNjhjNI6IKJ1VkvB1Q7DLmK8bgrB2tgfFIcJEoDtqUF5G44iI0q3Z04h4N2vF4loiLpuYCHTRuLE+H6NxRETpPvrSWAVvNC5TmAh0DosZ1m5WlFlNEhxZPkuUiHoPVRjbOsJoXKYwEegmDcqH2SR1OlovAbCYJEwalJ/FUhFRb1KZ58xoXKYwEejMsgyv3dLlroAeuwXmLJ8cRES9h8libBDYaFymsFbTBaIKtG7mhmpCIBDN7h4gRNR7mAx+kDQalylMBLqWcAwt4Xinx8jJEtASiqMlHMtuwYio15g0qMDQ5paTBhVkp0A6JgJddWMYiiY6XTCmicQW1NWN4ewWjIh6jf75jm7PI3ZaTeifz6MqcyKiqN2uGtZEIo6IqCdCcRWmbk6vlyWJK4tzxWM3G9qG2mPn9FEi6plmf6zbccZAVEGzP7td0EwEumh3y/0OMI6IKN26mmZD292vq2nOSnlaMRHogjFjs4GMxhERpfOFjdUfRuMyhYlA9/X+rjeCOtA4IqJ0xW5LRuMyhYlAV90UymgcEVG6ykJXtzGSwbhMYiLQmU3G3gqjcURE6UyyDLOBdQRcUJYjRw80tr200TgionRWWTI0WGztZopppjER6PxhY/N2jcYREaXbUOMzNE19Q012j8RlItA1BozN2zUaR0SUzh+OZzQuU5gIdHHN2HQto3FEROmKPbZuD6aX9LhsYiLQHa7ze4mo95hUVQBLN7vOWUwSJlVx07mc0LrN0wcWR0SULs9uhbebbWq8djPy7NYslSghp4ng8ccfx4QJE+D1euH1ejF58mS8+eabyfunTZsGSZJSvq666qpDUpYx5Z6MxhERpROaSNRlndwvAZBlCaK7HTAzLKc7qA0YMAD33Xcfhg8fDiEE/vSnP+G8887DZ599hrFjxwIAfvKTn+Cuu+5KPsbpPDRHuFUUGNv21WgcEVG6nY0hhGNqlychhqIqdjaGUNXPnbVy5TQRnHvuuSm37733Xjz++ONYuXJlMhE4nU6UlZUd8rKoBveSMxpHRJQurqkIxrqegh6MqYhr2Z2mftjsqayqKhYvXoxgMIjJkycnr7/wwgt4/vnnUVZWhnPPPRe33357l62CaDSKaDSavO3zJebjxuNxxOOdT8lyWgCb6Zs8bZNFyr9t47p6HiKizuzc74PVQD2zc78P8WHFnT5PpusgSQiR3c6oNOvXr8fkyZMRiUTgdruxaNEinHXWWQCAp556CoMGDUJFRQXWrVuHW265BccddxxefvnlTp/vzjvvxPz589tdX7Ro0SHrViIiyqZQKISLL74YLS0t8Hq9B/18OU8EsVgMu3btQktLC1566SX88Y9/xPvvv48xY8a0i3333Xdx+umnY9u2bRg6dGiHz9dRi6CyshL19fVdvmEPvb0FTy/fmbxtkwXuPkbD7Z/KiGrfDO385KQqXDd9ZA++UyLq6279xzr8e31N8nZn9cy548uxYPaETp/H5/OhuLg4Y4kg511DVqsVw4YNAwBMmjQJq1atwkMPPYQnn3yyXezxxx8PAF0mApvNBput/WIMi8UCi6XzrV0L3A5E1fZj+VFNSrle4HZ0+TxERJ0Z1T8PL63d1+56ej0zqn9el/VMpuugw24dgaZpKZ/o21q7di0AoLy8POOva/QsYp5ZTEQ9NajY2PbSRuMyJactgltvvRWzZs3CwIED4ff7sWjRIixbtgxLlizB9u3bk+MFRUVFWLduHW644QaccsopmDCh8yZTTwUixip4o3FEROkkYWxBqtG4TMlpIqirq8Oll16Kmpoa5OXlYcKECViyZAlmzJiB6upqvP3223jwwQcRDAZRWVmJ2bNn49e//vUhKYtZNjYv1GgcEVG6nQ3GTjg0GpcpOU0EzzzzTKf3VVZW4v33389aWWTJlNE4IqJ0G3a3ZDQuUw67MYKckQw2xYzGERGlM1p9ZLmaYSLQqQaXDBuNIyJKN7LM2CCw0bhMYSLQNYWNHThjNI6IKF1T0NhkE6NxmcJEoOtuj/ADjSMiStcY6nhqfE/jMoWJQKcYXB9gNI6IKF3AYI+C0bhMYSLQ7WkxloGNxhERpXPbja0INhqXKUwEOqM9PuwZIqKeKnYbO8/EaFymMBHoXAYzsNE4IqJ0Q0uN7YBsNC5TmAh0VpOxt8JoHBFRunDM2PRzo3GZwlpNV+A0dli00TgionRWs8EPnAbjMoWJQFfsNlbBG40jIkpnMVjlGo3LFCYCXXVTJKNxRETpNu7zZTQuU5gIdLJkrE/OaBwRUbqQwbOGjcZlChOBThis343GERGli8aNLUg1GpcpTAS6qGLs6GajcURE6fIdxsYYjcZlChOBrsjd/pzjg4kjIkp3uB5VyUSgO2t8aUbjiIjSnT22LKNxmcJEoFv1dXNG44iI0j36wfaMxmUKE4Fux35/RuOIiNLtbjQ2/dxoXKYwEejW7jJ2RqjROCKidAMK7RmNyxQmAp0/YmzertE4IqJ0N502stsdjE1SIi6bmAh0HoexXUWNxhERpXO7rPDYzV3GeOxmuF2cPpoTFx1fmdE4IqJ0zf4ImsNK1zFhBc1+jhHkxPGDijMaR0SU7tZ/rs9oXKYwEeiag8bOCDUaR0SUbldDKKNxmcJEoFv06a6MxhERpTMbPOrWaFymMBHo9jaHMxpHRJRuVJk3o3GZwkSg6+c1Nm/XaBwRUTq3wRMOjcZlChOB7szxJRmNIyJKN3W4sckmRuMyhYlA9/nXxraOMBpHRJTObPAsYqNxmdL1yoY0//rXvwzFffvb3+5RYXKpzm9slN5oHBFRujqD6wOMxmXKASWC888/v9sYSZKgqtk9XScT9hg8i9hoHBFRus92NhmOO//o7C1ePaBEoGm995xGp9WU0TgionS7mozNOjQalykcI9BVGTwRyGgcEVE6i8lYlWs0LlMOqEXwwQcfGIo75ZRTelSYXPruxEos/Kj7xWLfnci9hoioZ84cV4q3NtYZisumA0oE06ZNgyQllrwJ0fEh7kfqGEGdwa0j6oIxjDnEZSGi3umccf1xy+L1iHdcfQIALHIiLpsOKBEUFBTA4/Hgsssuww9/+EMUF/eeDdh84WhG44iI0imKhi5yAABAiEScNYvjkQfUEVVTU4P7778fK1aswPjx43HFFVfgo48+gtfrRV5eXvLrSPTSquqMxhERpXvqo+1QuskEikjEZdMBJQKr1Yrvfe97WLJkCTZv3owJEybgmmuuQWVlJW677TYoStf7bB/Odjcb+6RvNI6IKF3rWcQmCTDLSJ5Wln77iDmzeODAgbjjjjvw9ttvY8SIEbjvvvvg8/kyWbas8jqN9ZIZjSMiStd6FrEQgARA01sHmn67dej1iDizOBqNYtGiRZg+fTrGjRuH4uJivP766ygsLMx0+bLmmlOHZjSOiCjdlScOhc0kQwMQ15AcLxD6bQ2AzSzjyhOzW88c0MfbTz75BAsXLsSLL76IqqoqXH755fj73/9+RCeAVtNGlMEsA0oXa+bMciKOiKgnnE4LCl1m1Pg6n6VY6DTD6czu2egHlAhOOOEEDBw4ED//+c8xadIkAMDy5cvbxR2Jew3FYiq6OwtC0uOyvSEUEfUOvkAU+7pIAgCwzxeDLxCF123LUqkOMBEAwK5du3D33Xd3ev+Ruo7gqY+2I67p/XQd3C8h0XR76qPtuH76qCyXjoh6g7ve3Nj99FE97v+++61sFAkA9xpKah2llyVAktqP5gsBqCL7o/lE1HsYrT+yXc/0aApMQ0MDioqKAADV1dV4+umnEYlEcO655+Lkk0/OaAGzpXWUXhMABKDqiUAVgKq1jyMiOlADCu3ADoNxWXRAnd3r169HVVUVSkpKMGrUKKxduxbHHnssHnjgATz55JM49dRT8eqrrx6ioh5aV544FFZZgp4HUrRes5qkrI/mE1HvccesMYbGIu+Yld2NbA4oEfzyl7/E+PHj8cEHH2DatGk455xzcPbZZ6OlpQVNTU346U9/ivvuu+9QlfWQstvNsHYzCGw1ybDbuY6AiHrG67ahzNv1ecRlXmtWB4qBA+waWrVqFd59911MmDABRx11FJ566in87Gc/gywnKtBrr70WJ5xwwiEp6KG2ZW8LArGuB7kDMRVb9rZg9ID87BSKiHqVUCiOxmDXOzA0hhSEQvGsTiE9oBZBY2MjysoS8+jdbjdcLhcKCgqS9xcUFMDvPzLP9P39O1syGkdElO6pj7YjqnY96SaqaIf3XkMAkttQd3b7SFXvj2c0jogo3a4GgyeUGYzLlAPu8L7ssstgsyX6ryKRCK666iq4XIlTu6LRI3dDtiH9nPhsd4uhOCKinshzGKtyjcZlygG92pw5c1Ju/+AHP2gXc+mllx5ciXLkipMG4x+f1RiKIyLqiWOHFBo6CfHYIdndtueAEsHChQsPVTlyzugG2kfuRttElGtWk7HDZozGZQo3zdF9uLX7c0QPJI6IKF0gYuyjpNG4TGEi0L2xvjajcURE6XY1hDIalylcHaULd7OG4EDjiIjakZBcWdzZ5pap/5MdbBHohhYbmw1kNI6IKN0xVQWwmqROdyBt3crmmKqCTiIODSYC3RVTh2Q0jogo3XGDimC3dj0Q7LCacNygoiyVKIGJQFfidhjaDKrE7chGcYioF4rFVPjCXQ8Et4QVxLLcBc1EoKtuMjY4YzSOiCjdYx9sNXQwzWMfbM1GcZKYCHTLtuw39ANatmV/NopDRL3Q8q31GY3LFCYCXayrU+t7EEdElE42uDeb0bhMYSLQHTPI2Ci90TgionQnDC3OaFym5DQRPP7445gwYQK8Xi+8Xi8mT56MN998M3l/JBLB3LlzUVRUBLfbjdmzZ6O29tAs6Bo/IM/QYPH4AXmH5PWJqPebObYso3GZktNEMGDAANx3331YvXo1Pv30U5x22mk477zz8MUXXwAAbrjhBvz73//G4sWL8f7772Pv3r244IILDklZmoIxQ2METcHYIXl9Iur9PHazoQ+cniyfhJjTlcXnnntuyu17770Xjz/+OFauXIkBAwbgmWeewaJFi3DaaacBSGx6N3r0aKxcuTLjJ6EtWvm14bhJVdmd40tEvcPq6kZDHzhXVzdiSIknG0UCcBhtMaGqKhYvXoxgMIjJkydj9erViMfjmD59ejJm1KhRGDhwIFasWNFpIohGoynnIvh8PgBAPB5HPN75oTJf7ffBZvrmR2STRcq/beO6eh4ios6898U+Q/XMe1/sw/kTKjp9nkzXQTlPBOvXr8fkyZMRiUTgdrvxyiuvYMyYMVi7di2sVivy8/NT4ktLS7Fv375On2/BggWYP39+u+tvvfUWnM7Ot4e4bCCAge2v331M+iyhFrzxxhtdfEdERB2bmQfMPK799fb1zL4u65lQKLPrmXKeCEaOHIm1a9eipaUFL730EubMmYP333+/x89366234sYbb0ze9vl8qKysxBlnnAGv19vp4+765zr8vc3BNDZZ4O5jNNz+qYyo9k2v3oXfKscd503ocfmIqO9a8PoXeGHV7uTtzuqZS44dgFvPHtvp87T2dGRKzhOB1WrFsGHDAACTJk3CqlWr8NBDD+F73/seYrEYmpubU1oFtbW1KCvrfETdZrMlj9Jsy2KxwGKxdPo4XxyIqu2HcaKalHLdF0eXz0NE1JkJVUV4duWedtfT65kJVUVd1jOZroMOu3UEmqYhGo1i0qRJsFgseOedd5L3bdmyBbt27cLkyZMPwetmNo6IKF2J257RuEzJaYvg1ltvxaxZszBw4ED4/X4sWrQIy5Ytw5IlS5CXl4crrrgCN954IwoLC+H1enHttddi8uTJGZ8xBACRNgPMmYgjIkpX5zdWfxiNy5ScJoK6ujpceumlqKmpQV5eHiZMmIAlS5ZgxowZAIAHHngAsixj9uzZiEajmDlzJh577LFDUpamsLHd/ozGERGl21oXyGhcpuQ0ETzzzDNd3m+32/Hoo4/i0UcfPeRlsVoMHiptMI6IKJ3HZqzKNRqXKYfdGEGulHqN9ckZjSMiSjd+QB5M+phw+tSU1tsmKftb2TAR6Arc1ozGERGlK3BakedIzPhJX2HcejvPYUGBM7v1DBOBriLP2Cd9o3FEROlcNjMKXFbYTB3vOGQzSShwWeHKctdQztcRHC607jYAOcA4IqJ0EgCbWUaRxwYIgVAkBkCFwyyj2G2FAGA3y91uTJdpbBHovtofzGgcEVG6UFxFsdsGsyShKRRHXF+YFNc0NIbiMMsyitw2hOI8szgnjPbJZbvvjoh6D5fVjLiqoTEUQ1xNXZ3a9rrLyllDOXHuBGMHQRiNIyJKV+q2YW9zBOGYClUDWk++VTRA1YBwTEVNSwSl7vbb5BxKTAS6bfXGdvMzGkdElG7tnmY0BqNQRcezhlQBNASiWLunOavlYiLQ7Wk2VsEbjSMiSlfjCyMYS/T/S/hm7UDb/w/GVNT4wlktFxOBrtZgBW80jogo3Y79AWjim0pfpP0rITEzccf+7G4xwUSgi6vG5oUajSMiSuc0py4mk9L+FWlx2cJEoJNlYzN3jcYREaUrK7ChtQrpbGWxLCXisomJQFfbEsloHBFRunFlebBbTF12DTksJowr415DOVHvN3YYtNE4IqJ0MSEwuNjZ6cphGUBVsQsxkd0uaCYCnctu7K0wGkdElM5lNcMsy5A6q0ZkwCxLXFCWK2PKPRmNIyJK189pxc76EDQNMEupg8VmKXEU7tcNIfTj7qO5UWewy8doHBFRure/rEU4rgAAlLTeH0VfZBaKKXj7y9qslouJQKcZ3O/PaBwRUbq9zREomoBA5wfTKJrA3ubsTkphItBN6O/NaBwRUTqLSUouKDObJJj0GtgkJ263LiizdHJewaHCRKCrLHJmNI6IKN2AAgdkKdEFpKgCrRuQqlritkDiqMoBBY6slouJQGeR5W7fDFmPIyLqCYvJBKfFBCCRDNquI2j9f4fFBIvJlNVysVbTSbKA1k2MpscREfVEVZETDqsJnfX8mCTAaTOhKss9D0wEupXbmjIaR0SUTpIS4wKdHXmrCUCWJEhSdscIeGaxrjkcy2gcEVG6QFhBOC6S+w2Z2vzb+v+RuIZAWMlqudgi0FUWGtvkyWgcEVG6HY0BxBUVLpsZNrOUsqDMbpbgspkRU1TsaMzuNtRsEei27zN2zoDROCKidJIkQZYlxFQVsbiAPm4MRQBxRcAKNbEFRZa7htgi0FU3GzsRyGgcEVG6fm4bJACRePvJKZp+XdLjsomJQBeNGeuTMxpHRJRuXKkXsfS9JdLEVIFxpdlduMpEoLOZjTXFjMYREaV7d1sdVNH1RHVV0/DutroslSiBiUAnm4y9FUbjiIjS7WkOQ+lmwZKiJeKyibWarsxrrE/OaBwRUbpAxFjXstG4TGEi0AmDo/RG44iI0hk98jzbR6MzEbQyunMEd5ggoh4yGdyrzGhcpjAR6Do9Oq6HcURE6Y6tKoCtmy2mbSYJx1YVZKlECazWdPHuRnAOMI6IKN2xg4q63WJ6QIETxw4qylKJEpgIdC6bJaNxRETpZFnC4GJXp2MAsgQM6eeEnOVBAiYC3fBSY4fSG40jIkpX3RTC3pYoilxWuK1SyqZzbquEIpcVe5qjqG7K7lY2TAQ6m8XYQRBG44iI0u2oD6I5HEOhy4o8hxUuS2K7N5fFjDyHFQUuK1rCMeyoD2a1XNx0TucwG6vgjcYREXVEUTTsj0chBOCxJeoTh80Ef0xDWInCnO25o2CLIKnMY3BBmcE4IqJ0VUVOCACRmAq7WYLQp6MLkdiGOhxTk3HZxESg27jPn9E4IqJ0siTB67BAAGgKKfCF4wAAXziOplBiNbHHboHMbahzwx+NZzSOiChdKK6iwGmBWZagCgFNbxJoQkAVAmZZQoHTilBczWq5OEagK3BYMxpHRJTOaTEhFFPhsJoghICm70SqQcBukuGwmhCOKXBmeVIKWwS6qGosAxuNIyJKJwBEFQ2BiIK4JiDrh1XKkBDTBAIRBRFFy/pONmwR6IJRY7v9GY0jIkoXjCoIx1TEtURVb9IXEphkCZqS6CIKx9Ss1zNMBLputv844DgionS+SBzBqAKrSYYEgba7WNpMMgQSycIXye5YJBOBTja4m5zROCKidOG4Ck0fFHbZzDBBAIjDY7dAhYRgJHF/OMuDxazVdDyhjIgONQkSHFYTTDIQjmuAlLwD4bgGkylxv4Tsdj2wRaCrMHjymNE4IqJ0Q4pdKHbb0ByKQ5YARZ98oqgCLqsJmhAocFoxpNiV1XLx461u+35je3sYjSMiSjegwIkThhTBJEuwmmWU6DsVlHhssJplmGQZxw8pwoACrizOifpgNKNxRETpZFnCxccPxFGV+TDJMkL67KBQVIFZlnFUZT4uPn4gt6HOFcXggTNG44iIOjKsxIPvfKs/Sj02hJVE11BYUVHiteE73+qPYSXZ3+qeiUDHLSaIKBu21fnxymd7UOuLwK6vILZbTKhtieCVz/ZgW1329zNjItDFVGNr+YzGERGl0zSBRR/vwufVzfrAcOLEwwKnBZoQ+Ly6GYs+3gVNy249w0SgixhcwGE0jogo3e6mEFZ+1QCTBBS5bd+sJxOJ27IEfPxVA3bzhLLckE3GNnkyGkdElO6r+iBaQnHYLDL2NkewuzkCANjdHMHe5ghsFhnN4Ti+4glluVGeb89oHBFRR+Kahv1+FUIIOCyJ2UGSBASjcYRiEsw52MeGLQLdZScMymgcEVG6QUVOCCEhFFMRV7WU6aNxVUMopgKQMIgnlOXGe1v3ZzSOiCidSZJgN0tQNIFo2sSTqCqgaAJ2kwRTlk8oY9eQbndjJKNxRETpAjEFJpMMq1mCqgm0Tg7SBCBLiW2pZZOMQIzbUOeEy2ZsENhoHBFRukBEgaoJlOfZEYlpUBQFQBwOiwkeixl2i4yYkjigJpuYCHRWi7FeMqNxRETp3DYzHBYTVE1D/wIHhKoAiGBgoQOSyYyGQBROqwluW3arZtZqOl/I2P7fRuOIiNJ57BYMLHLCYpbREIgmxwmiqkBDIAqzSUZloRMeuyWr5WIi0FlMxlbyGY0jIkrXP9+Bb1UWwGUzI6ZoqGkOAwBqmsOIqRrcdjMmDixA/3xHVsuV00SwYMECHHvssfB4PCgpKcH555+PLVu2pMRMmzYNkiSlfF111VUZL0t1YzijcURE6WRZwqhyD1rCCmKqQD99G+p+HhtiikBLWMHIMk/f2n30/fffx9y5c7Fy5UosXboU8XgcZ5xxBoLB1FV1P/nJT1BTU5P8+t///d+MlyVg8LBoo3FEROk0TWBzjR/leXYMKXbBJCeqYJMsY0g/F8rz7Niyz5/1vYZyOlj8n//8J+X2c889h5KSEqxevRqnnHJK8rrT6URZWdkhLUuhw9hsIKNxRETp9jSHsX1/AMNL3HBZTahrCQFoxphyD0rynAjGVGyrC2BPcxiVhdlbVHZYzRpqaWkBABQWFqZcf+GFF/D888+jrKwM5557Lm6//XY4nR2/SdFoFNHoN4fH+Hw+AEA8Hkc83vmGcYqqwtam/98mi5R/28Z19TxERJ3xhSKIK3HE4xLW7mtBMBzDiYOArft82NsSwaAiJxQlnojzdD5gnOk6SBJCHBajn5qm4dvf/jaam5uxfPny5PWnnnoKgwYNQkVFBdatW4dbbrkFxx13HF5++eUOn+fOO+/E/Pnz211ftGhRp8mDiOhIEgqFcPHFF6OlpQVer/egn++wSQRXX3013nzzTSxfvhwDBgzoNO7dd9/F6aefjm3btmHo0KHt7u+oRVBZWYn6+vou37D/+cfn+Nf6fcnbNlng7mM03P6pjKj2zcDNt8eX4TezjzrQb4+ICIqi4WeL1mDb/gAq8+2wmIALShrxcl0h4ipQ3RzB8BI3Hr1oIszmzodwfT4fiouLM5YIDouuoWuuuQavvfYaPvjggy6TAAAcf/zxANBpIrDZbLDZbO2uWywWWCydN7XGDSrA4rW17a5HNQlRVUqJ6+p5iIg6s88fgslshstuRV1QRYEjUdmH4gJNYQ1OmxWyyYz6sIrKwvb1WKtM10E5nTUkhMA111yDV155Be+++y4GDx7c7WPWrl0LACgvL89oWRSDJ48ZjSMiSheMKbCaZUwcWIASjx2ReKI+icQFSrx2TBpUAJtZRrAv7TU0d+5cLFq0CP/85z/h8Xiwb1+iayYvLw8OhwPbt2/HokWLcNZZZ6GoqAjr1q3DDTfcgFNOOQUTJkzIaFnWVzdnNI6IKJ3LaobdbILdYsIxVQUIhmMAmnFcVSFcDisCUQWRuAaXtQ9tMfH444+jpaUF06ZNQ3l5efLrb3/7GwDAarXi7bffxhlnnIFRo0bhpptuwuzZs/Hvf/8742X5qt7Y0XBG44iI0vXPd2BoPzdqWhK7GHsc5pR/a1oiGFbizvrK4py2CLobp66srMT777+flbIY3f872/uEE1HvIcsSZo4rxd6WML6s9SPfLmOwFdjXEkZzREOR24Yzxpb2rZXFh5PjBxdkNI6IqCPDSjw4bVQJglEVq3Y2AQBW7WxCMKbitFElGFbiyXqZmAh0Xoc1o3FERB3ZVufHu5vr4LKZcVxVYvHscVWFcFnNeHdzHbbV+bNeJiYCnc/gQRBG44iI0mmawJINtWgMxjCi1I3SPDsAoDTPjhGlbjQGY3jri9qs7zXERKDzh4ztKmo0jogoXeteQ+V5dkhp442SJKE8z57cayibmAh0W+qMzQYyGkdElC4YUxBRVDg7mR7qsJoQVdSsryNgItCF48aaYkbjiIjSta4jCHVS0YdjKmxmU99aR3A4GVpibEM6o3FEROnariPQNA3+cCIh+MMKNE3rm+sIDiclHntG44iI0rWuI9i0z4clX9TCBA0ThgIfba+HChkjyjxcR5BLnDVERFmVXtfncK0qWwQ6p8XYT8FoHBFRutbpo6omMHNMKUKROAAfThxaDKfdgm37g3jri1oMKXZntVXAFoGustCV0TgionRtp4/Kspyy15Asy5w+mmsuu7H9vY3GERGlazt9VAiRMlgshMjZ9FF2DemsBnOi0TgionSt00f3NoewtzmC5mAEE4YCH26vR77Ljop8O6eP5tKG2paMxhERpeuf70C+w4KPtjdgS60fzaEYAKA5FMOWWj8+2t6AAqeF00dzJRZTMxpHRNSR5nAMfn32oc36zYBwTNEQUzQ06ckhm9gi0BW6je0qajSOiChddVMIm/cF4LKZIUtAMJpICMGoAlkCXDYzNu8LoLopu1vZMBHohpd4MxpHRJRuR30Q9YEIFFWD2STD40hMPvE4LDCbZCiqhvpABDvqg1ktF7uGdP28NphlQNE6jzHLiTgiop4QQiAcUyEBcNstsJkSe5fZzDIgSQhE4lDU7k9vzDS2CHRFdiu0LpIAAGhaIo6IqCccVhMkSUJn1bwAAEmCw2rKYqmYCJLe3VaHbvIAND2OiKgnvA4LCl1WQJIQiilQ9ANoFE0kdiSVJBS6rPA6srteiYlA1xSIZjSOiCidx2bBsBI3il1WyLKEaDQxCzEaVSHLEopdVgwrccNjYyLIiTqfsQreaBwRUbr++Q58q7IAhS4rXBYTVH0sQBUCLosJhS4rJg4syPo6AiYCXVTtrmPowOKIiNLJsoRR5R60RBREVQ0l3sS29iVeO6KqhpaIgpFlHm5DnSsug4MzRuOIiNJpmsDmGj/K8+wYWuyG2ZSogs0mGUP7uVGeZ8eWff6sH17P6aO644cW4e+r9xqKIyLqidbdR4eXuOG2mREMxwA047iqQrgcVgSiSnL30crC7J2GyBaBblRJHmymrptjNrOEUSV5WSoREfU2bXcflSQpZRtqSZ82ysPrc8jjMMNj77qB5LGbkz84IqIDxcPrD3NxTUMo3vVAcDimId7dqjMiok60Pbw+ffWwECJnh9czEejWfN2MaLzrnUUjcRVrvm7OToGIqNdpPby+0GXF1roAAvoupIGIgq11ARS6rDy8Ppf80RjUbgbqVZGIIyLqqWElHlw+pQrjKvLQEo4DAFrCcYzvn4fLp1RhWIkn62Vih7euORDPaBwRUWeGlXgwZJobu+r9+HxFNeaeOgwDi7O/fqAVWwS6BoOHQRiNIyLqiixL6F+QGAvoX+DIWRIAmAiSrGaDZxYbjCMiOlKwVtONrTB24IzROCKiIwUTgU41uKTbaBwR0ZGCiUAX7mbq6IHGEREdKZgIdEZPhsvyCXJERIccE4Gun9uG7gbtZSkRR0TUmzAR6Aqd1u4/7YtEHBFRb8JEoKsLRjs9ULqVpscREfUmTAS6vY3BjMYRER0pmAh06/a0ZDSOiOhIwUSg04Sx5d1G44iIjhRMBLoSj7FBYKNxRERHCiYC3aXHD+72zZD1OCKi3oSJQDeszIPxA7o+j3j8gDwMK8v+XuFERIcSE4FOliX87sKjMKyfC+mjABKAYf1c+N2FR+V0q1giokOBiaCNYSUe3HrWaBw7MA9W/Z2xysBxA/Nw61mjc3JyEBHRocYTytrYVufHA0u/xKYaH1qPHYhpwKfVLQgu/RKDipxMBkTU67BFoNM0gdtf2YAv9vqgCiS7hyQkzir+Yq8Pt7+6ARq3oSaiXoaJQPdVnR+fft2U3Gaio38/3dmEr+r82S8cEdEhxESg+8faPYh382k/rgn8Y+2eLJWIiCg7mAh0DQGDh9cbjCMiOlIwEehcVmPTQo3GEREdKZgIdEcPKMxoHBHRkYKJQFeSZzO0xURJHk8oI6LehYkgSYLF1PXbYTHLQLt1x0RERzYuKNM1h+NwWGUgJqBoAha9vrdIgCIBZlmC0yKjORzPbUGJiDKMiUBX5LLCY7fAYzejJRSHqikAACEBLqsZeU4zAAlFLm5DTUS9C7uGdBMrC1BV5II/okLTtJT7NE2FP6JicLELEysLclRCIqJDg4lAZzbLOHpgPoIxBUFFwKSPBZggIagIBGMKjqrMh9nMt4yIehd2DekURcPaXc1wWk0QmoDQVACJrSU8VhMkWcLn1c1QFI3JgIh6FSYC3ZrqJuxsCKJ/vgNOi4xgJA7AhwEFTrjsFoTiGnbUB7GmugnHDS7KdXGJiDKGiUDXEIwhrmqABOzzRaGqiRZBczgOf0yD12lBXNXQEOQWE0TUuzAR6FpnA9U0RwAADlPiugQgGFMRjKmwmWXOGiKiXiennd0LFizAscceC4/Hg5KSEpx//vnYsmVLSkwkEsHcuXNRVFQEt9uN2bNno7a2NuNlObp/PmxmEwJRBXFFRTCamD4a1G8HogrsFhOO7p+f8dcmIsqlnCaC999/H3PnzsXKlSuxdOlSxONxnHHGGQgGg8mYG264Af/+97+xePFivP/++9i7dy8uuOCCjJelNhBFvtMCIQSCMQ0xNTGFNKZqCMY0CCGQ57CgNhDN+GsTEeVSTruG/vOf/6Tcfu6551BSUoLVq1fjlFNOQUtLC5555hksWrQIp512GgBg4cKFGD16NFauXIkTTjghY2XxR+JoCcdhliUIkXpEmayvLG4Jx+GPcGUxEfUuh9UYQUtLCwCgsDCxw+fq1asRj8cxffr0ZMyoUaMwcOBArFixosNEEI1GEY1+86nd5/MBAOLxOOLxzivxlmAYwXAUbosEt8cCaBoAFaUuCyDLCEQUhMJRtATDiMedmfh2iaiPa62Tuqqbunpcphw2iUDTNFx//fWYMmUKxo0bBwDYt28frFYr8vPzU2JLS0uxb9++Dp9nwYIFmD9/frvrb731FpzOrivwXx/V+n/fzAy6YUwkJaZu48d4Y2PX3wsR0YFYunTpAcWHQqGMvv5hkwjmzp2LDRs2YPny5Qf1PLfeeituvPHG5G2fz4fKykqcccYZ8Hq9nT5u+db9+PU/N0DTEknJAoFfTIjht+usiEOCJMswy8Dd543DScP7HVQZiYiAxCf7pUuXYsaMGbBYLIYf19rTkSmHRSK45ppr8Nprr+GDDz7AgAEDktfLysoQi8XQ3Nyc0iqora1FWVlZh89ls9lgs7U/M8BisXT5Rg8pzUOe04HdTSH4IyqspsT5xfsjKmKqBI9dwoACJ4aU5h3QD4yIqDvd1U8dxWdSTmcNCSFwzTXX4JVXXsG7776LwYMHp9w/adIkWCwWvPPOO8lrW7Zswa5duzB58uSMlqWywIk8uwm+iIL0I+wFAF9EQZ7DhMoCjg8QUe+S0xbB3LlzsWjRIvzzn/+Ex+NJ9vvn5eXB4XAgLy8PV1xxBW688UYUFhbC6/Xi2muvxeTJkzM6YwhI7DW0udbfZczmfX4oigar1ZTR1yYiyqWctggef/xxtLS0YNq0aSgvL09+/e1vf0vGPPDAAzjnnHMwe/ZsnHLKKSgrK8PLL7+c8bK8sXEvWkJKlzEtIQVvbNyb8dcmIsqlnLYIhEjvhGnPbrfj0UcfxaOPPnpIy7JmZzO0bmI0Pe78oysPaVmIiLKJ+ynrLAa3ljYaR0R0pGCtphtb0fnU0p7EEREdKZgIdF6HBSap6xiTlIgjIupNmAh0ZlmG22ZGZ7lAAuC2mWGW+ZYRUe9yWCwoOxxUFTphNcswmwApdc85WGVASIDNIqOqkOsIiKh3YSLQSbIEr8OCSFyFBAGnRQagIt+ROKZSgwSP3QJJ7qb/iIjoCMNEoAvHVfTPd0AC0BiKJae2CgGYzSYUuqyoyHMgHFdzW1AiogxjItC5rGYUu20odltR0xJBcyACIIJClxX5bjvK8+wAJLisfMuIqHdhrabrn+/A0H5ubNjbgmMGFSAUiQPw4cShxXDaLdi2P4jx/fPQP9+R66ISEWUUp8DoZFnCzHGlKHRZsW1/EJI+FCBJwLb9QRS6rDhjbClkjhEQUS/DRNDGsBIPLp9ShXEVeWgJJ04AagnHMb5/Hi6fUoVhJZ4cl5CIKPPYNZRmWIkHQ6a5savej89XVGPuqcMwsNjDlgAR9VpsERAR9XFsEaTZVufHkg212Lnfh5PswKPvbUNVPy9mjitl1xAR9UpsEbSxrc6PhR/uxIa9LcjT9xTKc1iwYW8LFn64E9vquj64hojoSMREoNM0gSUbatEYjGFIkQP7WsIAgH0tYQwpcqAxGMNbX9RC07o/Q4GI6EjCriHdnuYwtu8PoDkUxfPb6qGoccw4BnjvyzqYtzdhTIUH2+oC2NMcRiX3GyKiXoSJQBeMKdhS68PWuiBUVYPbkpglZJYkBKIKVu9qwfASBcFY18dZEhEdadg1pLOYJOyoD0FRNdjNMiwmWb8uw26WoagadtaHYOnu0AIioiMME4Fu414fYooKk4R2O4xKsgSTBMQUFRv3+nJUQiKiQ4NdQ7paXxSyJEGWAEUV0PRcoInEbZMsQROJOCKi3oSJQFeWZ4NZlmAxSdCEBE0ktpvWhIDFbIIMgbgqUJZny3FJiYgyi11DujNGlaGfx46IosFtk+GxJ9YReOwWuK0yIoqGEq8dZ4wqy3FJiYgyi4lAZ7Wa8OOTB8NmNqExFEdc1QAAcVVDYygOu9mEK04aDKvVlOOSEhFlFruG2vjh5CoAwB//uwO+YGJBWTSuojzPgStOGpy8n4ioN2EiSPPDyVX43qRKLNm4B9rXn+Gu74zDzDH92RIgol6LXUMdsFpNOHNsOQDgzLHlTAJE1KsxERAR9XFMBEREfRwTARFRH8dEQETUxzEREBH1cUwERER9HBMBEVEfx0RARNTHMREQEfVxTARERH0cEwERUR/HREBE1McxERAR9XFMBEREfRwTARFRH8dEQETUxzEREBH1cUwERER9HBMBEVEfx0RARNTHMREQEfVxTARERH0cEwERUR/HREBE1McxERAR9XFMBEREfRwTARFRH8dEQETUxzEREBH1cUwERER9HBMBEVEfx0RARNTHMREQEfVxTARERH0cEwERUR/HREBE1McxERAR9XE5TQQffPABzj33XFRUVECSJLz66qsp91922WWQJCnl68wzz8xNYYmIeqmcJoJgMIijjjoKjz76aKcxZ555JmpqapJff/3rX7NYQiKi3s+cyxefNWsWZs2a1WWMzWZDWVlZlkpERNT35DQRGLFs2TKUlJSgoKAAp512Gu655x4UFRV1Gh+NRhGNRpO3fT4fACAejyMejxt+3dbYA3kMEdGB6Gk9k+l66bBOBGeeeSYuuOACDB48GNu3b8f//M//YNasWVixYgVMJlOHj1mwYAHmz5/f7vpbb70Fp9N5wGVYunTpAT+GiOhAHGg9EwqFMvr6khBCZPQZe0iSJLzyyis4//zzO4356quvMHToULz99ts4/fTTO4zpqEVQWVmJ+vp6eL1ew+WJx+NYunQpZsyYAYvFYvhxRERG9bSe8fl8KC4uRktLywHVa505rFsE6YYMGYLi4mJs27at00Rgs9lgs9naXbdYLD2q0Hv6OCIiow60nsl0nXRErSPYvXs3GhoaUF5enuuiEBH1GjltEQQCAWzbti15e8eOHVi7di0KCwtRWFiI+fPnY/bs2SgrK8P27dvxy1/+EsOGDcPMmTNzWGoiot4lp4ng008/xamnnpq8feONNwIA5syZg8cffxzr1q3Dn/70JzQ3N6OiogJnnHEG7r777g67foiIqGdymgimTZuGrsaqlyxZksXSEBH1TUfUGAEREWUeEwERUR/HREBE1McxERAR9XFMBEREfRwTARFRH8dEQETUxzEREBH1cUwERER9HBMBEVEfx0RARNTHMREQEfVxTARERH0cE0EHGn1hXPX8KgDAVc+vQqMvnOMSEVFvoygaVn/dCABY/XUjFEXLWVmOqKMqs+Hshz/AF3v9sJkEvn0csHxbIyb+5l2MrfDg9Z+fkuviEVEv8M6mWjz34U7sbQrg5yOA217ZgIoCNy6bUoXTR5dmvTxsEbTRmgQ68sVeP85++IMsl4iIept3NtViwZub8WWdH25b4rO422bGl3V+LHhzM97ZVJv1MjER6Bp94U6TQKsv9vrZTUREPaYoGp77cCf8kTgGFjjgtuuJwG7GwAIH/JE4/vTRzqx3EzER6G546fOMxhERpVtT3YSdDUEUuayQ5dTqV5ZlFLms2FEfxJrqpqyWi4lAt7c5ktE4IqJ0DcEY4qoGh9XU4f0OqwlxVUNDMJbVcjER6Cry7RmNIyJKV+SywmKSEY6pHd4fjqmwmBItg2xiItA98P+OymgcEVG6iZUFqCpyoSEYg6aljgNoWqIlMLjYhYmVBVktFxOBrtDrwNgKT5cxYys8KPQ6slQiIuptzGYZl02pgsduwa6mMAIRBQAQiCjY1RSG127BnBOrYDZnt2pmImjj9Z+f0mky4DoCIsqE00eX4tZZozCixINAVE8EUQUjSz341axROVlHIAkhRNZfNYt8Ph/y8vLQ0tICr9dr6DGNvjB+8Y/P8O3C/fhXYz/8dva32BIgooxSFA2f7tyP2i9WonTsCTimqp/hlkBP6rWusEXQgUKvA0/84FgAwBM/OJZJgIgyzmyWMWlQIQBg0qDCrHcHtcVEQETUxzEREBH1cUwERER9HBMBEVEfx0RARNTHMREQEfVxTARERH0cEwERUR/HREBE1McxERAR9XFMBEREfRwTARFRH8dEQETUxzEREBH1cUwERER9HBMBEVEfx0RARNTHMREQEfVxTARERH0cEwERUR9nznUBDjUhBADA5/Md0OPi8ThCoRB8Ph8sFsuhKBoR9XE9rWda67PW+u1g9fpE4Pf7AQCVlZU5LgkRUWb5/X7k5eUd9PNIIlMp5TClaRr27t0Lj8cDSZIMP87n86GyshLV1dXwer2HsIRE1Ff1tJ4RQsDv96OiogKyfPA9/L2+RSDLMgYMGNDjx3u9XiYCIjqkelLPZKIl0IqDxUREfRwTARFRH8dE0AmbzYZ58+bBZrPluihE1EsdLvVMrx8sJiKirrFFQETUxzEREBH1cUwERER9HBMBEVEfx0TQgUcffRRVVVWw2+04/vjj8cknn+S6SETUi3zwwQc499xzUVFRAUmS8Oqrr+a0PEwEaf72t7/hxhtvxLx587BmzRocddRRmDlzJurq6nJdNCLqJYLBII466ig8+uijuS4KAE4fbef444/Hsccei0ceeQRAYq+iyspKXHvttfjVr36V49IRUW8jSRJeeeUVnH/++TkrA1sEbcRiMaxevRrTp09PXpNlGdOnT8eKFStyWDIiokOHiaCN+vp6qKqK0tLSlOulpaXYt29fjkpFRHRoMREQEfVxTARtFBcXw2Qyoba2NuV6bW0tysrKclQqIqJDi4mgDavVikmTJuGdd95JXtM0De+88w4mT56cw5IRER06vf5gmgN14403Ys6cOTjmmGNw3HHH4cEHH0QwGMTll1+e66IRUS8RCASwbdu25O0dO3Zg7dq1KCwsxMCBA7NeHk4f7cAjjzyC3/72t9i3bx+OPvpoPPzwwzj++ONzXSwi6iWWLVuGU089td31OXPm4Lnnnst6eZgIiIj6OI4REBH1cUwERER9HBMBEVEfx0RARNTHMREQEfVxTARERH0cEwERUR/HREBE1McxEVCf8cwzz+CMM87IdTEoA371q1/h2muvzXUxeg0mgl6suroaP/rRj1BRUQGr1YpBgwbhuuuuQ0NDwwE9z86dOyFJEtauXXtoCpoFkUgEt99+O+bNm5dyffHixRg1ahTsdjvGjx+PN954I0clzL57770XJ554IpxOJ/Lz83NdnANy8803409/+hO++uqrXBelV2Ai6KW++uorHHPMMdi6dSv++te/Ytu2bXjiiSeSO6k2NjbmuohZ9dJLL8Hr9WLKlCnJax999BEuuugiXHHFFfjss89w/vnn4/zzz8eGDRtyWNLsicVi+O53v4urr74610U5YMXFxZg5cyYef/zxXBeldxDUK5155pliwIABIhQKpVyvqakRTqdTXHXVVclrAMQrr7ySEpeXlycWLlyYvL/t19SpU5NxzzzzjBgzZoywWq2irKxMzJ07N3nf119/Lb797W8Ll8slPB6P+O53vyv27duXvH/evHniqKOOEs8884yorKwULpdLXH311UJRFHH//feL0tJS0a9fP3HPPfeklK2pqUlcccUVori4WHg8HnHqqaeKtWvXdvl+nH322eLmm29OuXbhhReKs88+O+Xa8ccfL3760592+VwHo/V7buu9994TAERTU1Py2n//+19x0kknCbvdLgYMGCCuvfZaEQgEhBBCTJ06td3PpPVr3rx5B1ymhQsXiry8vJ5/Uz14vfRyt31PFEURP/rRj0RVVZWw2+1ixIgR4sEHH2z3PH/605/EgAEDslbu3owtgl6osbERS5Yswc9+9jM4HI6U+8rKynDJJZfgb3/7G4TB/QY/+eQTAMDbb7+NmpoavPzyywCAxx9/HHPnzsWVV16J9evX41//+heGDRsGIHGOw3nnnYfGxka8//77WLp0Kb766it873vfS3nu7du3480338R//vMf/PWvf8UzzzyDs88+G7t378b777+P+++/H7/+9a/x8ccfJx/z3e9+F3V1dXjzzTexevVqTJw4EaeffnqXrZzly5fjmGOOSbm2YsWKlPOpAWDmzJldnk/93//+F263u8uvF154wcC72rnt27fjzDPPxOzZs7Fu3Tr87W9/w/Lly3HNNdcAAF5++WXU1NSgpqYGkydPxk033ZS8ffPNNx/Ua3fnqquu6vb7N8Lr9SbLfNNNN6Xcp2kaBgwYgMWLF2Pjxo2444478D//8z/4+9//nhJ33HHHYffu3di5c2emvr0+i+cR9EJbt26FEAKjR4/u8P7Ro0ejqakJ+/fvR0lJSbfP169fPwBAUVFRyklt99xzD2666SZcd911yWvHHnssAOCdd97B+vXrsWPHDlRWVgIA/vznP2Ps2LFYtWpVMk7TNDz77LPweDwYM2YMTj31VGzZsgVvvPEGZFnGyJEjcf/99+O9997D8ccfj+XLl+OTTz5BXV0dbDYbAOD//u//8Oqrr+Kll17ClVde2a78zc3NaGlpQUVFRcr1ffv2HfD51Mccc0y3YyXpz3mgFixYgEsuuQTXX389AGD48OF4+OGHMXXqVDz++OMoLCxMxlqtVrjd7qydoHfXXXcddLKJRqOwWq3JMqcnD4vFgvnz5ydvDx48GCtWrMDf//53XHjhhcnrrT/Pr7/+GlVVVQdVpr6OiaAXM/qJvyfq6uqwd+9enH766R3ev2nTJlRWViaTAACMGTMG+fn52LRpUzIRVFVVwePxJGNKS0thMpkgy3LKtbq6OgDA559/jkAggKKiopTXC4fD2L59e4dlCYfDAAC73d6D7zSVw+FItnp6av369SmVn6qqKfd//vnnWLduXUrLQggBTdOwY8eOThN8NpSUlBj68NCVhoYGeL3eLmMeffRRPPvss9i1axfC4TBisRiOPvrolJjW1m4oFDqo8hATQa80bNgwSJKETZs24Tvf+U67+zdt2oSCgoLkJ31JktoljXg83uVrpHc59ZTFYkm5LUlSh9c0TQOQONmpvLwcy5Yta/dcnc18KSoqgiRJaGpqSrleVlZ2wOdT//e//8WsWbM6vR8AnnzySVxyySWd3j9y5Ej861//St7++OOP8YMf/CB5OxAI4Kc//Sl+/vOft3tsLk6vauuqq67C888/32VMIBDo8v6vvvoKgwcP7vT+F198ETfffDN+97vfYfLkyfB4PPjtb3+b0j0IINkV2Pp7TD3HRNALFRUVYcaMGXjsscdwww03pFTa+/btwwsvvIBLL70UkiQBSPwh1dTUJGO2bt2a8inLarUCSP3k6vF4UFVVhXfeeafDk5ZGjx6N6upqVFdXJ1sFGzduRHNzM8aMGdPj723ixInYt28fzGaz4e4Aq9WKMWPGYOPGjSnrCCZPnox33nkn2QUDAEuXLu3yfOpMdA1ZrdaUVsXu3btT7p84cSI2btx40C2PQyETXUMffPBBl4nyww8/xIknnoif/exnyWsdtfY2bNgAi8WCsWPHHlR5iImg13rkkUdw4oknYubMmbjnnnswePBgfPHFF/jFL36B/v374957703GnnbaaXjkkUcwefJkqKqKW265JeVTeUlJCRwOB/7zn/9gwIABsNvtyMvLw5133omrrroKJSUlmDVrFvx+Pz788ENce+21mD59OsaPH49LLrkEDz74IBRFwc9+9jNMnTq13aDtgZg+fTomT56M888/H//7v/+LESNGYO/evXj99dfxne98p9PnnjlzJpYvX55S6V933XWYOnUqfve73+Hss8/Giy++iE8//RRPPfVUp6+fia6h7txyyy044YQTcM011+DHP/4xXC4XNm7ciKVLl+KRRx7J2Ovs2rULjY2N2LVrF1RVTSa4YcOGdTroezBdQ+FwGH/84x+xfft2zJo1KzkWEwgEoCgKGhsbUVhYiOHDh+PPf/4zlixZgsGDB+Mvf/kLVq1a1a4V8d///hcnn3xyxlqnfVpO5yzRIbVz504xZ84cUVpaKiwWi6isrBTXXnutqK+vT4nbs2ePOOOMM4TL5RLDhw8Xb7zxRsr0USGEePrpp0VlZaWQZTll+ugTTzwhRo4cKSwWiygvLxfXXntt8j6j00fbmjNnjjjvvPNSrk2dOlVcd911yds+n09ce+21oqKiIvl9XXLJJWLXrl2dvhdffPGFcDgcorm5OeX63//+dzFixAhhtVrF2LFjxeuvv97pc2SC0emjn3zyiZgxY4Zwu93C5XKJCRMmiHvvvbfd802dOrXDKaPz5s0TgwYN6rIsc+bM6XAK6nvvvXfg35gBHU0bRQfTkiORiLjssstEXl6eyM/PF1dffbX41a9+1e59GzlypPjrX/96SMra1/DMYuozvvvd72LixIm49dZbc12UQ27OnDmQJCknB6F35rnnnsOyZcs6LNPatWtx/fXXdzj205E333wTN910E9atWwezmR0bB4vrCKjP+O1vf2t4nvuRTAiBZcuW4e677851UVI4HA7k5eV1eJ/FYkmZFtudYDCIhQsXMglkCFsERER9HFsERER9HBMBEVEfx0RARNTHMREQEfVxTARERH0cEwERUR/HREBE1McxERAR9XFMBEREfdz/B54lpHWqJkEjAAAAAElFTkSuQmCC", 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", 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", 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yMtKl/eL99OuvvyosLMxlX505c8ZlP5kCPvOSlpbmuN/CKmjskaQlS5aoWbNmCggIUOXKlVWlShUtX77caczz8vKSt7e3rr/+epfHWrVqVR04cMDxWCXp5ptvdnmsq1evLvA1eSnGmCK9ufX4NZ2L/e1vf9MTTzyhr7/+Wu3bt9epU6fUqVMnBQUFacqUKapTp44CAgK0detWPfbYYy6f6WnWrJlmzJgh6fcX8OzZs/XnP/9ZW7duVUREhFPfnTt3avHixXr77bcLPFdbWKtXr9aaNWuUnJx8yb733Xef+vXrp1GjRumLL77Q66+/rvXr1192DSUlKirKcV3q+PHjmj17tvr27avatWvrxhtvdLtO3jWh7du357vdn3/+Wenp6WrUqJGjLb8XbE5Ojnx8fIr7EC6bu/vOr54LB6Tc3Fw1bdpUM2fOdNv34sHQtrp166pMmTIF7qfMzEzt3r1brVu3drR5eXm5HXhzcnKuSJ2Fld8+cdd+8X4KCwvTO++843b9C69dVK5c2SmwLpSVlaUjR44oNja20DVfaux5++23NWDAAPXo0UOPPPKIwsLC5OPjo2nTpjneZEn/Owt0qUE/b5x86623XMZBSUV6Y32xU6dO5XsmyZ0/XOicO3dO0v9eMOvWrdPx48f18ccfOy7UStL+/fvdrl+xYkWnC2F//vOfVa1aNS1atEjjx4936jt+/Hi1aNFCvXr1crutOnXq6Ouvv1Z2dvYlQ8kYo3Hjxqlnz575DsoX6tq1qwICAnTPPfeoQ4cOqlOnjkvo1KxZU5K0e/dux6mZPLt373YszzsNsWPHjkveb2GVK1fO6Xns2LGjqlevrtWrV+f7+OrVq6d69epp2bJleumll9y+S37zzTclyelIsGLFijp16pRL359//tnpFEt+f1h5Ezp27NjhVPOFLnwuL7Zr1y6FhoaqXLlybtctqjp16ui7777TLbfcUuTTm4Xd55ejXLly6ty5sz7//HP9/PPPbrf5wQcfKDMz02U/XXh6Ks/FR1/5PebCvE6rVKmiwMDAfPeTt7d3iYV2nTp1tGbNGrVv397pFL47DRo0yHfM+e6775Sdne0U0JdyqbHno48+Uu3atfXxxx87PZ8JCQlO/WrVqqXc3Fzt2bPHaSJQenq6jhw54th/eX8jYWFh+f6NFMehQ4eUlZVVpElIHju95u4cuiQtWLBAXl5ejj+4vPC58B1KVlaWXnnllULdT16IZWZmOrUnJyfrk08+0bPPPpvvH8mdd96ptLQ0zZkzx2XZxe/43n//fW3fvt3tTBR3ypQpo379+mn79u2677773PZp3bq1wsLCNH/+fKf6P/vsM+3cuVPdu3eX9Psf6k033aSFCxe6zNIr6JRAUeS9U7rUkcfEiRN18uRJDRs2zOUd8JYtWzR9+nQ1adJEd955p6O9Tp06+uqrr5yuHX366acup1HyQuHigGrZsqVq1aqlWbNmuSzLe/xVq1ZVixYttGTJEqc+O3bs0OrVq9WtW7cCH1dR3H333Tp06JDbGYznzp1zOY13ocLu88v15JNPyhijAQMGOP5G8uzfv1+PPvqoqlat6nTqp06dOtq1a5eOHTvmaPvuu++cToVLUmBgoCTX/VSY16mPj4+6dOmiTz75xHFqSJJSU1P17rvvqkOHDvnOjCyqu+++Wzk5OZo6darLsvPnzzvVHx0drR07driMI9Lv14Z8fHwKPKV+ocKMPe7Gva+//trlLEre63bWrFlO7S+99JJj9q0kxcXFKSgoSM8884yys7Nd7u/CfVoUW7ZskfS/WaSF4bEjnXvvvVcNGjRwfAXHsWPH9Nlnn2nt2rV64okn1LRpU0m/P5iKFSuqf//+evDBB+Xl5aW33nor38E0NTVVb7/9tqTfz7O++uqrKlOmjMsLYvXq1YqNjS0w9fv166c333xT8fHx2rRpkzp27KizZ89qzZo1GjFihO644w6n7Q0ePNjtuej8TJ06VY888ki+Fyh9fX01ffp0DRw4UJ06dVLv3r0d02ejoqKcplzPnj1bHTp0UMuWLTVkyBDVqlVLBw4c0PLly4v1tTFnzpzRypUrJUknTpzQ7Nmz5evre8lBr0+fPvrmm2/00ksv6ccff1SfPn1UsWJFbd26VQsXLlTlypX10UcfOR053n///froo49066236u6779bevXv19ttvu0xJr1OnjkJCQjR//nxVqFBB5cqVU9u2bVWrVi3NmzdPt912m1q0aKGBAweqatWq2rVrl3744QetWrVKkvT888+ra9euio6O1qBBgxxTpoODgzVp0qQiP0f56du3rz744AMNGzZMa9euVfv27ZWTk6Ndu3bpgw8+0KpVq/J9V1yUfX45brrpJr3wwguKj49Xs2bNNGDAAMdztmDBAuXm5mrFihVOr8377rtPM2fOVFxcnAYNGqSjR49q/vz5aty4sdPF/bJly6pRo0ZaunSp6tWrp0qVKqlJkyZq0qRJoV6nTz31lBITE9WhQweNGDFCZcqU0auvvqrMzEw999xzJfL4JalTp04aOnSopk2bpm3btqlLly7y9fXVnj179OGHH+qll17S3/72N0nSHXfcoalTp+rf//63unTpIkk6e/as5s6dq9mzZ6tevXpOX/tz5swZSb+fak5OTlZ0dLRjWWHGnr/85S/6+OOP1bNnT3Xv3l379+/X/Pnz1ahRI8e2Jalx48YaNGiQXnvtNZ08edJxKWHhwoXq2rWrI5SCgoI0b9489e3bVy1bttQ999yjKlWq6ODBg1q+fLnat2/v9s31pSQmJuq6664r/HRpyXNTpufNm2e6detmqlWrZsqUKWNCQkJMXFycWbFihUvfL7/80tx4442mbNmyplq1aubRRx81q1atcvpAozGuH9AKCQkx7du3d9mmJOPl5WW2bNni1O5uSmhGRoZ54oknTK1atYyvr6+JiIgwf/vb3xzTOfOmTJctW9YcOnTIad2LpwLnTfG8+MOfl1q+dOlSc8MNNxh/f39TqVKlfD8cumPHDtOzZ08TEhJiAgICTP369fP9iopLTZl29zx+9tlnbvu7s2zZMhMbG2sqVqxo/P39Td26dc3DDz9sjh075rb/jBkzTPXq1Y2/v79p37692bx5s9v98cknn5hGjRqZMmXKuEyf3rBhg4mNjXV8oLBZs2bm5Zdfdlp/zZo1pn379qZs2bImKCjI3Hbbbfl+OPTiWvv372/KlSvn9vm6eIp5VlaWmT59umncuLHx9/c3FStWNK1atTKTJ0/O94OzFyrsPs+jYn4DwBdffGHuuOMOExoaanx9fc11111nBg8ebA4cOOC2/9tvv21q165t/Pz8TIsWLcyqVatcpkwb8/uHnVu1amX8/PxcaivM63Tr1q0mLi7OlC9f3gQGBprOnTubjRs3OvXJ7++lqPvvtddeM61atTJly5Y1FSpUME2bNjWPPvqoOXz4sFO/Zs2amUGDBjlu5/dB2Iv/Xfh3VtixJzc31zzzzDOmZs2axt/f39xwww3m008/dftcZ2dnmylTpjjGqMjISPPoo4+6/ajJ2rVrTVxcnAkODjYBAQGmTp06ZsCAAWbz5s0uffPqze91lZOTY6pWrWqefPJJt8vz4/X/NwwAKMBbb72lBx54QAcPHlRISIgOHDigWrVqaf/+/S4fLM4zadIkHThwQIsXL7Zaqw3Lli3Tvffeq71796pq1aqFXs/jU6YB4GrQp08fXXfddZo7d66nS/lDmD59ukaOHFmkwJH+gLPXAOCPyNvb22nmXfny5dWnTx+XD3ZeqFmzZqpWrZqN8qwrzEdD3OH0GgDAGk6vAQCsIXQAANZcc9d0cnNzdfjwYVWoUOGK/pQrANhijNHp06dVrVq1fL9o+I/imgudw4cPe/y7rwDgSvjll19Uo0YNT5dRoGsudPK+D+yXX34p0tdpZGdna/Xq1Y5PLQNASSvuOJOenq7IyMgS/VbwK+WaC528U2pBQUFFDp3AwEAFBQUROgCuiMsdZ66GSwZ/7JN/AIBShdABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWlPF0AQAAKWrccvn7GD3XRmoyaZUyc7x04Nnuni6rxHn0SOeLL77QbbfdpmrVqsnLy0vLli275Drr1q1Ty5Yt5e/vr7p162rx4sVXvE4AuJKixi0vUvvVzKOhc/bsWTVv3lxz584tVP/9+/ere/fu6ty5s7Zt26aHHnpI999/v1atWnWFKwWAK+NSwVLagsejp9e6du2qrl27Frr//PnzVatWLc2YMUOS1LBhQ23YsEEvvvii4uLirlSZAHBFFDZQosYtLzWn2q6qazrJycmKiYlxaouLi9NDDz2U7zqZmZnKzMx03E5PT5ckZWdnKzs7u9D3nde3KOsAQEH8fYzzbW/j9N8LFTT2XE3j0lUVOikpKQoPD3dqCw8PV3p6us6dO6eyZcu6rDNt2jRNnjzZpX316tUKDAwscg2JiYlFXgcA3Hmujfv2qa1zXdpWrFiR73YyMjJKqqQr7qoKneIYP3684uPjHbfT09MVGRmpLl26KCgoqNDbyc7OVmJiomJjY+Xr63slSgVwjWkyyfl6tL+30dTWuZqw2VuZuV5Oy3ZMyv8SQt4ZnKvBVRU6ERERSk1NdWpLTU1VUFCQ26McSfL395e/v79Lu6+vb7HCo7jrAcDFMnO83LfnerksK2jcuZrGpKvqw6HR0dFKSkpyaktMTFR0dLSHKgKA4ivs5IDSMolA8nDonDlzRtu2bdO2bdsk/T4letu2bTp48KCk30+N9evXz9F/2LBh2rdvnx599FHt2rVLr7zyij744AONGTPGE+UDwGW7VKCUpsCRPBw6mzdv1g033KAbbrhBkhQfH68bbrhBEydOlCQdOXLEEUCSVKtWLS1fvlyJiYlq3ry5ZsyYoddff53p0gCuavkFS2kLHEnyMsa4zs0rxdLT0xUcHKxff/21yBMJVqxYoW7dul1V508BXD2KO84Ud1zzhKvqmg4A4OpG6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANR4Pnblz5yoqKkoBAQFq27atNm3aVGD/WbNmqX79+ipbtqwiIyM1ZswY/fbbb5aqBQBcDo+GztKlSxUfH6+EhARt3bpVzZs3V1xcnI4ePeq2/7vvvqtx48YpISFBO3fu1BtvvKGlS5fq8ccft1w5AKA4PBo6M2fO1ODBgzVw4EA1atRI8+fPV2BgoBYuXOi2/8aNG9W+fXvde++9ioqKUpcuXdS7d+9LHh0BAP4YynjqjrOysrRlyxaNHz/e0ebt7a2YmBglJye7Xaddu3Z6++23tWnTJrVp00b79u3TihUr1Ldv33zvJzMzU5mZmY7b6enpkqTs7GxlZ2cXut68vkVZBwCKorjjzNU0LnksdNLS0pSTk6Pw8HCn9vDwcO3atcvtOvfee6/S0tLUoUMHGWN0/vx5DRs2rMDTa9OmTdPkyZNd2levXq3AwMAi152YmFjkdQCgKIo6zmRkZFyhSkqex0KnONatW6dnnnlGr7zyitq2bauffvpJo0eP1tSpUzVhwgS364wfP17x8fGO2+np6YqMjFSXLl0UFBRU6PvOzs5WYmKiYmNj5evre9mPBQAuVtxxJu8MztXAY6ETGhoqHx8fpaamOrWnpqYqIiLC7ToTJkxQ3759df/990uSmjZtqrNnz2rIkCF64okn5O3teonK399f/v7+Lu2+vr7FCo/irgcAhVXUceZqGpM8NpHAz89PrVq1UlJSkqMtNzdXSUlJio6OdrtORkaGS7D4+PhIkowxV65YAECJ8Ojptfj4ePXv31+tW7dWmzZtNGvWLJ09e1YDBw6UJPXr10/Vq1fXtGnTJEm33XabZs6cqRtuuMFxem3ChAm67bbbHOEDAPjj8mjo9OrVS8eOHdPEiROVkpKiFi1aaOXKlY7JBQcPHnQ6snnyySfl5eWlJ598UocOHVKVKlV022236emnn/bUQwAAFIGXucbOS6Wnpys4OFi//vprkScSrFixQt26dbuqzp8CuHoUd5wp7rjmCR7/GhwAwLWD0AEAWEPoAACsIXQAANYQOgAAawgdAIA1hA4AwBpCBwBgDaEDALCG0AEAWEPoAACsIXQAANYQOgAAawgdAIA1hA4AwBpCBwBgDaEDALCG0AEAWEPoAACsIXQAANYQOgAAawgdAIA1hA4AwBpCBwBgDaEDALCG0AEAWEPoAACsIXQAANYQOgAAawgdAIA1hA4AwBpCBwBgDaEDALCG0AEAWEPoAACsIXQAANYQOgAAawgdAIA1hA4AwBpCBwBgDaEDALCG0AEAWEPoAACsIXQAANYQOgAAawgdAIA1hA4AwBpCBwBgDaEDALCG0AEAWEPoAACsIXQAANYQOgAAawgdAIA1hA4AwBpCBwBgDaEDALCG0AEAWEPoAACsIXQAANYQOgAAawgdAIA1hA4AwBpCBwBgDaEDALCG0AEAWEPoAACsIXQAANYQOgAAawgdAIA1hA4AwBpCBwBgDaEDALCG0AEAWEPoAACsIXQAANYQOgAAawgdAIA1hA4AwBpCBwBgDaEDALCG0AEAWEPoAACsIXQAANYQOgAAawgdAIA1hA4AwBpCBwBgDaEDALCG0AEAWEPoAACsIXQAANYQOgAAawgdAIA1hA4AwBpCBwBgDaEDALCG0AEAWEPoAACsIXQAANYQOgAAazweOnPnzlVUVJQCAgLUtm1bbdq0qcD+p06d0gMPPKCqVavK399f9erV04oVKyxVCwC4HGU8eedLly5VfHy85s+fr7Zt22rWrFmKi4vT7t27FRYW5tI/KytLsbGxCgsL00cffaTq1avr559/VkhIiP3iAQBF5tHQmTlzpgYPHqyBAwdKkubPn6/ly5dr4cKFGjdunEv/hQsX6sSJE9q4caN8fX0lSVFRUTZLBgBcBo+FTlZWlrZs2aLx48c72ry9vRUTE6Pk5GS36/zzn/9UdHS0HnjgAX3yySeqUqWK7r33Xj322GPy8fFxu05mZqYyMzMdt9PT0yVJ2dnZys7OLnS9eX2Lsg4AFEVxx5mraVzyWOikpaUpJydH4eHhTu3h4eHatWuX23X27dunzz//XH369NGKFSv0008/acSIEcrOzlZCQoLbdaZNm6bJkye7tK9evVqBgYFFrjsxMbHI6wBAURR1nMnIyLhClZQ8j55eK6rc3FyFhYXptddek4+Pj1q1aqVDhw7p+eefzzd0xo8fr/j4eMft9PR0RUZGqkuXLgoKCir0fWdnZysxMVGxsbGOU3sAUJKKO87kncG5GngsdEJDQ+Xj46PU1FSn9tTUVEVERLhdp2rVqvL19XU6ldawYUOlpKQoKytLfn5+Luv4+/vL39/fpd3X17dY4VHc9QCgsIo6zlxNY5LHpkz7+fmpVatWSkpKcrTl5uYqKSlJ0dHRbtdp3769fvrpJ+Xm5jra/vOf/6hq1apuAwcA8Mfi0c/pxMfHa8GCBVqyZIl27typ4cOH6+zZs47ZbP369XOaaDB8+HCdOHFCo0eP1n/+8x8tX75czzzzjB544AFPPQQAQBF49JpOr169dOzYMU2cOFEpKSlq0aKFVq5c6ZhccPDgQXl7/y8XIyMjtWrVKo0ZM0bNmjVT9erVNXr0aD322GOeeggAgCLw+ESCkSNHauTIkW6XrVu3zqUtOjpaX3311RWuCgBwJXj8a3AAANcOQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhT7NA5deqUXn/9dY0fP14nTpyQJG3dulWHDh0qseIAAKVLmeKstH37dsXExCg4OFgHDhzQ4MGDValSJX388cc6ePCg3nzzzZKuEwBQChTrSCc+Pl4DBgzQnj17FBAQ4Gjv1q2bvvjiixIrDgBQuhQrdL755hsNHTrUpb169epKSUm57KIAAKVTsULH399f6enpLu3/+c9/VKVKlcsuCgBQOhUrdG6//XZNmTJF2dnZkiQvLy8dPHhQjz32mO68884SLRAAUHoUK3RmzJihM2fOKCwsTOfOnVOnTp1Ut25dVahQQU8//XRJ1wgAKCWKNXstODhYiYmJ2rBhg7Zv364zZ86oZcuWiomJKen6AAClSLFCJ0+HDh3UoUOHkqoFAFDKFTt0vvnmG61du1ZHjx5Vbm6u07KZM2dedmEAgNKnWKHzzDPP6Mknn1T9+vUVHh4uLy8vx7IL/x8AgAsVK3ReeuklLVy4UAMGDCjhcgAApVmxZq95e3urffv2JV0LAKCUK1bojBkzRnPnzi3pWgAApVyxTq+NHTtW3bt3V506ddSoUSP5+vo6Lf/4449LpDgAQOlSrNB58MEHtXbtWnXu3FmVK1dm8gAAoFCKFTpLlizR3//+d3Xv3r2k6wEAlGLFuqZTqVIl1alTp6RrAQCUcsUKnUmTJikhIUEZGRklXQ8AoBQr1um12bNna+/evQoPD1dUVJTLRIKtW7eWSHEAgNKlWKHTo0ePEi4DAHAtKFboJCQklHQdAIBrwGV9y/SWLVu0c+dOSVLjxo11ww03lEhRAIDSqVihc/ToUd1zzz1at26dQkJCJEmnTp1S586d9f777/OT1QAAt4o1e23UqFE6ffq0fvjhB504cUInTpzQjh07lJ6ergcffLCkawQAlBLFOtJZuXKl1qxZo4YNGzraGjVqpLlz56pLly4lVhwAoHQp1pFObm6uyzRpSfL19XX5QTcAAPIUK3RuvvlmjR49WocPH3a0HTp0SGPGjNEtt9xSYsUBAEqXYoXOnDlzlJ6erqioKNWpU0d16tRRrVq1lJ6erpdffrmkawQAlBLFuqYTGRmprVu3as2aNdq1a5ckqWHDhoqJiSnR4gAApUuxP6fj5eWl2NhYxcbGlmQ9AIBSrFin1x588EHNnj3bpX3OnDl66KGHLrcmAEApVazQ+fvf/6727du7tLdr104fffTRZRcFACidihU6x48fV3BwsEt7UFCQ0tLSLrsoAEDpVKzQqVu3rlauXOnS/tlnn6l27dqXXRQAoHQq1kSC+Ph4jRw5UseOHdPNN98sSUpKStKMGTM0a9askqwPAFCKFCt07rvvPmVmZurpp5/W1KlTJUlRUVGaN2+e+vXrV6IFAgBKj2JPmR4+fLiGDx+uY8eOqWzZsipfvnxJ1gUAKIWK/TU4p06dkiRVqVLFETjp6emO020AAFysWKGzbt06ZWVlubT/9ttvWr9+/WUXBQAonYp0em379u2O///xxx+VkpLiuJ2Tk6OVK1eqevXqJVcdAKBUKVLotGjRQl5eXvLy8nJ7Gq1s2bJ84ScAIF9FCp39+/fLGKPatWtr06ZNTj9L7efnp7CwMPn4+JR4kQCA0qFIoVOzZk1J4ofaAADFUqwp02+++WaBy/msDgDAnWKFzujRo51uZ2dnKyMjQ35+fgoMDCR0AABuFWvK9MmTJ53+nTlzRrt371aHDh303nvvlXSNAIBSolih487111+vZ5991uUoCACAPCUWOpJUpkwZHT58uCQ3CQAoRYp1Teef//yn021jjI4cOaI5c+a4/XE3AACkYoZOjx49nG57eXmpSpUquvnmmzVjxoySqAsAUAoVK3TyPqdz7NgxSXL6kCgAAPkp8jWdU6dO6YEHHlBoaKgiIiIUERGh0NBQjRw50vHN0wAAuFOkI50TJ04oOjpahw4dUp8+fdSwYUNJv3/55+LFi5WUlKSNGzeqYsWKV6RYAMDVrUihM2XKFPn5+Wnv3r0KDw93WdalSxdNmTJFL774YokWCQAoHYp0em3ZsmV64YUXXAJHkiIiIvTcc8/pH//4R4kVBwAoXYoUOkeOHFHjxo3zXd6kSROn39gBAOBCRQqd0NBQHThwIN/l+/fvV6VKlS63JgBAKVWk0ImLi9MTTzzh9qeqMzMzNWHCBN16660lVhwAoHQp8kSC1q1b6/rrr9cDDzygBg0ayBijnTt36pVXXlFmZqbeeuutK1UrAOAqV6TQqVGjhpKTkzVixAiNHz9exhhJv38jQWxsrObMmaPIyMgrUigA4OpX5G8kqFWrlj777DOdPHlSe/bskSTVrVuXazkAgEsq1tfgSFLFihXVpk2bkqwFAFDKlehPGwAAUBBCBwBgDaEDALCG0AEAWEPoAACsIXQAANYQOgAAawgdAIA1hA4AwBpCBwBgDaEDALCG0AEAWEPoAACsIXQAANYQOgAAawgdAIA1hA4AwBpCBwBgzR8idObOnauoqCgFBASobdu22rRpU6HWe//99+Xl5aUePXpc2QIBACXC46GzdOlSxcfHKyEhQVu3blXz5s0VFxeno0ePFrjegQMHNHbsWHXs2NFSpQCAy+Xx0Jk5c6YGDx6sgQMHqlGjRpo/f74CAwO1cOHCfNfJyclRnz59NHnyZNWuXdtitQCAy1HGk3eelZWlLVu2aPz48Y42b29vxcTEKDk5Od/1pkyZorCwMA0aNEjr168v8D4yMzOVmZnpuJ2eni5Jys7OVnZ2dqFrzetblHUAoCiKO85cTeOSR0MnLS1NOTk5Cg8Pd2oPDw/Xrl273K6zYcMGvfHGG9q2bVuh7mPatGmaPHmyS/vq1asVGBhY5JoTExOLvA4AFEVRx5mMjIwrVEnJ82joFNXp06fVt29fLViwQKGhoYVaZ/z48YqPj3fcTk9PV2RkpLp06aKgoKBC33d2drYSExMVGxsrX1/fItcOAJdS3HEm7wzO1cCjoRMaGiofHx+lpqY6taempioiIsKl/969e3XgwAHddtttjrbc3FxJUpkyZbR7927VqVPHaR1/f3/5+/u7bMvX17dY4VHc9QCgsIo6zlxNY5JHJxL4+fmpVatWSkpKcrTl5uYqKSlJ0dHRLv0bNGig77//Xtu2bXP8u/3229W5c2dt27ZNkZGRNssHABSRx0+vxcfHq3///mrdurXatGmjWbNm6ezZsxo4cKAkqV+/fqpevbqmTZumgIAANWnSxGn9kJAQSXJpBwD88Xg8dHr16qVjx45p4sSJSklJUYsWLbRy5UrH5IKDBw/K29vjM7sBACXA46EjSSNHjtTIkSPdLlu3bl2B6y5evLjkCwIAXBEcQgAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMCaP0TozJ07V1FRUQoICFDbtm21adOmfPsuWLBAHTt2VMWKFVWxYkXFxMQU2B8A8Mfh8dBZunSp4uPjlZCQoK1bt6p58+aKi4vT0aNH3fZft26devfurbVr1yo5OVmRkZHq0qWLDh06ZLlyAEBReTx0Zs6cqcGDB2vgwIFq1KiR5s+fr8DAQC1cuNBt/3feeUcjRoxQixYt1KBBA73++uvKzc1VUlKS5coBAEVVxpN3npWVpS1btmj8+PGONm9vb8XExCg5OblQ28jIyFB2drYqVarkdnlmZqYyMzMdt9PT0yVJ2dnZys7OLnSteX2Lsg4AFEVxx5mraVzyaOikpaUpJydH4eHhTu3h4eHatWtXobbx2GOPqVq1aoqJiXG7fNq0aZo8ebJL++rVqxUYGFjkmhMTE4u8DgAURVHHmYyMjCtUScnzaOhcrmeffVbvv/++1q1bp4CAALd9xo8fr/j4eMft9PR0x3WgoKCgQt9Xdna2EhMTFRsbK19f38uuHQAuVtxxJu8MztXAo6ETGhoqHx8fpaamOrWnpqYqIiKiwHVfeOEFPfvss1qzZo2aNWuWbz9/f3/5+/u7tPv6+hYrPIq7HgAUVlHHmatpTPLoRAI/Pz+1atXKaRJA3qSA6OjofNd77rnnNHXqVK1cuVKtW7e2USoAoAR4/PRafHy8+vfvr9atW6tNmzaaNWuWzp49q4EDB0qS+vXrp+rVq2vatGmSpOnTp2vixIl69913FRUVpZSUFElS+fLlVb58eY89DgDApXk8dHr16qVjx45p4sSJSklJUYsWLbRy5UrH5IKDBw/K2/t/B2Tz5s1TVlaW/va3vzltJyEhQZMmTbJZOgCgiDweOpI0cuRIjRw50u2ydevWOd0+cODAlS8IAHBFePzDoQCAawehAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCF0AADWEDoAAGsIHQCANYQOAMAaQgcAYA2hAwCwhtABAFhD6AAArCnj6QKuBlHjlsvfx+i5NlKTSauUmeOlA89293RZAHDV+UMc6cydO1dRUVEKCAhQ27ZttWnTpgL7f/jhh2rQoIECAgLUtGlTrVix4orVFjVueZHaAQD583joLF26VPHx8UpISNDWrVvVvHlzxcXF6ejRo277b9y4Ub1799agQYP07bffqkePHurRo4d27NhR4rVdKlgIHgAoGo+HzsyZMzV48GANHDhQjRo10vz58xUYGKiFCxe67f/SSy/p1ltv1SOPPKKGDRtq6tSpatmypebMmVOidRU2UAgeACg8j17TycrK0pYtWzR+/HhHm7e3t2JiYpScnOx2neTkZMXHxzu1xcXFadmyZW77Z2ZmKjMz03E7PT1dkpSdna3s7Ox8a/P3Mc63vY3Tfy9U0HYAoLDyxpKijilX0xjk0dBJS0tTTk6OwsPDndrDw8O1a9cut+ukpKS47Z+SkuK2/7Rp0zR58mSX9tWrVyswMDDf2p5r4759autcl7YreU0JwLUnMTGxSP0zMjKuUCUlr9TPXhs/frzTkVF6eroiIyPVpUsXBQUF5btek0mrnG77extNbZ2rCZu9lZnr5bRsx6S4ki0awDUpOztbiYmJio2Nla+vb6HXyzuDczXwaOiEhobKx8dHqampTu2pqamKiIhwu05ERESR+vv7+8vf39+l3dfXt8Cdmpnj5b4918tlWVFeHABwKZcan9z1v1p4dCKBn5+fWrVqpaSkJEdbbm6ukpKSFB0d7Xad6Ohop/7S74ei+fUvrsJ+DofP6wBA4Xl89lp8fLwWLFigJUuWaOfOnRo+fLjOnj2rgQMHSpL69evnNNFg9OjRWrlypWbMmKFdu3Zp0qRJ2rx5s0aOHFnitV0qUAgcACgaj1/T6dWrl44dO6aJEycqJSVFLVq00MqVKx2TBQ4ePChv7/9lY7t27fTuu+/qySef1OOPP67rr79ey5YtU5MmTa5IfQee7e52WjSBAwBF52WMcZ0DXIqlp6crODhYv/76a4ETCS6WnZ2tFStWqFu3blfV+VMAV4/ijjPFHdc8weOn1wAA1w5CBwBgDaEDALCG0AEAWEPoAACsIXQAANYQOgAAawgdAIA1hA4AwBpCBwBgDaEDALCG0AEAWEPoAACsIXQAANYQOgAAawgdAIA1hA4AwBpCBwBgDaEDALCG0AEAWFPG0wXYZoyRJKWnpxdpvezsbGVkZCg9PV2+vr5XojQA17jijjN541ne+PZHds2FzunTpyVJkZGRHq4EAErW6dOnFRwc7OkyCuRlroZoLEG5ubk6fPiwKlSoIC8vr0Kvl56ersjISP3yyy8KCgq6ghUCuFYVd5wxxuj06dOqVq2avL3/2FdNrrkjHW9vb9WoUaPY6wcFBRE6AK6o4owzf/QjnDx/7EgEAJQqhA4AwBpCp5D8/f2VkJAgf39/T5cCoJS6FsaZa24iAQDAczjSAQBYQ+gAAKwhdAAA1hA6AABrCJ1Cmjt3rqKiohQQEKC2bdtq06ZNni4JQCnxxRdf6LbbblO1atXk5eWlZcuWebqkK4bQKYSlS5cqPj5eCQkJ2rp1q5o3b664uDgdPXrU06UBKAXOnj2r5s2ba+7cuZ4u5YpjynQhtG3bVn/60580Z84cSb9/f1tkZKRGjRqlcePGebg6AKWJl5eX/vGPf6hHjx6eLuWK4EjnErKysrRlyxbFxMQ42ry9vRUTE6Pk5GQPVgYAVx9C5xLS0tKUk5Oj8PBwp/bw8HClpKR4qCoAuDoROgAAawidSwgNDZWPj49SU1Od2lNTUxUREeGhqgDg6kToXIKfn59atWqlpKQkR1tubq6SkpIUHR3twcoA4Opzzf2IW3HEx8erf//+at26tdq0aaNZs2bp7NmzGjhwoKdLA1AKnDlzRj/99JPj9v79+7Vt2zZVqlRJ1113nQcrK3lMmS6kOXPm6Pnnn1dKSopatGih2bNnq23btp4uC0ApsG7dOnXu3NmlvX///lq8eLH9gq4gQgcAYA3XdAAA1hA6AABrCB0AgDWEDgDAGkIHAGANoQMAsIbQAQBYQ+gAAKwhdHBNe+ONN9SlSxdPl4ESMG7cOI0aNcrTZeASCJ1rzC+//KL77rtP1apVk5+fn2rWrKnRo0fr+PHjRdrOgQMH5OXlpW3btl2ZQi347bffNGHCBCUkJDi1f/jhh2rQoIECAgLUtGlTrVixwkMV2vf000+rXbt2CgwMVEhIiKfLKZKxY8dqyZIl2rdvn6dLQQEInWvIvn371Lp1a+3Zs0fvvfeefvrpJ82fP9/xjdknTpzwdIlWffTRRwoKClL79u0dbRs3blTv3r01aNAgffvtt+rRo4d69OihHTt2eLBSe7KysnTXXXdp+PDhni6lyEJDQxUXF6d58+Z5uhQUxOCaceutt5oaNWqYjIwMp/YjR46YwMBAM2zYMEebJPOPf/zDqV9wcLBZtGiRY/mF/zp16uTo98Ybb5hGjRoZPz8/ExERYR544AHHsp9//tncfvvtply5cqZChQrmrrvuMikpKY7lCQkJpnnz5uaNN94wkZGRply5cmb48OHm/PnzZvr06SY8PNxUqVLFPPXUU061nTx50gwaNMiEhoaaChUqmM6dO5tt27YV+Hx0797djB071qnt7rvvNt27d3dqa9u2rRk6dGiB27oceY/5QmvXrjWSzMmTJx1t69evNx06dDABAQGmRo0aZtSoUebMmTPGGGM6derksk/y/iUkJBS5pkWLFpng4ODiP6hi3N/FdV/4nJw/f97cd999JioqygQEBJh69eqZWbNmuWxnyZIlpkaNGtbqRtFxpHONOHHihFatWqURI0aobNmyTssiIiLUp08fLV26VKaQ3/+6adMmSdKaNWt05MgRffzxx5KkefPm6YEHHtCQIUP0/fff65///Kfq1q0r6fffIbrjjjt04sQJ/fvf/1ZiYqL27dunXr16OW177969+uyzz7Ry5Uq99957euONN9S9e3f997//1b///W9Nnz5dTz75pL7++mvHOnfddZeOHj2qzz77TFu2bFHLli11yy23FHj0tmHDBrVu3dqpLTk5WTExMU5tcXFxSk5Oznc769evV/ny5Qv898477xTiWc3f3r17deutt+rOO+/U9u3btXTpUm3YsEEjR46UJH388cc6cuSIjhw5oujoaD388MOO22PHjr2s+76UYcOGXfLxF0ZQUJCj5ocffthpWW5urmrUqKEPP/xQP/74oyZOnKjHH39cH3zwgVO/Nm3a6L///a8OHDhQUg8PJYzf07lG7NmzR8YYNWzY0O3yhg0b6uTJkzp27JjCwsIuub0qVapIkipXruz0C6pPPfWUHn74YY0ePdrR9qc//UmSlJSUpO+//1779+9XZGSkJOnNN99U48aN9c033zj65ebmauHChapQoYIaNWqkzp07a/fu3VqxYoW8vb1Vv359TZ8+XWvXrlXbtm21YcMGbdq0SUePHpW/v78k6YUXXtCyZcv00UcfaciQIS71nzp1Sr/++quqVavm1J6SkqLw8HCntvDwcKWkpOT7XLRu3fqS17Yu3mZRTZs2TX369NFDDz0kSbr++us1e/ZsderUSfPmzVOlSpUcff38/FS+fHlrv2w7ZcqUyw62zMxM+fn5OWq+OKh8fX01efJkx+1atWopOTlZH3zwge6++25He97+/PnnnxUVFXVZNeHKIHSuMYU9kimOo0eP6vDhw7rlllvcLt+5c6ciIyMdgSNJjRo1UkhIiHbu3OkInaioKFWoUMHRJzw8XD4+PvL29nZqO3r0qCTpu+++05kzZ1S5cmWn+zt37pz27t3rtpZz585JkgICAorxSJ2VLVvWcTRXXN9//73TQJuTk+O0/LvvvtP27dudjpiMMcrNzdX+/fvzfTNhQ1hYWKHeqBTk+PHjCgoKKrDP3LlztXDhQh08eFDnzp1TVlaWWrRo4dQn7yg+IyPjsurBlUPoXCPq1q0rLy8v7dy5Uz179nRZvnPnTlWsWNFxBOPl5eUSUNnZ2QXex8Wn7YrL19fX6baXl5fbttzcXEm//+pi1apVtW7dOpdt5TcDq3LlyvLy8tLJkyed2iMiIpSamurUlpqaWuBRw/r169W1a9d8l0vSq6++qj59+uS7vH79+vrnP//puP3111/r//7v/xy3z5w5o6FDh+rBBx90WdfTvyw5bNgwvf322wX2OXPmTIHL9+3bp1q1auW7/P3339fYsWM1Y8YMRUdHq0KFCnr++eedTrFKcpxOzXsd44+H0LlGVK5cWbGxsXrllVc0ZswYp4BISUnRO++8o379+snLy0vS73+0R44ccfTZs2eP07tHPz8/Sc7vyCtUqKCoqCglJSW5/RXEhg0b6pdfftEvv/ziONr58ccfderUKTVq1KjYj61ly5ZKSUlRmTJlCn1Kxc/PT40aNdKPP/7o9Dmd6OhoJSUlOU5jSVJiYqKio6Pz3VZJnF7z8/NzOlr673//67S8ZcuW+vHHHy/7iOpKKInTa1988UWBofzll1+qXbt2GjFihKPN3VHsjh075Ovrq8aNG19WPbhyCJ1ryJw5c9SuXTvFxcXpqaeeUq1atfTDDz/okUceUfXq1fX00087+t58882aM2eOoqOjlZOTo8cee8zpaCMsLExly5bVypUrVaNGDQUEBCg4OFiTJk3SsGHDFBYWpq5du+r06dP68ssvNWrUKMXExKhp06bq06ePZs2apfPnz2vEiBHq1KmTywX9ooiJiVF0dLR69Oih5557TvXq1dPhw4e1fPly9ezZM99tx8XFacOGDU4BM3r0aHXq1EkzZsxQ9+7d9f7772vz5s167bXX8r3/kji9dimPPfaYbrzxRo0cOVL333+/ypUrpx9//FGJiYmaM2dOid3PwYMHdeLECR08eFA5OTmOMK1bt26+EwIu5/TauXPn9Prrr2vv3r3q2rWr49rZmTNndP78eZ04cUKVKlXS9ddfrzfffFOrVq1SrVq19NZbb+mbb75xOTpav369OnbsWGJH3bgCPDp3DtYdOHDA9O/f34SHhxtfX18TGRlpRo0aZdLS0pz6HTp0yHTp0sWUK1fOXH/99WbFihVOU6aNMWbBggUmMjLSeHt7O02Znj9/vqlfv77x9fU1VatWNaNGjXIsK+yU6Qv179/f3HHHHU5tnTp1MqNHj3bcTk9PN6NGjTLVqlVzPK4+ffqYgwcP5vtc/PDDD6Zs2bLm1KlTTu0ffPCBqVevnvHz8zONGzc2y5cvz3cbJaGwU6Y3bdpkYmNjTfny5U25cuVMs2bNzNNPP+2yvU6dOrmdJp2QkGBq1qxZYC39+/d3O+167dq1RX9gheBuqrTcTMX/7bffzIABA0xwcLAJCQkxw4cPN+PGjXN53urXr2/ee++9K1IrSoaXMVfwyjLwB3fXXXepZcuWGj9+vKdLueL69+8vLy8vLV682NOlOCxevFjr1q1zW9O2bdv00EMPub1W585nn32mhx9+WNu3b1eZMpzE+aPiczq4pj3//POF/hzJ1cwYo3Xr1mnq1KmeLsVJ2bJlFRwc7HaZr6+v01TwSzl79qwWLVpE4PzBcaQDALCGIx0AgDWEDgDAGkIHAGANoQMAsIbQAQBYQ+gAAKwhdAAA1hA6AABrCB0AgDX/D/a6p3iyKkSFAAAAAElFTkSuQmCC", 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", 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" ] @@ -1044,7 +1026,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -1168,23 +1150,23 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Обучающая выборка после oversampling: (582, 9)\n", + "Обучающая выборка после oversampling: (579, 9)\n", "Outcome\n", "0 299\n", - "1 283\n", + "1 280\n", "Name: count, dtype: int64\n" ] }, { "data": { - "image/png": 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", + "image/png": 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" ] @@ -1220,7 +1202,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -1264,6 +1246,758 @@ "plt.title('Распределение классов Outcome в тренировочной выборке после Undersampling')\n", "plt.show()" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 3 Датасет: Stroke Prediction Dataset\n", + "#### https://www.kaggle.com/datasets/fedesoriano/stroke-prediction-dataset\n", + "\n", + "According to the World Health Organization (WHO) stroke is the 2nd leading cause of death globally, responsible for approximately 11% of total deaths.\n", + "This dataset is used to predict whether a patient is likely to get stroke based on the input parameters like gender, age, various diseases, and smoking status. Each row in the data provides relavant information about the patient.\n", + "\n", + "- Из этого описания очевидно что объектами иследования являются реальные пациенты.\n", + "- Атрибуты объектов: id, gender, age, hypertension, heart_disease, ever_married, work_type, Residence_type, avg_glucose_level, bmi, smoking_status, stroke\n", + "- Очевидная цель этого датасета - это научиться определять будет у человека сердечный приступ или нет." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "количество колонок: 12\n", + "колонки: id, gender, age, hypertension, heart_disease, ever_married, work_type, Residence_type, avg_glucose_level, bmi, smoking_status, stroke\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "df = pd.read_csv(\"..//static//csv//healthcare-dataset-stroke-data.csv\", sep=\",\")\n", + "print('количество колонок: ' + str(df.columns.size)) \n", + "print('колонки: ' + ', '.join(df.columns))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Получение сведений о пропущенных данных\n", + "\n", + "Типы пропущенных данных:\n", + "- None - представление пустых данных в Python\n", + "- NaN - представление пустых данных в Pandas\n", + "- '' - пустая строка" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "id 0\n", + "gender 0\n", + "age 0\n", + "hypertension 0\n", + "heart_disease 0\n", + "ever_married 0\n", + "work_type 0\n", + "Residence_type 0\n", + "avg_glucose_level 0\n", + "bmi 201\n", + "smoking_status 1544\n", + "stroke 0\n", + "dtype: int64\n", + "\n", + "id False\n", + "gender False\n", + "age False\n", + "hypertension False\n", + "heart_disease False\n", + "ever_married False\n", + "work_type False\n", + "Residence_type False\n", + "avg_glucose_level False\n", + "bmi True\n", + "smoking_status True\n", + "stroke False\n", + "dtype: bool\n", + "\n", + "bmi процент пустых значений: %3.93\n", + "smoking_status процент пустых значений: %30.22\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "# Замена значений 'Unknown' на np.nan\n", + "df.replace('Unknown', np.nan, inplace=True)\n", + "\n", + "# Количество пустых значений признаков\n", + "print(df.isnull().sum())\n", + "print()\n", + "\n", + "# Есть ли пустые значения признаков\n", + "print(df.isnull().any())\n", + "print()\n", + "\n", + "# Процент пустых значений признаков\n", + "for i in df.columns:\n", + " null_rate = df[i].isnull().sum() / len(df) * 100\n", + " if null_rate > 0:\n", + " print(f\"{i} процент пустых значений: %{null_rate:.2f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "пропуски есть и их не мало, с нимим можно поступить 2 способами, удалить записи или достроить эти пропуски" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Удаление наблюдений с пропусками" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(3426, 12)\n", + "id False\n", + "gender False\n", + "age False\n", + "hypertension False\n", + "heart_disease False\n", + "ever_married False\n", + "work_type False\n", + "Residence_type False\n", + "avg_glucose_level False\n", + "bmi False\n", + "smoking_status False\n", + "stroke False\n", + "dtype: bool\n" + ] + } + ], + "source": [ + "dropna_df = df.dropna()\n", + "print(dropna_df.shape)\n", + "print(dropna_df.isnull().any())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "срезалось ~2000 записей, что не круто когда записей всего ~5000.\n", + "- Попробуем дополнить базу данных заполнив пропуски" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['formerly smoked' 'never smoked' 'smokes' nan]\n", + "id 0\n", + "gender 0\n", + "age 0\n", + "hypertension 0\n", + "heart_disease 0\n", + "ever_married 0\n", + "work_type 0\n", + "Residence_type 0\n", + "avg_glucose_level 0\n", + "bmi 0\n", + "smoking_status 0\n", + "stroke 0\n", + "dtype: int64\n", + "\n", + "id False\n", + "gender False\n", + "age False\n", + "hypertension False\n", + "heart_disease False\n", + "ever_married False\n", + "work_type False\n", + "Residence_type False\n", + "avg_glucose_level False\n", + "bmi False\n", + "smoking_status False\n", + "stroke False\n", + "dtype: bool\n", + "\n", + "['formerly smoked' 'never smoked' 'smokes']\n" + ] + } + ], + "source": [ + "print(df['smoking_status'].unique())\n", + "# Замена пустых данных на медиану\n", + "df[\"bmi\"] = df[\"bmi\"].fillna(df[\"bmi\"].median())\n", + "\n", + "# Заполнение с помощью модели машинного обучения\n", + "from sklearn.compose import ColumnTransformer\n", + "from sklearn.preprocessing import OneHotEncoder\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.pipeline import Pipeline\n", + "\n", + "# Определение категориальных и числовых столбцов\n", + "categorical_features = ['gender', 'ever_married', 'work_type', 'Residence_type'] \n", + "numeric_features = ['avg_glucose_level', 'hypertension', 'heart_disease', 'age', 'bmi']\n", + "\n", + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "# Добавляем StandardScaler для числовых признаков\n", + "preprocessor = ColumnTransformer(\n", + " transformers=[\n", + " ('cat', OneHotEncoder(), categorical_features),\n", + " ('num', StandardScaler(), numeric_features) # Применение скейлера к числовым признакам\n", + " ],\n", + " remainder='passthrough'\n", + ")\n", + "\n", + "# Создание пайплайна для обучения модели\n", + "pipeline = Pipeline(steps=[\n", + " ('preprocessor', preprocessor),\n", + " ('classifier', LogisticRegression())\n", + "])\n", + "\n", + "# Разделение данных на обучающую выборку и тестовую, исключая smoking_status = 0 из обучающей выборки\n", + "known_smoking_status = df.dropna() # только те строки, где smoking_status != 0\n", + "unknown_smoking_status = df[df['smoking_status'].isnull()] # строки с smoking_status = 0 для предсказания\n", + "\n", + "# Определяем признаки для обучения (категориальные и числовые)\n", + "X_train = known_smoking_status[categorical_features + numeric_features]\n", + "y_train = known_smoking_status['smoking_status']\n", + "\n", + "# Данные для предсказания\n", + "X_test = unknown_smoking_status[categorical_features + numeric_features]\n", + "\n", + "# Обучение модели через пайплайн\n", + "pipeline.fit(X_train, y_train)\n", + "\n", + "# Предсказание пропущенных значений\n", + "df.loc[df['smoking_status'].isnull(), 'smoking_status'] = pipeline.predict(X_test)\n", + "\n", + "# Количество пустых значений признаков\n", + "print(df.isnull().sum())\n", + "print()\n", + "\n", + "# Есть ли пустые значения признаков\n", + "print(df.isnull().any())\n", + "print()\n", + "print(df['smoking_status'].unique())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "посмотрим выбросы и усредним их:" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Колонка age:\n", + " Есть выбросы: Нет\n", + " Количество выбросов: 0\n", + " Минимальное значение: 0.08\n", + " Максимальное значение: 82.0\n", + " 1-й квартиль (Q1): 25.0\n", + " 3-й квартиль (Q3): 61.0\n", + "\n", + "Колонка avg_glucose_level:\n", + " Есть выбросы: Да\n", + " Количество выбросов: 627\n", + " Минимальное значение: 55.12\n", + " Максимальное значение: 169.35750000000002\n", + " 1-й квартиль (Q1): 77.245\n", + " 3-й квартиль (Q3): 114.09\n", + "\n", + "Колонка bmi:\n", + " Есть выбросы: Да\n", + " Количество выбросов: 126\n", + " Минимальное значение: 10.300000000000006\n", + " Максимальное значение: 46.29999999999999\n", + " 1-й квартиль (Q1): 23.8\n", + " 3-й квартиль (Q3): 32.8\n", + "\n" + ] + } + ], + "source": [ + "numeric_columns = ['age', 'avg_glucose_level', 'bmi']\n", + "for column in numeric_columns:\n", + " if pd.api.types.is_numeric_dtype(df[column]): # Проверяем, является ли колонка числовой\n", + " q1 = df[column].quantile(0.25) # Находим 1-й квартиль (Q1)\n", + " q3 = df[column].quantile(0.75) # Находим 3-й квартиль (Q3)\n", + " iqr = q3 - q1 # Вычисляем межквартильный размах (IQR)\n", + "\n", + " # Определяем границы для выбросов\n", + " lower_bound = q1 - 1.5 * iqr # Нижняя граница\n", + " upper_bound = q3 + 1.5 * iqr # Верхняя граница\n", + "\n", + " # Подсчитываем количество выбросов\n", + " outliers = df[(df[column] < lower_bound) | (df[column] > upper_bound)]\n", + " outlier_count = outliers.shape[0]\n", + " \n", + " # Устраняем выбросы: заменяем значения ниже нижней границы на саму нижнюю границу, а выше верхней — на верхнюю\n", + " df[column] = df[column].apply(lambda x: lower_bound if x < lower_bound else upper_bound if x > upper_bound else x)\n", + "\n", + " print(f\"Колонка {column}:\")\n", + " print(f\" Есть выбросы: {'Да' if outlier_count > 0 else 'Нет'}\")\n", + " print(f\" Количество выбросов: {outlier_count}\")\n", + " print(f\" Минимальное значение: {df[column].min()}\")\n", + " print(f\" Максимальное значение: {df[column].max()}\")\n", + " print(f\" 1-й квартиль (Q1): {q1}\")\n", + " print(f\" 3-й квартиль (Q3): {q3}\\n\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "построим графики в надежде найти какие то зависимости инсульта от других колонок" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", 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", 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", 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YtGkTNmzYgM8//xyrV6/GsmXLMGTIEKxduxYajQaKoqBbt2548cUX6zxHenp6o6+vKAokScKqVavqfI9n/qTjkksuQUZGBj766CNcf/31+N///ger1YrrrrvO53yAZ97t2d+LAM7pH5GhdP/99+Oqq67C8uXLsWbNGsycORNz587Fl19+iZ49ewZ0jjN/otEYKSkpSElJwcqVK7Ft2zb07t3b+1zN5/rQQw8hOzu7ztef/Y86onPVPL87iX4nau6qr/mf6caNG3Hy5En85z//weWXX+6ty8vLq/P1MTExPjePDBo0CKmpqVi6dClmzJjhUztjxgz06NHD53/AZ8rMzMTWrVvhdDr9hl8hBKZPn45x48bVG/7ONHLkSBiNRkyaNAkDBgxAZmZmrXDbpk0bAMCBAwe8P2auceDAAe/z7dq1A4Baq0Kcj/DwcJ/P8bLLLkNaWhrWrl1b7/v76aefcPDgQbzzzju48cYbvcfXrVtXZ/11112HO++8EwcOHMCyZcsQFhaGq666yvt8zfvLycnB4MGDvcddLhcOHz6M7t27B/x+zjzXmaNoJ0+eDOjHzTExMXXexX7kyBHv5w8E9jXTpk0bfPHFF6isrPQZva2ZYlPTK+BZNWTo0KEYOnQoXnzxRTzzzDN49NFHsWHDBgwbNgyZmZnYtWsXhg4dGvQdvWpufmvbtq13JLghEydOxMsvv4yKigosW7YMGRkZPl8rNTdgJiYm+nxtNVag3x/BkJmZiQcffBAPPvggDh06hB49euCFF17Ae++9B+Dcp/+c2fuZXz8OhwN5eXm1Ph+j0YgVK1ZgyJAhGDFiBL766it06dIFwG/f/zqdLiifK1FdOC2BKAArV66s8/gbb7wBSZK8/7OqCbnijCWSHA4HXnvttYCuUxOWz14WacuWLfjss8/w7LPP1vs/pgkTJqCkpASvvvpqrefEWUs2/etf/8Lu3bvrXHWhLlqtFjfeeCN2796NW2+9tc6a3r17IzExEUuWLPHpf9WqVdi/fz9Gjx4NwDPN4fLLL8dbb71Va1WIs/tsrJrRoYZGKev6uxJC4OWXX66zfsKECdBoNPjwww/x8ccf48orr/RZ/7N3796Ii4vDG2+84V3uCADef//9c57/OHToUGi1WixevNjneF1/t3XJzMzEd9995zP/eMWKFT5LYtW8J39fM6NGjYLb7a5V89JLL0GSJIwcORKAZy7l2Xr06AHgt6/niRMnoqCgoM7VOaxWq/fO/MYYP348NBoNZs+eXevrSAiBkydP+hy77rrrYLfb8c4772D16tWYOHGiz/PZ2dmIjIzEM888A6fTWet6Zy+P50+g3x/no7q6utZqGpmZmYiIiPC5Znh4eEBLeNUYNmwY9Ho9Fi5c6PPZvvnmmygvL6+z96ioKKxZswaJiYm44oorvPPVExMTMWjQIPz973/H8ePHa73uXD9Xorpw5JYoANdffz06deqEcePGISkpCSdOnMCqVauwYcMGPProo+jWrRsA4NJLL0VMTAxuuukm3HvvvZAkCf/85z/rDW1FRUXe0ZSSkhL8/e9/h1arrTUHdu3atbjiiisaHOm48cYb8e6772LatGn4/vvvcdlll6GqqgpffPEF7rzzTu+NTzXnu/322+uc/1efJ598Eg8//HC9cz51Oh3mzZuHW265BQMHDsTkyZO9Sx1lZGT4LCW2cOFCDBgwABdddBGmTp2Ktm3b4vDhw/j888+xc+fOgHuqYbFYsHr1agCekLVw4ULodLoGA0OnTp2QmZmJhx56CAUFBYiMjMQnn3xSbxBNTEzE4MGD8eKLL6KysrLWCLper8cTTzyBe+65B0OGDMHEiRNx+PBhvP3228jMzDyn0bKkpCTcd999eOGFFzBmzBiMGDECu3btwqpVqxAfH+/3XP/3f/+Hf//73xgxYgQmTpyI3NxcvPfee7WWgwvka+aqq67C4MGD8eijj+Lw4cO48MILsXbtWnz22We4//77veecM2cONm3ahNGjR6NNmzYoLi7Ga6+9hlatWnlv0rrhhhvw0Ucf4c9//jM2bNiA/v37w+124+eff8ZHH32ENWvW+PwI+1xkZmbiqaeewowZM7xLsEVERCAvLw+ffvoppk6dioceeshbf9FFFyErKwuPPvoo7HZ7rb/PyMhILF68GDfccAMuuugiTJo0CQkJCcjPz8fnn3+O/v37B/yPDeDcvj8a6+DBgxg6dCgmTpyICy64AFqtFp9++imKioowadIkb12vXr2wePFiPPXUU8jKykJiYmKt0eQzJSQkYMaMGZg9ezZGjBiBMWPG4MCBA3jttdfQp08f7z0FZ4uPj/eufTxs2DB88803SEtLw6JFizBgwAB069YNt99+O9q1a4eioiJs2bIFR48exa5du877s6A/uJCvz0D0O7R48WIxatQokZqaKrRarYiOjhbZ2dli5cqVtWo3b94sLrnkEmEymURqaqp45JFHxJo1a2ot1zRw4ECfZcWio6NF//79a50TgJAkSWzfvt3neF1LiVVXV4tHH31UtG3bVuh0OpGcnCyuueYakZubK4T4bSkwk8kkCgoKfF579vJRNcsC1Sz1dbb6nl+2bJno2bOnMBgMIjY2VkyZMkUcPXq01uv37Nkjxo0bJ6Kjo4XRaBQdO3YUM2fOrPNa/pYCq+tzXLVqVZ31Z9q3b58YNmyYMJvNIj4+Xtx+++1i165dtZZLq/HGG28IACIiIsJnOaczLVy4ULRp00YYDAZx8cUXi82bN4tevXqJESNG+O3nTC6XS8ycOVMkJycLk8kkhgwZIvbv3y/i4uLEn//8Z29dXUuBCSHECy+8INLS0oTBYBD9+/cX27Zta9TXjBCeZbEeeOABkZqaKnQ6nWjfvr147rnnfJZuW79+vRg7dqxITU0Ver1epKamismTJ4uDBw/6XM/hcIh58+aJLl26CIPBIGJiYkSvXr3E7NmzRXl5ecCfT33Lb33yySdiwIABIjw8XISHh4tOnTqJu+66Sxw4cKBW7aOPPioAiKysrHqvs2HDBpGdnS2ioqKE0WgUmZmZ4uabbxbbtm3z20tdAv3+qIFzWAqspKRE3HXXXaJTp04iPDxcREVFib59+4qPPvrIp66wsFCMHj1aRERE+CxT5+97/tVXXxWdOnUSOp1OJCUlib/85S/i1KlTPjV1Lc2Xk5MjUlJSROfOnb1LxeXm5oobb7xRJCcnC51OJ9LS0sSVV14p/v3vfwf0XokaIgkRpJ8DEhFRLYqiICEhAePHj29ws4xAlJWVISYmBk899ZR3AX4iIvLFObdEREFis9lqTUF59913UVpaes7b7565BXCNBQsWAMA5n4uI6I+EI7dEREGyceNGPPDAA7j22msRFxeHH3/8EW+++SY6d+6M7du3Q6/X48SJE3C73fWeQ6/XIzY2Fm+//TbefvttjBo1CmazGd988w0+/PBDDB8+HGvWrAnhuwqt8vLyOoP9mepamouIqAZvKCMiCpKMjAykp6dj4cKFKC0tRWxsLG688UY8++yz0Ov1AIA+ffo0uGD/wIEDsXHjRnTv3h1arRbz589HRUWF9yazp556KlRvRxX33Xcf3nnnnQZrOCZDRA3hyC0RUQht3ry5wZHJmJgY9OrVK4QdNS/79u3DsWPHGqzh+qhE1BCGWyIiIiJqMXhDGRERERG1GJxzC89SPceOHUNERETQt4QkIiIiovMnhEBlZSVSU1Mhy/WPzzLcAjh27BjS09PVboOIiIiI/Pj111/RqlWrep9nuAUQEREBwPNhRUZGNvn1nE4n1q5di+HDh0On0zX59YiIiIiCLdR5pqKiAunp6d7cVh+GW8A7FSEyMjJk4TYsLAyRkZEMt0RERPS7pFae8TeFlDeUEREREVGLwXBLRERERC0Gwy0RERERtRgMt0RERETUYjDcEhEREVGLwXBLRERERC0Gwy0RERERtRgMt0RERETUYjDcEhEREVGLwXBLRERERC0Gwy0RERERtRgMt0RERETUYjDcEhEREVGLwXAbYhnTP0fXJ9YAALo+sQYZ0z9XuSMiIiKic/Poh7555tEPm0+eYbgNofqCLAMuERER/V5kTP8c7+/yPfb+ruaTZxhuQ8TfX3hz+YIgIiIiqs/vIc8w3IZAoH/RzeELgoiIiKgugU49UHuKAsMtEREREfl19lSE861rKgy3RERERNRiMNwSERERUYvBcEtEREREfk25MLh1TYXhNgRmj+kc1DoiIiKiUHt68uig1jUVhtsQsDrdQa0jIiIiUsMX0y4/r+dDgeE2BKyOAMNtgHVEREREoaYoAh98l4/0GFOdz6fHmPDh1nwoighxZ760ql79DyLKpAtqHREREVGo/XqqGt/llUKWJFycEQOdLACUoHebGDgVCUUVdmz5pRS/nqpGm7hw1frkyG0ION2A5KdGOl1HRERE1BzllVShzOpAdJgOkuSbbCRJQlSYDuVWB/JKqlTq0IPhNgSyEsOh8ZNuNZKnjoiIiKi5kgQgUN+0A3WnI9RguA2BtvHhkOWG060sS2gbz3BLREREzVO7+HBEhelQUe2EEL5BVgiB8monok06tFM5zzDchkBRuT2odURERESh1iomDJe0i4NbACUWOyw2FwDAYnOhxGKHIoC+7eLQKiZM1T4ZbkMg54QFimh4qF4RAjknLCHqiIiIiOjcyLKE6/u2RrsEM8qtLhw9VQ0AOHqqGuVWFzITzLi+b2u/P61ualwtIQT0WglupeEat+KpIyIiImrOIoxaxIbrAUUG4PD8WdbCbGwesbJ5dNHCGbSy3ynW4nQdERERUXOkKAJr9hTBrQiM6JKEapsTgAWXt09EmFGHnBNVWLu3CO3izaqO3jJNhUDF6TkpwaojIiIiCrWCMityT1iQEmWELMuIMHnGSCNMWsiyjJQoI3KKLSgos6raJ8NtCOgCnG4QaB0RERFRqFU5XLC53AjT1/2Df5NeA7vLjSqHuoN1DLchYLUHuP1ugHVEREREoRau18Ko1aC6nvBqdbhh0GoQXk/4DRWG2xBwKYHtUObyc9MZERERkVrSok3ITDDjeLmtznVuj5fbkJVoRlq0SaUOPRhuQyA5yhhQuE2OMoaiHSIiIqJzJssSsrsmITZcj0PFFp91bg8VWxAbrsfwLkmqLwXGcBsCnRLNAa2W0CnRHIp2iIiIiBolKzECt/TPQNfUKJRbnQCAcqsT3dKicEv/DGQlRqjcIZcCC4mdR8sDCrc7j5ajQ0pUKFoiIiIiapSsxAi0G2RGfkkldm35FXcNzkLr+AjVR2xrcOQ2BI6eqgpqHREREZGaFEWgsMKz5FdhhRWK4m8YL3Q4chsCJRZ7UOuIiIiI1LJ+fxHe3nwYx05ZcG8H4NFP9yA1xoyb+2dgaOcktdtjuA0FSQpsgDzQOiIiIiI1rN9fhLmrfkalzYlksw4AYDZocbC4EnNX/QwAqgdcpqkQSI0ObBWEQOuIiIiIQs3lUvD25sOotDnROsYEs9EzRmo2atE6xoRKmxPvfHsYLpXXNmW4DYHUqMDWewu0joiIiCjUfvz1FA6frEJcuB6y7BshZVlGXLgeeSVV+PHXUyp1eLoXVa/+B1Fucwa1joiIiCjUTlY54HQrMOk1dT5v0mvgdCs4WeUIcWe+GG5DwO4MbHg+0DoiIiKiUIsL10OnkWF1uOt83upwQ6fxjOCqieE2BCKMgd23F2gdERERUahdlB6DjLhwnKxyQFF8B+QUxTNi2zY+HBelx6jUoQfDbQi4EdiIbKB1RERERKGm1cq4uX8GIow65J+y+my/m3/KikijDjddmgGtVt14qerVN23ahKuuugqpqamQJAnLly+vVbN//36MGTMGUVFRCA8PR58+fZCfn+993maz4a677kJcXBzMZjMmTJiAoqKiEL4L//YVVAa1joiIiEgNQzsnYcbITuiQGAGL/XS4tbvQMSkC00d2Un0ZMEDlcFtVVYULL7wQixYtqvP53NxcDBgwAJ06dcLGjRuxe/duzJw5E0bjb0tmPfDAA/jf//6Hjz/+GF999RWOHTuG8ePHh+otBKTSGtiNYoHWEREREallaOckLL25D54e1xUA8PS4rnjrpj7NItgCKm/iMHLkSIwcObLe5x999FGMGjUK8+fP9x7LzMz0/rm8vBxvvvkmPvjgAwwZMgQAsHTpUnTu3BnfffcdLrnkkqZr/hy0igkLah0RERGRmrRaGb3axGLlXqBXm1jVpyKcqdnewaQoCj7//HM88sgjyM7Oxo4dO9C2bVvMmDEDV199NQBg+/btcDqdGDZsmPd1nTp1QuvWrbFly5Z6w63dbofd/ttWtxUVFQAAp9MJpzP4o6e920TCoPltz2WDLHx+P7OuKa5PREREFGw1mSVU2SXQ6zTbcFtcXAyLxYJnn30WTz31FObNm4fVq1dj/Pjx2LBhAwYOHIjCwkLo9XpER0f7vDYpKQmFhYX1nnvu3LmYPXt2reNr165FWFjTjJ7Ov7j2sSd7+95AVpWzHStzmuTyRERERE1i3bp1IblOdXV1QHXNNtzWLDExduxYPPDAAwCAHj164Ntvv8WSJUswcODARp97xowZmDZtmvdxRUUF0tPTMXz4cERGRp5f43X4239247+7j3sfG2SBJ3srmLlNhl2RvMfHdE/BM+O7B/36RERERMHmdDqxbt06XHHFFdDpdE1+vZqftPvTbMNtfHw8tFotLrjgAp/jnTt3xjfffAMASE5OhsPhQFlZmc/obVFREZKTk+s9t8FggMFgqHVcp9M1yV9OuEEPu1uqddyuSD7Hww36kHxxEBEREQVLU+Wnuq4TiOYz+/cser0effr0wYEDB3yOHzx4EG3atAEA9OrVCzqdDuvXr/c+f+DAAeTn56Nfv34h7bchEaYAN3EIsI6IiIiI6qZqmrJYLMjJ+W2SaV5eHnbu3InY2Fi0bt0aDz/8MK677jpcfvnlGDx4MFavXo3//e9/2LhxIwAgKioKt912G6ZNm4bY2FhERkbinnvuQb9+/ZrNSgkAYNQF9m+IQOuIiIiIqG6qhttt27Zh8ODB3sc182BvuukmvP322xg3bhyWLFmCuXPn4t5770XHjh3xySefYMCAAd7XvPTSS5BlGRMmTIDdbkd2djZee+21kL+XhpRUOYJaR0RERER1UzXcDho0CEKIBmtuvfVW3HrrrfU+bzQasWjRono3gmgO4iNqz+89nzoiIiIiqht/Dh4CJm1g/4YItI6IiIiI6sZwGwImvSaodURERERUN4bbELC73EGtIyIiIqK6MdyGgMut+C86hzoiIiIiqhvDbQj8WlIV1DoiIiIiqhvDbQj8ctIa1DoiIiIiqhvDbQgYtIF9zIHWEREREVHdmKZCoF1CeFDriIiIiKhuDLchcFHrmKDWEREREVHdGG5DoNoZ2BJfgdYRERERUd0YbkPgp4KyoNYRERERUd0YbkOg1OIIah0RERER1Y3hNgTCDdqg1hERERFR3RhuQyAzwRzUOiIiIiKqG8NtCMiSFNQ6IiIiIqobw20IuIUS1DoiIiIiqhvDbQjkFlUGtY6IiIiI6sZwGwLFAa6CEGgdEREREdWN4TYEyqqdQa0jIiIiorox3IaAQRvYxxxoHRERERHVjWkqBFKjjEGtIyIiIqK6MdyGQLvEwNavDbSOiIiISE2KIlBwygoAKDhlhaIIlTv6DbfECoEOiZFBrSMiIiJSS05xJdbsKcLhExUYYAQWbchBRkIksrsmISsxQu32OHIbCrIc2L9mAq0jIiIiUkNOcSWWbj6MPcfKEWXSAQCiTDrsOVaOpZsPI6dY/WVNGW5D4LOdx4NaR0RERBRqiiKwZk8RSqscaJ9ohtnomQBgNmrRPtGM0ioH1u4tUn2KAsNtCJyotAW1joiIiCjUCsqsyD1hQUqUEZIk+TwnSRJSoozIKbagoMyqUoceDLchkBplCmodERERUahVOVywudwI09d9y5ZJr4Hd5UaVwxXiznwx3IbA4AsSglpHREREFGrhei2MWg2q6wmvVocbBq0G4fWE31BhuA2B0qrAttUNtI6IiIgo1NKiTchMMON4uQ1C+M6rFULgeLkNWYlmpEWr+5NohtsQ2JpTEtQ6IiIiolCTZQnZXZMQG67HoWILLDbPCK7F5sKhYgtiw/UY3iUJsiz5OVMT96nq1f8gDp2oDmodERERkRqyEiNwS/8MdE2NQrnVCQAotzrRLS0Kt/TPaBbr3HIThxAI9B8wKv9Dh4iIiMivrMQItBtkRn5JJXZt+RV3Dc5C6/gI1Udsa3DkNgSSI41BrSMiIiJSkyxLSIvxzK1NizE1m2ALMNyGRGKkIah1RERERFQ3htsQ0AT4r5lA64iIiIiobgy3IWDQaoJaR0RERER1Y7gNgSiTLqh1RERERFQ3htsQaBUb2GLGgdYRERERUd0YbkOgsNwe1DoiIiIiqhvDbQjkFFuCWkdEREREdWO4DQGbwx3UOiIiIiKqG8NtCIQbAlsFIdA6IiIiIqobw20ImPWBhdZA64iIiIiobgy3IeBQRFDriIiIiKhuDLchUGV3BbWOiIiISE2KIlBwygoAKDhlhdKMBui0ajfwR2B1BhZaA60jIiIiUktOcSXW7CnC4RMVGGAEFm3IQUZCJLK7JiErMULt9jhyGwrHT//LJlh1RERERGrIKa7E0s2HsedYuXdn1SiTDnuOlWPp5sPIKa5UuUOG25CwOAMbqg+0joiIiCjUFEVgzZ4ilFY50D7RDLPRMwHAbNSifaIZpVUOrN1bpPoUBYbbEIgz64NaR0RERBRqBWVW5J6wICXKCEmSfJ6TJAkpUUbkFFtQUKbuT6IZbkOgf/uYoNYRERERhVqVwwWby40wvRZCCFRaPfcKVVpdEELApNfA7nKjyqHuPUS8oSwEco9VBbWOiIiIKNTC9VoYtRocK6vG8XI7LFY7umcA3x8uhdlkQEqUAQatBuF6deMlR25DYF+hJah1RERERKGWFm1CtEmHHw6fQnGlDUadJ0YadTKKK2344fApxITpkBZtUrVPhtsQMOok/0XnUEdERESkipqoIgSAmhvHxOnHvx1RE8NtCKRGGYNaR0RERBRqBWVWlFU70ScjBkmRJthOr/JkcwokRZnQJyMGZdVO1W8o45zbEIgJNwS1joiIiCjUam4oaxdvRquYMFRZHQDKcHFGLMJNeriFwOGSKtVvKOPIbQhoNYFNNwi0joiIiCjUam4oq3a4IEkSIkyeMdIIkxaSJMHqcPOGsj8KlwhsBkqgdUREREShlhZtQmaCGcfLbRBnZRYhBI6X25CVaOYNZX8ER0sDm3sSaB0RERFRqMmyhOyuSYgN1+NQsQUWm2f6gcXmwqFiC2LD9RjeJQmyrO5PohluQ8Bicwa1joiIiEgNWYkRuKV/BrqmRqHc6skt5VYnuqVF4Zb+GchKjFC5Q95QFhKRxsA+5kDriIiIiNSSlRiBdoPMyC+pxK4tv+KuwVloHR+h+ohtDY7chkC7hMD+FRNoHREREZGaZFlCWoxnbm1ajKnZBFuA4TYkKh2BTTcItI6IiIhITYoiUHDKc69QwSkrFKX53BTPn4OHwLFTtqDWEREREaklp7gSa/YU4fCJCgwwAos25CAjIRLZXZOaxZxbVUduN23ahKuuugqpqamQJAnLly+vt/bPf/4zJEnCggULfI6XlpZiypQpiIyMRHR0NG677TZYLJambfwc6bWBfcyB1hERERGpIae4Eks3H8aeY+WIMukAAFEmHfYcK8fSzYeRU1ypcocqh9uqqipceOGFWLRoUYN1n376Kb777jukpqbWem7KlCnYu3cv1q1bhxUrVmDTpk2YOnVqU7XcKOlRge08FmgdERERUagpisCaPUUorXKgfaIZ5tM3wpuNWrRPNKO0yoG1e4tUn6Kg6rSEkSNHYuTIkQ3WFBQU4J577sGaNWswevRon+f279+P1atX44cffkDv3r0BAK+88gpGjRqF559/vs4wrIYjpwJbvzbQOiIiIqJQKyizIveEBSlRRkiSBJyRYSVJQkqUETnFFhSUWZEeG6Zan816zq2iKLjhhhvw8MMPo0uXLrWe37JlC6Kjo73BFgCGDRsGWZaxdetWjBs3rs7z2u122O127+OKigoAgNPphNMZ/Ju6Si12GDS/fQUYZOHz+5l1TXF9IiIiovNVUW2D0+WEWaeHJNyQhBsAvL+H64ASl9NTF6EL+vUDzUjNOtzOmzcPWq0W9957b53PFxYWIjEx0eeYVqtFbGwsCgsL6z3v3LlzMXv27FrH165di7Cw4P9L486suo8/2Vs564gFK1euDPr1iYiIiIJhmBmA3fdYhi3X++csM5Cz/RhymuDa1dXVAdU123C7fft2vPzyy/jxxx89Q99BNGPGDEybNs37uKKiAunp6Rg+fDgiIyODei0AuHXpFnx/pML72CALPNlbwcxtMuzKb+/t4jaReOuWfkG/PhEREdH5UhSBN7/Jw77jFchMCIcMBRm2XBw2ZkKBjNwTVeiSGolb+7dtknVva37S7k+zDbdff/01iouL0bp1a+8xt9uNBx98EAsWLMDhw4eRnJyM4uJin9e5XC6UlpYiOTm53nMbDAYYDLVv3tLpdNDpgj+MnhRlht1d++5BuyLB7pZ86pri+kRERETBMLxbKgoqHDh4woq0SD0AoNIuUFBhRWy4EVd0TYXBoG+SaweakZrt2lM33HADdu/ejZ07d3p/paam4uGHH8aaNWsAAP369UNZWRm2b9/ufd2XX34JRVHQt29ftVqvpVurqKDWEREREakhKzECt/TPQNfUKJRbPXNgy61OdEuLwi39M5rFOreqjtxaLBbk5Pw2KyMvLw87d+5EbGwsWrdujbi4OJ96nU6H5ORkdOzYEQDQuXNnjBgxArfffjuWLFkCp9OJu+++G5MmTWo2KyUAQEmlI6h1RERERGrJSoxAu0Fm5JdUYteWX3HX4Cy0jo9oNlvwqjpyu23bNvTs2RM9e/YEAEybNg09e/bErFmzAj7H+++/j06dOmHo0KEYNWoUBgwYgNdff72pWm6UA8WBzREJtI6IiIiI6qbqyO2gQYMgROAL/R4+fLjWsdjYWHzwwQdB7Cr4courglpHREREpBZuv0sQ4uwlv86vjoiIiEgN3H6XAADxZmNQ64iIiIhC7fey/S7DbQh0STUHtY6IiIgo1Gptv3uGs7ffVRPDbQhYAlwEIdA6IiIiolCrcrhgc7kRpq/7li2TXgO7y40qhyvEnfliuA0Boy6wjznQOiIiIqJQC9drYdRqUF1PeLU63DBoNQivJ/yGCtNUCHATByIiIvq9S4s2ITPBjOPltlqrXQkhcLzchqxEM9KiTSp16MFwGwInygObexJoHREREVGoybKE7K5JiA3X41CxBRabZwTXYnPhULEFseF6DO+SpPpmDgy3IfD57qKg1hERERGpoWb73S4pkTh++sax42VWdE2NbDbb7zLchkC5zRnUOiIiIiJVSad/nf6zuot/+WK4DYFIY2ATqwOtIyIiIlJDzSYOe49VICXKM7c2JcqEvccquInDH0nXtMDWrw20joiIiCjUuIkDebndgX3MgdYRERERhRo3cSCvYkt1UOuIiIiIQo2bOJDXsbLAth4LtI6IiIgo1M7cxEEIgUqrJ8RWWj2Pm8smDryDKQQCvU+M95MRERFRc1WzicN3eSfhcimw2BzongF8f7gUZqMeWq2Mfu3iuInDH4FJrwtqHREREVGoybKETikROF5uwy8nq1CzV4MsAb+crEJhuQ0dkyO4icMfQasYfVDriIiIiEJNUQR+Pl6JlEgj2sWHo2ZRBEUA7eLDkRxpxIHCStVXS+APwkMg0L0ZuIcDERERNVc1qyW0TzLDbNCiyuoAUIaLM2IRbtLDYnd5V0tIjw1TrU+O3IaARg7sYw60joiIiCjUzlwtQZIkRJg8Y6QRJs9jrpbwB3L2WnDnW0dEREQUalwtgbw6Jofj8z2B1RERERE1R1wtgbzKqgNbvzbQOiIiIqJQ42oJ5PXjkVNBrSMiIiIKtTNXS2gbFwaHSwEAOFwK2sU1n9USGG5DoLDcHtQ6IiIiolCrWS0hIUIPQEJNhBWnfyVE6L2rJaiJc25DwK0Et46IiIgo1KocLpRY7DhZ5YDN6YZZ6xkjNWhknLDYUWl3IS5cr/pqCQy3IRBv1uNEtf+/6HgzN3EgIiKi5smk06DE4kBZtQMSgGqbGwBQbLFDljWwOtwQwlOnJk5LCIG2Ceag1hERERGFmgTA7nKjwuZEtcMFrcZz45hWI6Ha4UKFzQm7yw21FzZluA2BmPDABsgDrSMiIiIKNYvdBbdbeMLr2WvzSxIkAG5FwGLntIQW79dSW1DriIiIiELNYnfBLQQSIw2wOwVcbk+IdbkFwg1aGLQSHC6G2z8Eu8sd1DoiIiKiUDMbtTDpNXC7BVKi9ICiBWBFq2gjIGtQWuVEmF6G2ahuvOS0hBBwB7gMQqB1RERERKEWYdChdWwYtBoJp6qd8E6ulYBT1U5otTLSY8MQYdCp2idHbkMg0OF5tYfxiYiIiOqTFm1Cz/QY2J0KXIoCi9Wzs6rNKZAQYYBWlnFR6xjVt99luA2BworA5tIGWkdEREQUarIsIbtrEo6VW3HSYkebGAOAMnRJjUCZTUGc2YDhXZK4/e4fgcsd2DZ0gdYRERERqSErMQK39M9At7Ro7+ZTbgXo3ioat/TPQFZihLoNgiO3IREVpoWl3P+Ug6gw/nUQERFR85aVGIGMy8Ox7fAJFO39FRN6paF3RgK02uYxZhpwmho/fnzAJ/3Pf/7TqGZaqqyESBSUlwZUR0RERNSc5RRXYs2eIhw+UYEBRuCT7QXYnl+J7K5Jv6+R26ioqKbso0VLijIEtY6IiIhIDTnFlVi6+TBKqxxIi9QDAogy6bDnWDmOlVubxdSEgMPt0qVLm7KPFq24whrUOiIiIqJQUxSBNXuKUFrlQPtEM2QogNWz/m17ox6Hii1Yu7cI7eLNqt5U1ujJES6XC1988QX+/ve/o7KyEgBw7NgxWCyWoDXXUhScsge1joiIiCjUCsqsyD1hQUqUEdJZ2+9KkoSUKCNyii0oKFN3sK5RdzAdOXIEI0aMQH5+Pux2O6644gpERERg3rx5sNvtWLJkSbD7/F0rqgwstAZaR0RERBRqVQ4XbC43wvR1r2Nr0mtQVGFDlUPddfsbNXJ73333oXfv3jh16hRMpt/e4Lhx47B+/fqgNddSCBHYEl+B1hERERGFWrheC6NWg+p6wqvV4YZBq0G4Xt3Vnxp19a+//hrffvst9Hq9z/GMjAwUFBQEpbGWJEwDVAZYR0RERNQcpUWbkJlgxp5j5TAbtDhzYoIQAsfLbeiWFqX6DmWNGrlVFAVut7vW8aNHjyIiQv0lIJodTYCTqgOtIyIiIgqxmh3KYsM9N49ZbJ4RXIvNhUPFFsSG63+/O5QNHz4cCxYs8D6WJAkWiwWPP/44Ro0aFazeWgybM7DpBoHWEREREamhZoeyrqlRKLc6AQDlVie6pUU1i2XAgEZOS3jhhReQnZ2NCy64ADabDddffz0OHTqE+Ph4fPjhh8Hu8XdPUQILrYHWEREREaklKzEC7QaZkV9SiV1bfsVdg7PQOj5C9RHbGo0Kt61atcKuXbvwr3/9C7t374bFYsFtt92GKVOm+NxgRh4GrYTKAEZlDdrm8UVBRERE1BBZlpAWY8IuAGkxpmYTbIFGhlubzQaj0Yg//elPwe6nRbK7AxuRDbSOiIiISE2KIlBwyrOebcEpK1rHa5tNwG3UnNvExETcdNNNWLduHRRFCXZPLU6gf9XN40uCiIiIqH45xZVYvDEXizbkAAAWbcjB4o25yCkOZG2opteocPvOO++guroaY8eORVpaGu6//35s27Yt2L21GIEuX8tlbomIiKg5yymuxNLNh7HnWDmiTDoAQJRJhz3HyrF08+FmEXAbFW7HjRuHjz/+GEVFRXjmmWewb98+XHLJJejQoQPmzJkT7B5/96qcwa0jIiIiCjVFEVizpwilVQ60TzTDbPTMbjUbtWifaEZplQNr9xapfoN8o8JtjYiICNxyyy1Yu3Ytdu/ejfDwcMyePTtYvbUYgU7c4AQPIiIiaq4KyqzIPWFBSpQRkuQ7mVKSJKREGZFTbEFBmVWlDj3OK9zabDZ89NFHuPrqq3HRRRehtLQUDz/8cLB6IyIiIqJmosrhgs3lRlg92+ua9BrYXW5U1bM9b6g0arWENWvW4IMPPsDy5cuh1WpxzTXXYO3atbj88suD3R8RERERNQPhei2MWg2qHS5EGHW1nrc63DBoNQivJ/yGSqOuPm7cOFx55ZV49913MWrUKOh0td8g/UYDoPZmxXXXERERETVHadEmZCaYsedYOcwGrc8qT0IIHC+3oVtaFNKi1d3zoFHhtqioCBER6m+v9nshI7Bwe15zRIiIiIiakCxLyO6ahGPlVhwqtiAtUg8AsNhcKKhwIDZcj+FdklRf77ZReSoiIgK5ubl47LHHMHnyZBQXFwMAVq1ahb179wa1wZZAE+DfcaB1RERERGrISozALf0z0DU1CuVWzzJP5VYnuqVF4Zb+GchKVH/ws1Hh9quvvkK3bt2wdetW/Oc//4HFYgEA7Nq1C48//nhQG2wJAl0Qg8vcEhERUXOXlRiBvwzKxF2DswAAdw3Owp8HZjaLYAs0MtxOnz4dTz31FNatWwe9Xu89PmTIEHz33XdBa66lcAaYWgOtIyIiIlKTLEtIi/HMrU2LMak+FeFMjQq3P/30E8aNG1freGJiIkpKSs67KSIiIiKixmhUuI2Ojsbx48drHd+xYwfS0tLOu6mWRhfgpxxoHREREZGaFEWg4JRns4aCU1bVdyU7U6Pi1KRJk/DXv/4VhYWFkCQJiqJg8+bNeOihh3DjjTcGu8ffvbAAV0oLtI6IiIhILTnFlVi8MReLNuQAABZtyMHijbnIKa5UuTOPRoXbZ555Bp06dUJ6ejosFgsuuOACXH755bj00kvx2GOPBbvH3z1bgBt1BFpHREREpIac4kos3XwYe46VI8rkGZWLMumw51g5lm4+3CwCbqPCrV6vxxtvvIHc3FysWLEC7733Hn7++Wf885//hEYT+FYEmzZtwlVXXYXU1FRIkoTly5d7n3M6nfjrX/+Kbt26ITw8HKmpqbjxxhtx7Ngxn3OUlpZiypQpiIyMRHR0NG677Tbv6g3NhTuQRW7PoY6IiIgo1BRFYM2eIpRWOdA+0Qyz0bNdgtmoRftEM0qrHFi7t0j1KQrnNcuzdevWGDVqFCZOnIj27duf8+urqqpw4YUXYtGiRbWeq66uxo8//oiZM2fixx9/xH/+8x8cOHAAY8aM8ambMmUK9u7di3Xr1mHFihXYtGkTpk6d2uj31BR0Aeb9QOuIiIiIQq2gzIrcExakRBkhSb6rI0iShJQoI3KKLSgos6rUoUfAO5RNmzYt4JO++OKLAdWNHDkSI0eOrPO5qKgorFu3zufYq6++iosvvhj5+flo3bo19u/fj9WrV+OHH35A7969AQCvvPIKRo0aheeffx6pqakB99yUpAC3KJN4QxkRERE1U1UOF2wuN8L0dW+va9JrUFRhQ5VD3XmWAYfbHTt2BFR3dpIPpvLyckiShOjoaADAli1bEB0d7Q22ADBs2DDIsoytW7fWuVwZANjtdtjtdu/jiooKAJ6pEE6nM+h9yxAwnDEqa5CFz++/1aFJrk9ERER0vowyEK6VYLM7YDZqIQnPyF3N73a7C2FaCUa5afJMoOcMONxu2LDhnJs4evQoUlNTIcvnPyRps9nw17/+FZMnT0ZkZCQAoLCwEImJiT51Wq0WsbGxKCwsrPdcc+fOxezZs2sdX7t2LcLCws6717M92bu+40qtYytXrgz69YmIiIiCYYARni1Vz5h5kGHL/e2BEdi15VfsaoJrV1dXB1QXcLhtjAsuuAA7d+5Eu3btzus8TqcTEydOhBACixcvPu++ZsyY4TPNoqKiAunp6Rg+fLg3OAfTRU+sgeOMxwZZ4MneCmZuk2FXfhvp1gP48YnsoF+fiIiIKBh+OWHBe1vzcarKgdQIPbrgMPYiA8cqHYgJ1+NPfVujXYK5Sa5d85N2f5o03Apx/nfL1QTbI0eO4Msvv/QJn8nJySguLvapd7lcKC0tRXJycr3nNBgMMBgMtY7rdDrodMFfbFbIEux1jKTbFQl292/hVqdDk1yfiIiIKBg6psbgpv5arP6pEPsLTqFLFFBQbscFrWKQ3TUZWYkRTXbtQDNSs76FqSbYHjp0CF988QXi4uJ8nu/Xrx/Kysqwfft277Evv/wSiqKgb9++oW63Xq4A51UHWkdERESkKun0r9N/bj77kzXxyK0/FosFOTk53sd5eXnYuXMnYmNjkZKSgmuuuQY//vgjVqxYAbfb7Z1HGxsbC71ej86dO2PEiBG4/fbbsWTJEjidTtx9992YNGlSs1kpAQBsAf6NB1pHREREpIaaTRxKqxxIizIBAkiJMmHvsQocL7fhlv4ZTTp6GwhVR263bduGnj17omfPngA8y4317NkTs2bNQkFBAf773//i6NGj6NGjB1JSUry/vv32W+853n//fXTq1AlDhw7FqFGjMGDAALz++utqvSUiIiKiFun3solDk47c+lsWbNCgQQ3Oyw1kzm5sbCw++OCDc+4tlGQAtddFqLuOiIiIqDmqtYnDGTHt7E0c0mODv/pUoJo0TwXjhrKWINoY3DoiIiKiUPttEwcthBCotHpuFqq0uiCEgEmvgd3l/v1s4lCXnJwc5Obm4vLLL4fJZIIQwme0dt++fc1q7qtaIo06lNr8LzwcaeRKCURERNQ8heu1MGo1OFZWjePlNpyoqEb39sBXh4qREBmGlCgjDFoNwvWq3tLVuJHbkydPYtiwYejQoQNGjRqF48ePAwBuu+02PPjgg9669PR0aDSa+k7zxxHovrrcf5eIiIiaqbRoE6LDdNh0qAQ78k+hsNwGACgst2FH/ilsOlSC6DAd0qLr3p43VBqVph544AFotVrk5+f77Oh13XXXYfXq1UFrrqWw2AMbng+0joiIiEgNR0qrUFbthMMlIJ2edCtBwOESKKt2Ir80sF3EmlKjxo3Xrl2LNWvWoFWrVj7H27dvjyNHjgSlsZak0uYOah0RERFRqOWfrMLuX8shSQJajQTX6XurXALQaiQICOw+Wob8k1XIaKJdygLRqJHbqqoqnxHbGqWlpXXu/PVH5w5kqYRzqCMiIiIKtW1HTqHC5oQsyZAlwKDx3Gdl0EiQJUCWZJRbndh25JSqfTYq3F522WV49913vY8lSYKiKJg/fz4GDx4ctOZaikAnG3BSAhERETVX1U4XXG4BCAGtLEEre2KkVpahlSVACLjcAtXO3+FqCfPnz8fQoUOxbds2OBwOPPLII9i7dy9KS0uxefPmYPdIRERERCqLDtNDlgBFCADS6d99H8uSp05NjRq57dq1Kw4ePIgBAwZg7NixqKqqwvjx47Fjxw5kZmYGu0ciIiIiUllmnBnhBi3cCmB1KrC5PPMpbS4FVqcCtwKYDVpkxqk33xY4j3Vuo6Ki8OijjwazFyIiIiJqpiLDdGgTF469x8rhVoCavbqEABQBaGSgdVw4IsPUXbe/USO3q1evxjfffON9vGjRIvTo0QPXX389Tp1SdxIxEREREQVfSqQRkUYdzAYdwvUyNLLnhjKNLMGsl2E26BBl0iElUt0tVxsVbh9++GFUVFQAAH766SdMmzYNo0aNQl5eHqZNmxbUBomIiIhIfccrbDDoZCRFGpAUaUJ6rGflrPTYMCRGmpAUZYReK+N4hU3VPhs1LSEvLw8XXHABAOCTTz7BVVddhWeeeQY//vgjRo0aFdQGiYiIiEh9VQ4X9FoZvdrEIq+kCharHYBntYQYswFt4sJQYXWiyvE7XC1Br9ejutqzA8UXX3yBG2+8EQAQGxvrHdElIiIiopYjXK+FUauBUSejT0YMqqwOAGW4OCMW4SY9LHYX7E4F4fpG39IVFI26+oABAzBt2jT0798f33//PZYtWwYAOHjwYK1dy4iIiIjo9y8t2oTMBDP2HCtHVkK4z3NCCBwvt6FbWhTSok0qdejRqDm3r776KrRaLf79739j8eLFSEtLAwCsWrUKI0aMCGqDRERERKQ+WZaQ3TUJGlnCmr1F+Da3BADwbW4J1uwtgkaWMLxLEuTTN5qppVEjt61bt8aKFStqHX/ppZfOuyEiIiIiauYkAOKsx81EoydFuN1uLF++HPv37wcAdOnSBWPGjIFGowlac0RERETUPCiKwJo9RXArAld0SsCREguACmQmhKNNvBm/nLRi7d4itIs3qzp626hwm5OTg1GjRqGgoAAdO3YEAMydOxfp6en4/PPPuUsZERERUQtTUGZF7gkLnG43/rvrOCxWO664CNicU4JdBZXomBKBnGILCsqs3mXC1NCoObf33nsvMjMz8euvv+LHH3/Ejz/+iPz8fLRt2xb33ntvsHskIiIiIpVVOVzIL63Cd7+cQkG5DdbT2+9aXQoKym347pdS5JdW/T6XAvvqq6/w3XffITY21nssLi4Ozz77LPr37x+05oiIiIioeTBoZRwqqkSV3Q0Bz3a7OP274gaq7G4cKrLAoG3U2GnQNOrqBoMBlZWVtY5bLBbo9frzboqIiIiImpfjpVZYTgdbnfzbPWTS6ccCgMXuwvFSq3pNopHh9sorr8TUqVOxdetWCCEghMB3332HP//5zxgzZkyweyQiIiIilW3/9RQU4QmzLgVwemYlwKl4HksAFOGpU1Ojwu3ChQuRmZmJfv36wWg0wmg0on///sjKysLLL78c7B6JiIiIqBkRfh6rqVFzbqOjo/HZZ58hJyfHuxRY586dkZWVFdTmiIiIiKh56NkmGpLkGZ2tiwAgS546NZ3X5r9ZWVkMtERERER/AKkRJsgAlAZq5NN1amrUtIQJEyZg3rx5tY7Pnz8f11577Xk3RURERETNS15plf+dyKTTdSpqVLjdtGkTRo0aVev4yJEjsWnTpvNuioiIiIial5ziKigC0NQTcDWnpyzkFP8Ow219S37pdDpUVFScd1NERERE1LwYdZ7Y6K5nzm3N8Zo6tTTq6t26dcOyZctqHf/Xv/6FCy644LybIiIiIqLmpUNihE9wlM76HfDcUNYhMSKEXdXWqBvKZs6cifHjxyM3NxdDhgwBAKxfvx4ffvghPv7446A2SERERETqS4wyQKuV4XLWf0uZTiMjMcoQwq5qa1S4veqqq7B8+XI888wz+Pe//w2TyYTu3bvjiy++wMCBA4PdIxERERGp7NdSK8J0GrjdinfTBsDzuwRAKwMmnQa/llqRmaDe6G2jlwIbPXo0Ro8eHcxeiIiIiKgZM+k0iDRpUVrlgOJ2AwA0soQInRax4To465uQG0Lntc4tEREREf0xtIsPR1SYDtV2FzomRcDucAEoQ7t4Mwx6LYor7Yg26dAuPlzVPht1Q5ksy9BoNPX+IiIiIqKWpVVMGC5pFwe3AEqrHDDoPBMTDDrJM5IrgL7t4tAqJkzVPhs1cvvpp5/6PHY6ndixYwfeeecdzJ49OyiNEREREVHzIcsSru/bGsWVdhworERZlRMAUFblhEajxYWpEbi+b2vIsr+dHppWo8Lt2LFjax275ppr0KVLFyxbtgy33XbbeTdGRERERM1LVmIExvVMw9LNefj1pAMA4FAUtI4xYFzPNGSpvAwY0MhpCfW55JJLsH79+mCekoiIiIiaiZziSnz5czHC9Rp0T4sCAHRPi0KYXoMvfy5GTnGlyh0GMdxarVYsXLgQaWlpwTolERERETUTiiKwZk8R8k9Wo6zagf3HPUF2//FKlFU7kH+yGmv3FkFR1F0xoVHTEmJiYiBJv82nEEKgsrISYWFheO+994LWHBERERE1DwVlVuz49RR+OWHByWoHtPBs5lBYYcPRCgfiwvQw6GQUlFmRHqveTWWNCrcvvfSST7iVZRkJCQno27cvYmJigtYcERERETUPlXYn9h2rwAmLHRCA4XSK1EiA3SVQbLFDHKtApd2pap+NCrc333xzkNsgIiIiouasrNqBkxY7FEVAlgCX8Ew/qPldUYCTFjvKqh1qthl4uN29e3fAJ+3evXujmiEiIiKi5qmg1AqXIlCzCZl0egNeCRIUAc9xRaCg1ApkqtdnwOG2R48ekCQJQjQ8SViSJLhPb8dGRERERC2D1eXJdzUTUwXEGb9L3uM1dWoJONzm5eU1ZR9ERERE1IxFh+lRsz+DIgCX534yuBTPY1ny/IoO06vXJM4h3LZp06Yp+yAiIiKiZqxdQjiMOg0q7bVHZgU80xLC9Bq0SwgPfXNnaNQNZf/973/rPC5JEoxGI7KystC2bdvzaoyIiIiImo8Igw4GrVxnuK1h0MqIMOhC2FVtjQq3V199dZ3zb2uOSZKEAQMGYPny5VwajIiIiKgFcLsVVNpcDdZU2l1wu5UQdVS3Ru1Qtm7dOvTp0wfr1q1DeXk5ysvLsW7dOvTt2xcrVqzApk2bcPLkSTz00EPB7peIiIiIVLDtSCkc7oYXFnC4BLYdKQ1RR3Vr1Mjtfffdh9dffx2XXnqp99jQoUNhNBoxdepU7N27FwsWLMCtt94atEaJiIiISD0Hiizwt7GuOF2npkaN3Obm5iIyMrLW8cjISPzyyy8AgPbt26OkpOT8uiMiIiKiZsFs1AS1rqk0Ktz26tULDz/8ME6cOOE9duLECTzyyCPo06cPAODQoUNIT08PTpdEREREpKo2cYGtghBoXVNp1LSEN998E2PHjkWrVq28AfbXX39Fu3bt8NlnnwEALBYLHnvsseB1SkRERESqiTBoIQENTk2QTtepqVFX79ixI/bt24e1a9fi4MGD3mNXXHEFZNkzGHz11VcHrUkiIiIiUldZtQtaGXA2sBiCVvbUqanR0VqWZYwYMQIjRoyot6Zbt25YuXIlpycQERER/c7FhekgSRKkOsZua7belSQJcWG/w3VuA3X48GE4nc6mvAQRERERhUCYUQu9VoZb8WziUHPjlgx4t+XVa2WEGdWdltCoG8qIiIiI6I8l0qRDpFELSZKgiN/m3goAivCM2kYZtYg0qTtyy3BLRERERH6F67Uw6bTQnB6mPTPcAoBGlmDUaRGu58gtERERETVzEgCHW4HLpXgfn/m7y6XA6Va8j9XCcEtEREREflVaXai0OSHgCbRnhtuaJcIqbE5UWtVdLYHhloiIiIj8yiu1wOZUoJEBSfL8An77s0YGbE4FeaXqbr/bpJMi/v73vyMpKakpL0FEREREISAEoCieGbZGnQyDDABuGLUaSDLgcClQhIBoaJeHEGhUuF24cGGdxyVJgtFoRFZWFi6//HJcf/3159UcERERETUPkgTIMqBAhlsAZ95S5hYSJFmGDOEd0VVLo8LtSy+9hBMnTqC6uhoxMTEAgFOnTiEsLAxmsxnFxcVo164dNmzY0OAGDps2bcJzzz2H7du34/jx4/j00099djYTQuDxxx/HG2+8gbKyMvTv3x+LFy9G+/btvTWlpaW455578L///Q+yLGPChAl4+eWXYTabG/PWiIiIiKgOGfHhCDfoUO1wQSNLUE4P0SoC0MkSXIpAuF6HjPhwVfts1JzbZ555Bn369MGhQ4dw8uRJnDx5EgcPHkTfvn3x8ssvIz8/H8nJyXjggQcaPE9VVRUuvPBCLFq0qM7n58+fj4ULF2LJkiXYunUrwsPDkZ2dDZvN5q2ZMmUK9u7di3Xr1mHFihXYtGkTpk6d2pi3RURERET1iDLq0SHJDL1WhqII6GRPjNTJMtyKgF6rQfskM6KMelX7bNTI7WOPPYZPPvkEmZmZ3mNZWVl4/vnnMWHCBPzyyy+YP38+JkyY0OB5Ro4ciZEjR9b5nBACCxYswGOPPYaxY8cCAN59910kJSVh+fLlmDRpEvbv34/Vq1fjhx9+QO/evQEAr7zyCkaNGoXnn38eqampjXl7RERERHSWtGgTBmQloNzqRMGpalS7PKsiVLtc0Gl0SIs24rL2CUiLNqnaZ6PC7fHjx+Fy1V7mweVyobCwEACQmpqKysrKRjeWl5eHwsJCDBs2zHssKioKffv2xZYtWzBp0iRs2bIF0dHR3mALAMOGDYMsy9i6dSvGjRtX57ntdjvsdrv3cUVFBQDA6XQ2yXbBBo3vzGqDLHx+PxO3KyYiIqLmqmOiCSsUBWa9hCijEUAV2sQYUW5zQygKOiSY4Ha74HYH/9qBZqRGhdvBgwfjjjvuwD/+8Q/07NkTALBjxw785S9/wZAhQwAAP/30E9q2bduY0wOANySfvdpCUlKS97nCwkIkJib6PK/VahEbG+utqcvcuXMxe/bsWsfXrl2LsLCwRvdcn/kX1338yd5KrWMrV64M+vWJiIiIguXP7Xwf35FZdfpPNlTlbsPK3Ka5bnV1dUB1jQq3b775Jm644Qb06tULOp1n/2CXy4WhQ4fizTffBACYzWa88MILjTl9k5sxYwamTZvmfVxRUYH09HQMHz4ckZGRQb9e1yfW+Dw2yAJP9lYwc5sMu+J7S+GeJ7KDfn0iIiKi81VwyopFG3IACBRW2FBuseO2dpV485cIRJkNSI40ApBw1+AspMUEf2pCzU/a/WlUuE1OTsa6devw888/4+DBgwCAjh07omPHjt6awYMHN+bUPtcAgKKiIqSkpHiPFxUVoUePHt6a4uJin9e5XC6UlpZ6X18Xg8EAg8FQ67hOp/OG9WCyu+teE8OuSLWea4rrExEREZ0vm2JFkcWJk1UOWO1OGDSeDOMUEgrK7Ci1KogL18OmNE2eCfScjVot4ZtvvgEAdOrUCWPGjMGYMWN8gm0wtG3bFsnJyVi/fr33WEVFBbZu3Yp+/foBAPr164eysjJs377dW/Pll19CURT07ds3qP0QERER/ZGZdBqUWBworrChuMKG/FLPdIT80irvsRKLAyadRtU+GzVyO2TIEKSlpWHy5Mn405/+hAsuuKBRF7dYLMjJyfE+zsvLw86dOxEbG4vWrVvj/vvvx1NPPYX27dujbdu2mDlzJlJTU71r4Xbu3BkjRozA7bffjiVLlsDpdOLuu+/GpEmTuFICERERURBJACqtDpy0OKAAMJzOsC4B2F0C1U4HTFoZKu/h0LiR22PHjuHBBx/EV199ha5du6JHjx547rnncPTo0XM6z7Zt29CzZ0/vTWnTpk1Dz549MWvWLADAI488gnvuuQdTp05Fnz59YLFYsHr1ahiNRu853n//fXTq1AlDhw7FqFGjMGDAALz++uuNeVtEREREVI8KuxMnq5yofTu8hwKgpMqJCru6Kz9JQpzfDsB5eXn44IMP8OGHH+Lnn3/G5Zdfji+//DJY/YVERUUFoqKiUF5e3iQ3lGVM/9znsUEjMP9iNx75XlNrzu3hZ0cH/fpERERE52v5zl/xwL92ezfdrSvPSABemtQdV/eof4faxgo0rzVq5PZMbdu2xfTp0/Hss8+iW7du+Oqrr873lERERETUzBw+UQV/I6LidJ2azivcbt68GXfeeSdSUlJw/fXXo2vXrvj888/9v5CIiIiIflcq7YHtzBBoXVNp1A1lM2bMwL/+9S8UFBRg+PDhePnllzF27Ngm2QCBiIiIiNTXPsEc1Lqm0qhwu2nTJjz88MOYOHEi4uPjg90TERERETUz6XEmyEC9N5QBnikB6XHB38DhXDQq3G7evBkAsG/fPmzbtg0Oh8Pn+TFjxpx/Z0RERETUbNhdAjotYHfVX+N5/rzWKjhvjQq3eXl5GDduHHbv3g1JklCz4IIkee6Uc7vVnWtBRERERMElSYAECWjgtjIJEiSVF7pt1A1l9957LzIyMlBcXIywsDDs3bsXmzZtQu/evbFx48Ygt0hEREREajNoZQgBaCRAg99CpAzPY40ECOGpU1OjRm63bNmCL7/8EvHx8ZBlGbIsY8CAAZg7dy7uvfde7NixI9h9EhEREZGK7E4FGo0MRbghayQYNBIANwxaGYoEKIqAViPD7mxoVm7Ta1S0drvdiIiIAADEx8fj2LFjAIA2bdrgwIEDweuOiIiIiJoFSZJgNmgQptdAggS34pme4FYEJEgw6TUIN2i801TV0qiR265du2LXrl1o27Yt+vbti/nz50Ov1+P1119Hu3btgt0jEREREamsXXw44s0GlFjsUIQb4vQArQCg00gw6jRIMBvQLj5c1T4bNXL72GOPQVE872jOnDnIy8vDZZddhpUrV2LhwoVBbZCIiIiI1NcqJgwdkyNQ5XDD5VYQptcAAML0GrjcCqocbnRMjkSrGHX3PWjUyG12drb3z1lZWfj5559RWlqKmJgY1YeiiYiIiKhpxJj0MOk0qFIEqk6vCVZldwGSBiadBjFhOpU7PM/td88UGxvLYEtERETUQhWUWZF/qhoGjexZDKwm9p3+3aCRcaS0GgVlVpU69FB3rQYiIiIi+l2otDuRU2xBhd0FvQyE6TwTAMJ0WuhkoMLuQk6xBZV2p6p9NmpaAhERERH9sVRYnSitcsDpckNRBJyndyKz2F1wCwmyLFBa5UCFleGWiIiIiJo5q8MNp0uB7XSoNXjuJ4MCwKEAUAQkKLA61N2pltMSiIiIiMgvBQJOpeENGpyKAqWB7XlDgeGWiIiIiPyqtDnh9rP5mFvx1KmJ4ZaIiIiI/KqwuPyOyYrTdWpiuCUiIiIiv6yKG/4WfZVO16mJ4ZaIiIiI/GqXEA5/WxpIkqdOTQy3RERERORXhEEHvabhdKvXyIgwqLtLGcMtEREREfkVodfBqNM0WGPSyYjQM9wSERERUTNX5XQBfmbdCkin69TDTRyIiIiIyC+jTobd5YYsAZL4bYRUBqABICTA4XLDqFN37JQjt0RERETkV35pNYQQkCUJCjw7k+H07wrgOS4E8kur1WsSDLdEREREFADp9FIJbkXUWu9WnD5+Zp1aGG6JiIiIyK+YMF2dwbZGTcCNCeMNZURERETU3LkBxc8WZYrw1KmJ4ZaIiIiI/Mo9WRXQJg65J6tC01A9GG6JiIiIyC+jVg5o5Nao5WoJRERERNTMJUUbIPyEWyE8dWpiuCUiIiIiv4rK7X62cPBs8VBUbg9FO/ViuCUiIiIiv2xOBRq5/j3KJAAa2VOnJoZbIiIiIvIrKzEcgNTgUmASpNN16mG4JSIiIiK/ksxGyH6SoyR76tTEcEtEREREfh0+VQ1JkhqcliBLEg6f4va7RERERNTMnbQ4IAEI08uQz0q4suQ5XlOnJoZbIiIiIvIrzqyHLEmwORVI+O3Gspo/25wKZElCnFmvXpMAtKpenYiIiIh+F9rFhUMjS3CfvqOsJkQK4LdjGgnt4nhDGRERERE1c0ICFD+7OLgVAeFvMdwmxnBLRERERH79csICu9PtMyWhRs0xu9ONX05YQt/cGRhuiYiIiMiv3OIquAWg0wA6jQTN6YSrkTyPtRrP9ITc4ipV+2S4JSIiIiK/jHrZM2IrAK0M6E+nW71GglYGJOEZvTXq1Y2XvKGMiIiIiPzqkBQBk14Dq8MNt0sAGs/8W4dbwO721Jj0GnRIilCxS47cEhEREVEAereORevYMAgACoCae8uEOP0YQJu4MPRuHatek2C4JSIiIqIAyLKEjskRMGg10ADerXhlGdAAMGg16JgUCfnsHR5CjOGWiIiIiPwqKLNCgoSOSWZoZAkuxXPcpQAaWUKHJLO3Tk2cc0tEREREflU5XMgvrcLhk1XQyBLMOi0AN6IMWlicAkdOVkGnkVHlcKnaJ0duiYiIiMgvo0bGkZPVsLsURJl00Go8MVKrkRFl0sHuUpBfWgWjRt14yXBLRERERH4VVtrgOD0XocRixymrAwBwyupAicUOALA7FRRW2lTrEeC0BCIiIiIKwKlqJxQBOFwKFAFoa+4bE555t4pQoJVlnKp2qtonR26JiIiIyK9okxYOlxvi9GYNp+8ngwLPYyEAh8uNaJO6Y6ccuSUiIiKiAEhQ8FuYrRkhleFZ47bml+dZ9XDkloiIiIj8Kq124PSOu96NHIDfNnAAAFny1KmJ4ZaIiIiI/BJCQBEN1yjCU6cmhlsiIiIi8qtVjAkud8PB1eUWaBVjClFHdWO4JSIiIiK/Dp+s9k5FqI9yuk5NDLdERERE5FdeiSWodU2F4ZaIiIiI/Kq0uoNa11QYbomIiIjIr8QIfVDrmgrDLRERERH51T4pAlo/yVEre+rU1OzDrdvtxsyZM9G2bVuYTCZkZmbiySef9FlmQgiBWbNmISUlBSaTCcOGDcOhQ4dU7JqIiIioZWmfGIF4s6HBmnizAe0TGW4bNG/ePCxevBivvvoq9u/fj3nz5mH+/Pl45ZVXvDXz58/HwoULsWTJEmzduhXh4eHIzs6GzWZTsXMiIiKiliM1yoTYcH29+49JAOLMeqRGqbsUWLPffvfbb7/F2LFjMXr0aABARkYGPvzwQ3z//fcAPKO2CxYswGOPPYaxY8cCAN59910kJSVh+fLlmDRpkmq9ExEREbUUBeVWVNqckCUJbiG8Ibfmd1mSUGF1oaDcijZx4Wq12fzD7aWXXorXX38dBw8eRIcOHbBr1y588803ePHFFwEAeXl5KCwsxLBhw7yviYqKQt++fbFly5Y6w63dbofdbvc+rqioAAA4nU44nc6gvweDxnfBY4MsfH4/U1Ncn4iIiOh85RaVwWpzINogAZIESfGsimDWAma9DCEAq82O3KIypEYG/6ayQDNSsw+306dPR0VFBTp16gSNRgO3242nn34aU6ZMAQAUFhYCAJKSknxel5SU5H3ubHPnzsXs2bNrHV+7di3CwsKC/A6A+RfXffzJ3rWXQl65cmXQr09EREQUDDN71HHsIjeA35b/qjy0DSub4Nan6urANodo9uH2o48+wvvvv48PPvgAXbp0wc6dO3H//fcjNTUVN910U6POOWPGDEybNs37uKKiAunp6Rg+fDgiIyOD1bpX1yfW+Dw2yAJP9lYwc5sMu+I7c2XPE9lBvz4RERHR+fr6YDEe/Hg3bE43FNTOMzIAk06D56/tjss6JAb9+jU/afen2Yfbhx9+GNOnT/dOL+jWrRuOHDmCuXPn4qabbkJycjIAoKioCCkpKd7XFRUVoUePHnWe02AwwGCofbefTqeDTqcL+nuwu+ueem1XpFrPNcX1iYiIiM5X26Qo2N2A9azscmaekWRPXVPkmUDP2exXS6iuroYs+7ap0WigKJ4f6bdt2xbJyclYv3699/mKigps3boV/fr1C2mvRERERC2VW1Fgd9eeUnkmh1uBW2m4pqk1+5Hbq666Ck8//TRat26NLl26YMeOHXjxxRdx6623AgAkScL999+Pp556Cu3bt0fbtm0xc+ZMpKam4uqrr1a3eSIiIqIWYv3+E/CXW92Kpy4rMfjTPAPV7MPtK6+8gpkzZ+LOO+9EcXExUlNTcccdd2DWrFnemkceeQRVVVWYOnUqysrKMGDAAKxevRpGo1HFzomIiIhajnKrA7XXefIlTtepqdmH24iICCxYsAALFiyot0aSJMyZMwdz5swJXWNEREREfyBaub7tGxpX11Sa/ZxbIiIiIlJfdHhgN3QFWtdUGG6JiIiIyK8Igx5aP8lRK3vq1MRwS0RERER+9cmIQUyYHpp6ntcAiA3Xo09GTCjbqoXhloiIiIj8ah0bjszE8DP2IvPlBpCZYEbr2PBQtlULwy0RERER+aUoAgWnrA3WHD1lhaL4W1OhaTHcEhEREZFf3+edREGZrcGagjIrvs87GaKO6sZwS0RERER+fXGgGP4GZRXhqVMTwy0RERER+VVmCWxzhkDrmgrDLRERERH5lZkU2I1igdY1FYZbIiIiIvKrR3pgS3wFWtdUGG6JiIiIyK9wowb+NtaVTtepieGWiIiIiPzaeaQM/hb5Eqfr1MRwS0RERER+nbDYg1rXVBhuiYiIiMivMH1g0w0CrWsqDLdERERE5JdBF1hoDbSuqTDcEhEREZFfbndg2+oGWtdUGG6JiIiIyC+9NrDYGGhdU2G4JSIiIiK/0qKNQa1rKgy3RERERORXqcUZ1LqmwnBLRERERH4dLq0Kal1TYbglIiIiIr8kf9uTnWNdU2G4JSIiIiK/EiMCm0sbaF1TYbglIiIiIr96t46FQdvwsKxRK6F369gQdVQ3hlsiIiIi8is6XI+UKFODNclRJkSH60PUUd0YbomIiIjIrySzAQ6XgvrGbiUADpeCJLMhlG3VwnBLRERERH79ePQUKmzOem8YkySgwubEj0dPhbaxszDcEhEREZFfOcUW2JxuKPXsrqsIwOZ0I6fYEtrGzsJwS0RERER+aWTApTRc41I8dWpiuCUiIiIiv6w2P8n2HOuaCsMtEREREflVUm0Pal1TYbglIiIiIr+iTHpIqD88yvCsmBBl4lJgRERERNTMDbsgESa9BvVNOlAAhOk1GHZBYijbqoXhloiIiIj8ahtnRvuE8AZrshLD0TbOHKKO6sZwS0RERER+KYqAs751wE5zKgKKn5qmxnBLRERERH5tyy9Ffml1vUt9aSQg/2Q1tuWXhraxszDcEhEREZFfBwsrYXW4oQEQppNg0Hi2KjNoJITpJGgkwOp042Bhpap9alW9OhERERH9Llhdbgic3onMJaCTPdMP7G4Bp+IZMRWn69TEcEtEREREfmUlmiEDcNUxpVYRntUStJKnTk2clkBEREREfmXEhUMjSw3WaGQJGXENr6jQ1BhuiYiIiMivkkp7QOG2pFLdHco4LYGIiIiI/CqxOAB4VkUQwrMbGQDvrmWS5FunFo7cEhEREZFfAp7JtiadDK1G8gm3Wo0Ek072qVMLwy0RERER+ZURHw6dVgObS0CSAIPWEyMNWhmS5FlBQa/VICOec26JiIiIqJmLMOgQadQAANxu39HZmscRRi0iDLqQ93YmzrklIiIiIr8kABFGHexOBTaXG263Zz1btyIQZtDCqJURadSi4VvOmh7DLRERERH5Ve10I95sgCTh9E5lCgALkqOMcEOGSa9BXLgB1U51N3HgtAQiIiIi8itcr0W82YDUKBOcboHS06silFoccLkFUqNMiDcbEK5Xd+yU4ZaIiIiI/EqLNiE6TIefCsphsTl91gKrtDnxU0E5osN0SIs2qdonpyUQERERUUDKqh0otzrhcguYNJ6byJwuBVa3gM2loKxa3TVuAY7cEhEREVEAjp6qxq6j5ZAAaM7ctUGSoJE9A7m7jpbj6KlqFbtkuCUiIiKiAOSesKC4wgatLCEmTI8ok2cCQJRJi5gwPbSyhBMVNuSesKjaJ8MtEREREflVYnHApQjotDJkWYJW44mRWo3nsU4rw6kI1bff5ZxbIiIiIvIrzuwZnXUqAnpFgf30xg12pwIheY7rZAlxZr2qfTLcEhEREZFfmQlmJEYYUVBmRZXNBZ3sCbel1Q44FQk6jYy0aBMyE8yq9slpCURERETkV3pMGNomhMHhUuAWQM0GvAKAWwAOl4K2CWFIjwlTs02GWyIiIiLyT1EEjpXZUO/+uhJwvNwGRRH1FIQGwy0RERER+bUtvxQFp6wwaGXo5N9CpAxAJwMGrYyjpVZsyy9Vs02GWyIiIiLyL6fYAqvTDSEENLIEg9YTIw1aGRpZgiIErE43coq5FBgRERERNXMGrQxFCLgVAVkCFOGZfqCI048VAUUIb+hVC1dLICIiIiK/WsWEQSPJsLsVOBUBw+ntd+1uAbvbU2PQymjFG8qIiIiIqLmLCtPBqGs4Ohq1MqLCdCHqqG4Mt0RERETkl1Erw+Z0N1hjc7phVHlaAsMtEREREfn1U0E5nKd3JTt7NbCax063wE8F5SHt62y/i3BbUFCAP/3pT4iLi4PJZEK3bt2wbds27/NCCMyaNQspKSkwmUwYNmwYDh06pGLHRERERC3LoSILBBpc5hbidJ2amn24PXXqFPr37w+dTodVq1Zh3759eOGFFxATE+OtmT9/PhYuXIglS5Zg69atCA8PR3Z2Nmw2m4qdExEREbUckUZdvcG2hnS6Tk3NfrWEefPmIT09HUuXLvUea9u2rffPQggsWLAAjz32GMaOHQsAePfdd5GUlITly5dj0qRJIe+ZiIiIqKUZ0jEBz605AGcdO5DVHNHKEoZ0TAhtY2dp9uH2v//9L7Kzs3Httdfiq6++QlpaGu68807cfvvtAIC8vDwUFhZi2LBh3tdERUWhb9++2LJlS53h1m63w263ex9XVFQAAJxOJ5xOZ9DfQ81SGd7HsvD5/UxNcX0iIiKi8yVLArEmDcpsnqxSV56JNmohS6JJ8kyg55SEEOpuAOyH0WgEAEybNg3XXnstfvjhB9x3331YsmQJbrrpJnz77bfo378/jh07hpSUFO/rJk6cCEmSsGzZslrnfOKJJzB79uxaxz/44AOEham7NhsRERER1VZdXY3rr78e5eXliIyMrLeu2YdbvV6P3r1749tvv/Ueu/fee/HDDz9gy5YtjQq3dY3cpqeno6SkpMEPq7G6PrHG57FBFniyt4KZ22TYFd/ZK3ueyA769YmIiIjO1+q9xzHr0z2QJcDuUiBLv+UZRUindzAD5ozrihFdUvyf8BxVVFQgPj7eb7ht9tMSUlJScMEFF/gc69y5Mz755BMAQHJyMgCgqKjIJ9wWFRWhR48edZ7TYDDAYDDUOq7T6aDTBX8StN1d9/RruyLVeq4prk9ERER0vmSNFnZFgksRUNwSau4bUyDB5pLgEJ45t7JG2yR5JtBzNvvVEvr3748DBw74HDt48CDatGkDwHNzWXJyMtavX+99vqKiAlu3bkW/fv1C2isRERFRSxUfrockSXC5BVwAnIrnuFMBXABcbgFZkhAfrlezzeY/cvvAAw/g0ksvxTPPPIOJEyfi+++/x+uvv47XX38dACBJEu6//3489dRTaN++Pdq2bYuZM2ciNTUVV199tbrNExEREbUQiZGe+6CUep5XzqpTS7MPt3369MGnn36KGTNmYM6cOWjbti0WLFiAKVOmeGseeeQRVFVVYerUqSgrK8OAAQOwevVq781oRERERHR+Ku1OON2/RVvprN8BwOFWUGlXd+WnZh9uAeDKK6/ElVdeWe/zkiRhzpw5mDNnTgi7IiIiIvrj2HHkFNyKgFbyjNLWrEggAMiSZ66rWxHYceQUuqfF1H+iJva7CLdEREREpC67yxNnZQkwajXQSgoAN0xaGTohw+Fywy1+q1NLs7+hjIiIiIjUlxpthE4jAxLgUjw3jwGALHlWUIAE6DQyUqPVnRbKcEtEREREfg3vlIykSCMEJGgk4Qm08ARdjSQgICE5yojhnZJV7ZPhloiIiIj80us1+L/L2sKg1cDmElCE5+YyRSiwuQQMWg1uG9AWer1G1T4ZbomIiIgoIP0y49ApOQJ6rexd+ksBYNDK6JQcgX6ZcWq2B4A3lBERERFRABRFYM2eIiREGHDrpRk4crISwHEM6ZiINnER+OVkNdbuLUK7eDNkue7dWUOBI7dERERE5FdBmRW5JyxIiTJCq9UgKzECAJCVGAGtVoOUKCNyii0oKLOq2ifDLRERERH5VeVwweZyI0xf9w/+TXoN7C43qhyuEHfmi+GWiIiIiPwK12th1GpQXU94tTrcMGg1CK8n/IYKwy0RERER+ZUWbUJmghnHy20QwnejBiEEjpfbkJVoRlq0SaUOPRhuiYiIiMgvWZaQ3TUJseF6HCq2wGLzjOBabC4cKrYgNlyP4V2SVL2ZDGC4DYmksMD+kgOtIyIiIlJDVmIEbumfga6pUSi3OgEA5VYnuqVF4Zb+Gd6bzNTEpcBC4LUb+mDC378PqI6IiIioOctKjEC7QWbkl1Ri15ZfcdfgLLSOj1B9xLYGR25DoGebeITpGv6ow3QyeraJD1FHRERERI0nyxLSYjxza9NiTM0m2AIMtyEhyxL+e88AGLV1f9xGrYz/3jOgWX1hEBEREf0eMdyGSFZiBFbcOwB3XJYB8+lRXLNOxp8vz8CKewc0izkqRERERL93nHMbQlmJEfjryAswuU86dm3ZgE/uHNCs5qgQERER/d5x5DbEmvMcFSIiIqLfO4ZbIiIiImoxGG6JiIiIqMVguCUiIiKiFoPhloiIiIhaDIZbIiIiImoxGG6JiIiIqMVguCUiIiKiFoPhloiIiIhaDIZbIiIiImoxGG6JiIiIqMVguCUiIiKiFoPhloiIiIhaDIZbIiIiImoxtGo30BwIIQAAFRUVIbme0+lEdXU1KioqoNPpQnJNIiIiomAKdZ6pyWk1ua0+DLcAKisrAQDp6ekqd0JEREREDamsrERUVFS9z0vCX/z9A1AUBceOHUNERAQkSWry61VUVCA9PR2//vorIiMjm/x6RERERMEW6jwjhEBlZSVSU1Mhy/XPrOXILQBZltGqVauQXzcyMpLhloiIiH7XQplnGhqxrcEbyoiIiIioxWC4JSIiIqIWg+FWBQaDAY8//jgMBoParRARERE1SnPNM7yhjIiIiIhaDI7cEhEREVGLwXBLRERERC0Gwy0RERERtRgMt0RERETUYjDcqmDRokXIyMiA0WhE37598f3336vdEhEREVFANm3ahKuuugqpqamQJAnLly9XuyUfDLchtmzZMkybNg2PP/44fvzxR1x44YXIzs5GcXGx2q0RERER+VVVVYULL7wQixYtUruVOnEpsBDr27cv+vTpg1dffRUAoCgK0tPTcc8992D69Okqd0dEREQUOEmS8Omnn+Lqq69WuxUvjtyGkMPhwPbt2zFs2DDvMVmWMWzYMGzZskXFzoiIiIhaBobbECopKYHb7UZSUpLP8aSkJBQWFqrUFREREVHLwXBLRERERC0Gw20IxcfHQ6PRoKioyOd4UVERkpOTVeqKiIiIqOVguA0hvV6PXr16Yf369d5jiqJg/fr16Nevn4qdEREREbUMWrUb+KOZNm0abrrpJvTu3RsXX3wxFixYgKqqKtxyyy1qt0ZERETkl8ViQU5OjvdxXl4edu7cidjYWLRu3VrFzjy4FJgKXn31VTz33HMoLCxEjx49sHDhQvTt21fttoiIiIj82rhxIwYPHlzr+E033YS333479A2dheGWiIiIiFoMzrklIiIiohaD4ZaIiIiIWgyGWyIiIiJqMRhuiYiIiKjFYLglIiIiohaD4ZaIiIiIWgyGWyIiIiJqMRhuiYiIiKjFYLgloj+cw4cPQ5Ik7Ny5M6jndTgcyMrKwrfffhvU81LolZSUIDExEUePHlW7FSI6Rwy3RPS7cPPNN+Pqq69Wu40GLVmyBG3btsWll17qPVZaWoopU6YgMjIS0dHRuO2222CxWFTsMnT27t2LCRMmICMjA5IkYcGCBWq3FLD4+HjceOONePzxx9VuhYjOEcMtEbUoTqdTlesKIfDqq6/itttu8zk+ZcoU7N27F+vWrcOKFSuwadMmTJ06VZUeQ626uhrt2rXDs88+i+TkZLXbOWe33HIL3n//fZSWlqrdChGdA4ZbImo2/v3vf6Nbt24wmUyIi4vDsGHDUFVVhSeeeALvvPMOPvvsM0iSBEmSsHHjRu/0gmXLlmHgwIEwGo14//33oSgK5syZg1atWsFgMKBHjx5YvXp1vdd1u9249dZb0alTJ+Tn5wMAPvvsM1x00UUwGo1o164dZs+eDZfLVe85tm/fjtzcXIwePdp7bP/+/Vi9ejX+8Y9/oG/fvhgwYABeeeUV/Otf/8KxY8eC98GdRZIkLF++3OfYoEGDcP/993sf2+12PPTQQ0hLS0N4eDj69u2LjRs3AgA2btzo/Zzr+hWoPn364LnnnsOkSZNgMBiC8M4CVzNafOavMz+T1atXY8CAAYiOjkZcXByuvPJK5Obm+pyjS5cuSE1NxaeffhrS3ono/DDcElGzcPz4cUyePBm33nor9u/fj40bN2L8+PEQQuChhx7CxIkTMWLECBw/fhzHjx/3+dH/9OnTcd9992H//v3Izs7Gyy+/jBdeeAHPP/88du/ejezsbIwZMwaHDh2qdV273Y5rr70WO3fuxNdff43WrVvj66+/xo033oj77rsP+/btw9///ne8/fbbePrpp+vt/+uvv0aHDh0QERHhPbZlyxZER0ejd+/e3mPDhg2DLMvYunVrvecaOXIkzGZzvb+6dOlyrh9vLXfffTe2bNmCf/3rX9i9ezeuvfZajBgxAocOHcKll17q/Zw/+eQTAPA+Pn78+HlfuyH5+fkNvnez2YxnnnkmoHPNmTOn3p6rqqowbdo0bNu2DevXr4csyxg3bhwURfGpu/jii/H1118H5b0RUWho1W6AiAjwhCeXy4Xx48ejTZs2AIBu3bp5nzeZTLDb7XX+ePv+++/H+PHjvY+ff/55/PWvf8WkSZMAAPPmzcOGDRuwYMECLFq0yFtnsVgwevRo2O12bNiwAVFRUQCA2bNnY/r06bjpppsAAO3atcOTTz6JRx55pN45mEeOHEFqaqrPscLCQiQmJvoc02q1iI2NRWFhYb2fxT/+8Q9YrdZ6n9fpdPU+F4j8/HwsXboU+fn53p4feughrF69GkuXLsUzzzzj/ZxjY2MBIGTTClJTU/3e6FfTU0PsdjtiY2Pr7XvChAk+j9966y0kJCRg37596Nq1q08/O3bs8N84ETUbDLdE1CxceOGFGDp0KLp164bs7GwMHz4c11xzDWJiYvy+9syR0YqKChw7dgz9+/f3qenfvz927drlc2zy5Mlo1aoVvvzyS5hMJu/xXbt2YfPmzT4jtW63GzabDdXV1QgLC6vVg9VqhdFoDPj9NiQtLe28zzF58mRoNBrvY6vVih49egAAfvrpJ7jdbnTo0MHnNXa7HXFxced97fOh1WqRlZV13ucpLS1FZGRkvc8fOnQIs2bNwtatW1FSUuIdsc3Pz/cJtyaTCdXV1efdDxGFDsMtETULGo0G69atw7fffou1a9filVdewaOPPoqtW7eibdu2Db42PDy8UdccNWoU3nvvPWzZsgVDhgzxHrdYLJg9e7bPaHCN+gJsfHw8fvrpJ59jycnJKC4u9jnmcrlQWlra4EjoyJEjG/xReJs2bbB37956nweAl156CcOGDfM+njJlivfPFosFGo0G27dv9wnAAGA2mxs8b1PLz8/HBRdc0GDN3/72N/ztb3+r9/mjR4/C4XA0+HVz1VVXoU2bNnjjjTeQmpoKRVHQtWtXOBwOn7rS0lIkJCSc25sgIlUx3BJRsyFJEvr374/+/ftj1qxZaNOmDT799FNMmzYNer0ebrfb7zkiIyORmpqKzZs3Y+DAgd7jmzdvxsUXX+xT+5e//AVdu3bFmDFj8Pnnn3vrL7roIhw4cOCcRhB79uyJxYsXQwjhvemqX79+KCsrw/bt29GrVy8AwJdffglFUdC3b996zxWMaQnJyck+/Z85Mt2zZ0+43W4UFxfjsssu83uuUArGtISvvvoKJpPJZ0T/TCdPnsSBAwfwxhtveN//N998U2ftnj17MGjQIL99E1HzwXBLRM3C1q1bsX79egwfPhyJiYnYunUrTpw4gc6dOwPw3P2+Zs0aHDhwAHFxcd75sXV5+OGH8fjjjyMzMxM9evTA0qVLsXPnTrz//vu1au+55x643W5ceeWVWLVqFQYMGIBZs2bhyiuvROvWrXHNNddAlmXs2rULe/bswVNPPVXnNQcPHgyLxYK9e/d6f6zduXNnjBgxArfffjuWLFkCp9OJu+++G5MmTao1P/dMwZiW0JAOHTpgypQpuPHGG/HCCy+gZ8+eOHHiBNavX4/u3bv7rPhwPhwOB/bt2+f9c0FBAXbu3Amz2VzvPxzOd1pCbm4unn32WYwdOxZlZWU+z5WVlcHhcCAmJgZxcXF4/fXXkZKSgvz8fEyfPr3Wuaqrq7F9+/aAb2AjomZCEBE1A/v27RPZ2dkiISFBGAwG0aFDB/HKK694ny8uLhZXXHGFMJvNAoDYsGGDyMvLEwDEjh07fM7ldrvFE088IdLS0oROpxMXXnihWLVqlff5ul73wgsviIiICLF582YhhBCrV68Wl156qTCZTCIyMlJcfPHF4vXXX2/wPUycOFFMnz7d59jJkyfF5MmThdlsFpGRkeKWW24RlZWVjfyUAgNAfPrppz7HBg4cKO677z7vY4fDIWbNmiUyMjKETqcTKSkpYty4cWL37t0+r9uwYYOo738VAMTSpUvr7aPmcz7718CBAxv5zvxr06ZNndes+bVhwwYhhBDr1q0TnTt3FgaDQXTv3l1s3Lix1uf2wQcfiI4dOzZZr0TUNCQhhAhxniYiapF2796NK664Arm5uarPXW1qeXl56NChA/bt24f27dur3Y5XRkYGNm7ciIyMjFrPXX311bj//vsDnmZwySWX4N5778X1118f3CaJqElxnVsioiDp3r075s2bh7y8PLVbaXIrV67E1KlTm1WwBYCEhIRaN8nViImJgV6vD+g8JSUlGD9+PCZPnhzM9ogoBDhyS0REREQtBkduiYiIiKjFYLglIiIiohaD4ZaIiIiIWgyGWyIiIiJqMRhuiYiIiKjFYLglIiIiohaD4ZaIiIiIWgyGWyIiIiJqMRhuiYiIiKjF+H8y98TLgLFmXQAAAABJRU5ErkJggg==", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Список колонок для построения графиков\n", + "columns = ['gender', 'age', 'hypertension', 'heart_disease', 'ever_married',\n", + " 'work_type', 'Residence_type', 'avg_glucose_level', 'bmi',\n", + " 'smoking_status']\n", + "\n", + "# Создание диаграмм зависимости\n", + "for column in columns:\n", + " plt.figure(figsize=(8, 6)) # Установка размера графика\n", + " if pd.api.types.is_numeric_dtype(df[column]): # Проверяем, является ли колонка числовой\n", + " # Проверяем, содержит ли колонка только два уникальных значения (0 и 1)\n", + " if df[column].nunique() == 2 and set(df[column].unique()).issubset({0, 1}):\n", + " # Если да, то строим столбчатую диаграмму\n", + " counts = df[column].value_counts() # Считаем количество повторений каждого значения\n", + " counts.plot(kind='bar') # Создаем столбчатую диаграмму\n", + " plt.title(f'Количество значений для {column}')\n", + " plt.xlabel(column)\n", + " plt.ylabel('Количество повторений')\n", + " else:\n", + " # Если колонка числовая, создаем диаграмму рассеяния\n", + " plt.scatter(df['stroke'], df[column], alpha=0.5) # Создаем диаграмму рассеяния\n", + " plt.title(f'Зависимость {column} от stroke')\n", + " plt.xlabel('stroke (0 = нет, 1 = да)')\n", + " plt.ylabel(column)\n", + " plt.xticks([0, 1]) # Установка меток по оси X\n", + " plt.grid() # Добавление сетки для удобства восприятия\n", + " else:\n", + " # Если колонка не числовая, строим столбчатую диаграмму\n", + " counts = df[column].value_counts() # Считаем количество повторений каждого значения\n", + " counts.plot(kind='bar') # Создаем столбчатую диаграмму\n", + " plt.title(f'Количество значений для {column}')\n", + " plt.xlabel(column)\n", + " plt.ylabel('Количество повторений')\n", + "\n", + " plt.show() # Отображение графика" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Создадим выборки данных. разбивать будем относительно параметра инсульта, ведь это тот самый параметр по которому наша выборка разбивается на классы. И собственно его нам и надо будет предсказывать" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "stroke\n", + "0 4861\n", + "1 249\n", + "Name: count, dtype: int64\n", + "\n", + "Обучающая выборка: (3066, 12)\n", + "stroke\n", + "0 2917\n", + "1 149\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Тестовая выборка: (1022, 12)\n", + "stroke\n", + "0 972\n", + "1 50\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Вывод распределения количества наблюдений по меткам (классам)\n", + "print(df.stroke.value_counts())\n", + "print()\n", + "\n", + "data = df.copy()\n", + "\n", + "df_train, df_val, df_test = split_stratified_into_train_val_test(\n", + " data, stratify_colname=\"stroke\", frac_train=0.60, frac_val=0.20, frac_test=0.20\n", + ")\n", + "\n", + "print(\"Обучающая выборка: \", df_train.shape)\n", + "print(df_train.stroke.value_counts())\n", + "counts = df_train['stroke'].value_counts()\n", + "plt.figure(figsize=(2, 2))# Установка размера графика\n", + "plt.pie(counts, labels=counts.index, autopct='%1.1f%%', startangle=90)# Построение круговой диаграммы\n", + "plt.title('Распределение классов stroke в обучающей выборке')# Добавление заголовка\n", + "plt.show()# Отображение графика\n", + "\n", + "print(\"Контрольная выборка: \", df_val.shape)\n", + "print(df_val.stroke.value_counts())\n", + "counts = df_val['stroke'].value_counts()\n", + "plt.figure(figsize=(2, 2))\n", + "plt.pie(counts, labels=counts.index, autopct='%1.1f%%', startangle=90)\n", + "plt.title('Распределение классов stroke в контрольной выборке')\n", + "plt.show()\n", + "\n", + "print(\"Тестовая выборка: \", df_test.shape)\n", + "print(df_test.stroke.value_counts())\n", + "counts = df_test['stroke'].value_counts()\n", + "plt.figure(figsize=(2, 2))\n", + "plt.pie(counts, labels=counts.index, autopct='%1.1f%%', startangle=90)\n", + "plt.title('Распределение классов stroke в тестовой выборке')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "плохое распределение, надо сбалансировать" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "аугментация данных оверсемплингом(Этот метод увеличивает количество примеров меньшинства)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Обучающая выборка после oversampling: (5831, 17)\n", + "stroke\n", + "0 2917\n", + "1 2914\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "categorical_features = ['gender', 'ever_married', 'work_type', 'Residence_type'] # Ваши категориальные признаки\n", + "numeric_features = ['age', 'hypertension', 'heart_disease', 'avg_glucose_level', 'bmi'] # Ваши числовые признаки\n", + "\n", + "# Создание пайплайна для обработки категориальных данных\n", + "preprocessor = ColumnTransformer(\n", + " transformers=[\n", + " ('cat', OneHotEncoder(), categorical_features), # OneHotEncoder для категориальных данных\n", + " ('num', 'passthrough', numeric_features) # Оставляем числовые колонки без изменений\n", + " ]\n", + ")\n", + "\n", + "# Создание экземпляра ADASYN\n", + "ada = ADASYN()\n", + "\n", + "# Преобразование данных с помощью пайплайна\n", + "X = preprocessor.fit_transform(df_train.drop(columns=['stroke']))\n", + "y = df_train['stroke']\n", + "\n", + "# Применение ADASYN\n", + "X_resampled, y_resampled = ada.fit_resample(X, y)\n", + "\n", + "# Создание нового DataFrame\n", + "df_train_adasyn = pd.DataFrame(X_resampled)\n", + "# Восстанавливаем названия столбцов для DataFrame\n", + "ohe_columns = preprocessor.named_transformers_['cat'].get_feature_names_out(categorical_features)\n", + "new_column_names = list(ohe_columns) + numeric_features\n", + "df_train_adasyn.columns = new_column_names\n", + "\n", + "# Добавление целевой переменной\n", + "df_train_adasyn['stroke'] = y_resampled\n", + "\n", + "# Вывод информации о новой выборке\n", + "print(\"Обучающая выборка после oversampling: \", df_train_adasyn.shape)\n", + "print(df_train_adasyn['stroke'].value_counts())\n", + "\n", + "# Визуализация\n", + "counts = df_train_adasyn['stroke'].value_counts()\n", + "plt.figure(figsize=(6, 6))\n", + "plt.pie(counts, labels=counts.index, autopct='%1.1f%%', startangle=90)\n", + "plt.title('Распределение классов Outcome в тренировачной выборке после ADASYN')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "проведём также балансировку данных методом андерсемплинга. Этот метод помогает сбалансировать выборку, уменьшая количество экземпляров класса большинства, чтобы привести его в соответствие с классом меньшинства." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Обучающая выборка после undersampling: (298, 12)\n", + "stroke\n", + "0 149\n", + "1 149\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "array(['Male', 'Female'], dtype=object)" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Применение RandomUnderSampler\n", + "X_resampled, y_resampled = rus.fit_resample(df_train.drop(columns=['stroke']), df_train['stroke'])\n", + "\n", + "# Создание нового DataFrame\n", + "df_train_undersampled = pd.DataFrame(X_resampled)\n", + "df_train_undersampled['stroke'] = y_resampled # Добавление целевой переменной\n", + "\n", + "# Вывод информации о новой выборке\n", + "print(\"Обучающая выборка после undersampling: \", df_train_undersampled.shape)\n", + "print(df_train_undersampled['stroke'].value_counts())\n", + "\n", + "# Визуализация распределения классов\n", + "counts = df_train_undersampled['stroke'].value_counts()\n", + "plt.figure(figsize=(2, 2))\n", + "plt.pie(counts, labels=counts.index, autopct='%1.1f%%', startangle=90)\n", + "plt.title('Распределение классов Outcome в тренировочной выборке после Undersampling')\n", + "plt.show()" + ] } ], "metadata": { diff --git a/static/csv/healthcare-dataset-stroke-data.csv b/static/csv/healthcare-dataset-stroke-data.csv new file mode 100644 index 0000000..763aacc --- /dev/null +++ b/static/csv/healthcare-dataset-stroke-data.csv @@ -0,0 +1,5111 @@ +id,gender,age,hypertension,heart_disease,ever_married,work_type,Residence_type,avg_glucose_level,bmi,smoking_status,stroke +9046,Male,67,0,1,Yes,Private,Urban,228.69,36.6,formerly smoked,1 +51676,Female,61,0,0,Yes,Self-employed,Rural,202.21,N/A,never smoked,1 +31112,Male,80,0,1,Yes,Private,Rural,105.92,32.5,never smoked,1 +60182,Female,49,0,0,Yes,Private,Urban,171.23,34.4,smokes,1 +1665,Female,79,1,0,Yes,Self-employed,Rural,174.12,24,never smoked,1 +56669,Male,81,0,0,Yes,Private,Urban,186.21,29,formerly smoked,1 +53882,Male,74,1,1,Yes,Private,Rural,70.09,27.4,never smoked,1 +10434,Female,69,0,0,No,Private,Urban,94.39,22.8,never smoked,1 +27419,Female,59,0,0,Yes,Private,Rural,76.15,N/A,Unknown,1 +60491,Female,78,0,0,Yes,Private,Urban,58.57,24.2,Unknown,1 +12109,Female,81,1,0,Yes,Private,Rural,80.43,29.7,never smoked,1 +12095,Female,61,0,1,Yes,Govt_job,Rural,120.46,36.8,smokes,1 +12175,Female,54,0,0,Yes,Private,Urban,104.51,27.3,smokes,1 +8213,Male,78,0,1,Yes,Private,Urban,219.84,N/A,Unknown,1 +5317,Female,79,0,1,Yes,Private,Urban,214.09,28.2,never smoked,1 +58202,Female,50,1,0,Yes,Self-employed,Rural,167.41,30.9,never smoked,1 +56112,Male,64,0,1,Yes,Private,Urban,191.61,37.5,smokes,1 +34120,Male,75,1,0,Yes,Private,Urban,221.29,25.8,smokes,1 +27458,Female,60,0,0,No,Private,Urban,89.22,37.8,never smoked,1 +25226,Male,57,0,1,No,Govt_job,Urban,217.08,N/A,Unknown,1 +70630,Female,71,0,0,Yes,Govt_job,Rural,193.94,22.4,smokes,1 +13861,Female,52,1,0,Yes,Self-employed,Urban,233.29,48.9,never smoked,1 +68794,Female,79,0,0,Yes,Self-employed,Urban,228.7,26.6,never smoked,1 +64778,Male,82,0,1,Yes,Private,Rural,208.3,32.5,Unknown,1 +4219,Male,71,0,0,Yes,Private,Urban,102.87,27.2,formerly smoked,1 +70822,Male,80,0,0,Yes,Self-employed,Rural,104.12,23.5,never smoked,1 +38047,Female,65,0,0,Yes,Private,Rural,100.98,28.2,formerly smoked,1 +61843,Male,58,0,0,Yes,Private,Rural,189.84,N/A,Unknown,1 +54827,Male,69,0,1,Yes,Self-employed,Urban,195.23,28.3,smokes,1 +69160,Male,59,0,0,Yes,Private,Rural,211.78,N/A,formerly smoked,1 +43717,Male,57,1,0,Yes,Private,Urban,212.08,44.2,smokes,1 +33879,Male,42,0,0,Yes,Private,Rural,83.41,25.4,Unknown,1 +39373,Female,82,1,0,Yes,Self-employed,Urban,196.92,22.2,never smoked,1 +54401,Male,80,0,1,Yes,Self-employed,Urban,252.72,30.5,formerly smoked,1 +14248,Male,48,0,0,No,Govt_job,Urban,84.2,29.7,never smoked,1 +712,Female,82,1,1,No,Private,Rural,84.03,26.5,formerly smoked,1 +47269,Male,74,0,0,Yes,Private,Rural,219.72,33.7,formerly smoked,1 +24977,Female,72,1,0,Yes,Private,Rural,74.63,23.1,formerly smoked,1 +47306,Male,58,0,0,No,Private,Rural,92.62,32,Unknown,1 +62602,Female,49,0,0,Yes,Private,Urban,60.91,29.9,never smoked,1 +4651,Male,78,0,0,Yes,Private,Rural,78.03,23.9,formerly smoked,1 +1261,Male,54,0,0,Yes,Private,Urban,71.22,28.5,never smoked,1 +61960,Male,82,0,1,Yes,Private,Urban,144.9,26.4,smokes,1 +1845,Female,63,0,0,Yes,Private,Urban,90.9,N/A,formerly smoked,1 +7937,Male,60,1,0,Yes,Govt_job,Urban,213.03,20.2,smokes,1 +19824,Male,76,1,0,Yes,Private,Rural,243.58,33.6,never smoked,1 +37937,Female,75,0,1,No,Self-employed,Urban,109.78,N/A,Unknown,1 +47472,Female,58,0,0,Yes,Private,Urban,107.26,38.6,formerly smoked,1 +35626,Male,81,0,0,Yes,Self-employed,Urban,99.33,33.7,never smoked,1 +36338,Female,39,1,0,Yes,Private,Rural,58.09,39.2,smokes,1 +18587,Female,76,0,0,No,Private,Urban,89.96,N/A,Unknown,1 +15102,Male,78,1,0,Yes,Private,Urban,75.32,N/A,formerly smoked,1 +59190,Female,79,0,1,Yes,Private,Rural,127.29,27.7,never smoked,1 +47167,Female,77,1,0,Yes,Self-employed,Urban,124.13,31.4,never smoked,1 +8752,Female,63,0,0,Yes,Govt_job,Urban,197.54,N/A,never smoked,1 +25831,Male,63,0,1,Yes,Private,Rural,196.71,36.5,formerly smoked,1 +38829,Female,82,0,0,Yes,Private,Rural,59.32,33.2,never smoked,1 +66400,Male,78,0,0,Yes,Private,Urban,237.75,N/A,formerly smoked,1 +58631,Male,73,1,0,Yes,Self-employed,Urban,194.99,32.8,never smoked,1 +5111,Female,54,1,0,Yes,Govt_job,Urban,180.93,27.7,never smoked,1 +10710,Female,56,0,0,Yes,Private,Urban,185.17,40.4,formerly smoked,1 +55927,Female,80,1,0,Yes,Private,Rural,74.9,22.2,never smoked,1 +65842,Female,67,1,0,Yes,Self-employed,Rural,61.94,25.3,smokes,1 +19557,Female,45,0,0,Yes,Private,Rural,93.72,30.2,formerly smoked,1 +7356,Male,75,0,0,Yes,Private,Urban,104.72,N/A,Unknown,1 +17013,Male,78,1,0,No,Private,Urban,113.01,24,never smoked,1 +17004,Female,70,0,0,Yes,Private,Urban,221.58,47.5,never smoked,1 +72366,Male,76,0,0,Yes,Private,Urban,104.47,20.3,Unknown,1 +6118,Male,59,0,0,Yes,Private,Urban,86.23,30,formerly smoked,1 +7371,Female,80,1,0,Yes,Self-employed,Rural,72.67,28.9,never smoked,1 +70676,Female,76,0,0,Yes,Govt_job,Rural,62.57,N/A,formerly smoked,1 +2326,Female,67,1,0,Yes,Private,Rural,179.12,28.1,formerly smoked,1 +27169,Female,66,1,0,Yes,Govt_job,Rural,116.55,31.1,formerly smoked,1 +50784,Male,63,0,0,Yes,Private,Rural,228.56,27.4,never smoked,1 +19773,Female,52,0,0,Yes,Private,Rural,96.59,26.4,never smoked,1 +66159,Female,80,0,1,Yes,Self-employed,Rural,66.72,21.7,formerly smoked,1 +36236,Male,80,1,0,Yes,Private,Urban,240.09,27,never smoked,1 +71673,Female,79,0,0,Yes,Private,Urban,110.85,24.1,formerly smoked,1 +45805,Female,51,0,0,Yes,Private,Urban,165.31,N/A,never smoked,1 +42117,Male,43,0,0,Yes,Self-employed,Urban,143.43,45.9,Unknown,1 +57419,Male,59,0,0,Yes,Private,Rural,96.16,44.1,Unknown,1 +26015,Female,66,0,0,Yes,Self-employed,Urban,101.45,N/A,Unknown,1 +26727,Female,79,0,0,No,Private,Rural,88.92,22.9,never smoked,1 +66638,Female,68,1,0,No,Self-employed,Urban,79.79,29.7,never smoked,1 +70042,Male,58,0,0,Yes,Private,Urban,71.2,N/A,Unknown,1 +32399,Male,54,0,0,Yes,Private,Rural,96.97,29.1,smokes,1 +3253,Male,61,0,1,Yes,Private,Rural,111.81,27.3,smokes,1 +71796,Female,70,0,1,Yes,Private,Rural,59.35,32.3,formerly smoked,1 +14499,Male,47,0,0,Yes,Private,Urban,86.94,41.1,formerly smoked,1 +49130,Male,74,0,0,Yes,Private,Urban,98.55,25.6,Unknown,1 +28291,Female,79,0,1,Yes,Private,Urban,226.98,29.8,never smoked,1 +51169,Male,81,0,0,Yes,Private,Urban,72.81,26.3,never smoked,1 +66315,Female,57,0,0,No,Self-employed,Urban,68.02,37.5,never smoked,1 +37726,Female,80,1,0,Yes,Self-employed,Urban,68.56,26.2,Unknown,1 +54385,Male,45,0,0,Yes,Private,Rural,64.14,29.4,never smoked,1 +2458,Female,78,0,0,Yes,Private,Rural,235.63,32.3,never smoked,1 +35512,Female,70,0,0,Yes,Self-employed,Rural,76.34,24.4,formerly smoked,1 +56841,Male,58,0,1,Yes,Private,Rural,240.59,31.4,smokes,1 +8154,Male,57,1,0,Yes,Govt_job,Urban,78.92,27.7,formerly smoked,1 +4639,Female,69,0,0,Yes,Govt_job,Urban,82.81,28,never smoked,1 +12363,Male,64,0,1,Yes,Govt_job,Urban,74.1,28.8,Unknown,1 +63973,Female,77,0,0,Yes,Govt_job,Rural,190.32,31.4,never smoked,1 +45277,Female,74,0,0,Yes,Private,Rural,231.61,34.6,formerly smoked,1 +4712,Female,81,0,1,Yes,Self-employed,Rural,78.7,19.4,Unknown,1 +33175,Female,57,0,0,Yes,Govt_job,Urban,110.52,28.5,Unknown,1 +2346,Male,58,0,0,Yes,Private,Urban,82.3,N/A,smokes,1 +42072,Female,50,1,0,Yes,Private,Rural,73.18,30.3,formerly smoked,1 +12062,Female,54,0,0,Yes,Self-employed,Rural,191.82,40.4,smokes,1 +30456,Female,79,0,0,Yes,Private,Rural,93.05,24.2,never smoked,1 +59125,Female,53,0,0,Yes,Govt_job,Urban,64.17,41.5,never smoked,1 +56546,Male,79,0,1,Yes,Private,Rural,129.98,22.6,formerly smoked,1 +48405,Male,80,0,1,Yes,Private,Urban,68.53,24.2,smokes,1 +36706,Female,76,0,0,Yes,Self-employed,Urban,106.41,N/A,formerly smoked,1 +41069,Female,45,0,0,Yes,Private,Rural,224.1,56.6,never smoked,1 +71639,Female,68,0,0,No,Govt_job,Urban,82.1,27.1,Unknown,1 +53401,Male,71,1,1,No,Govt_job,Rural,216.94,30.9,never smoked,1 +60744,Male,61,1,0,Yes,Self-employed,Rural,76.11,27.3,smokes,1 +7547,Male,74,0,0,Yes,Private,Urban,72.96,31.3,smokes,1 +31720,Female,38,0,0,No,Self-employed,Urban,82.28,24,formerly smoked,1 +5563,Female,77,0,0,Yes,Private,Urban,105.22,31,never smoked,1 +68798,Female,58,0,0,Yes,Private,Rural,59.86,28,formerly smoked,1 +72918,Female,53,1,0,Yes,Private,Urban,62.55,30.3,Unknown,1 +13491,Male,80,0,0,Yes,Private,Rural,259.63,31.7,smokes,1 +44033,Male,56,1,0,Yes,Private,Rural,249.31,35.8,never smoked,1 +14164,Female,72,0,0,Yes,Private,Urban,219.91,N/A,Unknown,1 +50522,Female,72,0,0,Yes,Govt_job,Urban,131.41,28.4,never smoked,1 +3352,Male,78,1,0,Yes,Self-employed,Urban,93.13,N/A,formerly smoked,1 +70943,Female,80,0,0,Yes,Private,Urban,73.54,24,Unknown,1 +37132,Male,82,0,0,Yes,Govt_job,Urban,200.59,29,formerly smoked,1 +48796,Female,75,0,0,Yes,Govt_job,Urban,62.48,N/A,Unknown,1 +53440,Female,73,1,0,Yes,Private,Rural,190.14,36.5,never smoked,1 +16817,Female,78,1,0,No,Private,Urban,130.54,20.1,never smoked,1 +69551,Male,69,1,0,No,Private,Rural,182.99,36.5,never smoked,1 +31563,Female,38,0,0,Yes,Private,Rural,101.45,N/A,formerly smoked,1 +20387,Female,68,1,0,Yes,Self-employed,Rural,206.09,26.7,never smoked,1 +71279,Female,71,0,0,Yes,Govt_job,Urban,263.32,38.7,never smoked,1 +55824,Male,76,0,0,Yes,Private,Urban,140.1,29.9,formerly smoked,1 +11762,Female,76,0,0,Yes,Private,Urban,207.28,34.9,Unknown,1 +29281,Male,76,1,0,Yes,Self-employed,Rural,194.37,27,formerly smoked,1 +30683,Female,75,0,0,Yes,Private,Rural,199.2,26.6,Unknown,1 +20439,Male,82,0,1,Yes,Govt_job,Rural,103.68,25,never smoked,1 +45965,Female,59,0,0,Yes,Private,Rural,116.44,23.8,smokes,1 +8045,Female,74,1,0,Yes,Private,Urban,70.28,21.8,never smoked,1 +37651,Female,69,1,1,No,Self-employed,Urban,72.17,36.8,never smoked,1 +17308,Female,72,1,0,Yes,Private,Urban,221.79,30,never smoked,1 +67981,Male,66,0,0,Yes,Private,Urban,151.16,27.5,formerly smoked,1 +41241,Male,65,0,0,Yes,Self-employed,Urban,68.43,N/A,formerly smoked,1 +62861,Female,78,0,0,Yes,Private,Urban,67.29,24.6,never smoked,1 +72081,Female,57,1,0,Yes,Govt_job,Rural,67.41,32.9,never smoked,1 +58978,Female,70,0,1,Yes,Private,Rural,239.07,26.1,never smoked,1 +11933,Female,79,0,0,Yes,Private,Rural,169.67,N/A,Unknown,1 +46703,Male,68,0,1,Yes,Private,Urban,223.83,31.9,formerly smoked,1 +32503,Female,80,0,0,Yes,Self-employed,Urban,76.57,34.1,never smoked,1 +12482,Male,68,0,0,Yes,Self-employed,Urban,77.82,27.5,smokes,1 +56939,Female,55,0,0,Yes,Self-employed,Rural,92.98,25.6,never smoked,1 +24669,Female,77,0,1,Yes,Private,Rural,231.56,36.9,never smoked,1 +43054,Female,50,0,0,Yes,Private,Rural,102.16,31.4,smokes,1 +59437,Female,57,0,0,Yes,Private,Urban,221.89,37.3,smokes,1 +66258,Female,71,0,0,Yes,Self-employed,Urban,195.71,34.1,formerly smoked,1 +34567,Female,81,1,0,Yes,Self-employed,Rural,74.02,25,never smoked,1 +50931,Female,76,0,0,Yes,Private,Urban,57.92,N/A,formerly smoked,1 +16590,Male,71,0,1,Yes,Private,Urban,81.76,N/A,smokes,1 +69768,Female,1.32,0,0,No,children,Urban,70.37,N/A,Unknown,1 +20426,Female,78,1,0,No,Private,Urban,203.87,45.7,never smoked,1 +3512,Female,70,1,0,Yes,Self-employed,Urban,89.13,34.2,formerly smoked,1 +42899,Male,78,0,0,Yes,Self-employed,Urban,133.19,23.6,formerly smoked,1 +63453,Female,56,0,0,Yes,Govt_job,Rural,162.23,27.3,Unknown,1 +43364,Male,79,1,0,Yes,Private,Rural,75.02,N/A,never smoked,1 +44993,Female,79,1,0,No,Govt_job,Urban,98.02,22.3,formerly smoked,1 +210,Male,81,0,0,Yes,Self-employed,Rural,91.54,31.4,never smoked,1 +28939,Male,64,0,0,Yes,Self-employed,Rural,111.98,N/A,formerly smoked,1 +60739,Female,79,1,1,No,Self-employed,Rural,60.94,N/A,never smoked,1 +67432,Female,60,0,0,Yes,Private,Urban,97.43,26.4,smokes,1 +2182,Female,80,1,0,Yes,Self-employed,Rural,91.02,32.9,formerly smoked,1 +40899,Female,78,0,0,Yes,Self-employed,Rural,60.67,N/A,formerly smoked,1 +14431,Male,72,1,0,Yes,Self-employed,Rural,185.49,37.1,never smoked,1 +62466,Female,80,0,0,Yes,Private,Urban,64.44,45,never smoked,1 +36841,Male,78,1,0,Yes,Self-employed,Rural,56.11,25.5,formerly smoked,1 +33486,Female,80,0,0,Yes,Govt_job,Urban,110.66,N/A,Unknown,1 +65105,Male,81,0,0,Yes,Private,Urban,213.22,26.1,Unknown,1 +54567,Female,46,0,0,Yes,Private,Urban,78.18,30.8,never smoked,1 +66204,Male,59,0,0,Yes,Private,Urban,111.04,32,formerly smoked,1 +39912,Female,32,0,0,Yes,Private,Rural,76.13,29.9,smokes,1 +8003,Female,77,0,0,No,Private,Urban,81.32,N/A,Unknown,1 +28378,Male,61,1,1,Yes,Private,Urban,112.24,37.4,smokes,1 +41081,Male,63,0,0,Yes,Private,Rural,137.3,31.7,formerly smoked,1 +16077,Male,63,0,1,Yes,Self-employed,Urban,116.69,34.5,formerly smoked,1 +67895,Female,82,1,1,Yes,Govt_job,Urban,215.94,27.9,formerly smoked,1 +30184,Male,82,0,0,Yes,Private,Rural,86.62,29.5,formerly smoked,1 +66955,Male,61,0,1,Yes,Private,Urban,209.86,N/A,Unknown,1 +24905,Female,65,0,0,Yes,Private,Urban,205.77,46,formerly smoked,1 +66071,Male,51,1,0,Yes,Private,Urban,112.16,42.5,formerly smoked,1 +36255,Male,59,0,0,Yes,Self-employed,Rural,118.03,35.5,smokes,1 +69112,Male,68,1,1,Yes,Private,Rural,271.74,31.1,smokes,1 +23410,Female,72,0,0,Yes,Private,Rural,97.92,26.9,smokes,1 +64373,Male,59,0,0,Yes,Private,Urban,200.62,35.8,formerly smoked,1 +58267,Male,70,1,0,Yes,Private,Rural,242.52,45.5,formerly smoked,1 +35684,Male,69,0,0,Yes,Private,Rural,93.81,28.5,Unknown,1 +18937,Male,79,0,0,Yes,Private,Rural,114.77,N/A,formerly smoked,1 +491,Female,74,0,0,Yes,Self-employed,Urban,74.96,26.6,never smoked,1 +54695,Male,74,0,0,Yes,Private,Urban,167.13,N/A,Unknown,1 +68627,Male,80,1,1,Yes,Private,Urban,175.29,31.5,formerly smoked,1 +8580,Female,77,0,0,Yes,Self-employed,Rural,90,32,never smoked,1 +28484,Female,78,0,0,Yes,Self-employed,Rural,109.47,30.8,never smoked,1 +62019,Male,54,0,0,Yes,Govt_job,Rural,87.85,31.1,smokes,1 +51314,Female,78,0,0,Yes,Private,Urban,106.74,33,formerly smoked,1 +37060,Female,81,0,0,Yes,Private,Rural,80.13,23.4,never smoked,1 +35578,Male,78,0,0,No,Self-employed,Urban,90.19,26.9,never smoked,1 +54921,Male,78,1,0,Yes,Self-employed,Rural,134.8,33.6,Unknown,1 +33454,Female,63,0,0,Yes,Govt_job,Rural,106.58,23.9,Unknown,1 +33943,Female,39,0,0,Yes,Private,Urban,83.24,26.3,never smoked,1 +62439,Female,51,0,0,Yes,Govt_job,Rural,103.43,27.3,formerly smoked,1 +31179,Male,63,0,0,Yes,Private,Urban,208.65,30.7,never smoked,1 +66866,Female,48,0,0,Yes,Private,Urban,74.11,20.5,never smoked,1 +2548,Female,81,0,0,Yes,Self-employed,Urban,95.84,21.5,never smoked,1 +68025,Female,79,0,1,No,Private,Urban,205.33,31,smokes,1 +2390,Male,78,0,0,Yes,Self-employed,Urban,116.1,27.1,never smoked,1 +29552,Female,55,1,1,Yes,Private,Urban,210.4,40,smokes,1 +25904,Female,76,1,1,Yes,Self-employed,Urban,199.86,N/A,smokes,1 +31421,Male,73,0,1,Yes,Govt_job,Rural,219.73,28.6,never smoked,1 +20463,Male,81,1,1,Yes,Private,Urban,250.89,28.1,smokes,1 +68023,Male,79,0,0,Yes,Private,Rural,72.73,28.4,never smoked,1 +12689,Female,63,0,0,Yes,Govt_job,Rural,205.35,42.2,formerly smoked,1 +54724,Female,81,0,0,No,Govt_job,Urban,70.3,25.8,smokes,1 +8899,Male,49,0,0,No,Private,Rural,104.86,31.9,smokes,1 +39186,Female,57,0,1,Yes,Private,Urban,216.58,31,Unknown,1 +32729,Female,81,0,0,Yes,Private,Rural,184.4,27.5,never smoked,1 +39105,Male,74,0,0,Yes,Self-employed,Rural,60.98,N/A,never smoked,1 +31154,Female,39,0,0,Yes,Self-employed,Urban,97.76,29.6,smokes,1 +69959,Female,80,1,0,No,Private,Urban,66.03,35.4,never smoked,1 +10552,Female,81,0,0,Yes,Self-employed,Rural,81.95,16.9,never smoked,1 +12917,Female,79,0,0,Yes,Private,Urban,97.73,21.5,smokes,1 +68356,Female,73,0,0,Yes,Self-employed,Urban,70.94,34.4,never smoked,1 +23368,Female,77,1,0,Yes,Self-employed,Urban,199.84,28,formerly smoked,1 +25974,Male,78,0,0,Yes,Self-employed,Urban,218.46,26.8,Unknown,1 +1210,Female,68,0,0,Yes,Private,Rural,211.06,39.3,Unknown,1 +28493,Male,57,0,0,Yes,Private,Urban,86.3,31.7,Unknown,1 +36857,Male,77,0,0,Yes,Self-employed,Rural,162.14,32.6,formerly smoked,1 +1836,Female,51,1,0,Yes,Private,Urban,88.2,28.4,never smoked,1 +32221,Male,60,0,1,Yes,Private,Urban,91.92,35.9,smokes,1 +10548,Male,66,0,0,Yes,Private,Rural,76.46,21.2,formerly smoked,1 +52282,Male,57,0,0,Yes,Private,Rural,197.28,34.5,formerly smoked,1 +45535,Male,68,0,0,Yes,Private,Rural,233.94,42.4,never smoked,1 +40460,Female,68,1,1,Yes,Private,Urban,247.51,40.5,formerly smoked,1 +17739,Male,57,0,0,Yes,Private,Rural,84.96,36.7,Unknown,1 +49669,Female,14,0,0,No,children,Rural,57.93,30.9,Unknown,1 +27153,Female,75,0,0,Yes,Self-employed,Rural,78.8,29.3,formerly smoked,1 +34060,Male,71,1,0,Yes,Self-employed,Rural,87.8,N/A,Unknown,1 +43424,Female,78,0,0,Yes,Private,Rural,78.81,19.6,Unknown,1 +30669,Male,3,0,0,No,children,Rural,95.12,18,Unknown,0 +30468,Male,58,1,0,Yes,Private,Urban,87.96,39.2,never smoked,0 +16523,Female,8,0,0,No,Private,Urban,110.89,17.6,Unknown,0 +56543,Female,70,0,0,Yes,Private,Rural,69.04,35.9,formerly smoked,0 +46136,Male,14,0,0,No,Never_worked,Rural,161.28,19.1,Unknown,0 +32257,Female,47,0,0,Yes,Private,Urban,210.95,50.1,Unknown,0 +52800,Female,52,0,0,Yes,Private,Urban,77.59,17.7,formerly smoked,0 +41413,Female,75,0,1,Yes,Self-employed,Rural,243.53,27,never smoked,0 +15266,Female,32,0,0,Yes,Private,Rural,77.67,32.3,smokes,0 +28674,Female,74,1,0,Yes,Self-employed,Urban,205.84,54.6,never smoked,0 +10460,Female,79,0,0,Yes,Govt_job,Urban,77.08,35,Unknown,0 +64908,Male,79,0,1,Yes,Private,Urban,57.08,22,formerly smoked,0 +63884,Female,37,0,0,Yes,Private,Rural,162.96,39.4,never smoked,0 +37893,Female,37,0,0,Yes,Private,Rural,73.5,26.1,formerly smoked,0 +67855,Female,40,0,0,Yes,Private,Rural,95.04,42.4,never smoked,0 +25774,Male,35,0,0,No,Private,Rural,85.37,33,never smoked,0 +19584,Female,20,0,0,No,Private,Urban,84.62,19.7,smokes,0 +24447,Female,42,0,0,Yes,Private,Rural,82.67,22.5,never smoked,0 +49589,Female,44,0,0,Yes,Govt_job,Urban,57.33,24.6,smokes,0 +17986,Female,79,0,1,Yes,Self-employed,Urban,67.84,25.2,smokes,0 +29217,Female,65,1,0,Yes,Private,Rural,75.7,41.8,Unknown,0 +72911,Female,57,1,0,Yes,Private,Rural,129.54,60.9,smokes,0 +47175,Female,49,0,0,Yes,Private,Rural,60.22,31.5,smokes,0 +4057,Male,71,0,0,Yes,Private,Urban,198.21,27.3,formerly smoked,0 +48588,Female,59,0,0,Yes,Private,Urban,109.82,23.7,never smoked,0 +70336,Female,25,0,0,Yes,Private,Urban,60.84,24.5,never smoked,0 +66767,Female,67,0,0,Yes,Govt_job,Rural,94.61,28.4,smokes,0 +45801,Female,38,0,0,No,Private,Rural,97.49,26.9,never smoked,0 +36275,Female,54,0,0,Yes,Private,Rural,206.72,26.7,never smoked,0 +11577,Female,70,0,0,Yes,Self-employed,Rural,214.45,31.2,never smoked,0 +67210,Male,27,0,0,Yes,Self-employed,Urban,82.9,25,Unknown,0 +29908,Female,47,0,0,Yes,Private,Urban,103.26,25.4,Unknown,0 +45222,Male,58,1,0,No,Private,Urban,55.78,27.5,smokes,0 +33759,Female,3,0,0,No,children,Urban,73.74,16,Unknown,0 +40311,Female,58,0,0,Yes,Private,Urban,149.75,27,Unknown,0 +26325,Male,14,0,0,No,Govt_job,Urban,82.34,31.6,Unknown,0 +65460,Female,32,0,0,Yes,Private,Rural,62.6,25.1,formerly smoked,0 +36811,Female,23,0,0,No,Private,Urban,94.09,30.9,never smoked,0 +71750,Female,55,0,0,Yes,Private,Urban,55.42,24.8,Unknown,0 +70970,Female,17,0,0,No,Self-employed,Urban,82.18,23.4,Unknown,0 +42203,Male,59,0,0,Yes,Private,Urban,117.92,29.4,smokes,0 +55680,Male,13,0,0,No,children,Urban,114.84,18.3,Unknown,0 +11014,Male,4,0,0,No,children,Rural,79.17,20,Unknown,0 +44338,Female,16,0,0,No,children,Rural,110.63,19.5,Unknown,0 +20980,Male,67,0,0,Yes,Private,Urban,190.7,36,formerly smoked,0 +34974,Female,22,0,0,No,Private,Rural,79.81,27.7,Unknown,0 +71379,Female,45,0,0,Yes,Govt_job,Urban,113.63,27.5,smokes,0 +58261,Female,66,0,0,Yes,Private,Rural,141.24,28.5,never smoked,0 +67318,Male,58,1,0,Yes,Govt_job,Rural,56.96,26.8,smokes,0 +28526,Male,69,0,0,Yes,Self-employed,Rural,203.04,33.6,never smoked,0 +8831,Female,58,0,0,Yes,Private,Rural,94.3,29.1,Unknown,0 +65199,Female,53,0,0,Yes,Self-employed,Urban,81.51,28.5,Unknown,0 +43454,Female,78,0,0,No,Self-employed,Urban,137.74,34.9,formerly smoked,0 +7282,Male,44,0,0,Yes,Private,Rural,81.84,25.1,never smoked,0 +18518,Male,66,0,0,Yes,Private,Rural,242.3,35.3,smokes,0 +41648,Male,27,0,0,Yes,Private,Rural,102.64,26.4,smokes,0 +49003,Male,43,0,0,Yes,Private,Urban,146.01,31.5,smokes,0 +16371,Female,13,0,0,No,children,Urban,75.42,40.1,Unknown,0 +42807,Male,51,0,0,Yes,Govt_job,Urban,220.49,43.1,Unknown,0 +40181,Female,30,0,0,Yes,Private,Urban,61.45,36.7,smokes,0 +66174,Male,46,0,0,Yes,Self-employed,Rural,88.19,29.3,formerly smoked,0 +45538,Female,43,0,0,Yes,Self-employed,Rural,115.22,21.2,Unknown,0 +6319,Female,79,0,0,Yes,Private,Urban,97.93,31.2,Unknown,0 +68249,Female,27,0,0,Yes,Private,Rural,85.6,21.4,Unknown,0 +55232,Female,38,0,0,Yes,Private,Rural,79.83,27.9,smokes,0 +11120,Female,78,1,0,Yes,Private,Urban,218.46,34.3,never smoked,0 +41940,Male,57,0,1,Yes,Private,Rural,62.2,31,formerly smoked,0 +72214,Male,61,0,0,Yes,Self-employed,Urban,69.15,27.7,formerly smoked,0 +37089,Female,37,1,0,Yes,Self-employed,Rural,127.71,36,never smoked,0 +68614,Female,48,0,0,Yes,Private,Rural,216.7,38.7,formerly smoked,0 +1686,Female,29,0,0,No,Private,Urban,71.89,27.6,never smoked,0 +22284,Male,22,0,0,No,Private,Rural,103.56,25.1,Unknown,0 +39038,Male,11,0,0,No,children,Rural,79.03,16.5,Unknown,0 +21956,Female,22,0,0,No,Private,Urban,69.94,22.8,Unknown,0 +52134,Male,53,0,0,Yes,Private,Rural,90.12,35.4,Unknown,0 +30171,Male,27,0,0,No,Govt_job,Urban,95.1,24.3,formerly smoked,0 +4480,Male,76,0,0,Yes,Private,Rural,234.58,34.3,formerly smoked,0 +2982,Female,57,1,0,Yes,Private,Rural,235.85,40.1,never smoked,0 +65535,Male,8,0,0,No,children,Rural,78.05,25.7,Unknown,0 +29865,Female,21,0,0,No,Private,Rural,89.44,21.9,smokes,0 +54918,Female,18,0,0,No,Private,Rural,111.38,38.4,smokes,0 +59368,Female,78,0,0,Yes,Private,Urban,243.5,26.1,never smoked,0 +65836,Female,78,1,0,Yes,Private,Urban,182.2,30.5,formerly smoked,0 +21130,Male,33,0,0,Yes,Self-employed,Urban,229.92,25.9,smokes,0 +1703,Female,52,0,0,Yes,Private,Urban,82.24,54.7,formerly smoked,0 +16934,Female,51,0,0,Yes,Self-employed,Rural,89.84,29.9,Unknown,0 +28799,Male,11,0,0,No,children,Rural,90.69,18.6,Unknown,0 +32689,Female,48,0,0,Yes,Private,Urban,84.38,27.1,Unknown,0 +56357,Female,82,0,1,No,Private,Urban,215.6,24.9,never smoked,0 +18051,Female,54,0,0,Yes,Govt_job,Rural,91.61,25.2,never smoked,0 +40840,Female,49,0,0,Yes,Private,Rural,138.16,19.4,never smoked,0 +10449,Female,24,0,0,Yes,Private,Urban,75.23,29,never smoked,0 +38805,Female,37,0,0,Yes,Private,Rural,75.18,48.2,formerly smoked,0 +31091,Male,34,0,1,Yes,Private,Urban,106.23,N/A,formerly smoked,0 +45053,Male,64,0,0,Yes,Govt_job,Urban,239.64,34.6,formerly smoked,0 +61837,Female,66,0,0,Yes,Self-employed,Urban,58.95,24.6,never smoked,0 +9487,Female,23,0,0,No,Private,Urban,99.92,25.8,never smoked,0 +49713,Male,68,0,0,Yes,Private,Rural,116.23,26.1,never smoked,0 +17608,Female,55,0,0,Yes,Govt_job,Urban,118.82,29,formerly smoked,0 +28102,Female,25,0,0,No,Private,Rural,66.3,27.2,never smoked,0 +1506,Female,48,0,0,No,Govt_job,Urban,101.41,20.7,smokes,0 +28333,Female,79,1,1,Yes,Self-employed,Urban,200.28,30,formerly smoked,0 +62608,Female,47,0,0,Yes,Private,Urban,136.8,37.3,never smoked,0 +40670,Female,20,0,0,No,Private,Rural,96.57,34.1,never smoked,0 +4630,Female,60,0,0,Yes,Private,Rural,66.42,23.6,never smoked,0 +21284,Female,32,0,0,Yes,Private,Urban,98.09,25.2,smokes,0 +49421,Female,66,1,0,Yes,Private,Rural,205.23,39.5,never smoked,0 +5973,Male,43,0,0,Yes,Private,Urban,86.78,23.5,smokes,0 +42996,Female,36,0,0,No,Govt_job,Rural,126.82,23.3,never smoked,0 +66333,Male,52,0,0,Yes,Self-employed,Urban,78.4,64.8,never smoked,0 +46785,Female,29,0,0,Yes,Private,Urban,63.69,28.1,smokes,0 +54312,Female,76,1,0,Yes,Self-employed,Urban,209.58,N/A,never smoked,0 +21408,Female,39,0,0,Yes,Self-employed,Rural,89.86,24.4,never smoked,0 +49916,Male,76,0,0,Yes,Private,Rural,110.99,29.8,formerly smoked,0 +7559,Female,0.64,0,0,No,children,Urban,83.82,24.9,Unknown,0 +71038,Male,34,0,0,Yes,Private,Urban,137.96,35.1,Unknown,0 +69037,Female,72,0,0,Yes,Private,Rural,210.78,32.3,formerly smoked,0 +58617,Female,43,0,0,Yes,Self-employed,Rural,118.89,43.6,never smoked,0 +69064,Female,57,0,0,No,Self-employed,Rural,72.55,21,never smoked,0 +9404,Female,44,0,0,Yes,Private,Rural,107.41,47.3,never smoked,0 +8171,Female,4,0,0,No,children,Rural,93.25,16.6,Unknown,0 +28286,Male,44,0,0,Yes,Private,Rural,74.91,37.5,never smoked,0 +43232,Female,18,0,0,No,Private,Urban,80.05,24.2,never smoked,0 +10159,Male,41,0,0,Yes,Private,Urban,99.8,31.6,never smoked,0 +34402,Female,23,0,0,Yes,Private,Rural,91.97,21.6,formerly smoked,0 +58282,Female,53,0,0,Yes,Govt_job,Rural,64.4,31,smokes,0 +64489,Male,56,0,0,Yes,Govt_job,Rural,73.02,31.1,never smoked,0 +22706,Female,0.88,0,0,No,children,Rural,88.11,15.5,Unknown,0 +71539,Male,25,0,0,No,Private,Urban,138.29,27.3,Unknown,0 +28637,Female,14,0,0,No,children,Rural,72.36,20.5,Unknown,0 +64553,Female,53,0,0,Yes,Private,Rural,68.76,35.6,formerly smoked,0 +31741,Male,4,0,0,No,children,Rural,106.22,16.7,Unknown,0 +69936,Female,39,0,0,Yes,Private,Urban,101.52,41.8,never smoked,0 +46527,Male,53,1,1,Yes,Govt_job,Rural,109.51,41.9,never smoked,0 +22537,Male,5,0,0,No,children,Rural,85.84,16.4,Unknown,0 +50611,Male,4,0,0,No,children,Rural,110.15,17.1,Unknown,0 +13547,Female,37,0,0,Yes,Private,Urban,91.72,29.2,never smoked,0 +63732,Male,70,1,0,Yes,Self-employed,Urban,251.6,27.1,never smoked,0 +9608,Male,24,0,0,No,Private,Urban,123.1,37.9,never smoked,0 +10504,Male,55,0,0,Yes,Govt_job,Rural,97.4,44.6,formerly smoked,0 +37090,Female,70,0,0,Yes,Private,Rural,68.34,22.8,formerly smoked,0 +60148,Male,34,0,0,Yes,Private,Urban,80.81,33.2,never smoked,0 +9637,Male,26,0,0,Yes,Private,Rural,120.31,22.3,smokes,0 +44862,Female,39,0,0,Yes,Private,Rural,83.51,26.4,never smoked,0 +52173,Male,38,0,0,No,Self-employed,Urban,74.09,39.6,never smoked,0 +5708,Female,20,0,0,No,Private,Urban,91.6,28.1,never smoked,0 +23462,Female,17,0,0,No,Private,Urban,87.52,39.2,never smoked,0 +2374,Male,60,1,0,Yes,Private,Rural,213.37,36,never smoked,0 +11091,Female,75,0,0,Yes,Self-employed,Rural,75.39,37.8,never smoked,0 +70374,Female,31,0,0,Yes,Private,Rural,122.41,40.3,smokes,0 +15528,Male,58,1,0,Yes,Private,Rural,223.36,41.5,formerly smoked,0 +65357,Female,5,0,0,No,children,Rural,84.59,17.7,Unknown,0 +49465,Female,13,0,0,No,children,Urban,70.16,21.2,never smoked,0 +31143,Female,22,0,0,No,Private,Rural,107.52,41.6,Unknown,0 +66972,Female,52,0,0,Yes,Govt_job,Urban,80.88,23.8,smokes,0 +55810,Female,61,0,0,Yes,Self-employed,Rural,93.48,23.7,Unknown,0 +37031,Female,78,0,1,Yes,Govt_job,Urban,70.21,24.8,never smoked,0 +34608,Male,57,0,0,Yes,Private,Rural,86.67,39,Unknown,0 +36007,Female,21,0,0,Yes,Private,Rural,101.37,37.9,never smoked,0 +14123,Female,22,0,0,Yes,Private,Rural,105.22,31.1,never smoked,0 +48298,Female,80,0,0,Yes,Private,Rural,70.31,23.2,Unknown,0 +54975,Male,7,0,0,No,Self-employed,Rural,64.06,18.9,Unknown,0 +27213,Male,64,1,0,Yes,Self-employed,Rural,178.29,36.1,never smoked,0 +44749,Female,64,0,0,No,Govt_job,Rural,81.6,36.3,smokes,0 +46468,Female,38,0,0,Yes,Self-employed,Urban,147.48,40.5,Unknown,0 +10913,Male,12,0,0,No,children,Urban,86.86,25.4,never smoked,0 +51983,Female,33,0,0,Yes,Private,Rural,71.16,46.5,smokes,0 +27029,Female,3,0,0,No,children,Urban,73.2,16.8,Unknown,0 +22320,Female,37,0,0,Yes,Private,Urban,203.81,46.6,never smoked,0 +45719,Female,22,0,0,No,Private,Rural,82,26.4,never smoked,0 +129,Female,24,0,0,No,Private,Urban,97.55,26.2,never smoked,0 +20351,Male,75,0,0,Yes,Govt_job,Urban,94.29,35.2,Unknown,0 +530,Female,12,0,0,No,children,Rural,75.22,20.9,Unknown,0 +55351,Male,63,0,0,Yes,Private,Urban,90.07,36.8,Unknown,0 +67431,Female,52,0,0,Yes,Private,Urban,73.73,34.4,formerly smoked,0 +20546,Female,68,0,0,Yes,Private,Urban,79.58,22.2,never smoked,0 +6107,Female,5,0,0,No,children,Urban,77.88,13.8,Unknown,0 +50305,Female,56,1,0,Yes,Private,Rural,205.26,40.3,never smoked,0 +52342,Female,43,0,0,Yes,Private,Rural,58.63,28.4,smokes,0 +59906,Female,40,0,0,Yes,Private,Rural,139.9,31.7,smokes,0 +59729,Male,53,0,0,Yes,Private,Urban,211.03,34.2,formerly smoked,0 +53144,Female,52,0,1,Yes,Private,Urban,72.79,54.7,never smoked,0 +3655,Male,31,0,0,Yes,Govt_job,Rural,91.65,24.6,formerly smoked,0 +11999,Female,63,0,0,Yes,Govt_job,Rural,79.92,N/A,smokes,0 +12985,Female,69,0,0,Yes,Self-employed,Rural,225.47,36.9,never smoked,0 +38119,Male,64,0,0,Yes,Govt_job,Urban,94.48,31.1,never smoked,0 +3355,Female,64,0,0,Yes,Private,Urban,82.34,31.9,never smoked,0 +22091,Female,62,0,0,Yes,Self-employed,Urban,180.63,31.8,formerly smoked,0 +5010,Female,2,0,0,No,children,Rural,92.48,18,Unknown,0 +67177,Male,53,0,0,Yes,Private,Rural,116.66,28.5,formerly smoked,0 +58600,Male,65,1,0,Yes,Private,Urban,112.09,29.5,never smoked,0 +56681,Female,22,0,0,No,Private,Urban,130.34,22,never smoked,0 +56716,Female,26,0,0,No,Private,Urban,82.59,29.4,never smoked,0 +65946,Male,53,0,0,Yes,Private,Rural,123.87,28.8,Unknown,0 +61350,Male,20,0,0,No,Govt_job,Rural,98.7,26.2,Unknown,0 +17291,Female,63,1,0,Yes,Self-employed,Rural,227.1,26.9,Unknown,0 +61465,Male,13,0,0,No,children,Rural,55.39,23.2,Unknown,0 +18108,Male,21,0,0,No,Govt_job,Urban,66.07,27.9,Unknown,0 +48368,Female,65,0,0,Yes,Self-employed,Rural,104.21,36.8,never smoked,0 +36471,Male,65,0,0,Yes,Private,Urban,145.15,28.9,Unknown,0 +15689,Male,42,0,0,Yes,Govt_job,Urban,68.19,31,never smoked,0 +8233,Male,72,0,1,Yes,Self-employed,Rural,97.53,29.4,smokes,0 +46436,Male,13,0,0,No,children,Urban,122.31,15.3,never smoked,0 +23221,Male,29,0,0,No,Private,Urban,83.51,37.1,never smoked,0 +31830,Male,59,0,0,Yes,Self-employed,Urban,86.46,30.5,Unknown,0 +15296,Female,42,0,0,Yes,Private,Rural,112.06,38.2,never smoked,0 +7351,Male,13,0,0,No,Private,Urban,92.14,23.2,never smoked,0 +66196,Male,75,0,1,No,Private,Rural,201.76,30.2,formerly smoked,0 +17718,Female,33,1,0,Yes,Private,Urban,74.44,45.2,smokes,0 +31164,Female,43,0,0,Yes,Private,Rural,95.93,21.8,Unknown,0 +48272,Female,11,0,0,No,children,Rural,87.51,24.4,Unknown,0 +2893,Female,7,0,0,No,children,Rural,72.35,17,Unknown,0 +34376,Female,16,0,0,No,children,Rural,113.47,19.5,Unknown,0 +18498,Female,44,0,0,No,Private,Rural,103.78,49.8,formerly smoked,0 +56735,Female,78,0,0,Yes,Self-employed,Rural,115.43,27.8,never smoked,0 +8595,Male,25,0,0,Yes,Private,Rural,95.59,25.1,never smoked,0 +621,Male,69,0,0,Yes,Private,Rural,101.52,26.8,smokes,0 +1307,Female,61,1,0,Yes,Private,Rural,170.05,60.2,smokes,0 +35846,Female,43,1,0,No,Self-employed,Rural,217.3,27.5,never smoked,0 +28645,Female,38,1,0,Yes,Private,Urban,196.01,28.1,never smoked,0 +5835,Male,68,0,0,Yes,Private,Urban,92.21,27.3,Unknown,0 +46474,Male,26,0,0,Yes,Private,Rural,100.09,27.4,never smoked,0 +69687,Female,18,0,0,No,Self-employed,Rural,93.88,22.2,never smoked,0 +2953,Female,43,0,0,Yes,Private,Rural,75.05,22.9,smokes,0 +11838,Female,43,0,0,Yes,Govt_job,Rural,70.08,26.6,never smoked,0 +9179,Female,32,0,0,No,Private,Urban,74.2,23,smokes,0 +38165,Female,81,0,0,No,Private,Rural,69.01,32.6,never smoked,0 +63050,Male,25,0,0,No,Private,Rural,96.17,22.1,Unknown,0 +22470,Male,61,0,0,Yes,Govt_job,Urban,184.15,N/A,Unknown,0 +71585,Female,66,0,0,Yes,Govt_job,Urban,87.24,22.5,formerly smoked,0 +15649,Male,54,1,0,Yes,Private,Rural,198.69,N/A,smokes,0 +11974,Male,11,0,0,No,children,Urban,82.58,25.5,Unknown,0 +3009,Female,53,0,0,Yes,Self-employed,Rural,96.88,31.4,Unknown,0 +32361,Female,78,0,1,Yes,Self-employed,Urban,73.32,26,Unknown,0 +41523,Male,9,0,0,No,children,Rural,94.59,20,Unknown,0 +53910,Female,48,0,0,Yes,Self-employed,Rural,132.08,31.6,smokes,0 +67548,Female,31,0,0,Yes,Private,Urban,98.99,31.2,never smoked,0 +50441,Male,20,0,0,No,Private,Rural,104.48,21.7,never smoked,0 +16927,Male,21,0,0,Yes,Private,Rural,98.01,24.2,Unknown,0 +28265,Female,42,0,0,Yes,Self-employed,Rural,79.14,25,formerly smoked,0 +33404,Male,35,0,0,Yes,Private,Urban,89.32,36.7,Unknown,0 +50965,Male,53,0,0,No,Private,Rural,65.24,28.9,Unknown,0 +21077,Male,60,0,0,Yes,Private,Rural,80.98,29.7,formerly smoked,0 +12982,Male,74,0,0,Yes,Self-employed,Urban,186.17,44.3,Unknown,0 +66570,Female,23,0,0,No,Private,Rural,69.24,51,never smoked,0 +29158,Female,55,0,0,Yes,Private,Rural,111.19,39.7,formerly smoked,0 +34299,Female,71,0,0,Yes,Private,Urban,93.28,34.7,never smoked,0 +54375,Male,5,0,0,No,children,Rural,122.19,35,Unknown,0 +37832,Female,14,0,0,No,children,Rural,129.53,21.3,never smoked,0 +21058,Female,15,0,0,No,children,Rural,114.53,29.1,Unknown,0 +7696,Female,66,0,0,No,Private,Urban,93.73,23.9,smokes,0 +34668,Female,56,0,0,Yes,Private,Urban,77.49,36,formerly smoked,0 +68483,Female,60,0,0,Yes,Private,Urban,65.38,41.2,formerly smoked,0 +6072,Female,57,0,0,Yes,Private,Urban,94.18,27.1,never smoked,0 +51112,Male,29,0,0,Yes,Self-employed,Urban,118.7,33.2,Unknown,0 +69673,Female,76,0,0,Yes,Govt_job,Urban,96.29,25.4,smokes,0 +71238,Male,52,1,0,Yes,Private,Rural,74.64,30.7,smokes,0 +63958,Female,42,0,0,Yes,Private,Urban,96.99,34.8,formerly smoked,0 +34511,Female,71,0,0,Yes,Private,Rural,100.61,19.2,Unknown,0 +24892,Male,64,0,0,Yes,Private,Rural,97.08,31.7,Unknown,0 +29496,Female,39,0,0,Yes,Private,Rural,84.79,35.7,never smoked,0 +19939,Female,46,0,0,Yes,Private,Rural,78.75,37.8,formerly smoked,0 +27832,Female,51,0,0,Yes,Private,Rural,82.93,29.7,smokes,0 +27757,Male,31,0,0,Yes,Private,Urban,88.78,35.8,smokes,0 +31279,Male,22,0,0,No,Private,Urban,122.1,23.6,smokes,0 +25099,Male,41,0,0,No,Govt_job,Rural,74.81,39.7,smokes,0 +67733,Female,28,0,0,Yes,Private,Urban,183.45,40.5,smokes,0 +9201,Female,44,0,0,Yes,Self-employed,Urban,114.94,21.4,never smoked,0 +33123,Female,68,0,0,Yes,Self-employed,Rural,104.38,40.8,formerly smoked,0 +21713,Male,49,0,0,Yes,Private,Urban,102.91,24.7,Unknown,0 +22622,Male,10,0,0,No,children,Rural,108.79,21,Unknown,0 +6726,Female,31,0,0,Yes,Private,Urban,73.31,45,never smoked,0 +17242,Male,67,0,0,Yes,Self-employed,Urban,68.52,26.2,never smoked,0 +16380,Male,40,0,0,Yes,Private,Rural,89.77,N/A,smokes,0 +9729,Male,70,0,0,Yes,Private,Urban,102.64,28.3,never smoked,0 +56974,Female,38,0,0,Yes,Govt_job,Urban,70.92,41.6,never smoked,0 +29933,Female,5,0,0,No,children,Rural,86.11,19,Unknown,0 +65574,Female,54,0,0,Yes,Private,Urban,129.16,32.4,never smoked,0 +17019,Female,30,0,0,Yes,Govt_job,Urban,113.85,34,never smoked,0 +41800,Female,23,0,0,Yes,Private,Rural,79.35,39.4,formerly smoked,0 +7621,Female,31,0,0,Yes,Private,Rural,80.79,28.7,Unknown,0 +6855,Male,72,1,0,Yes,Self-employed,Urban,114.01,31.8,formerly smoked,0 +5374,Male,23,0,0,No,Private,Rural,93.74,31.2,never smoked,0 +31564,Female,25,0,0,Yes,Private,Rural,90.65,20.9,Unknown,0 +26028,Male,51,0,0,Yes,Private,Urban,98.41,32.1,never smoked,0 +71808,Female,20,0,0,No,Private,Urban,127.18,31,Unknown,0 +56998,Female,12,0,0,No,children,Urban,138.06,23.1,Unknown,0 +14712,Male,57,0,0,Yes,Private,Urban,89.44,26.7,never smoked,0 +23094,Male,65,0,0,Yes,Self-employed,Urban,105.61,27.9,Unknown,0 +43134,Female,16,0,0,No,Private,Rural,155.43,27.3,never smoked,0 +40622,Female,43,0,0,Yes,Private,Rural,80.83,51.5,Unknown,0 +39383,Female,30,0,0,Yes,Private,Urban,80.19,20.4,never smoked,0 +63606,Male,29,0,0,Yes,Govt_job,Urban,60.34,29.6,formerly smoked,0 +46438,Female,54,0,0,Yes,Self-employed,Urban,79.3,30.6,formerly smoked,0 +65144,Female,57,0,0,Yes,Self-employed,Urban,98.44,33.6,Unknown,0 +545,Male,42,0,0,Yes,Private,Rural,210.48,71.9,never smoked,0 +36331,Male,18,0,0,No,Private,Rural,70.34,24.2,Unknown,0 +42359,Male,9,0,0,No,children,Urban,122.22,17.7,Unknown,0 +20751,Female,26,0,0,Yes,Private,Rural,75.29,22.6,smokes,0 +34641,Male,40,0,0,No,Private,Rural,100.35,28.1,never smoked,0 +15791,Male,77,0,0,Yes,Private,Urban,193.83,26.5,never smoked,0 +68241,Female,15,0,0,No,children,Urban,126.96,28.7,Unknown,0 +67780,Female,76,0,0,Yes,Private,Urban,183.34,39.5,formerly smoked,0 +68275,Male,52,0,0,Yes,Private,Urban,247.69,35.1,Unknown,0 +13129,Female,55,0,0,Yes,Self-employed,Rural,76.2,27.9,never smoked,0 +60902,Male,5,0,0,No,children,Rural,71.43,19.3,Unknown,0 +37629,Female,55,0,0,No,Private,Rural,93.36,28.4,never smoked,0 +58439,Male,36,0,0,No,Private,Urban,61.29,26.7,never smoked,0 +62936,Male,46,0,0,Yes,Private,Urban,103.62,40.9,Unknown,0 +29010,Male,5,0,0,No,children,Rural,100.52,17.2,Unknown,0 +36561,Female,39,0,0,Yes,Govt_job,Rural,191.47,28.3,never smoked,0 +44912,Male,12,0,0,No,children,Urban,67.06,16.1,Unknown,0 +59829,Male,67,0,1,Yes,Private,Urban,144.1,27.6,never smoked,0 +45238,Female,1.8,0,0,No,children,Urban,58.26,16.5,Unknown,0 +47811,Female,72,0,0,Yes,Self-employed,Urban,239.82,35.8,never smoked,0 +61511,Female,0.32,0,0,No,children,Rural,73.71,16.2,Unknown,0 +55424,Female,64,1,0,Yes,Private,Rural,88.53,24.6,never smoked,0 +36942,Male,27,0,0,No,Private,Urban,114.79,32,Unknown,0 +61697,Male,25,0,0,No,Private,Rural,113.8,35.3,formerly smoked,0 +55138,Female,81,0,0,No,Self-employed,Urban,71.91,19.2,Unknown,0 +39399,Female,32,0,0,No,Self-employed,Urban,65.3,40.4,never smoked,0 +17148,Male,57,0,0,Yes,Private,Urban,189.57,30.7,never smoked,0 +721,Female,52,1,0,Yes,Self-employed,Urban,114.25,24.3,formerly smoked,0 +40448,Male,54,0,0,Yes,Private,Urban,81.26,26.4,formerly smoked,0 +58007,Female,36,0,0,Yes,Private,Urban,87.88,34.7,smokes,0 +15095,Male,18,0,0,No,Private,Urban,112.17,31.7,Unknown,0 +11960,Male,45,0,0,Yes,Private,Rural,99.97,35.6,never smoked,0 +56179,Male,29,0,0,No,Private,Urban,207.58,22.8,smokes,0 +24592,Female,51,1,0,Yes,Private,Urban,109.16,28,smokes,0 +67744,Female,23,0,0,No,Private,Urban,74.46,35.6,formerly smoked,0 +8328,Female,54,0,0,Yes,Private,Rural,118.51,40.6,never smoked,0 +32437,Female,54,0,0,Yes,Self-employed,Urban,107.47,29.3,formerly smoked,0 +44315,Male,18,0,0,No,Self-employed,Rural,182.86,21,Unknown,0 +68245,Female,26,0,0,Yes,Private,Rural,59.17,20,Unknown,0 +25483,Male,72,0,0,Yes,Private,Rural,215.64,26.7,formerly smoked,0 +47732,Male,5,0,0,No,children,Rural,163.7,18.4,Unknown,0 +50118,Female,65,0,1,Yes,Private,Rural,196.36,34.5,formerly smoked,0 +55420,Female,42,0,0,No,Private,Rural,139.77,27.7,Unknown,0 +55709,Female,47,0,0,Yes,Self-employed,Urban,141.23,21.1,never smoked,0 +15311,Female,24,0,0,Yes,Private,Urban,89.99,24.4,formerly smoked,0 +53660,Male,57,0,0,Yes,Private,Urban,108.53,19.4,smokes,0 +56553,Male,51,0,0,Yes,Private,Urban,63.61,42.3,Unknown,0 +30480,Male,48,0,0,Yes,Private,Urban,85.54,32.2,smokes,0 +31988,Female,56,0,0,Yes,Private,Urban,100.83,26.8,never smoked,0 +59807,Female,30,0,0,Yes,Private,Urban,59.82,25.4,never smoked,0 +45585,Female,63,1,0,Yes,Private,Urban,105.95,23.5,smokes,0 +39639,Female,46,0,0,Yes,Private,Rural,188.11,50.2,smokes,0 +52063,Female,53,0,0,Yes,Self-employed,Urban,71.15,26.1,formerly smoked,0 +40639,Female,1.08,0,0,No,children,Rural,60.53,17.5,Unknown,0 +31090,Male,15,0,0,No,children,Rural,205.5,24.2,never smoked,0 +64174,Female,59,1,0,Yes,Private,Urban,204.86,30.8,never smoked,0 +8544,Female,24,0,0,No,Self-employed,Rural,115.03,23.4,never smoked,0 +27377,Male,53,0,0,Yes,Private,Rural,79.87,30.9,never smoked,0 +3361,Female,39,0,0,Yes,Govt_job,Rural,97.89,23.6,never smoked,0 +61408,Male,23,0,0,No,Never_worked,Urban,125.26,18.7,never smoked,0 +33552,Male,31,0,0,Yes,Private,Rural,114.32,27.7,smokes,0 +31364,Male,5,0,0,No,children,Urban,92.23,16.7,Unknown,0 +7446,Male,44,0,0,Yes,Private,Urban,83.51,31.2,never smoked,0 +9906,Female,1.8,0,0,No,children,Urban,102.34,17,Unknown,0 +65130,Male,40,0,0,Yes,Private,Rural,144.48,29.8,smokes,0 +27794,Male,7,0,0,No,children,Rural,88.39,19.7,Unknown,0 +48993,Female,56,0,0,Yes,Private,Rural,228.08,29.1,Unknown,0 +30753,Male,42,0,0,Yes,Govt_job,Urban,93.79,27.2,never smoked,0 +46809,Male,48,0,0,Yes,Private,Rural,147.14,22.3,Unknown,0 +22853,Male,82,0,0,No,Self-employed,Rural,106.43,27,smokes,0 +12465,Female,52,0,0,No,Private,Rural,88.04,42.1,never smoked,0 +64849,Female,42,0,0,Yes,Private,Urban,92.2,34.2,Unknown,0 +39659,Female,73,0,0,Yes,Govt_job,Urban,219.53,40.9,never smoked,0 +24183,Female,55,0,0,Yes,Govt_job,Rural,75.56,29.4,smokes,0 +71533,Male,50,0,0,Yes,Private,Urban,158.31,32.8,formerly smoked,0 +35565,Male,43,0,0,Yes,Private,Urban,111.43,21.9,smokes,0 +34558,Male,33,0,0,Yes,Private,Rural,219.97,39.6,never smoked,0 +42553,Female,80,0,0,Yes,Private,Rural,148.91,28.3,never smoked,0 +39601,Female,33,0,0,Yes,Private,Urban,69.4,47.8,never smoked,0 +46891,Female,74,0,0,Yes,Private,Rural,68.34,39.3,Unknown,0 +38987,Male,65,0,1,Yes,Self-employed,Urban,58.37,28,smokes,0 +21886,Female,40,0,0,Yes,Private,Urban,71.2,27.1,never smoked,0 +5353,Male,52,0,1,No,Private,Rural,101.5,31.2,smokes,0 +44300,Female,66,0,0,Yes,Govt_job,Urban,92.04,23.1,never smoked,0 +48144,Female,20,0,0,No,Govt_job,Rural,73,20.8,never smoked,0 +46218,Female,51,0,0,Yes,Self-employed,Urban,111.15,34.1,smokes,0 +39745,Female,60,0,0,Yes,Self-employed,Rural,58.65,30.1,never smoked,0 +13517,Male,59,0,0,Yes,Private,Urban,100.54,35.8,never smoked,0 +36355,Male,58,0,0,Yes,Govt_job,Rural,111.73,34.6,never smoked,0 +22678,Female,42,0,0,Yes,Govt_job,Urban,97.78,29.8,Unknown,0 +2532,Male,28,0,0,No,Private,Rural,85.79,26.7,Unknown,0 +52512,Male,57,0,0,Yes,Private,Rural,98.54,30.2,never smoked,0 +3579,Female,66,0,1,Yes,Private,Urban,94.62,29.7,formerly smoked,0 +3130,Female,56,0,0,Yes,Private,Rural,112.43,54.6,never smoked,0 +5545,Male,48,0,0,Yes,Self-employed,Urban,99.67,23.3,formerly smoked,0 +63693,Male,37,0,0,No,Private,Urban,67.39,35.6,Unknown,0 +34363,Female,27,0,0,Yes,Private,Urban,95.12,27,never smoked,0 +23650,Male,15,0,0,No,children,Rural,85.06,21.6,never smoked,0 +53515,Male,61,0,0,Yes,Private,Rural,214.05,29.4,formerly smoked,0 +33528,Female,80,0,1,Yes,Self-employed,Urban,79.09,22.8,never smoked,0 +23046,Female,43,0,0,Yes,Self-employed,Urban,98.09,17.3,never smoked,0 +11068,Male,53,0,0,Yes,Self-employed,Urban,76.36,29.8,Unknown,0 +62233,Female,70,0,0,No,Self-employed,Urban,98.42,36.4,formerly smoked,0 +7291,Female,58,0,0,No,Private,Urban,82.01,34.7,formerly smoked,0 +36814,Female,49,0,0,Yes,Private,Rural,56.11,28.7,smokes,0 +48265,Male,65,0,0,Yes,Govt_job,Rural,111.85,26.7,never smoked,0 +10139,Female,54,0,0,Yes,Self-employed,Urban,92.39,22.1,never smoked,0 +12662,Male,74,1,0,Yes,Self-employed,Urban,112.54,27.7,formerly smoked,0 +43174,Female,56,0,0,Yes,Private,Urban,63.71,40.5,formerly smoked,0 +72823,Female,79,0,0,Yes,Private,Urban,70.35,23,formerly smoked,0 +30567,Male,71,1,0,Yes,Private,Urban,94.65,25.3,formerly smoked,0 +41927,Female,28,0,0,Yes,Private,Rural,64.64,22.1,never smoked,0 +54866,Female,9,0,0,No,children,Rural,57.27,28,Unknown,0 +20364,Female,4,0,0,No,children,Urban,107.25,12,Unknown,0 +21117,Female,36,0,0,No,Self-employed,Rural,77.12,28.4,never smoked,0 +50491,Male,78,0,0,Yes,Self-employed,Urban,55.32,29.6,smokes,0 +61013,Male,52,0,0,No,Private,Rural,69.37,36.2,Unknown,0 +71010,Female,80,0,0,No,Self-employed,Urban,57.57,22.8,never smoked,0 +23551,Male,28,0,0,Yes,Private,Urban,87.43,55.7,Unknown,0 +10997,Female,38,0,0,Yes,Private,Rural,98.73,24.3,never smoked,0 +12738,Male,56,0,0,Yes,Private,Rural,81.18,26.9,never smoked,0 +57772,Female,75,0,0,Yes,Govt_job,Rural,56.23,25.3,never smoked,0 +16615,Male,76,1,0,Yes,Self-employed,Rural,69.61,35.3,never smoked,0 +62999,Male,10,0,0,No,children,Rural,59.49,18.3,Unknown,0 +68995,Female,48,1,0,No,Private,Rural,118.14,N/A,formerly smoked,0 +66184,Male,40,0,0,Yes,Govt_job,Rural,100.26,26,Unknown,0 +53010,Male,82,0,0,Yes,Self-employed,Rural,56.75,21,never smoked,0 +967,Male,61,0,1,Yes,Private,Urban,88.27,N/A,never smoked,0 +31145,Female,17,0,0,No,Private,Urban,67.81,55.7,never smoked,0 +54338,Female,58,0,0,Yes,Govt_job,Rural,77.46,27.6,never smoked,0 +22870,Male,12,0,0,No,children,Urban,76.26,20.5,never smoked,0 +13223,Female,53,0,0,Yes,Govt_job,Rural,86.39,30.2,never smoked,0 +57523,Female,26,0,0,Yes,Private,Urban,116.38,21.9,formerly smoked,0 +67932,Female,48,0,0,Yes,Private,Rural,75.74,28.8,smokes,0 +10255,Male,25,0,0,Yes,Private,Rural,92.14,36.2,Unknown,0 +68131,Female,27,0,0,No,Private,Rural,149.95,25.9,never smoked,0 +29873,Male,31,1,0,Yes,Govt_job,Urban,92.11,N/A,never smoked,0 +54182,Female,16,0,0,No,Private,Rural,74.98,21.4,never smoked,0 +61300,Male,20,0,0,No,Private,Urban,55.25,20.4,never smoked,0 +15274,Female,2,0,0,No,children,Rural,79.89,31.6,Unknown,0 +53016,Female,1.8,0,0,No,children,Urban,130.61,14.4,Unknown,0 +28848,Male,28,0,0,No,Private,Urban,94.26,23.7,Unknown,0 +27012,Male,32,0,0,No,Private,Urban,94.34,30.2,formerly smoked,0 +7745,Female,35,0,0,Yes,Private,Urban,109.03,19.5,formerly smoked,0 +20541,Female,52,1,0,Yes,Private,Rural,81.03,32.6,never smoked,0 +5892,Female,55,1,0,Yes,Private,Rural,99.82,34.2,never smoked,0 +66883,Female,42,0,0,Yes,Self-employed,Urban,140.08,43,never smoked,0 +43196,Female,52,0,0,Yes,Self-employed,Urban,59.54,42.2,Unknown,0 +12593,Female,18,0,0,No,Private,Urban,80.33,19.7,never smoked,0 +51514,Female,13,0,0,No,children,Urban,131.51,41.7,never smoked,0 +15553,Female,45,0,0,Yes,Private,Rural,89.21,21.6,formerly smoked,0 +45796,Female,29,0,0,Yes,Private,Rural,91.45,24.2,never smoked,0 +31840,Female,12,0,0,No,children,Rural,90.58,19.2,Unknown,0 +58767,Female,37,0,0,Yes,Private,Urban,91.45,25.8,Unknown,0 +14391,Female,30,0,0,Yes,Private,Rural,89.63,23.2,smokes,0 +22321,Female,44,0,0,Yes,Private,Urban,124.06,20.8,never smoked,0 +38184,Female,79,1,0,Yes,Private,Rural,99.47,28.4,never smoked,0 +13997,Male,38,0,0,Yes,Private,Urban,88.97,30.2,never smoked,0 +41673,Female,45,0,0,Yes,Private,Rural,80.93,23.1,never smoked,0 +27796,Female,66,0,0,Yes,Private,Urban,102.07,16.7,smokes,0 +18390,Female,19,0,0,No,Private,Rural,91.69,39.5,Unknown,0 +63409,Female,49,0,0,Yes,Private,Urban,63.71,33.8,smokes,0 +9752,Female,66,0,0,Yes,Govt_job,Rural,200.49,34.6,smokes,0 +72882,Male,47,0,0,Yes,Private,Rural,75.3,25,formerly smoked,0 +49744,Female,59,0,0,Yes,Private,Urban,240.71,43.9,formerly smoked,0 +49086,Female,23,0,0,No,Private,Urban,60.5,27.1,formerly smoked,0 +40866,Female,79,0,0,Yes,Self-employed,Rural,131.85,25.9,Unknown,0 +47523,Female,37,0,0,No,Self-employed,Rural,134.39,22.7,formerly smoked,0 +63561,Male,78,0,0,Yes,Private,Urban,56.18,27.1,never smoked,0 +51422,Female,70,1,0,Yes,Private,Rural,113.64,25.6,formerly smoked,0 +56870,Female,34,0,0,No,Private,Rural,156.57,28.4,Unknown,0 +3590,Female,28,1,0,No,Private,Rural,80.4,57.5,never smoked,0 +60665,Male,29,0,0,No,Private,Urban,59.26,35.8,smokes,0 +40791,Female,13,0,0,No,children,Rural,63.26,19.5,Unknown,0 +54304,Female,22,0,0,Yes,Private,Urban,86.24,31.2,never smoked,0 +22485,Male,56,0,0,Yes,Private,Urban,197.1,43.6,formerly smoked,0 +18430,Female,81,0,0,Yes,Self-employed,Urban,90.9,31.2,formerly smoked,0 +19234,Female,28,0,0,No,Private,Rural,84.59,23.5,Unknown,0 +52454,Male,9,0,0,No,children,Rural,121.8,18.7,Unknown,0 +13365,Male,50,0,0,Yes,Private,Rural,77.65,24.4,smokes,0 +60983,Male,70,0,0,Yes,Private,Urban,64.41,29.4,smokes,0 +14615,Female,30,0,0,No,Private,Urban,75.19,37,smokes,0 +50277,Female,51,0,0,Yes,Self-employed,Rural,67.97,29.4,smokes,0 +50811,Male,24,0,0,No,Private,Urban,119.34,38.5,never smoked,0 +16575,Male,17,0,0,No,Private,Rural,94.92,23.5,never smoked,0 +1246,Female,43,0,0,Yes,Govt_job,Rural,107.42,N/A,never smoked,0 +11176,Male,9,0,0,No,children,Rural,85.02,16.3,Unknown,0 +30712,Male,50,0,0,Yes,Private,Urban,103.51,35.9,never smoked,0 +31308,Female,49,0,0,Yes,Private,Urban,114.5,35.9,formerly smoked,0 +9612,Male,6,0,0,No,children,Urban,70.78,20.3,Unknown,0 +3325,Male,30,0,0,Yes,Self-employed,Rural,95.01,32.3,smokes,0 +52808,Male,73,0,0,Yes,Private,Urban,84.11,27.9,never smoked,0 +41513,Female,20,0,0,Yes,Private,Urban,74.02,22.3,never smoked,0 +36109,Male,42,0,0,Yes,Private,Urban,78.49,31.8,smokes,0 +53336,Female,79,0,0,Yes,Govt_job,Urban,74.22,29.7,Unknown,0 +56831,Female,55,0,0,Yes,Private,Urban,55.34,27.1,smokes,0 +52580,Female,27,0,0,No,Private,Rural,75.04,24.5,never smoked,0 +55592,Male,71,0,0,Yes,Private,Rural,109.73,28.9,never smoked,0 +33723,Female,9,0,0,No,children,Urban,95.81,N/A,Unknown,0 +26235,Male,23,0,0,No,Private,Rural,96.78,24.6,smokes,0 +16685,Female,71,1,0,Yes,Private,Urban,194.62,31.6,never smoked,0 +44583,Female,56,0,1,Yes,Private,Rural,70.02,32.3,never smoked,0 +25315,Male,31,0,0,Yes,Private,Urban,222.21,41.1,smokes,0 +58227,Female,64,0,0,Yes,Govt_job,Rural,62.41,30,never smoked,0 +60810,Male,46,0,0,Yes,Self-employed,Urban,55.83,26.4,never smoked,0 +34612,Male,55,0,0,Yes,Govt_job,Rural,65.12,30,never smoked,0 +8320,Male,2,0,0,No,children,Rural,73.62,20.8,Unknown,0 +25595,Female,58,1,0,Yes,Private,Urban,85.83,44,formerly smoked,0 +30550,Female,78,0,0,No,Private,Urban,103.86,30.6,Unknown,0 +49529,Female,1.16,0,0,No,children,Urban,60.98,17.2,Unknown,0 +13367,Female,35,0,0,Yes,Private,Rural,82.69,29.1,Unknown,0 +33585,Female,64,0,0,Yes,Private,Rural,250.2,27.4,Unknown,0 +49785,Female,18,0,0,No,Private,Rural,128.97,23.5,Unknown,0 +6886,Male,19,0,0,No,Private,Rural,84.31,31.8,never smoked,0 +38609,Male,47,0,0,Yes,Govt_job,Rural,74.8,23.5,never smoked,0 +22159,Female,54,1,0,No,Private,Urban,97.06,28.5,formerly smoked,0 +37413,Female,39,0,0,Yes,Private,Urban,77.54,32.7,Unknown,0 +4169,Female,37,0,0,No,Private,Rural,92.78,54.2,never smoked,0 +40055,Female,17,0,0,No,Private,Rural,173.43,25.6,smokes,0 +18888,Female,20,0,0,Yes,Private,Urban,79.08,41.2,never smoked,0 +45283,Female,31,0,0,Yes,Private,Urban,106.18,27,smokes,0 +42503,Female,56,0,0,Yes,Private,Rural,114.21,21.3,never smoked,0 +23645,Female,31,0,0,No,Private,Rural,91.08,34.3,never smoked,0 +62382,Male,82,0,0,Yes,Private,Urban,105.77,29.5,Unknown,0 +59521,Male,33,0,0,Yes,Private,Rural,74.88,31.6,smokes,0 +55386,Male,42,0,0,Yes,Private,Rural,123.15,26.1,smokes,0 +22685,Male,20,0,0,No,Private,Rural,184.25,27.5,never smoked,0 +46745,Male,22,0,0,Yes,Govt_job,Rural,117.69,26.5,never smoked,0 +72547,Male,61,0,0,Yes,Private,Rural,55.26,33.2,Unknown,0 +26973,Female,31,0,0,Yes,Private,Urban,106.51,40.2,never smoked,0 +41033,Female,31,0,0,Yes,Govt_job,Rural,55.27,32.5,formerly smoked,0 +5046,Male,17,0,0,No,Self-employed,Urban,98.42,23.4,Unknown,0 +71442,Female,30,0,0,Yes,Private,Rural,99.2,32.5,never smoked,0 +49624,Male,69,0,0,Yes,Private,Urban,98.92,23.9,formerly smoked,0 +10572,Female,63,0,0,Yes,Private,Rural,92.7,29.5,never smoked,0 +55847,Male,19,0,0,No,Private,Rural,106.7,24,never smoked,0 +42441,Male,7,0,0,No,children,Urban,152.81,17.7,Unknown,0 +28910,Female,51,0,0,Yes,Private,Urban,82.59,26.2,formerly smoked,0 +10381,Female,38,1,0,Yes,Self-employed,Urban,91,33.3,never smoked,0 +14387,Male,2,0,0,No,children,Urban,93.88,17.4,Unknown,0 +31956,Female,58,0,0,Yes,Private,Urban,76.99,29,never smoked,0 +17813,Female,69,0,1,Yes,Private,Rural,254.6,21.7,Unknown,0 +24665,Female,64,1,0,Yes,Private,Rural,93.99,37.8,formerly smoked,0 +13683,Female,31,0,0,Yes,Private,Urban,109.68,41.8,never smoked,0 +7387,Female,59,1,0,Yes,Private,Rural,92.04,24.2,never smoked,0 +57011,Female,54,0,0,Yes,Private,Rural,111.41,31.1,never smoked,0 +22384,Female,24,0,0,Yes,Private,Rural,97.92,23.1,never smoked,0 +24108,Male,19,0,0,No,Private,Urban,65.61,25.1,Unknown,0 +50053,Male,17,0,0,No,Private,Urban,62.37,41.3,never smoked,0 +69427,Female,29,0,0,No,Private,Urban,101.28,22.7,never smoked,0 +21688,Female,42,0,0,Yes,Private,Rural,88.31,24,smokes,0 +60777,Female,31,0,0,Yes,Govt_job,Rural,103.55,20.5,formerly smoked,0 +64732,Female,29,0,0,No,Private,Urban,60.26,20.4,never smoked,0 +42710,Female,23,0,0,No,Private,Urban,79.39,27.6,never smoked,0 +46683,Female,25,0,0,No,Private,Urban,122.01,27,smokes,0 +58909,Female,14,0,0,No,children,Rural,78.09,26.4,Unknown,0 +51125,Female,66,0,0,Yes,Private,Urban,89.7,34.9,smokes,0 +29077,Female,77,0,0,Yes,Private,Rural,95.1,35,never smoked,0 +4970,Male,79,0,0,Yes,Self-employed,Rural,112.64,28.5,formerly smoked,0 +58291,Female,52,0,0,Yes,Private,Rural,79.8,32.3,formerly smoked,0 +18616,Female,41,0,0,Yes,Private,Urban,82.2,23.9,Unknown,0 +99,Female,31,0,0,No,Private,Urban,108.89,52.3,Unknown,0 +55529,Male,39,0,0,Yes,Private,Rural,114.32,26.4,never smoked,0 +12204,Female,51,0,0,No,Govt_job,Rural,116.14,20.9,never smoked,0 +21397,Female,40,0,0,Yes,Govt_job,Urban,122.74,23.3,Unknown,0 +64633,Female,48,0,0,Yes,Private,Urban,94.04,32.7,never smoked,0 +23016,Male,55,0,0,Yes,Private,Rural,86.6,26.5,never smoked,0 +18412,Male,41,0,0,Yes,Private,Rural,82.32,27.9,Unknown,0 +67412,Female,39,0,0,Yes,Private,Rural,83.83,30.3,never smoked,0 +37545,Male,41,0,0,No,Govt_job,Urban,106.98,27.6,never smoked,0 +10324,Female,5,0,0,No,children,Urban,93.88,14.6,Unknown,0 +14491,Male,38,0,0,Yes,Govt_job,Urban,70.53,40.9,smokes,0 +64582,Male,40,1,0,Yes,Govt_job,Rural,212.01,28.4,never smoked,0 +25514,Male,12,0,0,No,children,Rural,65.88,23.7,Unknown,0 +7663,Male,20,0,0,No,Govt_job,Rural,106.97,27.9,formerly smoked,0 +66220,Male,53,0,0,Yes,Private,Urban,126.35,25.2,never smoked,0 +71793,Female,21,0,0,No,Private,Urban,129.16,34.4,Unknown,0 +25458,Female,70,1,0,Yes,Govt_job,Rural,88.66,36.7,formerly smoked,0 +69645,Male,61,0,0,Yes,Govt_job,Rural,112.95,22.2,formerly smoked,0 +53695,Male,70,0,0,Yes,Govt_job,Urban,81.59,27.2,never smoked,0 +26692,Female,38,0,0,Yes,Govt_job,Rural,76.82,27.3,never smoked,0 +33400,Male,59,0,0,Yes,Govt_job,Rural,73.75,27.3,smokes,0 +67078,Female,36,1,0,Yes,Private,Urban,91.56,42.2,never smoked,0 +32352,Female,31,0,0,Yes,Govt_job,Rural,104.55,26.4,never smoked,0 +22540,Female,65,0,0,Yes,Govt_job,Urban,84.84,39.4,Unknown,0 +26999,Male,61,1,1,Yes,Govt_job,Rural,86.06,34.8,never smoked,0 +65218,Male,2,0,0,No,children,Rural,109.1,20,Unknown,0 +30102,Male,52,0,0,Yes,Private,Rural,68.35,34.1,never smoked,0 +49521,Female,33,0,0,Yes,Private,Urban,121.04,31.4,Unknown,0 +54643,Male,5,0,0,No,children,Rural,160.83,17.8,Unknown,0 +29134,Female,32,0,0,Yes,Private,Rural,85.62,46.1,smokes,0 +68281,Female,54,0,0,Yes,Govt_job,Urban,74.23,28.1,formerly smoked,0 +40350,Female,51,0,0,No,Private,Urban,110.76,24.7,formerly smoked,0 +33410,Female,39,0,0,No,Govt_job,Urban,79.44,22.7,never smoked,0 +39375,Female,40,0,0,Yes,Private,Rural,119.52,34.6,never smoked,0 +2543,Female,19,0,0,Yes,Private,Rural,90.42,21.4,never smoked,0 +45289,Female,9,0,0,No,children,Urban,109.32,27.4,Unknown,0 +12106,Male,53,1,0,Yes,Govt_job,Rural,78.16,36.6,never smoked,0 +10792,Female,23,0,0,No,Private,Rural,79.13,32.9,formerly smoked,0 +19153,Female,19,0,0,No,Self-employed,Urban,84.06,24.7,never smoked,0 +47876,Male,1,0,0,No,children,Rural,89.3,21.4,Unknown,0 +25283,Female,48,0,0,Yes,Private,Urban,69.21,33.1,never smoked,0 +12270,Male,71,0,0,Yes,Govt_job,Rural,186.45,26.7,never smoked,0 +49949,Male,44,0,0,Yes,Private,Urban,58.47,24.4,never smoked,0 +50826,Female,53,0,0,Yes,Govt_job,Rural,189.49,25.8,Unknown,0 +28681,Female,70,1,0,Yes,Self-employed,Urban,99.6,34.3,formerly smoked,0 +41615,Female,1.4,0,0,No,children,Rural,126.18,18.1,Unknown,0 +14147,Male,49,0,0,Yes,Private,Urban,186.32,43.8,smokes,0 +41537,Female,17,0,0,No,Private,Rural,62.49,26.9,never smoked,0 +62332,Female,40,0,0,Yes,Private,Rural,74.51,36.6,never smoked,0 +25488,Female,46,0,0,Yes,Self-employed,Urban,94.63,24.9,never smoked,0 +45759,Female,32,0,0,Yes,Private,Rural,91.98,27.6,smokes,0 +71929,Male,2,0,0,No,children,Rural,56.77,20.9,Unknown,0 +14807,Female,40,0,0,Yes,Private,Urban,75.87,30.3,never smoked,0 +16110,Female,19,0,0,No,Private,Rural,77.19,37.4,smokes,0 +40970,Male,43,0,0,Yes,Private,Urban,135.75,35.9,smokes,0 +28933,Female,46,0,0,Yes,Private,Rural,100.15,50.3,smokes,0 +11709,Male,71,0,0,No,Private,Urban,95.08,31.5,never smoked,0 +37154,Female,31,0,0,Yes,Private,Urban,125.38,24.4,smokes,0 +16809,Male,41,0,0,Yes,Private,Urban,111.71,38.9,formerly smoked,0 +13907,Male,65,0,0,Yes,Self-employed,Rural,94.64,28.6,never smoked,0 +2314,Male,52,0,0,Yes,Private,Urban,226.7,N/A,smokes,0 +70380,Female,20,0,0,No,Private,Urban,112.96,27.5,never smoked,0 +63058,Female,77,0,1,Yes,Private,Rural,183.1,N/A,never smoked,0 +54071,Female,51,0,0,Yes,Private,Urban,105.36,43.7,Unknown,0 +67405,Female,37,0,0,Yes,Private,Urban,84.13,27,never smoked,0 +28024,Male,49,0,0,Yes,Private,Rural,102.47,29.3,formerly smoked,0 +11730,Female,62,1,0,Yes,Govt_job,Rural,77.04,34.7,never smoked,0 +2549,Female,17,0,0,No,Private,Rural,83.23,N/A,never smoked,0 +17245,Female,28,0,0,Yes,Private,Rural,87.01,39.9,never smoked,0 +70852,Male,80,0,0,Yes,Private,Rural,56.99,26.7,never smoked,0 +60957,Male,45,0,0,Yes,Private,Rural,73.01,24.8,formerly smoked,0 +19742,Female,37,0,0,Yes,Private,Urban,106.35,29.7,never smoked,0 +10782,Female,3,0,0,No,children,Rural,80.63,15.9,Unknown,0 +61742,Male,26,0,0,No,Private,Urban,103.61,31.4,never smoked,0 +4808,Female,71,0,0,Yes,Self-employed,Urban,91.35,N/A,formerly smoked,0 +13571,Male,58,0,0,Yes,Govt_job,Urban,194.04,27.8,never smoked,0 +49928,Female,59,0,0,Yes,Govt_job,Rural,111.99,35.5,formerly smoked,0 +52688,Male,74,1,0,Yes,Private,Rural,57.51,31.7,smokes,0 +24099,Male,17,0,0,No,Private,Rural,68.49,33.2,never smoked,0 +65698,Female,62,0,0,Yes,Private,Urban,60.2,27.7,formerly smoked,0 +47885,Male,37,0,0,Yes,Self-employed,Urban,160,31.9,formerly smoked,0 +13948,Female,19,0,0,No,Never_worked,Urban,86.96,25.8,never smoked,0 +17351,Female,59,0,0,Yes,Private,Rural,237.15,27.7,never smoked,0 +820,Female,59,1,0,Yes,Private,Rural,99.06,23.4,never smoked,0 +55721,Male,62,0,1,Yes,Self-employed,Urban,56.31,24.3,formerly smoked,0 +72310,Male,80,1,1,Yes,Self-employed,Urban,84.31,30.3,smokes,0 +24115,Female,54,0,0,Yes,Private,Rural,90.92,29.1,never smoked,0 +65766,Female,27,0,0,No,Private,Rural,104.33,20.1,never smoked,0 +42482,Female,4,0,0,No,children,Urban,62.61,21.2,Unknown,0 +25627,Male,81,1,0,Yes,Self-employed,Urban,231.19,31.6,formerly smoked,0 +7122,Female,41,0,0,No,Private,Rural,94.3,41.6,Unknown,0 +48755,Male,27,0,0,Yes,Private,Rural,104.48,36.4,smokes,0 +33551,Female,51,1,0,Yes,Private,Urban,72.62,30.5,never smoked,0 +62716,Female,59,0,0,Yes,Self-employed,Urban,81.64,32.8,Unknown,0 +68438,Female,51,0,0,Yes,Private,Rural,90.78,32.3,never smoked,0 +41148,Male,71,0,1,Yes,Private,Urban,70.71,30.1,never smoked,0 +14924,Male,48,0,0,Yes,Private,Urban,72.36,34.7,smokes,0 +47950,Female,49,0,0,Yes,Self-employed,Urban,59.76,29.7,Unknown,0 +8008,Female,35,0,0,No,Govt_job,Urban,83.76,N/A,smokes,0 +56089,Female,25,0,0,Yes,Private,Rural,63.64,31.3,formerly smoked,0 +9262,Female,31,0,0,Yes,Private,Rural,76.26,35.6,never smoked,0 +71896,Female,68,0,0,Yes,Private,Rural,82.06,35.2,formerly smoked,0 +38623,Male,39,0,0,No,Private,Urban,110.91,27.6,never smoked,0 +26503,Female,32,0,0,No,Private,Rural,77.16,35.2,smokes,0 +5475,Female,39,0,0,Yes,Private,Rural,69.58,28.1,Unknown,0 +15525,Female,63,0,0,Yes,Private,Urban,96.26,31.8,Unknown,0 +48748,Female,69,0,0,Yes,Private,Rural,87.27,23.3,smokes,0 +11745,Female,29,0,0,Yes,Private,Urban,65.36,28.8,formerly smoked,0 +17733,Female,1.72,0,0,No,children,Rural,109.51,19.5,Unknown,0 +71591,Female,58,0,0,Yes,Private,Urban,89.03,30,smokes,0 +11743,Female,32,0,0,Yes,Private,Urban,91.34,25.5,formerly smoked,0 +67864,Male,63,0,0,Yes,Private,Rural,57.82,28.8,formerly smoked,0 +34857,Male,57,0,0,Yes,Self-employed,Urban,81.15,40.2,formerly smoked,0 +34995,Female,77,0,0,Yes,Private,Rural,115.29,32.9,Unknown,0 +3606,Male,8,0,0,No,children,Urban,111.02,22.4,Unknown,0 +22952,Female,21,0,0,No,Govt_job,Urban,111.61,36.9,smokes,0 +32554,Female,16,0,0,No,children,Rural,109.02,19.8,Unknown,0 +45893,Female,8,0,0,No,children,Urban,106.51,12.3,Unknown,0 +72020,Male,71,0,1,Yes,Self-employed,Rural,207.32,32.4,smokes,0 +57879,Female,74,0,0,Yes,Private,Urban,87.11,24.8,never smoked,0 +53538,Female,7,0,0,No,children,Urban,61.68,16.4,Unknown,0 +17006,Male,19,0,0,No,Private,Rural,119.04,35.9,Unknown,0 +36638,Male,64,0,0,Yes,Private,Urban,86.05,23,Unknown,0 +41097,Female,23,1,0,No,Private,Urban,70.03,78,smokes,0 +36618,Male,75,0,1,Yes,Self-employed,Urban,207.64,30.5,formerly smoked,0 +37290,Male,80,0,0,Yes,Self-employed,Rural,236.84,26.8,never smoked,0 +54620,Male,40,0,0,Yes,Private,Urban,78.11,35.3,never smoked,0 +42108,Female,24,0,0,No,Govt_job,Rural,100.97,27.9,never smoked,0 +19681,Female,74,0,0,Yes,Self-employed,Urban,99.21,22.1,never smoked,0 +6988,Female,52,0,0,Yes,Self-employed,Urban,113.21,38.3,never smoked,0 +25287,Male,54,0,0,Yes,Private,Urban,92.95,41,never smoked,0 +224,Female,23,0,0,No,Private,Urban,110.16,N/A,never smoked,0 +56679,Male,19,0,0,No,Private,Rural,142.57,22.8,Unknown,0 +27146,Female,23,0,0,No,Private,Rural,92.87,30.1,never smoked,0 +16556,Male,13,0,0,No,Never_worked,Rural,111.48,20.8,Unknown,0 +5934,Female,51,0,0,Yes,Private,Urban,123,31.7,never smoked,0 +58999,Male,60,0,0,Yes,Govt_job,Urban,100.54,30.1,never smoked,0 +28261,Male,79,0,1,Yes,Self-employed,Urban,106.68,30.8,never smoked,0 +35222,Female,75,0,0,Yes,Private,Urban,86.4,42.6,never smoked,0 +44105,Female,69,1,0,Yes,Self-employed,Urban,61.81,37.1,Unknown,0 +65256,Female,57,0,0,Yes,Self-employed,Rural,128.28,34.2,never smoked,0 +62709,Female,47,0,0,Yes,Private,Rural,204.63,43.4,never smoked,0 +36698,Female,33,0,0,Yes,Private,Urban,89.98,18.7,smokes,0 +7273,Female,51,0,0,Yes,Self-employed,Urban,232.89,34,smokes,0 +20044,Female,47,0,0,Yes,Private,Rural,98.58,23.2,never smoked,0 +54769,Male,15,0,0,No,Private,Urban,57.94,41.7,Unknown,0 +57372,Male,1,0,0,No,children,Rural,123.21,15.1,Unknown,0 +30605,Female,20,0,0,No,Private,Urban,76.34,20.6,smokes,0 +13622,Male,6,0,0,No,children,Rural,92.98,18.9,Unknown,0 +12686,Male,50,0,0,No,Govt_job,Rural,92.81,26.6,never smoked,0 +39250,Male,31,0,0,Yes,Private,Urban,85.16,30.1,smokes,0 +2879,Female,15,0,0,No,Self-employed,Urban,90.1,32.1,never smoked,0 +59684,Female,3,0,0,No,children,Urban,65.15,15.1,Unknown,0 +48830,Male,30,0,0,Yes,Private,Urban,104.62,33.5,smokes,0 +56986,Male,17,0,0,No,Never_worked,Urban,113.25,23.4,never smoked,0 +47924,Male,24,0,0,No,Private,Urban,59.28,43.2,never smoked,0 +16402,Female,5,0,0,No,children,Urban,93.07,19.1,Unknown,0 +40889,Male,33,0,0,No,Private,Rural,77.42,26.1,Unknown,0 +4083,Female,30,0,0,No,Private,Rural,73.69,17.3,never smoked,0 +59336,Male,66,1,0,Yes,Private,Rural,74.9,32.1,never smoked,0 +5684,Male,40,0,0,No,Private,Urban,88.27,N/A,formerly smoked,0 +48843,Female,27,0,0,No,Private,Urban,58.39,30.4,never smoked,0 +5694,Male,21,0,0,No,Private,Rural,102.05,29.9,never smoked,0 +3673,Female,55,0,0,Yes,Private,Rural,112.47,32.8,smokes,0 +44481,Female,19,0,0,No,Private,Rural,72.84,22.7,never smoked,0 +10538,Male,75,1,1,Yes,Self-employed,Urban,195.03,28.7,formerly smoked,0 +9648,Female,71,0,1,Yes,Private,Urban,170.95,35.2,never smoked,0 +19101,Female,16,0,0,No,Private,Urban,87.98,22.4,never smoked,0 +31867,Female,49,0,0,No,Private,Rural,65.81,32.3,Unknown,0 +11973,Female,10,0,0,No,children,Urban,124.6,18.6,Unknown,0 +23633,Female,37,0,0,Yes,Private,Rural,83.65,42.1,smokes,0 +52549,Male,59,0,0,Yes,Govt_job,Rural,88.81,38,formerly smoked,0 +59178,Female,7,0,0,No,children,Urban,86.75,22.3,Unknown,0 +37349,Female,61,0,0,Yes,Private,Rural,123.36,33.4,never smoked,0 +44281,Male,34,0,0,No,Private,Rural,89.68,23.2,smokes,0 +55599,Female,9,0,0,No,children,Rural,69.87,18,Unknown,0 +45224,Female,46,0,0,Yes,Private,Rural,109.22,20.1,never smoked,0 +54747,Male,0.88,0,0,No,children,Rural,157.57,19.2,Unknown,0 +2751,Male,50,0,0,Yes,Govt_job,Urban,110.73,28.7,smokes,0 +6090,Male,19,0,0,Yes,Private,Urban,99.14,28.1,never smoked,0 +46385,Female,21,0,0,Yes,Private,Urban,59.15,22.6,never smoked,0 +46323,Female,2,0,0,No,children,Rural,165.11,18,Unknown,0 +28122,Female,37,0,0,Yes,Self-employed,Rural,77.44,21.4,formerly smoked,0 +50843,Male,20,0,0,No,Private,Rural,100.33,27.8,Unknown,0 +64464,Male,50,0,0,Yes,Private,Urban,57.93,27.6,Unknown,0 +66922,Male,61,1,1,No,Private,Rural,148.24,32.2,formerly smoked,0 +66494,Male,48,0,0,Yes,Private,Urban,91.96,24.9,Unknown,0 +42786,Male,82,0,1,Yes,Self-employed,Rural,72.93,27.1,formerly smoked,0 +33401,Male,64,0,0,Yes,Private,Rural,84.27,24.6,Unknown,0 +24174,Female,50,0,0,Yes,Govt_job,Rural,124.45,24.6,never smoked,0 +60211,Male,1.4,0,0,No,children,Urban,90.51,18.9,Unknown,0 +53279,Male,0.24,0,0,No,children,Rural,118.87,16.3,Unknown,0 +61715,Male,55,0,0,Yes,Private,Rural,56.42,31.8,never smoked,0 +37830,Female,29,0,0,No,Private,Urban,73.67,21,Unknown,0 +2454,Male,4,0,0,No,children,Rural,89.11,20.1,Unknown,0 +60663,Male,70,1,0,Yes,Private,Rural,74.04,29.1,never smoked,0 +46875,Male,35,0,0,Yes,Private,Urban,145.23,32.3,never smoked,0 +69091,Female,80,0,1,Yes,Private,Rural,100.8,29.4,never smoked,0 +1821,Female,54,0,0,Yes,Private,Urban,85.22,50.2,never smoked,0 +44978,Male,39,0,0,Yes,Govt_job,Rural,72.49,44.9,formerly smoked,0 +3437,Female,26,0,0,No,Private,Urban,82.61,28.5,smokes,0 +6355,Female,6,0,0,No,children,Rural,72.07,19.5,Unknown,0 +10762,Female,41,0,0,Yes,Private,Rural,79.85,45,Unknown,0 +58567,Female,42,0,0,Yes,Private,Rural,84.86,22.8,Unknown,0 +62187,Male,9,0,0,No,children,Urban,131.89,25.5,Unknown,0 +84,Male,55,0,0,Yes,Private,Urban,89.17,31.5,never smoked,0 +8521,Male,71,0,0,Yes,Private,Rural,227.91,31.6,formerly smoked,0 +72779,Female,14,0,0,No,children,Urban,131.77,31,Unknown,0 +45824,Female,77,1,0,Yes,Self-employed,Urban,102.01,29.5,Unknown,0 +61838,Female,50,0,0,Yes,Govt_job,Urban,128.63,23.1,Unknown,0 +57212,Male,49,0,0,No,Private,Urban,144.1,30.7,smokes,0 +62668,Female,51,0,0,Yes,Self-employed,Urban,143.15,44.7,formerly smoked,0 +33142,Male,79,0,0,Yes,Self-employed,Rural,116.67,33.5,never smoked,0 +17437,Female,63,0,0,Yes,Self-employed,Rural,85.6,25.9,Unknown,0 +38303,Female,66,0,0,Yes,Self-employed,Urban,142.12,28.3,never smoked,0 +12396,Female,20,0,0,No,Private,Urban,100.81,26.8,Unknown,0 +36484,Female,37,0,0,Yes,Govt_job,Urban,69.17,27.8,never smoked,0 +60047,Male,22,0,0,No,Private,Rural,58.38,36,never smoked,0 +16542,Female,60,0,0,Yes,Govt_job,Urban,86.34,22.1,never smoked,0 +18805,Male,39,0,0,Yes,Private,Urban,95.44,38.4,never smoked,0 +17869,Female,53,0,0,Yes,Private,Urban,94.78,30.1,Unknown,0 +6793,Female,55,0,0,Yes,Private,Rural,109.59,26.2,formerly smoked,0 +49265,Female,63,0,0,Yes,Private,Rural,79.26,26.6,smokes,0 +6606,Female,57,0,0,Yes,Private,Urban,78.46,32.6,never smoked,0 +23031,Male,82,0,0,Yes,Self-employed,Rural,85.29,27,never smoked,0 +69330,Male,56,0,0,Yes,Private,Rural,156.18,25.3,smokes,0 +22902,Male,41,1,0,Yes,Private,Urban,69.52,31.9,never smoked,0 +69622,Female,8,0,0,No,children,Urban,65.32,18.4,Unknown,0 +4807,Male,34,0,0,No,Private,Urban,108.47,30.4,smokes,0 +9641,Male,75,0,0,Yes,Private,Urban,105.63,28.2,smokes,0 +10313,Male,57,0,0,Yes,Private,Urban,77.93,35.7,formerly smoked,0 +12097,Female,72,0,0,Yes,Private,Urban,95.2,35,never smoked,0 +58037,Male,21,0,0,No,Private,Rural,78.52,27.2,never smoked,0 +45323,Female,51,0,0,Yes,Private,Urban,114.89,23,never smoked,0 +34281,Female,15,0,0,No,Private,Rural,95.43,25,Unknown,0 +7990,Female,24,0,0,Yes,Private,Rural,84.08,24.5,Unknown,0 +57622,Female,30,0,0,Yes,Govt_job,Rural,110.55,30.9,smokes,0 +39120,Female,82,0,0,No,Self-employed,Urban,82.21,26,never smoked,0 +68344,Female,62,0,0,Yes,Private,Urban,82.38,27.2,formerly smoked,0 +66752,Female,79,0,0,Yes,Govt_job,Urban,93.89,30.4,never smoked,0 +11691,Female,19,0,0,No,Private,Rural,75.08,21.7,Unknown,0 +5077,Male,45,0,0,Yes,Private,Urban,76.72,29.1,Unknown,0 +13319,Female,5,0,0,No,children,Rural,84.93,17.6,Unknown,0 +49279,Male,57,0,1,Yes,Private,Urban,76.5,29.2,formerly smoked,0 +53815,Female,31,0,0,No,Private,Urban,65.47,28.1,never smoked,0 +42856,Male,61,0,0,Yes,Private,Urban,99.16,26.6,smokes,0 +51579,Male,27,0,0,No,Self-employed,Rural,63.53,26.9,never smoked,0 +10752,Female,61,0,0,Yes,Private,Rural,78.65,36.2,formerly smoked,0 +42133,Female,53,0,0,Yes,Self-employed,Urban,63.78,25.9,never smoked,0 +4842,Female,76,0,0,No,Self-employed,Urban,77.52,40.9,formerly smoked,0 +58138,Male,57,0,0,Yes,Private,Rural,111.64,31.5,never smoked,0 +58203,Male,9,0,0,No,children,Urban,97.84,23.3,Unknown,0 +65053,Female,34,0,0,Yes,Private,Urban,113.01,37.6,never smoked,0 +24168,Male,51,1,0,Yes,Private,Urban,56.48,39.8,never smoked,0 +5824,Male,61,0,0,Yes,Private,Rural,204.5,35.1,formerly smoked,0 +6965,Female,19,0,0,No,Private,Rural,96.02,21.9,never smoked,0 +8332,Female,50,0,0,Yes,Private,Rural,206.25,53.4,formerly smoked,0 +61973,Female,80,1,1,Yes,Private,Rural,115.52,34.4,Unknown,0 +42821,Female,13,0,0,No,Private,Rural,60.69,24,smokes,0 +18687,Male,55,0,0,Yes,Self-employed,Urban,93.67,29.3,Unknown,0 +72642,Male,67,0,0,Yes,Govt_job,Urban,67.79,26,formerly smoked,0 +54782,Female,30,0,0,No,Self-employed,Rural,56.07,31.3,never smoked,0 +55862,Male,67,1,1,Yes,Private,Rural,254.63,31,never smoked,0 +24437,Female,82,0,0,Yes,Private,Rural,96.63,26.5,Unknown,0 +10367,Male,5,0,0,No,children,Rural,84.3,16,Unknown,0 +42550,Female,81,0,0,Yes,Self-employed,Rural,246.34,21.1,never smoked,0 +14178,Female,48,0,0,Yes,Private,Rural,195.16,42.2,Unknown,0 +65429,Female,66,0,0,Yes,Govt_job,Rural,93.34,27.7,never smoked,0 +66530,Female,38,0,0,Yes,Private,Urban,162.3,23.6,never smoked,0 +43146,Male,8,0,0,No,children,Urban,106.4,18.3,Unknown,0 +3509,Male,47,1,0,Yes,Private,Urban,110.25,44.3,never smoked,0 +57497,Male,27,0,0,No,Private,Rural,69.7,27.3,never smoked,0 +15220,Female,53,1,0,Yes,Private,Urban,87.03,55.2,formerly smoked,0 +4813,Male,27,0,0,No,Private,Urban,112.98,44.7,never smoked,0 +31166,Female,36,0,0,Yes,Govt_job,Rural,82.47,33.1,smokes,0 +9051,Female,50,0,0,Yes,Private,Urban,75.88,30,never smoked,0 +28669,Female,32,0,0,Yes,Private,Urban,84.63,40.1,Unknown,0 +59894,Female,58,0,0,Yes,Govt_job,Rural,109.56,23.1,never smoked,0 +18684,Female,73,0,0,Yes,Self-employed,Rural,89.45,30.3,formerly smoked,0 +35866,Female,62,0,0,Yes,Private,Rural,91.65,30.5,never smoked,0 +51907,Female,50,0,0,Yes,Self-employed,Urban,121.14,22.8,never smoked,0 +7250,Female,51,0,0,No,Private,Rural,87.77,42,Unknown,0 +16147,Female,19,0,0,No,Private,Rural,106.56,29.9,never smoked,0 +18306,Female,30,0,0,No,Private,Rural,93.88,24,formerly smoked,0 +69143,Female,45,0,0,No,Private,Rural,153.76,36.7,Unknown,0 +61769,Male,30,0,0,No,Private,Urban,88.65,22.2,never smoked,0 +26134,Female,28,0,0,Yes,Private,Urban,111.22,25.5,Unknown,0 +67603,Male,70,0,0,Yes,Self-employed,Urban,223.68,34.3,formerly smoked,0 +66772,Female,0.32,0,0,No,children,Rural,55.86,16,Unknown,0 +41861,Female,23,0,0,No,Private,Rural,63.73,25.6,smokes,0 +954,Male,18,0,0,No,Private,Rural,103.94,23.3,never smoked,0 +37888,Male,41,0,0,Yes,Private,Rural,92.49,41.6,Unknown,0 +34326,Male,52,0,0,Yes,Private,Urban,229.2,35.6,formerly smoked,0 +42329,Female,77,0,0,Yes,Private,Rural,75.06,22,Unknown,0 +23565,Male,34,0,0,Yes,Private,Urban,85.57,26.8,Unknown,0 +27323,Female,67,0,0,Yes,Self-employed,Urban,68.61,31.9,never smoked,0 +57854,Male,1.64,0,0,No,children,Urban,56.3,19.7,Unknown,0 +18414,Female,23,0,0,No,Private,Rural,193.22,N/A,smokes,0 +72836,Female,59,0,0,Yes,Private,Urban,65.98,31.1,Unknown,0 +17708,Male,62,0,0,Yes,Govt_job,Rural,204.57,34.4,Unknown,0 +66321,Male,47,0,0,Yes,Govt_job,Urban,64.99,33.2,never smoked,0 +53817,Female,71,1,0,Yes,Self-employed,Rural,66.12,N/A,never smoked,0 +66678,Female,22,0,0,No,Private,Urban,73.4,21.6,never smoked,0 +56734,Male,33,0,0,Yes,Govt_job,Urban,82.83,25.4,Unknown,0 +32240,Female,27,0,0,No,Private,Urban,93.55,41.6,never smoked,0 +28127,Female,44,0,0,Yes,Private,Rural,90.4,33.1,formerly smoked,0 +20347,Female,18,0,0,No,Private,Rural,98.1,21.8,never smoked,0 +40824,Male,47,0,0,Yes,Private,Rural,142.02,30,Unknown,0 +38678,Female,66,0,0,Yes,Self-employed,Rural,251.46,35.2,smokes,0 +29380,Female,42,1,0,Yes,Private,Rural,89.96,35.6,never smoked,0 +809,Male,13,0,0,No,children,Urban,71.73,N/A,Unknown,0 +65453,Female,56,1,0,Yes,Govt_job,Urban,82.44,27.8,smokes,0 +9415,Female,69,0,0,Yes,Self-employed,Urban,80.85,29.3,formerly smoked,0 +30989,Female,65,0,0,Yes,Self-employed,Rural,220.52,37.2,smokes,0 +65258,Male,53,0,0,Yes,Private,Urban,86.73,26.1,Unknown,0 +67052,Female,36,0,0,Yes,Private,Urban,76.93,21.6,never smoked,0 +62756,Female,69,0,0,Yes,Self-employed,Urban,113.1,22.7,never smoked,0 +69224,Male,19,0,0,No,Private,Rural,96.84,30.2,formerly smoked,0 +13323,Male,3,0,0,No,children,Urban,100.91,18,Unknown,0 +59940,Male,15,0,0,No,children,Urban,116.5,27.8,Unknown,0 +49042,Female,59,1,0,No,Private,Rural,57.26,23.5,never smoked,0 +66362,Female,61,0,0,Yes,Private,Urban,129.31,41.2,Unknown,0 +46093,Female,28,0,0,Yes,Private,Rural,56.47,22.7,never smoked,0 +10370,Male,52,0,0,Yes,Govt_job,Urban,86.06,29.2,formerly smoked,0 +156,Female,33,0,0,Yes,Private,Rural,86.97,42.2,never smoked,0 +11105,Male,80,0,0,Yes,Private,Urban,78.78,24,formerly smoked,0 +22363,Female,47,0,0,Yes,Private,Rural,195.04,45.5,never smoked,0 +46072,Male,2,0,0,No,children,Rural,103.25,19.4,Unknown,0 +65667,Female,48,0,0,Yes,Private,Rural,134.59,28.2,smokes,0 +47848,Male,1.56,0,0,No,children,Rural,93.74,20.1,Unknown,0 +71440,Female,26,0,0,Yes,Private,Urban,90.66,27.2,Unknown,0 +35231,Male,62,0,0,Yes,Govt_job,Urban,91.68,26.5,Unknown,0 +59734,Male,1.72,0,0,No,children,Urban,75.79,17.6,Unknown,0 +1893,Female,38,0,0,Yes,Private,Urban,91.68,42.8,formerly smoked,0 +32733,Female,28,0,0,Yes,Private,Rural,106.68,29.3,never smoked,0 +34728,Female,67,0,0,Yes,Private,Rural,82.31,21.3,never smoked,0 +30352,Male,57,0,0,Yes,Private,Rural,90.06,29.8,Unknown,0 +61338,Female,40,0,0,Yes,Private,Rural,65.47,24.1,smokes,0 +59275,Male,10,0,0,No,children,Rural,58.03,35.2,Unknown,0 +45497,Female,55,0,0,No,Private,Rural,83.09,18.8,never smoked,0 +19996,Female,7,0,0,No,children,Urban,88.6,17.4,Unknown,0 +50371,Male,56,0,0,Yes,Private,Urban,63.18,31.5,Unknown,0 +32687,Male,37,0,0,Yes,Private,Rural,78.42,29.9,never smoked,0 +35295,Male,69,0,0,Yes,Private,Urban,65.08,27.3,formerly smoked,0 +15746,Female,45,0,0,Yes,Govt_job,Urban,79.47,28.1,never smoked,0 +31517,Female,28,0,0,Yes,Private,Rural,95.52,28.9,never smoked,0 +43268,Female,52,1,0,No,Private,Urban,73,25.2,smokes,0 +54540,Male,46,0,0,Yes,Private,Rural,138.07,24.3,never smoked,0 +20973,Male,45,0,0,Yes,Govt_job,Rural,86.99,37.9,never smoked,0 +56245,Female,21,0,0,No,Private,Urban,112.07,28.2,never smoked,0 +9225,Male,4,0,0,No,children,Rural,105.76,18.4,Unknown,0 +45955,Female,45,0,0,Yes,Private,Urban,55.67,23.1,smokes,0 +3532,Female,71,0,0,Yes,Private,Urban,90.55,39.4,formerly smoked,0 +41291,Female,46,0,0,Yes,Private,Rural,218.65,29.5,never smoked,0 +53943,Female,3,0,0,No,children,Rural,111.21,18.3,Unknown,0 +52550,Female,79,0,0,Yes,Govt_job,Urban,83.56,28.7,smokes,0 +47414,Female,71,1,0,Yes,Private,Urban,116.76,32.9,formerly smoked,0 +38804,Male,74,0,0,Yes,Private,Rural,83.5,26.7,Unknown,0 +72861,Female,52,0,0,Yes,Private,Urban,69.3,20.1,never smoked,0 +53276,Female,49,0,0,Yes,Private,Urban,67.55,17.6,formerly smoked,0 +30944,Female,32,0,0,Yes,Private,Rural,80.28,43.7,never smoked,0 +33622,Male,62,1,0,Yes,Private,Urban,211.49,41.1,Unknown,0 +26191,Female,78,0,0,No,Private,Urban,67.96,26.8,Unknown,0 +69312,Female,48,0,0,Yes,Self-employed,Urban,99.29,31.2,never smoked,0 +39661,Male,18,0,0,Yes,Private,Rural,140.52,27.4,never smoked,0 +20162,Female,80,0,0,Yes,Private,Rural,75.62,25.1,smokes,0 +48989,Female,34,0,0,No,Govt_job,Rural,120.06,33,never smoked,0 +30411,Female,40,0,0,No,Private,Rural,117.45,30.7,smokes,0 +47735,Female,59,0,0,Yes,Private,Rural,224.71,42.9,never smoked,0 +51162,Female,11,0,0,No,children,Rural,122.75,14.3,Unknown,0 +8598,Female,35,0,0,Yes,Govt_job,Urban,82.39,33.2,never smoked,0 +57347,Female,29,0,0,No,Govt_job,Rural,57.02,43,formerly smoked,0 +4683,Male,23,0,0,No,Private,Urban,115.98,22.3,never smoked,0 +55775,Female,59,0,0,Yes,Private,Rural,226.11,32.8,formerly smoked,0 +32645,Female,44,0,0,Yes,Private,Rural,97.59,30.5,smokes,0 +46643,Female,62,0,0,Yes,Private,Rural,82.57,36,formerly smoked,0 +782,Female,32,0,0,No,Private,Urban,79.34,26.5,formerly smoked,0 +63565,Female,2,0,0,No,children,Rural,125.68,20.1,Unknown,0 +13602,Male,73,1,0,Yes,Self-employed,Rural,102.06,N/A,Unknown,0 +28326,Female,79,0,0,Yes,Private,Urban,65.59,28.1,never smoked,0 +26389,Female,2,0,0,No,children,Urban,120.85,16.2,Unknown,0 +16906,Male,43,0,0,Yes,Govt_job,Urban,101.65,30,never smoked,0 +35140,Male,43,0,0,Yes,Govt_job,Urban,210.94,31.3,never smoked,0 +16837,Male,62,1,0,Yes,Private,Rural,77.92,26.7,never smoked,0 +2750,Male,73,1,1,Yes,Self-employed,Rural,230.68,37.7,Unknown,0 +47585,Female,31,0,0,No,Self-employed,Urban,62.68,35.8,never smoked,0 +37404,Male,42,0,0,Yes,Private,Urban,55.22,27,never smoked,0 +39518,Female,20,0,0,No,Private,Rural,78.94,20.7,never smoked,0 +70678,Female,55,0,1,No,Private,Rural,109.69,22.2,smokes,0 +542,Female,3,0,0,No,children,Urban,79.63,N/A,Unknown,0 +38649,Female,23,0,0,No,Private,Rural,79.33,41.5,never smoked,0 +53266,Female,33,0,0,Yes,Private,Urban,79.91,33.5,never smoked,0 +26031,Female,14,0,0,No,Private,Rural,84.46,21.8,Unknown,0 +1191,Female,79,0,1,Yes,Private,Urban,68.4,22.1,formerly smoked,0 +36820,Male,64,1,0,Yes,Private,Rural,78.43,30.2,smokes,0 +62783,Female,76,0,0,Yes,Private,Urban,198.02,38.7,Unknown,0 +10133,Male,46,0,0,Yes,Private,Urban,85.35,32.1,smokes,0 +19778,Male,80,0,0,No,Self-employed,Rural,204.17,41.3,formerly smoked,0 +38255,Male,21,0,0,No,Private,Urban,82.71,20.1,formerly smoked,0 +41565,Female,33,0,0,No,Private,Urban,121.19,22.1,never smoked,0 +39423,Female,32,0,0,Yes,Private,Rural,106.02,24.9,smokes,0 +68908,Female,0.72,0,0,No,children,Urban,66.36,23,Unknown,0 +22440,Female,49,0,0,Yes,Private,Urban,267.76,29.3,formerly smoked,0 +28418,Female,41,0,0,Yes,Private,Rural,107.18,22.8,never smoked,0 +22566,Male,37,0,0,Yes,Private,Rural,74.58,31.6,Unknown,0 +7055,Female,58,0,0,Yes,Private,Urban,80.92,19.4,Unknown,0 +69177,Female,79,0,0,Yes,Private,Rural,90.77,22.5,never smoked,0 +33162,Female,23,0,0,No,Private,Rural,90.84,31.6,never smoked,0 +44764,Female,78,1,0,Yes,Self-employed,Rural,59.2,29.1,Unknown,0 +32157,Male,51,0,0,Yes,Private,Rural,217.71,N/A,formerly smoked,0 +61983,Female,41,0,0,Yes,Private,Urban,133.76,43.4,smokes,0 +72268,Male,68,0,0,Yes,Self-employed,Urban,61.36,26.5,formerly smoked,0 +39467,Female,30,0,0,No,Private,Rural,118.62,29.7,Unknown,0 +20282,Male,1.88,0,0,No,children,Rural,77.91,21.8,Unknown,0 +51159,Female,32,0,0,No,Govt_job,Urban,68.98,23.4,formerly smoked,0 +7167,Female,20,0,0,No,Private,Rural,112.08,23,never smoked,0 +59147,Male,20,0,0,No,Private,Urban,96.2,21.5,never smoked,0 +18192,Male,10,0,0,No,children,Rural,93.11,14.6,Unknown,0 +14049,Male,8,0,0,No,children,Rural,115.54,28.5,Unknown,0 +35927,Male,65,0,0,Yes,Private,Urban,88.57,29,smokes,0 +28150,Female,65,1,0,Yes,Private,Urban,180.76,26.9,Unknown,0 +8727,Male,46,0,0,Yes,Self-employed,Urban,83.12,29.6,formerly smoked,0 +7516,Male,53,0,0,Yes,Self-employed,Urban,94.89,28.5,never smoked,0 +6419,Female,79,0,0,No,Private,Rural,239.52,25.5,never smoked,0 +20425,Male,43,0,0,Yes,Self-employed,Rural,99.15,30.5,formerly smoked,0 +59878,Female,56,0,0,Yes,Self-employed,Urban,124.16,23,never smoked,0 +69355,Male,3,0,0,No,children,Rural,86.38,22.8,Unknown,0 +5858,Male,32,0,0,No,Private,Rural,93.68,31.4,never smoked,0 +39823,Female,41,0,0,Yes,Govt_job,Rural,229.86,35.2,smokes,0 +37053,Male,53,0,0,Yes,Govt_job,Rural,78.73,23.3,never smoked,0 +2082,Male,35,0,0,Yes,Private,Rural,115.92,N/A,formerly smoked,0 +48073,Male,67,0,0,Yes,Govt_job,Rural,93.71,31.2,formerly smoked,0 +16449,Female,33,0,0,Yes,Govt_job,Rural,76.66,24.8,never smoked,0 +5447,Female,21,0,0,No,Private,Rural,112.38,25.8,Unknown,0 +27145,Female,26,0,0,No,Private,Rural,89.3,48.4,smokes,0 +30328,Female,69,1,0,Yes,Govt_job,Rural,103.44,43.1,formerly smoked,0 +739,Female,73,0,0,Yes,Self-employed,Rural,79.69,N/A,formerly smoked,0 +44224,Male,15,0,0,No,Private,Rural,61.61,27.8,never smoked,0 +533,Female,3,0,0,No,children,Rural,94.12,21.4,Unknown,0 +45554,Female,1.24,0,0,No,children,Urban,62.4,22.1,Unknown,0 +32884,Female,80,1,0,Yes,Private,Urban,210.96,31.8,never smoked,0 +55744,Male,2,0,0,No,children,Urban,76.25,20.1,Unknown,0 +28414,Male,50,0,0,Yes,Private,Urban,103.48,29.1,smokes,0 +25767,Female,30,0,0,No,Private,Urban,96.42,22.6,Unknown,0 +71319,Male,15,0,0,No,Private,Rural,78.59,25.1,Unknown,0 +70031,Female,71,1,0,Yes,Private,Rural,195.25,33.3,never smoked,0 +23604,Male,4,0,0,No,children,Rural,103.76,15.9,Unknown,0 +46576,Male,2,0,0,No,children,Rural,68.52,20.8,Unknown,0 +31293,Male,11,0,0,No,children,Urban,92.17,19.5,Unknown,0 +70610,Female,45,0,0,Yes,Private,Rural,81.02,39,never smoked,0 +6044,Male,22,0,0,No,Govt_job,Rural,94.33,23.1,never smoked,0 +62284,Male,63,0,0,Yes,Self-employed,Rural,78.43,18.8,never smoked,0 +5821,Female,50,0,0,Yes,Private,Rural,217.39,50.6,Unknown,0 +22295,Female,25,0,0,No,Private,Urban,82.77,36.3,Unknown,0 +27583,Male,49,0,0,Yes,Private,Rural,88.13,32.8,never smoked,0 +9696,Male,39,0,0,Yes,Private,Urban,102.77,35.8,smokes,0 +1164,Female,43,0,0,No,Private,Rural,101.75,26.7,smokes,0 +48781,Male,67,0,0,Yes,Private,Rural,113.34,26.3,formerly smoked,0 +50947,Male,48,0,0,Yes,Private,Urban,63.33,26.5,smokes,0 +47844,Female,38,0,0,Yes,Private,Urban,69.34,43.7,never smoked,0 +45209,Female,14,0,0,No,Private,Rural,118.81,24.7,Unknown,0 +49412,Male,63,0,0,Yes,Govt_job,Urban,66.13,46.2,never smoked,0 +43088,Male,37,0,0,No,Private,Urban,67.53,49.5,formerly smoked,0 +16355,Male,20,0,0,No,Private,Urban,96.58,43.3,never smoked,0 +43172,Female,60,0,0,Yes,Private,Urban,57.89,30.9,formerly smoked,0 +43155,Female,13,0,0,No,children,Rural,78.38,38.7,Unknown,0 +11882,Male,34,0,0,No,Private,Urban,94.15,28.6,never smoked,0 +45669,Male,22,0,0,No,Private,Urban,89.53,30.2,Unknown,0 +65339,Female,46,0,0,Yes,Private,Urban,127.75,30.5,never smoked,0 +60399,Male,53,0,0,Yes,Self-employed,Rural,76.79,33.9,Unknown,0 +59604,Female,28,0,0,Yes,Private,Rural,141.15,28.6,never smoked,0 +22488,Female,62,0,0,Yes,Govt_job,Urban,88.63,24.5,never smoked,0 +33187,Female,6,0,0,No,children,Urban,201.25,N/A,Unknown,0 +44192,Female,11,0,0,No,children,Urban,130.15,17.2,Unknown,0 +16114,Male,66,0,0,No,Private,Urban,108.03,27.2,never smoked,0 +35293,Female,80,0,0,Yes,Self-employed,Rural,104.07,19.3,formerly smoked,0 +728,Male,8,0,0,No,children,Urban,88.83,18.5,Unknown,0 +45788,Male,53,0,1,Yes,Private,Rural,197.79,32,Unknown,0 +52150,Male,63,1,1,Yes,Private,Urban,150.45,44.5,formerly smoked,0 +26172,Male,31,0,0,Yes,Private,Rural,100.39,37,never smoked,0 +67814,Male,43,0,0,Yes,Govt_job,Rural,79.92,30.8,formerly smoked,0 +12618,Male,79,0,1,Yes,Self-employed,Urban,96.79,24.7,Unknown,0 +28952,Male,8,0,0,No,children,Rural,86.84,18.3,Unknown,0 +39123,Male,38,0,0,Yes,Private,Rural,61.27,44,Unknown,0 +53967,Female,80,0,0,Yes,Self-employed,Rural,72.61,27.6,never smoked,0 +34772,Female,49,0,0,Yes,Private,Rural,82.41,45.4,smokes,0 +43124,Female,50,0,0,Yes,Govt_job,Urban,74.72,28.5,never smoked,0 +51916,Male,13,0,0,No,children,Rural,57.37,17.6,Unknown,0 +68003,Male,46,1,0,Yes,Private,Rural,73.72,N/A,smokes,0 +59157,Male,73,1,0,Yes,Private,Urban,88.34,27.5,never smoked,0 +54383,Male,60,0,0,Yes,Private,Rural,101.34,32.8,never smoked,0 +6928,Male,44,0,0,Yes,Private,Rural,119.01,29.5,never smoked,0 +321,Female,79,0,0,No,Self-employed,Rural,71.98,36.4,never smoked,0 +21857,Female,5,0,0,No,children,Urban,84.91,26.1,Unknown,0 +33526,Female,51,0,0,Yes,Self-employed,Rural,91.63,35.3,Unknown,0 +37327,Female,71,0,0,Yes,Private,Urban,214.77,N/A,Unknown,0 +55976,Male,5,0,0,No,children,Rural,145.71,18.1,Unknown,0 +56090,Female,65,0,0,Yes,Self-employed,Rural,167.31,27.1,never smoked,0 +38350,Female,81,0,0,Yes,Self-employed,Urban,63.65,23,Unknown,0 +6040,Female,46,0,0,No,Private,Rural,79.63,55,Unknown,0 +17639,Male,44,0,0,Yes,Govt_job,Rural,87.49,26.6,never smoked,0 +1678,Female,54,1,0,Yes,Private,Rural,98.74,N/A,never smoked,0 +27572,Female,25,0,0,No,Private,Rural,92.82,24.1,never smoked,0 +57668,Male,49,0,0,Yes,Govt_job,Urban,72.2,30.3,formerly smoked,0 +22001,Male,80,0,1,Yes,Govt_job,Rural,181.23,32.2,formerly smoked,0 +54184,Female,22,0,0,No,Private,Urban,63.37,26.5,never smoked,0 +27966,Female,61,0,0,Yes,Private,Urban,74.82,30.6,never smoked,0 +4702,Female,3,0,0,No,children,Rural,97.6,25.8,Unknown,0 +38123,Male,50,0,0,Yes,Private,Rural,93.04,41.9,smokes,0 +47345,Male,45,0,0,Yes,Private,Rural,97.12,29.2,never smoked,0 +17222,Male,55,1,0,Yes,Self-employed,Rural,82.81,44.3,never smoked,0 +45048,Female,21,0,0,No,Private,Urban,134.45,29.1,never smoked,0 +30084,Male,0.8,0,0,No,children,Rural,98.67,17.5,Unknown,0 +7195,Male,50,0,1,No,Private,Urban,85.82,31.9,never smoked,0 +16260,Male,73,0,1,Yes,Self-employed,Rural,189.45,32.2,never smoked,0 +52457,Female,58,0,1,Yes,Private,Rural,144.16,26,smokes,0 +50650,Male,30,0,0,No,Private,Rural,82.56,25.4,formerly smoked,0 +35913,Female,55,1,0,Yes,Private,Urban,206.4,54.8,never smoked,0 +52306,Male,57,0,0,Yes,Self-employed,Urban,67.97,27.9,never smoked,0 +132,Female,80,0,0,Yes,Govt_job,Urban,84.86,N/A,Unknown,0 +8951,Female,77,1,0,Yes,Self-employed,Urban,71.7,32.8,never smoked,0 +64752,Female,29,0,0,No,Private,Urban,72.02,34,formerly smoked,0 +51285,Female,46,0,0,Yes,Private,Urban,61.81,25.5,Unknown,0 +14349,Female,40,0,0,Yes,Private,Urban,103.09,35.6,Unknown,0 +40571,Male,29,0,0,No,Private,Urban,73.75,28.3,never smoked,0 +40624,Female,37,0,0,Yes,Private,Rural,156.7,36.9,never smoked,0 +13072,Female,35,0,0,Yes,Self-employed,Urban,70.87,22.1,formerly smoked,0 +66310,Male,54,0,0,Yes,Self-employed,Rural,138.47,31.5,never smoked,0 +58101,Female,56,0,1,Yes,Private,Rural,64.66,26.7,formerly smoked,0 +22969,Female,26,0,0,Yes,Private,Rural,91.88,24.9,formerly smoked,0 +28904,Female,75,0,0,Yes,Self-employed,Rural,74.79,32.4,never smoked,0 +6563,Female,44,0,0,No,Private,Rural,78.18,32.2,never smoked,0 +55315,Male,63,0,0,Yes,Private,Rural,77.82,30.3,Unknown,0 +47537,Female,17,0,0,No,Private,Rural,112.23,28.7,never smoked,0 +45945,Male,46,0,1,Yes,Private,Urban,178.76,24.1,never smoked,0 +65849,Female,47,0,0,Yes,Private,Rural,121.43,25.3,never smoked,0 +31125,Female,50,0,0,Yes,Private,Rural,94.22,24.8,never smoked,0 +5103,Female,49,0,0,Yes,Private,Rural,67.27,N/A,formerly smoked,0 +54526,Male,76,1,0,Yes,Self-employed,Rural,197.58,34.8,formerly smoked,0 +67309,Male,47,0,0,Yes,Private,Rural,86.37,39.2,smokes,0 +2275,Female,47,0,0,Yes,Private,Urban,112.09,24.7,smokes,0 +29869,Male,49,0,0,Yes,Private,Urban,199.96,28.6,never smoked,0 +15757,Male,71,0,0,Yes,Private,Urban,85.33,27.7,never smoked,0 +38523,Female,65,0,0,No,Self-employed,Rural,86.33,33.1,never smoked,0 +65388,Female,40,0,0,No,Private,Urban,80.47,27.3,smokes,0 +60816,Female,82,1,0,Yes,Private,Urban,62.46,20.3,formerly smoked,0 +67350,Female,64,0,0,Yes,Govt_job,Rural,78.85,33.9,never smoked,0 +40124,Male,72,0,0,Yes,Self-employed,Rural,72.09,N/A,smokes,0 +20370,Female,50,0,0,Yes,Self-employed,Rural,103.81,28.3,never smoked,0 +35188,Female,40,0,0,No,Private,Urban,78.04,32.4,smokes,0 +28716,Female,74,0,0,Yes,Self-employed,Rural,94.67,19.7,Unknown,0 +56166,Female,30,0,0,Yes,Govt_job,Rural,62.25,33.7,never smoked,0 +47159,Male,68,0,0,Yes,Private,Urban,155.17,35.5,never smoked,0 +26242,Male,6,0,0,No,children,Urban,83.28,20,Unknown,0 +36226,Male,4,0,0,No,children,Urban,132.41,16.3,Unknown,0 +47357,Female,60,0,0,Yes,Private,Rural,62.78,36.4,Unknown,0 +33167,Female,59,0,0,Yes,Private,Urban,89.96,28.1,Unknown,0 +21042,Female,72,0,0,Yes,Self-employed,Rural,103.25,26.9,formerly smoked,0 +71062,Female,62,0,0,Yes,Private,Rural,126.99,29.4,formerly smoked,0 +32723,Female,13,0,0,No,children,Rural,102.27,17.2,never smoked,0 +49646,Male,72,0,1,Yes,Self-employed,Rural,113.63,26.5,Unknown,0 +35737,Male,1.08,0,0,No,children,Urban,86.09,19.5,Unknown,0 +24256,Male,35,0,0,Yes,Private,Rural,108.08,30.6,formerly smoked,0 +62340,Male,54,0,0,Yes,Private,Urban,108.34,31.9,never smoked,0 +39927,Male,40,0,0,Yes,Private,Rural,56.07,26.6,never smoked,0 +30677,Female,3,0,0,No,children,Urban,82.91,19.9,Unknown,0 +50453,Male,2,0,0,No,children,Urban,94.75,18,Unknown,0 +17398,Male,41,0,0,Yes,Private,Rural,101.79,26.7,Unknown,0 +20938,Female,61,0,0,Yes,Private,Rural,88.41,25.3,formerly smoked,0 +21850,Male,58,0,0,Yes,Govt_job,Urban,101.05,31.4,Unknown,0 +14241,Male,17,0,0,No,Private,Urban,85.07,21.1,never smoked,0 +43905,Female,64,0,0,No,Govt_job,Rural,108.1,17.9,never smoked,0 +40144,Female,32,0,0,No,Self-employed,Rural,93.17,27.5,smokes,0 +7806,Female,42,0,0,Yes,Private,Urban,158.89,37.6,smokes,0 +63984,Male,39,0,0,Yes,Private,Rural,205.77,24.1,never smoked,0 +13504,Female,10,0,0,No,children,Urban,112.34,18.1,Unknown,0 +62272,Female,78,0,0,Yes,Private,Urban,119.03,31,never smoked,0 +5878,Female,68,0,0,Yes,Private,Urban,237.21,26.6,smokes,0 +62767,Female,24,0,0,Yes,Private,Urban,89.68,38.7,never smoked,0 +239,Male,59,1,1,Yes,Private,Rural,246.53,27.2,formerly smoked,0 +3184,Female,45,0,0,Yes,Private,Urban,89.05,27.8,formerly smoked,0 +51959,Male,12,0,0,No,children,Rural,81.74,28.3,Unknown,0 +2092,Female,37,0,0,Yes,Private,Rural,98.12,27.5,never smoked,0 +69239,Female,43,0,0,Yes,Self-employed,Rural,105.59,43.3,smokes,0 +68235,Male,12,0,0,No,children,Rural,86,20.1,formerly smoked,0 +3956,Male,13,0,0,No,children,Urban,65.51,25.9,Unknown,0 +42703,Male,74,0,0,Yes,Self-employed,Urban,61.78,25.8,Unknown,0 +34436,Female,2,0,0,No,children,Rural,109.56,16.4,Unknown,0 +39258,Female,59,0,0,Yes,Self-employed,Urban,65.82,29.4,never smoked,0 +40513,Female,21,0,0,No,Private,Urban,90.16,28.9,smokes,0 +48648,Female,55,0,0,Yes,Private,Urban,64.45,26.7,never smoked,0 +48836,Female,14,0,0,No,children,Urban,91.85,27.8,never smoked,0 +71444,Female,53,0,0,Yes,Private,Rural,97.89,38.7,formerly smoked,0 +33983,Male,75,0,0,Yes,Govt_job,Rural,206.33,26.8,never smoked,0 +35372,Male,37,0,0,Yes,Govt_job,Rural,74.29,36.1,never smoked,0 +31849,Female,49,0,0,Yes,Private,Rural,107.4,26.7,smokes,0 +2772,Male,55,0,0,Yes,Private,Urban,87.72,27,Unknown,0 +11148,Male,57,0,0,Yes,Private,Rural,85.99,21.2,Unknown,0 +62387,Female,45,0,0,Yes,Private,Urban,100.84,21,never smoked,0 +50775,Male,46,0,0,No,Private,Urban,124.61,37.4,Unknown,0 +3807,Female,12,0,0,No,children,Urban,86.55,26.5,Unknown,0 +51339,Male,12,0,0,No,children,Rural,90.42,28.9,Unknown,0 +69259,Female,77,0,0,Yes,Private,Rural,100.85,29.5,smokes,0 +32826,Male,6,0,0,No,children,Urban,87.74,17.7,Unknown,0 +12414,Male,76,1,0,Yes,Private,Rural,80.15,34.9,formerly smoked,0 +21381,Female,52,0,0,Yes,Private,Urban,107.29,28.1,never smoked,0 +29375,Male,62,0,0,Yes,Private,Urban,206.98,36.8,smokes,0 +62452,Male,82,1,0,Yes,Private,Rural,227.28,33.3,never smoked,0 +68650,Male,69,0,1,Yes,Private,Rural,80.43,29.2,Unknown,0 +47622,Male,78,0,1,Yes,Self-employed,Urban,228.7,34,Unknown,0 +57124,Male,37,0,0,Yes,Private,Urban,120.07,33.9,smokes,0 +19382,Female,50,0,0,Yes,Private,Rural,93.47,28.7,never smoked,0 +44179,Female,41,0,0,Yes,Private,Urban,80.77,21.1,never smoked,0 +50098,Male,54,0,0,Yes,Private,Rural,150.27,38.2,smokes,0 +24674,Male,43,0,0,Yes,Private,Urban,81.94,27.7,smokes,0 +72361,Female,37,0,0,Yes,Private,Urban,70.75,35.8,Unknown,0 +14563,Male,9,0,0,No,children,Urban,83.83,27.1,Unknown,0 +40237,Female,11,0,0,No,children,Urban,73.66,20.5,never smoked,0 +36523,Male,56,1,0,Yes,Private,Urban,102.37,35.6,never smoked,0 +65970,Female,5,0,0,No,children,Rural,77.83,15.6,Unknown,0 +1577,Female,17,0,0,No,Private,Urban,70.01,43,Unknown,0 +51109,Female,6,0,0,No,children,Rural,119.88,17.8,Unknown,0 +5984,Male,25,0,0,Yes,Private,Rural,78.29,N/A,smokes,0 +46373,Female,57,0,0,Yes,Private,Rural,169.97,25.8,never smoked,0 +13062,Male,18,0,0,No,Private,Rural,123.79,20.5,Unknown,0 +47770,Male,2,0,0,No,children,Urban,80.98,19.9,Unknown,0 +32459,Female,76,0,0,Yes,Govt_job,Rural,84.21,24.4,never smoked,0 +12687,Male,1,0,0,No,children,Urban,101.31,18.3,Unknown,0 +7725,Male,54,0,0,Yes,Private,Urban,86.26,35.1,formerly smoked,0 +67217,Female,45,0,0,Yes,Private,Urban,92.86,35.1,formerly smoked,0 +49976,Female,54,0,1,Yes,Private,Urban,140.28,37.1,formerly smoked,0 +71318,Male,67,0,0,Yes,Govt_job,Rural,244.28,29.4,formerly smoked,0 +42201,Male,53,0,0,Yes,Private,Urban,124.16,31.7,never smoked,0 +11232,Male,47,0,0,Yes,Private,Rural,93.55,31.4,never smoked,0 +14709,Male,44,0,0,Yes,Private,Urban,99.34,33.1,never smoked,0 +57137,Male,65,0,0,Yes,Private,Urban,59.87,28.5,smokes,0 +36858,Female,40,0,0,Yes,Private,Rural,72.76,24,formerly smoked,0 +50373,Female,3,0,0,No,children,Rural,68.34,18,Unknown,0 +51124,Male,81,0,0,Yes,Self-employed,Urban,61.1,27.6,smokes,0 +13191,Female,24,0,0,No,Private,Rural,120.77,16.9,never smoked,0 +47330,Male,9,0,0,No,children,Rural,60.39,16.4,Unknown,0 +42191,Female,52,0,0,Yes,Govt_job,Urban,126.34,35.1,never smoked,0 +35332,Female,63,0,0,Yes,Private,Rural,93.24,28.8,never smoked,0 +49341,Female,78,0,0,Yes,Private,Rural,154.75,17.6,never smoked,0 +64750,Female,22,0,0,No,Private,Rural,62.81,21.3,never smoked,0 +70259,Female,2,0,0,No,children,Rural,65.96,19.7,Unknown,0 +36960,Female,79,0,0,Yes,Private,Rural,79.53,37.3,never smoked,0 +12992,Female,49,0,0,Yes,Private,Rural,96.85,35.5,never smoked,0 +4692,Female,74,0,0,Yes,Govt_job,Urban,251.99,25.5,never smoked,0 +62460,Male,62,0,0,Yes,Private,Rural,115.13,30,smokes,0 +72132,Male,16,0,0,No,children,Urban,102.3,21.9,Unknown,0 +41402,Male,62,0,0,Yes,Self-employed,Urban,78.99,45.5,never smoked,0 +40253,Male,27,0,0,No,Private,Rural,191.79,N/A,smokes,0 +63577,Female,50,1,0,Yes,Self-employed,Rural,68.8,34.9,never smoked,0 +11726,Female,49,0,0,Yes,Govt_job,Rural,83.84,19.3,formerly smoked,0 +13736,Male,24,0,0,Yes,Private,Urban,94.66,32.1,formerly smoked,0 +43913,Female,21,0,0,No,Private,Rural,107.98,26.9,never smoked,0 +41870,Male,17,0,0,No,Never_worked,Rural,61.01,32.5,Unknown,0 +37907,Female,22,0,0,No,Private,Urban,135.64,19.5,never smoked,0 +15987,Male,13,0,0,No,children,Urban,92.65,31.7,never smoked,0 +57166,Female,21,0,0,No,Private,Rural,121.11,21,Unknown,0 +44950,Male,51,1,0,Yes,Private,Rural,163.56,N/A,formerly smoked,0 +47627,Male,8,0,0,No,children,Urban,107.69,20.3,Unknown,0 +42460,Male,48,0,0,Yes,Self-employed,Rural,216.88,N/A,smokes,0 +8723,Female,16,0,0,No,Private,Rural,70.15,21.5,Unknown,0 +52559,Male,18,0,0,No,Private,Urban,83.02,40.4,Unknown,0 +937,Male,7,0,0,No,children,Urban,87.94,N/A,Unknown,0 +41271,Male,68,1,0,Yes,Govt_job,Urban,222.29,30.1,never smoked,0 +66893,Male,49,1,0,Yes,Govt_job,Urban,139.43,40.2,formerly smoked,0 +21491,Female,80,0,0,Yes,Private,Urban,213.11,34.7,never smoked,0 +51806,Male,31,0,0,Yes,Private,Rural,77.23,25.9,smokes,0 +59412,Female,25,0,0,Yes,Private,Urban,58.48,23.7,never smoked,0 +742,Female,39,0,0,No,Govt_job,Rural,87.33,34.3,never smoked,0 +42902,Male,35,0,0,Yes,Private,Rural,102.34,34.3,never smoked,0 +43059,Female,71,0,0,Yes,Self-employed,Rural,151.3,26.3,never smoked,0 +61512,Female,71,0,0,Yes,Self-employed,Urban,144.23,22.1,formerly smoked,0 +10943,Female,40,0,0,Yes,Govt_job,Rural,110.6,33.3,formerly smoked,0 +11447,Female,41,0,0,Yes,Govt_job,Urban,80.28,37.3,never smoked,0 +29233,Male,2,0,0,No,children,Rural,111.02,20.5,Unknown,0 +17762,Female,3,0,0,No,children,Rural,114.88,19.1,Unknown,0 +46284,Male,53,1,0,Yes,Self-employed,Urban,227.51,34.7,formerly smoked,0 +1405,Male,1.88,0,0,No,children,Urban,111.65,16.3,Unknown,0 +38493,Male,60,1,1,Yes,Private,Urban,201.01,28,never smoked,0 +57953,Female,5,0,0,No,children,Urban,129.01,17.2,Unknown,0 +30746,Female,30,0,0,Yes,Private,Rural,124.08,41.1,Unknown,0 +16949,Female,49,1,0,Yes,Govt_job,Rural,107.91,25,Unknown,0 +45297,Male,68,1,0,Yes,Private,Rural,95.4,27.5,never smoked,0 +40251,Female,23,0,0,No,Private,Rural,65.9,21.5,never smoked,0 +27013,Male,2,0,0,No,children,Urban,78.98,15.1,Unknown,0 +7586,Male,24,0,0,No,Self-employed,Rural,111.33,29.6,formerly smoked,0 +26452,Female,41,0,0,Yes,Private,Rural,104.36,30.2,never smoked,0 +16378,Female,63,0,0,Yes,Govt_job,Urban,123.87,34.9,Unknown,0 +5137,Male,64,0,0,Yes,Self-employed,Rural,210,30.7,formerly smoked,0 +4559,Male,38,0,0,No,Private,Rural,86.86,36.5,Unknown,0 +45357,Female,1.24,0,0,No,children,Rural,113.96,21.5,Unknown,0 +45257,Female,38,0,0,Yes,Private,Rural,81.28,33.2,smokes,0 +34386,Female,43,0,0,Yes,Private,Rural,102.5,50.2,never smoked,0 +15219,Female,27,0,0,No,Private,Rural,78.05,22.3,never smoked,0 +39202,Female,61,1,1,Yes,Private,Urban,237.58,N/A,formerly smoked,0 +9076,Male,42,0,0,Yes,Self-employed,Urban,86.07,27.3,Unknown,0 +72824,Male,46,0,0,Yes,Private,Rural,59.05,28.3,formerly smoked,0 +64132,Male,67,0,1,Yes,Self-employed,Rural,95.88,31.9,Unknown,0 +52987,Female,34,0,0,Yes,Govt_job,Rural,70.18,24.9,Unknown,0 +17827,Male,51,0,0,Yes,Private,Rural,111.13,32.7,formerly smoked,0 +29378,Female,77,0,0,Yes,Private,Urban,79.3,26.4,Unknown,0 +29327,Female,30,0,0,No,Self-employed,Urban,65.84,24.8,smokes,0 +48609,Female,81,0,1,Yes,Private,Rural,123.49,30.7,smokes,0 +4833,Female,12,0,0,No,children,Rural,207.45,25.4,smokes,0 +8085,Male,18,0,0,No,Private,Rural,143.45,32,smokes,0 +41820,Female,35,0,0,Yes,Govt_job,Rural,89.11,24.4,never smoked,0 +72474,Female,82,0,0,Yes,Govt_job,Rural,58.3,20.4,never smoked,0 +32094,Male,53,1,0,Yes,Self-employed,Urban,78.68,29.5,never smoked,0 +66818,Male,75,0,0,Yes,Govt_job,Urban,98.91,24.4,never smoked,0 +49057,Female,32,0,0,No,Private,Rural,67.92,22.8,smokes,0 +18070,Female,27,0,0,No,Private,Rural,73,20,never smoked,0 +17860,Male,56,0,0,Yes,Private,Rural,97.5,36.3,formerly smoked,0 +17078,Male,71,0,0,Yes,Private,Urban,108.43,32.8,smokes,0 +23836,Male,78,0,0,Yes,Private,Urban,90.43,34.4,formerly smoked,0 +5296,Female,44,0,0,No,Private,Urban,76.3,30.5,never smoked,0 +48184,Male,62,0,0,Yes,Private,Rural,121.27,29.7,smokes,0 +9511,Male,27,0,0,No,Private,Urban,119.67,36.9,Unknown,0 +19389,Female,42,0,1,Yes,Govt_job,Urban,226.93,34.2,smokes,0 +25559,Female,66,0,1,Yes,Govt_job,Rural,76.11,37,Unknown,0 +11770,Female,25,0,0,Yes,Govt_job,Urban,93.23,N/A,smokes,0 +34496,Female,82,0,0,Yes,Private,Urban,253.16,47.5,Unknown,0 +8096,Female,49,0,0,Yes,Private,Urban,101.02,24.2,smokes,0 +49709,Female,77,1,0,Yes,Self-employed,Rural,238.53,30.6,never smoked,0 +19735,Female,59,0,0,Yes,Private,Rural,79.18,52.8,formerly smoked,0 +31415,Female,54,0,0,Yes,Private,Urban,207.79,38.6,never smoked,0 +71322,Female,38,0,0,Yes,Private,Rural,196.2,32.8,never smoked,0 +72337,Female,55,0,0,Yes,Private,Urban,231.76,42.9,never smoked,0 +25454,Female,13,0,0,No,children,Rural,93.3,25.9,Unknown,0 +15310,Female,45,0,0,Yes,Private,Urban,110.47,24.7,smokes,0 +10245,Female,54,0,0,Yes,Self-employed,Rural,77.52,35.8,never smoked,0 +29224,Male,30,0,0,Yes,Private,Urban,91.23,N/A,smokes,0 +7550,Female,51,0,0,Yes,Private,Rural,216.92,31.2,Unknown,0 +57917,Female,47,0,0,Yes,Private,Urban,157.01,26.1,smokes,0 +24219,Male,25,0,0,Yes,Private,Urban,93.51,30.8,never smoked,0 +49023,Male,61,1,0,Yes,Self-employed,Rural,102.54,40.5,never smoked,0 +51020,Female,55,0,0,Yes,Private,Rural,87.78,25.2,formerly smoked,0 +52089,Female,23,0,0,No,Private,Urban,126.67,28.7,smokes,0 +29095,Male,71,1,0,Yes,Self-employed,Rural,93.6,N/A,never smoked,0 +41424,Male,59,0,1,Yes,Self-employed,Rural,194.98,30.4,Unknown,0 +7297,Male,4,0,0,No,children,Rural,99.96,15.2,Unknown,0 +68994,Male,65,0,0,Yes,Private,Urban,58.87,36.6,never smoked,0 +25935,Female,50,0,0,No,Self-employed,Urban,77.67,34.5,Unknown,0 +29910,Male,42,0,0,Yes,Private,Urban,83.14,23.7,never smoked,0 +24567,Male,51,0,0,Yes,Self-employed,Urban,69.18,35.7,smokes,0 +54858,Male,66,0,0,Yes,Govt_job,Rural,218.54,38.9,smokes,0 +36679,Female,22,1,0,No,Private,Urban,71.22,40,never smoked,0 +59339,Male,5,0,0,No,children,Urban,82.41,18.4,Unknown,0 +18754,Male,19,0,0,No,Self-employed,Rural,82.07,29,never smoked,0 +34312,Female,47,0,0,Yes,Self-employed,Urban,73,20.6,never smoked,0 +57798,Male,12,0,0,No,children,Rural,127.25,28.2,Unknown,0 +37759,Female,53,0,0,Yes,Private,Rural,72.63,66.8,Unknown,0 +11605,Female,26,0,0,No,Private,Rural,108.2,26.2,never smoked,0 +47558,Male,62,1,1,Yes,Private,Urban,123.95,34.8,formerly smoked,0 +54264,Female,81,1,0,Yes,Private,Urban,58.71,34.5,never smoked,0 +47893,Male,63,0,0,Yes,Private,Rural,98.46,30.6,never smoked,0 +3178,Female,25,0,0,Yes,Private,Rural,68.78,55.1,formerly smoked,0 +61924,Male,8,0,0,No,children,Rural,133.63,18.8,Unknown,0 +18141,Male,76,0,1,Yes,Self-employed,Rural,101.43,29.1,Unknown,0 +58015,Female,44,0,0,No,Private,Rural,65.3,22.1,smokes,0 +354,Female,65,0,0,Yes,Private,Urban,72.49,28.9,smokes,0 +5777,Female,54,0,0,Yes,Private,Urban,65.49,34.7,Unknown,0 +43271,Female,24,0,0,No,Govt_job,Urban,63.4,20.3,smokes,0 +46210,Female,65,0,0,Yes,Self-employed,Rural,105.29,25.1,formerly smoked,0 +39714,Male,12,0,0,No,children,Urban,64.08,18.2,Unknown,0 +21785,Female,33,0,0,No,Private,Urban,78.34,25.5,never smoked,0 +36620,Female,74,0,0,Yes,Private,Rural,66.32,34.4,formerly smoked,0 +49495,Female,18,0,0,No,Private,Rural,168.15,48.5,never smoked,0 +21720,Female,77,0,0,Yes,Private,Rural,93.48,25.2,formerly smoked,0 +6304,Male,48,1,0,Yes,Self-employed,Urban,79.2,32.5,never smoked,0 +18887,Male,52,0,0,Yes,Private,Rural,107.45,42.1,formerly smoked,0 +30214,Male,23,0,0,No,Private,Rural,83.86,19.5,never smoked,0 +66419,Male,25,0,0,Yes,Private,Rural,119.96,27.7,never smoked,0 +57468,Female,44,0,0,Yes,Private,Rural,70.58,25.1,never smoked,0 +24218,Female,78,0,0,No,Private,Rural,87.7,29.6,never smoked,0 +69792,Female,37,0,0,Yes,Govt_job,Urban,65.29,32.9,never smoked,0 +6372,Female,32,0,0,Yes,Private,Urban,97.14,55.9,never smoked,0 +34664,Male,67,0,0,Yes,Private,Urban,110.68,25.1,formerly smoked,0 +40931,Female,41,0,0,Yes,Govt_job,Urban,91.93,24.7,smokes,0 +28559,Male,2,0,0,No,children,Urban,88.54,17.5,Unknown,0 +15166,Female,75,1,0,Yes,Private,Urban,183,20.8,Unknown,0 +49815,Female,17,0,0,No,Govt_job,Rural,115.93,23.3,never smoked,0 +1625,Female,13,0,0,No,children,Urban,99.13,22.8,Unknown,0 +56309,Female,25,0,0,Yes,Private,Rural,69.24,26.6,never smoked,0 +30116,Female,57,0,0,Yes,Private,Rural,102.28,25.5,never smoked,0 +52034,Male,31,0,0,Yes,Private,Urban,71.31,25.8,never smoked,0 +35584,Male,61,0,0,Yes,Private,Rural,89.75,25.4,never smoked,0 +2898,Male,46,0,0,Yes,Private,Urban,87.66,57.3,never smoked,0 +16593,Male,47,0,0,No,Private,Rural,237.17,N/A,Unknown,0 +17175,Female,15,0,0,No,children,Urban,81.11,20.2,Unknown,0 +63663,Male,47,0,0,Yes,Private,Urban,178.33,27.7,never smoked,0 +10603,Female,68,0,0,Yes,Private,Rural,81.38,23.1,Unknown,0 +40544,Male,0.4,0,0,No,children,Urban,109.56,14.3,Unknown,0 +49152,Female,40,0,0,No,Private,Rural,70.45,23.3,smokes,0 +1231,Female,62,0,0,Yes,Govt_job,Rural,73.44,23.4,Unknown,0 +43672,Female,45,0,0,Yes,Private,Urban,146.44,22.8,formerly smoked,0 +25107,Female,47,0,0,Yes,Private,Urban,65.04,30.9,never smoked,0 +39286,Female,35,0,0,Yes,Self-employed,Rural,151.25,28.4,Unknown,0 +32766,Male,51,0,0,No,Private,Rural,106.41,41.9,smokes,0 +15988,Male,60,1,0,Yes,Private,Urban,197.09,34.3,Unknown,0 +9011,Male,59,0,0,Yes,Private,Urban,93.58,25.1,smokes,0 +38043,Female,1.24,0,0,No,children,Rural,122.04,10.3,Unknown,0 +71721,Female,18,0,0,No,Private,Rural,80.06,31.8,Unknown,0 +14832,Female,81,0,1,Yes,Private,Urban,84.93,31.8,Unknown,0 +38094,Male,15,0,0,No,Self-employed,Urban,68.4,23,never smoked,0 +49789,Female,73,0,0,No,Govt_job,Urban,62.99,25.4,formerly smoked,0 +47350,Female,0.08,0,0,No,children,Urban,139.67,14.1,Unknown,0 +33525,Male,53,0,0,Yes,Govt_job,Urban,113.4,35.1,smokes,0 +12318,Male,45,0,0,Yes,Self-employed,Urban,101.92,26.9,Unknown,0 +54553,Male,70,1,0,Yes,Private,Urban,65.98,33,formerly smoked,0 +45976,Male,56,0,0,Yes,Private,Urban,84.3,22.1,Unknown,0 +43675,Female,7,0,0,No,children,Urban,61.42,20.8,Unknown,0 +12915,Female,66,0,0,Yes,Govt_job,Rural,85.52,30,never smoked,0 +4542,Female,53,0,0,Yes,Govt_job,Urban,83.79,44,Unknown,0 +65801,Female,20,0,0,No,Private,Urban,73.83,16.6,Unknown,0 +59953,Female,15,0,0,No,Private,Rural,69.38,28.4,never smoked,0 +60973,Male,51,0,0,Yes,Private,Urban,66.11,26.3,never smoked,0 +68739,Male,34,0,0,Yes,Private,Urban,149.62,39.4,formerly smoked,0 +35829,Female,33,0,0,Yes,Private,Urban,242.84,15.7,smokes,0 +53909,Female,53,1,0,Yes,Private,Urban,202.66,34.1,smokes,0 +5799,Male,69,0,1,Yes,Private,Rural,216.9,29.8,formerly smoked,0 +43772,Female,28,0,0,No,Private,Urban,103.78,23.6,Unknown,0 +3154,Female,81,0,0,Yes,Self-employed,Rural,114.88,18.3,formerly smoked,0 +45754,Female,20,0,0,No,Private,Urban,75.94,28.3,never smoked,0 +57485,Female,1.48,0,0,No,children,Rural,55.51,18.5,Unknown,0 +6128,Male,2,0,0,No,children,Rural,93.74,18.4,Unknown,0 +22623,Male,77,0,0,Yes,Private,Urban,71.44,24.1,smokes,0 +37082,Female,38,0,0,Yes,Govt_job,Urban,58.29,25.5,formerly smoked,0 +64541,Male,23,0,0,Yes,Private,Urban,115.83,25.3,never smoked,0 +47037,Female,67,0,0,Yes,Private,Urban,102.71,39.9,formerly smoked,0 +48614,Male,59,0,0,Yes,Govt_job,Urban,99.69,28.8,smokes,0 +15969,Female,41,0,0,Yes,Self-employed,Rural,102.89,37.2,formerly smoked,0 +17752,Male,76,0,1,Yes,Private,Urban,79.05,N/A,Unknown,0 +50889,Female,21,0,0,No,Govt_job,Rural,56.63,49.8,never smoked,0 +56459,Male,41,0,0,Yes,Private,Rural,87.34,34.3,formerly smoked,0 +34163,Male,54,0,0,Yes,Private,Rural,109.51,29,never smoked,0 +4538,Female,29,0,0,No,Private,Urban,81.43,N/A,formerly smoked,0 +14222,Female,25,0,0,No,Private,Urban,78.59,37.2,never smoked,0 +31461,Female,48,0,1,Yes,Self-employed,Urban,101.22,N/A,formerly smoked,0 +34001,Female,6,0,0,No,children,Urban,78.26,19.4,Unknown,0 +48964,Male,21,0,0,No,Private,Rural,105.47,26.2,never smoked,0 +40393,Female,32,0,0,No,Private,Urban,68.19,21.1,never smoked,0 +16488,Female,57,1,0,Yes,Private,Urban,210,N/A,never smoked,0 +47947,Female,64,0,0,Yes,Self-employed,Rural,114.47,31.6,smokes,0 +51149,Male,70,0,0,Yes,Private,Urban,66.85,29.3,Unknown,0 +17079,Male,44,0,0,Yes,Private,Rural,94.71,28.4,smokes,0 +44781,Female,60,0,1,Yes,Private,Urban,208.05,35.3,smokes,0 +29385,Female,56,0,0,Yes,Private,Rural,222.6,40.1,smokes,0 +53610,Male,53,0,0,Yes,Private,Urban,80.81,39,formerly smoked,0 +48210,Male,59,0,0,Yes,Private,Rural,64.51,31.5,never smoked,0 +48072,Female,53,1,0,Yes,Private,Urban,151.56,28.5,Unknown,0 +32776,Male,63,0,0,Yes,Private,Urban,199.14,28.5,never smoked,0 +8960,Female,42,0,0,No,Self-employed,Rural,73.41,56,smokes,0 +63491,Female,63,0,0,Yes,Private,Urban,109.65,28.6,formerly smoked,0 +51883,Female,52,0,0,Yes,Govt_job,Rural,69.11,35.2,never smoked,0 +20460,Female,62,0,0,Yes,Private,Urban,114.41,32.5,never smoked,0 +47181,Female,68,0,0,Yes,Private,Urban,103.46,35.9,never smoked,0 +35432,Female,36,0,0,Yes,Private,Rural,95.36,25.1,never smoked,0 +44010,Female,3,0,0,No,children,Urban,57.33,16.8,Unknown,0 +50841,Female,40,0,0,Yes,Private,Rural,191.48,27.9,smokes,0 +71044,Female,8,0,0,No,children,Rural,71.63,16.3,Unknown,0 +1842,Male,58,0,0,Yes,Private,Urban,94,N/A,Unknown,0 +34720,Male,45,0,1,Yes,Private,Rural,93.77,N/A,Unknown,0 +9489,Female,65,0,0,Yes,Private,Urban,84.75,21.4,Unknown,0 +28725,Female,28,0,0,No,Private,Rural,89.24,32.7,formerly smoked,0 +30290,Female,40,0,0,Yes,Private,Urban,70.13,23.6,never smoked,0 +13723,Female,65,0,0,Yes,Private,Urban,82.26,19.8,formerly smoked,0 +26328,Male,58,1,0,Yes,Private,Urban,200.16,33.1,never smoked,0 +60104,Male,44,0,0,Yes,Private,Urban,80.73,28.1,smokes,0 +48722,Female,54,0,0,Yes,Private,Urban,75.09,38.9,formerly smoked,0 +14481,Female,79,0,0,Yes,Self-employed,Urban,80.57,23.8,never smoked,0 +67963,Female,62,1,0,No,Private,Rural,77.04,33.8,formerly smoked,0 +70752,Male,37,0,0,Yes,Private,Urban,145.26,26.7,Unknown,0 +52419,Male,66,0,0,Yes,Private,Urban,190.4,N/A,formerly smoked,0 +14711,Male,63,0,0,Yes,Self-employed,Urban,82.08,32.2,formerly smoked,0 +26366,Female,27,0,0,No,Private,Rural,103.35,28.1,formerly smoked,0 +12436,Male,6,0,0,No,children,Urban,97.46,21.3,Unknown,0 +36722,Female,30,0,0,Yes,Private,Urban,123.65,44,smokes,0 +37698,Female,15,0,0,No,children,Urban,87.96,21.5,formerly smoked,0 +55235,Female,50,0,0,Yes,Self-employed,Urban,85.92,37.3,smokes,0 +20468,Female,32,0,0,Yes,Private,Urban,80.8,44.8,never smoked,0 +14677,Female,33,0,0,Yes,Self-employed,Rural,99.3,21.4,never smoked,0 +44171,Male,62,0,0,Yes,Private,Rural,62.56,32.3,never smoked,0 +70344,Male,82,0,0,Yes,Private,Urban,144.2,35.4,smokes,0 +8470,Female,71,0,0,Yes,Private,Urban,71.38,19.7,never smoked,0 +42743,Female,20,0,0,No,Private,Urban,95.5,31.3,Unknown,0 +13949,Female,44,0,0,Yes,Govt_job,Urban,67.06,35.5,never smoked,0 +61096,Male,57,0,0,Yes,Private,Rural,70.16,25.8,formerly smoked,0 +19239,Female,50,0,0,Yes,Govt_job,Urban,104.24,32.8,Unknown,0 +70447,Male,50,0,0,Yes,Private,Rural,122.48,35.9,smokes,0 +6879,Female,44,0,0,No,Govt_job,Urban,215.9,41.8,smokes,0 +37451,Female,47,0,0,Yes,Govt_job,Rural,108.56,27.3,formerly smoked,0 +5686,Male,35,0,0,Yes,Private,Urban,69.88,27.7,Unknown,0 +4789,Male,8,0,0,No,children,Rural,91.54,13.4,Unknown,0 +897,Male,3,0,0,No,children,Rural,65.85,17,Unknown,0 +69553,Female,29,0,0,Yes,Private,Rural,60.74,20,never smoked,0 +58438,Male,36,0,0,No,Private,Rural,233.52,40.9,never smoked,0 +29104,Female,19,0,0,No,Private,Urban,110.7,38.5,never smoked,0 +26862,Female,41,0,0,Yes,Govt_job,Rural,78.93,30.9,formerly smoked,0 +38036,Female,23,0,0,No,Private,Urban,124.5,33.4,Unknown,0 +36666,Male,14,0,0,No,children,Urban,57.95,17.1,Unknown,0 +16316,Male,35,0,0,Yes,Private,Rural,92.82,28.6,Unknown,0 +61365,Male,45,0,0,Yes,Private,Rural,58.25,24,smokes,0 +12512,Female,52,1,0,Yes,Private,Rural,213.54,32,never smoked,0 +31835,Male,19,0,0,No,Private,Urban,74.86,28.4,never smoked,0 +4099,Female,21,0,0,No,Private,Urban,78.35,20.3,Unknown,0 +26893,Male,8,0,0,No,children,Urban,101.26,33.8,Unknown,0 +35143,Female,35,0,0,Yes,Private,Urban,86.87,43.2,Unknown,0 +1486,Female,33,0,0,Yes,Private,Rural,124.01,22.7,Unknown,0 +5043,Female,53,0,0,Yes,Private,Urban,83.41,29.9,never smoked,0 +2513,Male,59,0,1,Yes,Govt_job,Urban,188.69,N/A,formerly smoked,0 +5451,Male,34,0,0,Yes,Private,Rural,86.51,N/A,formerly smoked,0 +3640,Female,31,0,0,No,Self-employed,Rural,70.65,29.9,Unknown,0 +17835,Female,43,0,0,No,Self-employed,Rural,92.4,22.7,Unknown,0 +26826,Female,61,0,0,Yes,Self-employed,Urban,73.36,16.1,never smoked,0 +45713,Female,57,0,0,Yes,Govt_job,Urban,219.5,33.8,formerly smoked,0 +37660,Male,11,0,0,No,children,Rural,105.73,22.6,never smoked,0 +24782,Male,36,0,0,Yes,Private,Rural,83.79,25.5,smokes,0 +63416,Female,16,0,0,No,Private,Urban,58.02,22.5,Unknown,0 +16953,Female,60,0,0,Yes,Govt_job,Rural,61.94,27.9,formerly smoked,0 +42082,Male,13,0,0,No,children,Rural,99.71,23.5,Unknown,0 +51660,Female,69,0,0,Yes,Self-employed,Rural,63.19,32.2,never smoked,0 +27135,Male,69,1,0,Yes,Private,Rural,107.11,N/A,smokes,0 +54058,Female,22,0,0,No,Private,Urban,56.84,29.9,smokes,0 +24272,Male,63,0,0,Yes,Govt_job,Rural,217.66,28.7,formerly smoked,0 +16028,Female,45,0,0,Yes,Private,Rural,77.19,37.2,smokes,0 +49645,Male,58,0,0,No,Private,Rural,76.22,22.2,formerly smoked,0 +54347,Male,61,0,0,Yes,Self-employed,Rural,155.32,26.6,formerly smoked,0 +4861,Female,30,0,0,Yes,Private,Urban,70.67,24.6,smokes,0 +54353,Female,78,1,1,Yes,Private,Urban,227.16,41.7,never smoked,0 +71016,Female,68,0,0,Yes,Private,Rural,58.69,26.2,formerly smoked,0 +33768,Female,16,0,0,No,Self-employed,Urban,88.85,27.1,Unknown,0 +62681,Female,38,1,0,Yes,Private,Urban,137.94,41.8,never smoked,0 +41007,Female,39,0,0,Yes,Private,Urban,60.6,34.2,never smoked,0 +35450,Female,51,0,0,Yes,Private,Rural,93.67,19.2,never smoked,0 +62793,Male,37,0,0,Yes,Private,Urban,79.56,25.2,never smoked,0 +66592,Male,16,0,0,No,Private,Rural,122.46,18.7,never smoked,0 +33462,Male,39,0,0,Yes,Private,Urban,92.32,43,never smoked,0 +29804,Male,24,1,0,Yes,Private,Rural,80.63,28.2,smokes,0 +33906,Male,51,0,0,Yes,Govt_job,Urban,92.32,34.7,smokes,0 +43510,Female,50,1,0,Yes,Govt_job,Urban,59.89,25.5,never smoked,0 +21202,Female,27,0,0,Yes,Private,Urban,80.57,39.8,smokes,0 +7222,Female,73,0,0,Yes,Self-employed,Urban,88.52,20.8,formerly smoked,0 +13561,Female,65,0,0,Yes,Private,Urban,88.82,28.2,formerly smoked,0 +29179,Female,76,1,1,Yes,Private,Rural,102.08,31,smokes,0 +5511,Male,66,0,0,Yes,Self-employed,Urban,71.38,N/A,formerly smoked,0 +20825,Female,53,0,0,Yes,Govt_job,Rural,84.9,21.6,never smoked,0 +67144,Female,65,0,0,Yes,Self-employed,Urban,82.21,26.2,Unknown,0 +15515,Female,48,0,0,Yes,Self-employed,Rural,209.9,N/A,smokes,0 +3753,Male,31,0,0,Yes,Private,Urban,74.05,26,Unknown,0 +27279,Male,1.72,0,0,No,children,Urban,90.46,22.5,Unknown,0 +48759,Female,45,0,0,Yes,Private,Rural,176.48,24,formerly smoked,0 +69524,Male,56,0,0,Yes,Self-employed,Urban,94.07,31.5,never smoked,0 +28443,Male,62,0,0,Yes,Self-employed,Urban,85.12,36.3,formerly smoked,0 +38578,Female,35,0,0,No,Private,Urban,71.81,25.4,Unknown,0 +66502,Male,16,0,0,No,Private,Rural,111.93,32.2,never smoked,0 +50978,Female,31,0,0,Yes,Govt_job,Urban,94.4,39.8,Unknown,0 +9034,Male,5,0,0,No,children,Urban,70,18.6,Unknown,0 +16582,Male,26,0,0,Yes,Private,Rural,95.57,30.7,smokes,0 +28500,Male,10,0,0,No,children,Urban,91.98,16.4,Unknown,0 +70241,Female,22,0,0,No,Private,Urban,66.29,20.5,smokes,0 +32452,Female,82,0,1,Yes,Self-employed,Rural,211.88,28.7,never smoked,0 +45573,Female,50,0,0,Yes,Private,Rural,76.55,29,smokes,0 +64412,Female,47,0,0,Yes,Private,Urban,56.67,24.4,never smoked,0 +66647,Male,31,0,0,Yes,Private,Rural,100.52,29.9,Unknown,0 +39450,Male,22,0,0,No,Private,Rural,58.96,25.3,Unknown,0 +57109,Female,12,0,0,No,children,Rural,81.66,23.5,formerly smoked,0 +3591,Female,63,1,0,Yes,Private,Rural,96.77,20.5,never smoked,0 +25138,Female,78,1,0,Yes,Private,Rural,91.63,33.5,smokes,0 +17277,Male,4,0,0,No,children,Urban,97.51,22,Unknown,0 +35333,Male,76,1,0,Yes,Private,Rural,225.6,29,never smoked,0 +18861,Male,32,0,0,No,Private,Rural,95.58,N/A,smokes,0 +15120,Female,81,1,0,Yes,Self-employed,Rural,210.23,30.7,never smoked,0 +29221,Female,39,0,0,Yes,Private,Urban,92.82,37.4,never smoked,0 +11412,Female,59,0,0,Yes,Private,Rural,234.82,51.8,never smoked,0 +38858,Male,2,0,0,No,children,Rural,65.67,16.6,Unknown,0 +6802,Female,37,0,0,Yes,Private,Urban,74.51,29.5,Unknown,0 +8644,Female,78,0,1,Yes,Private,Rural,81.99,27.3,formerly smoked,0 +54579,Female,75,0,0,Yes,Self-employed,Urban,87.69,27.5,formerly smoked,0 +41935,Male,34,0,0,No,Private,Rural,125.29,33.9,never smoked,0 +17926,Female,48,0,0,Yes,Govt_job,Rural,111.64,27.9,Unknown,0 +13862,Female,13,0,0,No,Never_worked,Urban,70.93,22.9,never smoked,0 +64523,Male,54,1,0,Yes,Private,Urban,89.93,32.1,never smoked,0 +66065,Male,13,0,0,No,children,Rural,137.45,18.2,Unknown,0 +71869,Female,24,0,0,No,Private,Rural,72.06,30.2,formerly smoked,0 +11024,Female,76,0,0,Yes,Private,Rural,97.9,31.3,formerly smoked,0 +46035,Male,1,0,0,No,children,Urban,84.85,20.3,Unknown,0 +24630,Male,57,0,0,Yes,Private,Rural,230.59,23.2,formerly smoked,0 +11238,Male,46,0,0,Yes,Private,Rural,92.81,30.8,Unknown,0 +54946,Female,26,0,0,No,Private,Urban,168.15,22.9,never smoked,0 +24229,Female,56,0,0,Yes,Self-employed,Urban,224.63,42.8,never smoked,0 +29934,Male,34,0,0,Yes,Private,Urban,108.12,22.2,Unknown,0 +28998,Male,25,0,0,No,Private,Rural,85.17,28.7,smokes,0 +19805,Male,60,0,0,No,Private,Urban,84.14,32.3,never smoked,0 +63668,Male,22,0,0,No,Private,Rural,85.57,24.2,formerly smoked,0 +24876,Male,35,0,0,Yes,Private,Urban,82.81,23.9,never smoked,0 +34719,Male,48,1,0,No,Private,Urban,110.53,34.2,never smoked,0 +48769,Female,38,0,0,Yes,Private,Rural,61.88,29,Unknown,0 +22536,Female,12,0,0,No,children,Urban,85.04,29.9,never smoked,0 +8760,Female,22,0,0,No,Private,Urban,140.4,23,smokes,0 +53126,Female,0.64,0,0,No,children,Urban,62.27,17.3,Unknown,0 +18179,Male,13,0,0,No,Private,Rural,99.44,21,never smoked,0 +38242,Female,78,0,1,Yes,Self-employed,Rural,88.9,34.3,Unknown,0 +68708,Female,23,0,0,No,Private,Urban,64.1,19.8,Unknown,0 +12366,Female,35,0,0,No,Private,Urban,97.58,24.3,Unknown,0 +42465,Female,78,1,0,Yes,Private,Rural,58.66,16.4,never smoked,0 +24638,Male,50,0,0,Yes,Govt_job,Urban,88.24,32.6,Unknown,0 +58587,Male,61,0,0,Yes,Private,Urban,61.32,23.7,smokes,0 +9170,Male,60,0,0,Yes,Self-employed,Urban,185.71,N/A,Unknown,0 +36545,Male,43,0,0,Yes,Private,Rural,62.99,27,formerly smoked,0 +19467,Male,60,1,0,Yes,Private,Urban,86.04,25.6,smokes,0 +16868,Female,51,0,0,Yes,Private,Rural,83.3,34,formerly smoked,0 +47608,Female,21,0,0,No,Private,Urban,208.17,24.9,never smoked,0 +38440,Male,16,0,0,No,Private,Rural,133.2,26.3,Unknown,0 +23543,Female,25,0,0,No,Private,Rural,81.54,43.1,Unknown,0 +65396,Female,36,0,0,Yes,Private,Rural,146.61,39.6,never smoked,0 +34621,Female,8,0,0,No,children,Urban,79.33,15.2,Unknown,0 +23561,Female,48,0,0,Yes,Private,Rural,84.56,41.8,never smoked,0 +16091,Male,14,0,0,No,Private,Rural,103.44,20.1,never smoked,0 +63597,Female,60,0,0,Yes,Private,Urban,185.31,39.3,never smoked,0 +57533,Male,61,1,0,Yes,Private,Urban,102.53,28.3,formerly smoked,0 +59370,Female,60,0,0,Yes,Private,Urban,65.78,27.5,Unknown,0 +57285,Male,56,0,0,No,Private,Rural,62.6,33.9,never smoked,0 +17515,Female,9,0,0,No,children,Rural,81.18,20,Unknown,0 +23988,Female,45,0,0,Yes,Private,Rural,76.68,34.8,smokes,0 +34958,Male,14,0,0,No,children,Urban,92.86,20.7,formerly smoked,0 +30620,Male,37,0,0,No,Private,Urban,90.95,24.6,smokes,0 +31811,Female,52,0,1,Yes,Private,Urban,85.66,39.4,never smoked,0 +1818,Female,30,0,0,No,Govt_job,Urban,88.2,N/A,smokes,0 +5478,Female,60,0,0,Yes,Self-employed,Urban,203.04,N/A,smokes,0 +26830,Female,47,0,0,Yes,Self-employed,Rural,68.37,29.4,smokes,0 +25883,Female,82,1,0,Yes,Self-employed,Urban,77.32,24.8,Unknown,0 +43657,Male,64,0,0,Yes,Govt_job,Rural,187.87,32.3,never smoked,0 +71917,Male,12,0,0,No,children,Rural,213.87,25.3,never smoked,0 +61299,Female,79,1,0,Yes,Private,Rural,119.62,39,Unknown,0 +24603,Male,77,0,0,Yes,Private,Urban,222.85,29.4,formerly smoked,0 +70654,Female,25,0,0,No,Private,Rural,100.82,31.9,Unknown,0 +49485,Female,26,0,0,No,Private,Rural,136.1,26.4,Unknown,0 +61641,Male,14,0,0,No,children,Rural,149.42,20.6,Unknown,0 +12600,Female,42,0,0,Yes,Self-employed,Rural,79.99,26.3,never smoked,0 +11566,Male,37,0,0,Yes,Private,Rural,118.21,23.6,Unknown,0 +72108,Male,8,0,0,No,children,Rural,56.3,18,Unknown,0 +35117,Female,78,0,0,Yes,Self-employed,Rural,84.49,26.4,never smoked,0 +22967,Male,18,0,0,No,Private,Rural,89.61,22,never smoked,0 +28913,Male,78,0,0,Yes,Private,Rural,100.09,30.5,Unknown,0 +70857,Female,55,0,0,Yes,Govt_job,Urban,198.36,29.1,smokes,0 +42229,Female,68,0,0,Yes,Self-employed,Rural,93.61,24.9,never smoked,0 +23459,Female,47,0,0,Yes,Private,Rural,75.43,36.4,smokes,0 +2209,Female,47,0,0,Yes,Govt_job,Urban,100.31,31.2,smokes,0 +38673,Female,51,0,0,Yes,Private,Rural,105.63,32.8,never smoked,0 +42184,Male,43,0,0,Yes,Self-employed,Rural,82.84,31.6,never smoked,0 +59250,Female,78,0,0,Yes,Govt_job,Urban,58.88,35.8,Unknown,0 +29525,Male,63,0,0,Yes,Private,Urban,92.27,35.2,formerly smoked,0 +42713,Female,45,0,0,Yes,Private,Urban,115.23,28,never smoked,0 +16066,Female,53,1,1,Yes,Private,Urban,196.25,24.9,smokes,0 +33692,Female,12,0,0,No,children,Rural,85.97,35.7,Unknown,0 +29232,Female,56,0,0,Yes,Private,Urban,114.33,30.7,smokes,0 +70122,Female,29,0,0,Yes,Private,Rural,72.52,33.9,never smoked,0 +25305,Male,10,0,0,No,children,Rural,99.87,N/A,formerly smoked,0 +66110,Female,55,0,0,Yes,Private,Rural,63.47,27.8,Unknown,0 +69461,Female,49,0,0,Yes,Govt_job,Urban,90.58,23.2,Unknown,0 +7885,Female,23,0,0,No,Private,Rural,92.26,17.1,Unknown,0 +60050,Female,53,0,0,Yes,Self-employed,Urban,113.74,31.6,smokes,0 +21608,Male,56,1,0,Yes,Govt_job,Urban,72.79,23.8,smokes,0 +32150,Female,56,0,0,Yes,Self-employed,Rural,94.71,29.6,smokes,0 +48069,Female,61,0,0,Yes,Private,Rural,194.53,45,never smoked,0 +24066,Female,45,0,0,Yes,Private,Urban,72.65,25.6,Unknown,0 +39242,Male,80,1,1,Yes,Private,Urban,86.68,27.7,formerly smoked,0 +57618,Female,47,0,0,Yes,Self-employed,Rural,140.39,25.5,never smoked,0 +14599,Female,3,0,0,No,children,Rural,77.87,18.3,Unknown,0 +27479,Male,63,0,0,Yes,Self-employed,Rural,104.7,21,formerly smoked,0 +10238,Female,68,1,0,Yes,Private,Urban,95.82,28.6,never smoked,0 +49014,Female,76,0,0,Yes,Govt_job,Urban,204.05,23.5,never smoked,0 +67063,Male,62,0,0,Yes,Self-employed,Urban,130.56,36.1,Unknown,0 +38488,Female,30,0,0,Yes,Private,Urban,67.78,29.2,smokes,0 +33298,Female,44,0,0,Yes,Private,Urban,105.29,27.6,formerly smoked,0 +48739,Male,47,0,0,Yes,Self-employed,Urban,135.19,36,smokes,0 +52428,Male,25,0,0,No,Private,Urban,116.12,20.4,smokes,0 +61171,Female,31,0,0,No,Private,Rural,59.63,19.9,never smoked,0 +40878,Male,71,0,0,Yes,Self-employed,Rural,56.43,29.2,formerly smoked,0 +61247,Female,32,0,0,No,Private,Rural,199.18,27.9,never smoked,0 +27799,Male,72,0,0,Yes,Private,Rural,209.26,38.1,formerly smoked,0 +2824,Female,44,0,0,Yes,Govt_job,Urban,91.21,24.1,never smoked,0 +12376,Male,63,0,0,Yes,Govt_job,Urban,95.16,37.8,formerly smoked,0 +72435,Female,37,0,0,Yes,Private,Urban,217.11,29.1,never smoked,0 +46864,Male,54,0,1,Yes,Govt_job,Urban,222.46,35.7,never smoked,0 +2019,Male,20,0,0,No,Private,Rural,70.96,N/A,Unknown,0 +26154,Male,56,0,0,Yes,Private,Rural,82.44,34.5,never smoked,0 +47972,Female,25,0,0,No,Govt_job,Rural,74.11,34.1,smokes,0 +47751,Female,19,0,0,No,Private,Urban,131.23,21.1,Unknown,0 +25405,Male,62,0,0,Yes,Govt_job,Urban,187.52,57.7,never smoked,0 +34525,Female,27,0,0,No,Private,Rural,83.26,22.2,never smoked,0 +13755,Male,5,0,0,No,children,Rural,99.07,20.5,Unknown,0 +56019,Female,20,0,0,No,Private,Urban,76.63,26.2,never smoked,0 +67942,Male,21,0,0,No,Private,Rural,65.09,23.5,never smoked,0 +43806,Male,44,0,0,Yes,Private,Urban,142.31,29.1,smokes,0 +39849,Male,39,1,0,No,Private,Urban,80.99,39.8,Unknown,0 +7344,Male,38,0,0,Yes,Govt_job,Rural,237.74,21.2,never smoked,0 +1741,Male,77,0,0,Yes,Private,Urban,74.26,N/A,formerly smoked,0 +52220,Female,26,0,0,No,Private,Rural,154.08,20.2,formerly smoked,0 +20129,Male,51,0,0,Yes,Private,Rural,78.29,30.8,never smoked,0 +61178,Male,39,0,0,Yes,Private,Urban,164.67,33.8,Unknown,0 +48226,Female,5,0,0,No,children,Rural,59.61,17.1,Unknown,0 +1151,Female,59,0,0,Yes,Self-employed,Urban,67.75,21.3,formerly smoked,0 +6672,Male,67,0,0,Yes,Private,Urban,92.73,N/A,never smoked,0 +10333,Female,45,0,0,Yes,Private,Urban,90.35,22.3,never smoked,0 +11134,Male,43,0,0,Yes,Private,Rural,77.86,28.9,never smoked,0 +25199,Female,80,0,0,Yes,Private,Rural,71.88,26.7,never smoked,0 +66490,Male,42,1,0,Yes,Govt_job,Urban,118.82,41,smokes,0 +10390,Female,8,0,0,No,children,Urban,67.33,16.7,Unknown,0 +33144,Female,68,0,0,No,Govt_job,Urban,121.66,29.1,smokes,0 +72497,Female,5,0,0,No,children,Rural,111.92,23.6,Unknown,0 +16783,Male,57,0,1,Yes,Self-employed,Urban,92.82,27.8,formerly smoked,0 +727,Male,44,0,0,Yes,Private,Rural,95.46,31.4,smokes,0 +51935,Male,16,0,0,No,Never_worked,Urban,59.99,28.2,never smoked,0 +44177,Female,60,0,0,Yes,Self-employed,Rural,68.96,30.8,Unknown,0 +2421,Female,58,0,0,Yes,Private,Urban,90.26,36.1,never smoked,0 +48693,Female,43,0,0,Yes,Private,Rural,91.9,32.7,formerly smoked,0 +5723,Female,50,0,0,Yes,Private,Urban,91.08,26.4,never smoked,0 +29470,Female,1.48,0,0,No,children,Rural,118.55,20.7,Unknown,0 +71590,Female,5,0,0,No,children,Rural,102.04,18.5,Unknown,0 +16600,Male,9,0,0,No,children,Rural,65.52,33.5,Unknown,0 +28309,Female,67,0,0,Yes,Private,Urban,82.09,14.1,never smoked,0 +41911,Female,21,0,0,Yes,Private,Rural,149.9,23.4,Unknown,0 +3390,Female,36,0,0,Yes,Private,Rural,100.33,23.2,never smoked,0 +31806,Female,70,0,0,Yes,Private,Urban,91.25,36,Unknown,0 +68750,Male,57,0,0,Yes,Private,Rural,89.81,35.6,never smoked,0 +32840,Female,52,0,0,Yes,Private,Urban,97.32,21.8,smokes,0 +49797,Female,28,0,0,No,Private,Rural,75.53,34.9,never smoked,0 +72096,Female,41,0,0,Yes,Private,Rural,121.44,20.4,never smoked,0 +13503,Male,81,0,0,Yes,Self-employed,Urban,83.52,25,never smoked,0 +41536,Female,33,0,0,Yes,Govt_job,Rural,57.92,22.3,Unknown,0 +17441,Female,31,0,0,No,Self-employed,Rural,75.27,27.3,never smoked,0 +62238,Female,42,0,0,No,Private,Urban,80.24,28.9,never smoked,0 +737,Male,10,0,0,No,children,Urban,88.69,30.4,Unknown,0 +4627,Male,34,0,0,No,Private,Urban,69.09,36.9,formerly smoked,0 +47208,Female,70,0,0,Yes,Self-employed,Rural,62.67,27.7,never smoked,0 +6844,Male,33,0,0,Yes,Private,Urban,98.74,44.4,never smoked,0 +60001,Female,58,0,0,Yes,Private,Rural,56.51,28.2,smokes,0 +44503,Female,25,0,0,No,Private,Rural,65.95,35,never smoked,0 +44938,Female,1.4,0,0,No,children,Urban,129.07,20.6,Unknown,0 +40371,Female,47,0,0,Yes,Private,Urban,62.47,26.5,never smoked,0 +39011,Female,14,0,0,No,children,Urban,69.82,25.1,never smoked,0 +1460,Female,82,0,0,Yes,Private,Urban,99.68,22.2,Unknown,0 +48364,Male,52,0,0,Yes,Govt_job,Urban,223.35,27.3,formerly smoked,0 +30285,Male,72,0,1,Yes,Self-employed,Rural,74.36,27.3,never smoked,0 +21472,Male,52,0,1,Yes,Self-employed,Rural,102.97,41.9,formerly smoked,0 +71182,Female,61,1,0,Yes,Govt_job,Urban,153.38,38.8,never smoked,0 +33412,Female,15,0,0,No,Private,Rural,87.1,18.3,never smoked,0 +16061,Female,1.56,0,0,No,children,Urban,113.4,19.5,Unknown,0 +60266,Male,6,0,0,No,children,Rural,94.88,17.2,Unknown,0 +70965,Male,3,0,0,No,children,Urban,82.73,20.8,Unknown,0 +56736,Male,18,0,0,No,Private,Rural,67.8,23.8,Unknown,0 +6537,Female,53,0,0,Yes,Self-employed,Urban,84.85,24.7,never smoked,0 +41827,Male,58,0,0,Yes,Private,Rural,135.89,23.1,formerly smoked,0 +49480,Female,31,0,0,No,Private,Urban,106.13,22.4,never smoked,0 +36704,Female,29,0,0,Yes,Self-employed,Rural,74.33,29.9,smokes,0 +8884,Female,5,0,0,No,children,Rural,109.4,20,Unknown,0 +49775,Male,40,0,0,Yes,Private,Rural,75.4,28.7,Unknown,0 +25777,Male,75,0,0,Yes,Private,Rural,87.69,26.2,formerly smoked,0 +2070,Male,52,0,0,Yes,Private,Urban,95.85,29.6,smokes,0 +15752,Male,39,0,0,Yes,Private,Urban,90.36,30.8,formerly smoked,0 +45915,Female,40,0,0,No,Private,Rural,63.45,32.7,formerly smoked,0 +48775,Female,78,1,0,Yes,Self-employed,Rural,201.07,21.8,Unknown,0 +65697,Female,39,0,0,Yes,Private,Urban,122.91,35.7,never smoked,0 +65229,Female,17,0,0,No,Private,Rural,55.41,25.4,Unknown,0 +56889,Male,45,1,0,Yes,Private,Urban,60.99,32.8,Unknown,0 +6596,Male,0.56,0,0,No,children,Rural,111.77,21.1,Unknown,0 +46577,Female,13,0,0,No,Private,Urban,77.63,31.7,never smoked,0 +63455,Male,26,0,0,Yes,Private,Urban,70.61,20,never smoked,0 +21724,Female,42,0,0,Yes,Self-employed,Urban,124.34,34.7,formerly smoked,0 +29863,Male,44,0,0,No,Private,Urban,103.44,28,never smoked,0 +69249,Female,3,0,0,No,children,Urban,124.5,16.4,Unknown,0 +8968,Female,42,0,0,Yes,Private,Urban,208.06,N/A,smokes,0 +20310,Male,25,0,0,No,Govt_job,Urban,75.5,24.6,never smoked,0 +11450,Female,41,0,0,Yes,Self-employed,Urban,98.85,24.6,never smoked,0 +31999,Male,51,0,1,Yes,Private,Rural,96.06,30.3,Unknown,0 +34133,Female,20,0,0,No,Private,Rural,93.74,23.7,Unknown,0 +44202,Female,25,0,0,Yes,Private,Urban,65.6,33.5,never smoked,0 +72311,Male,18,0,0,No,Private,Urban,113.24,24.9,Unknown,0 +18704,Female,37,0,0,Yes,Private,Rural,94.77,48.9,Unknown,0 +36518,Female,51,0,0,Yes,Private,Urban,145.22,31.4,Unknown,0 +35651,Male,2,0,0,No,children,Urban,112.92,18.4,Unknown,0 +13749,Female,38,0,0,Yes,Private,Rural,84.79,24.2,formerly smoked,0 +21521,Male,64,0,1,Yes,Private,Urban,103.28,34.3,smokes,0 +27163,Female,60,1,0,Yes,Private,Urban,109,N/A,Unknown,0 +8882,Male,22,0,0,No,Govt_job,Rural,96.18,25.1,never smoked,0 +32016,Male,71,1,0,Yes,Private,Rural,186.95,33.3,never smoked,0 +14287,Female,32,0,0,Yes,Private,Urban,68.66,22.6,Unknown,0 +60139,Female,32,0,0,Yes,Self-employed,Rural,128.72,26.3,smokes,0 +2447,Female,63,0,0,Yes,Private,Urban,85.04,29.7,formerly smoked,0 +42500,Male,0.24,0,0,No,children,Rural,146.97,18.5,Unknown,0 +44391,Male,54,0,0,Yes,Private,Urban,65.69,21.4,never smoked,0 +12741,Female,25,0,0,Yes,Private,Rural,97.52,45.5,formerly smoked,0 +15418,Female,80,0,0,Yes,Self-employed,Rural,90.43,34.2,never smoked,0 +69482,Female,31,0,0,Yes,Govt_job,Urban,81.71,32.7,Unknown,0 +32270,Male,53,0,0,Yes,Private,Rural,198.24,38.1,never smoked,0 +50983,Male,35,0,0,Yes,Private,Rural,90.51,26.7,never smoked,0 +6493,Male,31,0,0,No,Private,Urban,97.78,22.6,smokes,0 +45399,Male,60,0,0,Yes,Private,Urban,80.74,27.7,Unknown,0 +67099,Male,0.56,0,0,No,children,Rural,57.02,20.7,Unknown,0 +19585,Female,21,0,0,No,Private,Rural,93,25.7,never smoked,0 +26247,Female,78,0,0,Yes,Private,Rural,95.37,17.3,Unknown,0 +25818,Male,59,0,0,Yes,Govt_job,Rural,96.25,23.3,formerly smoked,0 +34261,Male,0.64,0,0,No,children,Rural,86.74,16.2,Unknown,0 +64128,Male,10,0,0,No,children,Urban,63.08,20.5,smokes,0 +62817,Male,60,0,0,Yes,Private,Urban,129.16,33.6,smokes,0 +69339,Male,11,0,0,No,children,Urban,99.79,20.2,Unknown,0 +25919,Male,48,1,0,Yes,Self-employed,Urban,83.34,49.3,never smoked,0 +71978,Female,50,0,0,Yes,Private,Urban,95.01,26.2,formerly smoked,0 +1473,Male,69,1,0,Yes,Private,Urban,229.21,30.1,smokes,0 +66546,Female,20,0,0,No,Private,Urban,80.08,25.1,never smoked,0 +56584,Female,22,0,0,No,Private,Rural,62,32.7,smokes,0 +38316,Male,55,0,0,Yes,Private,Rural,118.69,26.4,Unknown,0 +15647,Female,57,0,0,No,Private,Rural,77.57,21,Unknown,0 +59933,Female,29,0,0,No,Private,Rural,108.75,24.1,Unknown,0 +3429,Female,32,0,0,No,Govt_job,Urban,108.23,20.4,Unknown,0 +60963,Female,54,0,0,Yes,Private,Rural,151.33,30.9,formerly smoked,0 +67689,Male,37,0,0,Yes,Self-employed,Rural,82.43,39.1,Unknown,0 +31689,Female,58,0,0,Yes,Private,Rural,107.17,27.7,Unknown,0 +23240,Female,41,0,0,Yes,Private,Rural,91.46,29.5,never smoked,0 +30850,Male,72,0,0,Yes,Private,Urban,81.05,30.3,Unknown,0 +38920,Male,0.48,0,0,No,children,Urban,73.02,N/A,Unknown,0 +66080,Female,32,0,0,No,Private,Urban,114.37,37.8,Unknown,0 +57263,Female,54,0,0,Yes,Private,Urban,100.29,30.2,never smoked,0 +60126,Female,79,0,0,Yes,Private,Urban,68.37,24.2,smokes,0 +64393,Male,56,0,0,No,Self-employed,Rural,87.95,25.2,never smoked,0 +69285,Female,45,0,0,Yes,Private,Urban,73.27,22.2,smokes,0 +24428,Male,6,0,0,No,children,Rural,131.43,17.7,Unknown,0 +59642,Female,45,0,0,Yes,Private,Urban,107.29,29.6,never smoked,0 +12064,Male,60,0,0,Yes,Private,Rural,68.24,32.2,Unknown,0 +59737,Female,65,0,0,Yes,Private,Urban,74.01,28.7,smokes,0 +19352,Female,57,0,0,Yes,Private,Urban,95.4,19.5,Unknown,0 +61903,Male,58,0,0,No,Govt_job,Rural,95.75,38.5,smokes,0 +47701,Male,8,0,0,No,children,Urban,104.51,20.6,Unknown,0 +15225,Male,18,0,0,No,Private,Rural,108.87,21.5,Unknown,0 +66431,Male,49,0,0,Yes,Private,Urban,209.06,43.8,Unknown,0 +57236,Male,2,0,0,No,children,Rural,86.57,18,Unknown,0 +48453,Female,52,0,0,Yes,Private,Urban,120.25,28.2,Unknown,0 +8031,Female,63,0,0,Yes,Self-employed,Rural,85.51,26.6,smokes,0 +39139,Female,57,0,0,Yes,Private,Rural,84.18,35.5,never smoked,0 +4838,Female,50,0,0,Yes,Govt_job,Urban,82.37,30.7,never smoked,0 +22689,Male,12,0,0,No,children,Rural,96.15,18.7,Unknown,0 +37752,Female,35,0,0,Yes,Private,Rural,74.55,22.4,never smoked,0 +32320,Female,35,0,0,Yes,Self-employed,Urban,114.45,25.2,smokes,0 +14889,Male,64,0,0,Yes,Govt_job,Rural,113.68,24.2,never smoked,0 +13964,Female,42,0,0,Yes,Private,Rural,107.91,20.5,never smoked,0 +31746,Female,62,0,0,Yes,Private,Rural,83.85,24.5,never smoked,0 +17492,Female,3,0,0,No,children,Urban,101.3,24.8,Unknown,0 +1499,Female,43,0,0,Yes,Govt_job,Rural,72.13,42.6,never smoked,0 +34396,Female,52,1,0,Yes,Private,Urban,94.98,23.8,never smoked,0 +36750,Male,64,1,0,Yes,Private,Rural,228.42,42.3,formerly smoked,0 +68816,Male,59,0,0,Yes,Private,Rural,93.9,42.2,never smoked,0 +16129,Female,81,0,0,Yes,Self-employed,Urban,93.13,26.1,Unknown,0 +64006,Female,15,0,0,No,Private,Urban,121.6,22.8,never smoked,0 +51845,Male,50,0,0,Yes,Govt_job,Rural,84.4,42.3,formerly smoked,0 +30692,Male,73,0,0,Yes,Private,Rural,82.13,28.5,never smoked,0 +65712,Male,19,0,0,No,Private,Urban,73.33,23,never smoked,0 +42161,Female,30,0,0,Yes,Private,Urban,75.88,32.8,Unknown,0 +16938,Female,40,0,0,Yes,Self-employed,Rural,212.97,49.8,formerly smoked,0 +16113,Female,47,0,0,Yes,Govt_job,Rural,100.41,23.8,never smoked,0 +29388,Female,66,0,0,Yes,Private,Urban,202.05,31.7,smokes,0 +65109,Male,47,0,0,Yes,Private,Urban,71.42,34.9,smokes,0 +61242,Female,41,1,0,Yes,Govt_job,Rural,107.5,54,never smoked,0 +65252,Female,63,0,0,Yes,Govt_job,Rural,55.57,26.8,formerly smoked,0 +49615,Female,12,0,0,No,children,Urban,58.14,21.3,never smoked,0 +63511,Male,1.32,0,0,No,children,Rural,78.53,19.8,Unknown,0 +14089,Female,46,0,0,Yes,Private,Urban,78.79,42.4,smokes,0 +16987,Female,8,0,0,No,children,Urban,96.62,16.4,Unknown,0 +53399,Male,74,0,0,Yes,Private,Rural,65.28,28.2,never smoked,0 +36946,Male,74,0,0,Yes,Private,Rural,92.67,26.3,formerly smoked,0 +55522,Female,4,0,0,No,children,Rural,206.25,17,Unknown,0 +27954,Female,26,0,0,No,Private,Urban,114.18,23.3,never smoked,0 +5355,Male,63,0,0,Yes,Govt_job,Rural,231.69,56.1,formerly smoked,0 +69069,Female,48,0,1,No,Private,Rural,101.89,25.1,smokes,0 +11539,Female,24,1,0,No,Private,Urban,107.22,35.3,smokes,0 +16847,Male,47,0,0,No,Private,Rural,101.99,36.3,never smoked,0 +15873,Male,70,0,0,Yes,Private,Rural,72.56,30.4,formerly smoked,0 +15415,Male,41,1,1,Yes,Private,Urban,94.47,43.9,never smoked,0 +22891,Female,42,0,0,Yes,Self-employed,Urban,98.76,26.4,smokes,0 +7394,Female,57,1,0,No,Private,Rural,116.93,28.3,never smoked,0 +29915,Female,51,0,0,No,Private,Rural,219.96,42.3,never smoked,0 +62607,Male,15,0,0,No,Private,Urban,75.77,38,never smoked,0 +24404,Male,11,0,0,No,children,Urban,124.35,32.7,Unknown,0 +69666,Female,27,0,0,Yes,Self-employed,Urban,88.97,28.8,never smoked,0 +54997,Female,53,0,0,Yes,Self-employed,Rural,72.49,38.5,never smoked,0 +6199,Female,52,0,0,Yes,Govt_job,Rural,107.27,30.1,Unknown,0 +4635,Female,68,0,0,Yes,Private,Rural,97.96,31.3,never smoked,0 +3305,Male,65,0,0,Yes,Private,Urban,197.69,28.4,smokes,0 +24342,Female,23,0,0,No,Private,Rural,112.3,26.6,Unknown,0 +65093,Female,43,0,0,Yes,Self-employed,Urban,75.77,20.4,formerly smoked,0 +46261,Male,55,0,0,Yes,Private,Urban,76.51,34.7,Unknown,0 +42624,Female,52,0,0,Yes,Private,Urban,93.14,32.5,never smoked,0 +24735,Female,21,0,0,No,Private,Rural,80.84,30.7,Unknown,0 +50671,Male,78,1,1,Yes,Self-employed,Rural,199.88,29.6,formerly smoked,0 +1679,Male,35,0,0,Yes,Private,Rural,77.48,N/A,formerly smoked,0 +66680,Female,49,1,0,Yes,Private,Rural,65.34,39.4,never smoked,0 +34248,Male,50,1,0,No,Private,Urban,81.96,N/A,formerly smoked,0 +65336,Female,27,0,0,Yes,Private,Urban,98.71,26.1,formerly smoked,0 +68333,Female,52,1,0,No,Private,Rural,170.22,27.2,formerly smoked,0 +60210,Female,22,0,0,No,Private,Urban,73.5,41.3,smokes,0 +11573,Female,19,0,0,No,Private,Rural,72.39,N/A,smokes,0 +67890,Male,77,0,1,Yes,Private,Urban,102.96,20.9,formerly smoked,0 +49254,Male,57,1,0,Yes,Private,Urban,80.72,41.5,formerly smoked,0 +9199,Male,13,0,0,No,Self-employed,Urban,74.19,31.1,formerly smoked,0 +35402,Male,14,0,0,No,Private,Urban,77.12,24.5,formerly smoked,0 +25996,Female,29,0,0,Yes,Private,Urban,81.2,23,Unknown,0 +8345,Female,49,0,0,Yes,Private,Rural,114.76,24.7,never smoked,0 +63219,Male,1.24,0,0,No,children,Urban,109.97,19.3,Unknown,0 +8770,Male,21,0,0,No,Self-employed,Urban,92.87,37,never smoked,0 +22370,Male,36,1,0,No,Govt_job,Urban,113.05,31,smokes,0 +25930,Male,42,0,0,Yes,Private,Urban,68.24,33.1,formerly smoked,0 +33478,Female,56,0,0,No,Private,Rural,74.35,26.6,smokes,0 +23009,Male,46,0,0,Yes,Private,Urban,91.08,27.7,never smoked,0 +24885,Male,79,0,1,Yes,Self-employed,Urban,88.83,40.3,smokes,0 +58591,Female,25,0,0,No,Private,Rural,134.33,19.5,Unknown,0 +44777,Male,67,0,0,Yes,Private,Rural,208.78,26.7,Unknown,0 +46363,Male,37,0,0,Yes,Private,Rural,66.17,26.1,never smoked,0 +36377,Female,44,0,0,Yes,Private,Rural,222.29,38.2,never smoked,0 +15440,Female,36,0,0,Yes,Private,Rural,114.16,21.3,smokes,0 +56420,Male,17,1,0,No,Private,Rural,61.67,97.6,Unknown,0 +39531,Male,50,1,0,Yes,Private,Rural,220.36,40.9,formerly smoked,0 +55220,Male,53,0,0,Yes,Private,Urban,76.03,27.3,never smoked,0 +30731,Female,39,0,0,No,Self-employed,Urban,73.06,20.9,never smoked,0 +14479,Female,71,0,1,Yes,Private,Urban,187.88,29.2,formerly smoked,0 +40471,Female,18,0,0,No,Private,Urban,79.89,17.9,Unknown,0 +7384,Male,55,0,0,No,Self-employed,Rural,79.02,38,Unknown,0 +53422,Male,52,0,0,Yes,Private,Rural,191.66,26.1,smokes,0 +59745,Female,27,0,0,Yes,Private,Urban,76.74,53.9,Unknown,0 +24721,Male,24,0,0,No,Private,Urban,72.29,22.2,Unknown,0 +9644,Male,72,0,0,Yes,Private,Urban,92.59,24.6,formerly smoked,0 +50837,Male,41,0,0,Yes,Self-employed,Rural,80.42,33.4,formerly smoked,0 +67941,Female,29,0,0,No,Self-employed,Rural,62.47,34.4,formerly smoked,0 +43590,Female,26,0,0,Yes,Private,Rural,63.94,17.6,never smoked,0 +29014,Female,23,0,0,Yes,Private,Rural,77.73,19.2,never smoked,0 +66051,Male,43,0,0,Yes,Self-employed,Rural,115.79,31.8,Unknown,0 +70783,Female,43,0,0,Yes,Private,Urban,96.3,28.1,smokes,0 +10716,Female,49,0,0,Yes,Private,Rural,107.46,32.1,never smoked,0 +7868,Male,13,0,0,No,children,Rural,108.33,17.4,never smoked,0 +58350,Female,26,0,0,No,Govt_job,Rural,89.37,20.2,never smoked,0 +18927,Female,10,0,0,No,children,Urban,93.64,23.4,Unknown,0 +19550,Male,39,0,0,Yes,Private,Urban,217.75,39.5,never smoked,0 +31372,Female,41,0,0,Yes,Private,Rural,83.44,21.5,Unknown,0 +55262,Male,25,0,0,Yes,Private,Rural,93.88,24.3,smokes,0 +50238,Male,10,0,0,No,children,Urban,55.34,15.3,Unknown,0 +2868,Female,54,0,0,Yes,Govt_job,Rural,102.61,32.4,Unknown,0 +51343,Male,7,0,0,No,children,Rural,62.08,16.1,Unknown,0 +56324,Female,53,0,0,Yes,Self-employed,Rural,81.76,34.3,formerly smoked,0 +42047,Female,55,0,0,Yes,Self-employed,Urban,59.2,43.8,never smoked,0 +36486,Male,6,0,0,No,children,Urban,55.61,19.6,Unknown,0 +62456,Female,72,0,0,Yes,Self-employed,Urban,226.88,36.7,formerly smoked,0 +64980,Female,42,0,0,Yes,Govt_job,Urban,65.66,33.7,never smoked,0 +65962,Male,50,0,0,Yes,Private,Urban,58.7,38.9,smokes,0 +47521,Female,55,1,0,Yes,Govt_job,Urban,186.4,28,never smoked,0 +41501,Female,47,0,0,Yes,Govt_job,Urban,122.32,23.9,Unknown,0 +47582,Male,3,0,0,No,children,Urban,59.05,16.6,Unknown,0 +63938,Female,49,0,0,Yes,Self-employed,Urban,149.13,42.9,smokes,0 +49627,Female,12,0,0,No,children,Urban,82.39,17.1,never smoked,0 +61291,Male,28,0,0,Yes,Private,Rural,169.49,27.2,Unknown,0 +53032,Male,40,0,0,Yes,Private,Rural,80.25,30.3,formerly smoked,0 +45040,Male,55,0,0,Yes,Private,Urban,203.81,33.9,formerly smoked,0 +56791,Male,9,0,0,No,children,Urban,170.76,20,Unknown,0 +37320,Female,77,0,0,Yes,Private,Rural,80.85,19.4,Unknown,0 +72514,Male,18,0,0,No,Private,Rural,120.58,21.5,never smoked,0 +3842,Male,73,0,0,Yes,Private,Rural,86.57,28.5,formerly smoked,0 +38143,Female,67,1,0,Yes,Private,Urban,90.01,34.4,smokes,0 +54296,Male,58,0,0,Yes,Self-employed,Rural,68.84,43.7,formerly smoked,0 +48435,Female,2,0,0,No,children,Rural,155.14,13.7,Unknown,0 +42212,Female,38,0,0,Yes,Private,Urban,158.48,33.7,formerly smoked,0 +47607,Male,5,0,0,No,children,Rural,92.56,18,Unknown,0 +16535,Female,34,0,0,No,Private,Rural,90.15,27.9,formerly smoked,0 +66677,Male,78,0,0,Yes,Private,Rural,80.09,21.8,never smoked,0 +57270,Female,57,0,0,Yes,Private,Rural,189.44,35.8,never smoked,0 +22414,Female,17,0,0,No,Private,Rural,70.03,23.1,smokes,0 +63401,Female,71,0,0,Yes,Self-employed,Rural,249.29,30.3,smokes,0 +32252,Female,19,0,0,No,Private,Rural,72.52,32,Unknown,0 +17950,Male,56,0,0,Yes,Private,Urban,96.93,25,smokes,0 +53990,Male,64,0,1,Yes,Private,Urban,211.35,30.7,formerly smoked,0 +20565,Male,13,0,0,No,children,Rural,85.87,24.3,Unknown,0 +59993,Male,40,0,0,Yes,Private,Rural,60.96,11.5,never smoked,0 +42830,Male,80,0,1,Yes,Private,Urban,120.09,30.7,never smoked,0 +34721,Female,62,1,0,Yes,Govt_job,Urban,92.13,33.7,never smoked,0 +5157,Male,79,1,0,Yes,Self-employed,Urban,83.07,26.5,smokes,0 +48851,Female,9,0,0,No,children,Rural,77.67,17.6,Unknown,0 +26084,Female,77,1,0,Yes,Self-employed,Urban,109.51,N/A,never smoked,0 +23413,Female,26,0,0,No,Private,Urban,97.24,22.5,never smoked,0 +49970,Male,1.72,0,0,No,children,Rural,127.29,18.5,Unknown,0 +72414,Male,16,0,0,No,Private,Urban,134.8,22.4,never smoked,0 +21374,Female,40,0,0,Yes,Private,Urban,74.65,25.3,formerly smoked,0 +69623,Male,46,0,0,Yes,Private,Urban,85.84,37.3,never smoked,0 +40378,Male,45,1,0,Yes,Self-employed,Urban,90.43,39.7,smokes,0 +4671,Female,59,0,0,No,Private,Urban,74.35,28,never smoked,0 +17295,Female,31,0,0,Yes,Self-employed,Urban,206.59,41.4,smokes,0 +55466,Female,69,0,1,Yes,Private,Urban,196.33,25.3,never smoked,0 +65419,Male,73,0,1,Yes,Govt_job,Rural,70.23,28.1,never smoked,0 +34448,Female,56,0,0,Yes,Self-employed,Urban,242.94,41.2,never smoked,0 +14406,Female,80,0,1,Yes,Self-employed,Rural,103.06,28.8,never smoked,0 +924,Female,60,0,0,Yes,Govt_job,Urban,80.86,31,smokes,0 +71339,Female,40,0,0,Yes,Govt_job,Urban,114.32,28.3,smokes,0 +31443,Female,30,0,0,Yes,Govt_job,Urban,83.91,23.9,Unknown,0 +49672,Female,66,0,0,Yes,Govt_job,Rural,152.02,44.2,formerly smoked,0 +394,Male,78,1,0,Yes,Self-employed,Rural,75.19,27.6,never smoked,0 +63362,Female,37,0,0,Yes,Private,Urban,60.61,35.7,formerly smoked,0 +59928,Female,41,0,0,Yes,Self-employed,Rural,89.14,37.4,formerly smoked,0 +62289,Female,34,0,0,Yes,Private,Urban,97.23,27.5,Unknown,0 +59464,Female,18,0,0,No,Private,Rural,135.19,23.4,never smoked,0 +18680,Male,69,0,0,Yes,Self-employed,Urban,78.48,25.8,formerly smoked,0 +19439,Male,67,0,1,Yes,Private,Rural,97.24,N/A,Unknown,0 +27017,Male,28,0,0,No,Private,Urban,75.92,22.8,never smoked,0 +8277,Female,3,0,0,No,children,Urban,93.3,19.5,Unknown,0 +14099,Female,57,0,0,Yes,Govt_job,Urban,97.39,38,Unknown,0 +37128,Male,34,0,0,Yes,Private,Rural,134.61,23.4,never smoked,0 +57774,Male,50,0,0,Yes,Private,Rural,104.02,29.5,never smoked,0 +64033,Male,55,0,1,No,Private,Urban,56.9,28.2,never smoked,0 +72701,Male,2,0,0,No,children,Rural,112.66,14.2,Unknown,0 +59130,Female,27,0,0,No,Private,Rural,226.75,28.9,Unknown,0 +48472,Male,57,0,0,Yes,Private,Rural,76.28,31.4,formerly smoked,0 +67956,Female,73,0,0,Yes,Private,Urban,90.01,32.4,formerly smoked,0 +35602,Female,52,0,0,Yes,Govt_job,Rural,107.84,22,formerly smoked,0 +13818,Female,65,0,0,Yes,Private,Rural,71.06,26.4,never smoked,0 +34661,Male,48,1,0,Yes,Private,Urban,185,26.1,never smoked,0 +64895,Male,54,1,0,Yes,Self-employed,Rural,104.42,37.6,smokes,0 +21969,Male,8,0,0,No,children,Urban,89.57,18.8,Unknown,0 +38320,Male,45,1,0,Yes,Private,Rural,136.2,23.8,Unknown,0 +42040,Female,48,0,0,Yes,Govt_job,Urban,128.23,49.4,never smoked,0 +31857,Female,77,0,0,Yes,Self-employed,Rural,104.23,23.8,smokes,0 +64494,Female,34,0,0,Yes,Private,Urban,133.82,20.4,never smoked,0 +34764,Female,33,0,0,Yes,Private,Rural,80.82,40.3,never smoked,0 +20673,Male,39,0,0,Yes,Private,Rural,102.35,23.6,never smoked,0 +64817,Male,39,0,0,Yes,Self-employed,Rural,88.48,34.3,never smoked,0 +72450,Male,40,0,0,Yes,Private,Rural,88.81,32.7,Unknown,0 +13988,Female,46,0,0,Yes,Private,Rural,75.09,28.7,never smoked,0 +54985,Female,1,0,0,No,children,Urban,199.83,24.5,Unknown,0 +6049,Female,5,0,0,No,children,Rural,73.69,24.8,Unknown,0 +13380,Male,14,0,0,No,children,Urban,111.27,23.2,Unknown,0 +64371,Female,49,0,0,Yes,Self-employed,Rural,68.44,23,smokes,0 +50295,Female,45,0,0,Yes,Private,Urban,65.36,39.3,never smoked,0 +14404,Female,13,0,0,No,children,Urban,94.12,20.1,never smoked,0 +58645,Female,76,0,0,Yes,Private,Rural,96.24,25.4,never smoked,0 +19419,Male,14,0,0,No,children,Rural,91.25,23.8,Unknown,0 +24518,Female,20,0,0,No,Private,Rural,77.29,28.4,never smoked,0 +53494,Female,9,0,0,No,children,Rural,125.09,15.4,Unknown,0 +42599,Female,78,0,1,Yes,Private,Urban,107.18,28.2,never smoked,0 +68370,Male,49,0,0,Yes,Private,Urban,130.07,26,never smoked,0 +57813,Female,55,0,0,Yes,Private,Urban,57.3,41.5,never smoked,0 +1329,Female,43,0,0,No,Govt_job,Rural,101.35,32.2,never smoked,0 +15255,Female,16,0,0,No,Private,Rural,94.03,25.7,never smoked,0 +65680,Male,58,0,1,Yes,Self-employed,Urban,227.81,33,formerly smoked,0 +32974,Male,67,0,0,Yes,Govt_job,Urban,66.67,35,smokes,0 +5863,Female,71,0,0,Yes,Private,Urban,240.81,27.4,never smoked,0 +10584,Male,8,0,0,No,children,Urban,88.02,16.4,Unknown,0 +38675,Female,18,0,0,No,Private,Urban,152.87,31.5,Unknown,0 +47600,Female,47,0,0,Yes,Private,Urban,96.04,29.2,Unknown,0 +48246,Male,59,0,0,Yes,Private,Urban,60.35,25.9,formerly smoked,0 +61743,Male,28,0,0,No,Govt_job,Urban,118.66,32.3,never smoked,0 +3879,Female,20,0,0,No,Private,Urban,89.03,N/A,smokes,0 +58086,Male,67,0,0,Yes,Private,Urban,58.51,30.4,formerly smoked,0 +53957,Male,71,0,0,Yes,Self-employed,Urban,96.04,45.1,formerly smoked,0 +40137,Female,56,0,0,Yes,Self-employed,Rural,110.92,25.9,Unknown,0 +70500,Female,44,0,0,No,Private,Rural,92.72,36.6,never smoked,0 +35085,Female,6,0,0,No,children,Rural,108.23,18.6,Unknown,0 +43872,Female,78,0,0,Yes,Private,Rural,56.34,27.5,Unknown,0 +62951,Female,32,0,0,Yes,Private,Rural,61.83,31.3,never smoked,0 +43244,Female,40,0,0,Yes,Private,Rural,131.99,37.5,never smoked,0 +31198,Female,63,0,0,Yes,Self-employed,Rural,136.81,23.1,smokes,0 +23223,Male,51,0,0,Yes,Private,Rural,239.28,35,never smoked,0 +38474,Male,22,0,0,Yes,Govt_job,Urban,131.3,27,never smoked,0 +4591,Female,82,0,0,Yes,Self-employed,Rural,117.75,29.8,never smoked,0 +1451,Female,17,0,0,No,Private,Urban,78.46,23.5,Unknown,0 +37150,Female,34,0,0,Yes,Private,Rural,83.53,48.5,formerly smoked,0 +65632,Male,42,0,0,Yes,Private,Rural,145.5,31.8,formerly smoked,0 +62834,Female,32,0,0,Yes,Private,Urban,88.33,20,Unknown,0 +21826,Male,73,0,0,Yes,Self-employed,Rural,101.25,29.4,formerly smoked,0 +21036,Female,47,0,0,Yes,Private,Urban,131.43,24.3,never smoked,0 +55566,Female,34,0,0,Yes,Private,Rural,231.5,45.4,never smoked,0 +46923,Male,64,0,1,Yes,Private,Rural,82.89,29.5,never smoked,0 +63990,Male,52,1,0,Yes,Self-employed,Rural,192.37,49.2,never smoked,0 +2265,Male,49,0,0,Yes,Private,Rural,79.64,N/A,smokes,0 +2860,Male,55,0,0,Yes,Private,Rural,82.88,29.4,Unknown,0 +15964,Female,64,1,0,Yes,Private,Rural,99.4,29.1,never smoked,0 +46483,Male,23,0,0,No,Private,Urban,77.75,38.8,smokes,0 +33284,Male,18,0,0,No,Private,Rural,75.03,23.4,never smoked,0 +61895,Female,65,0,0,Yes,Private,Rural,220.47,48.7,never smoked,0 +48875,Male,12,0,0,No,children,Rural,196.91,19.7,Unknown,0 +36589,Female,61,0,0,Yes,Self-employed,Urban,180.8,20.3,never smoked,0 +28651,Male,66,0,0,Yes,Private,Urban,247.48,33.5,smokes,0 +45033,Male,59,0,0,Yes,Govt_job,Urban,216,36.7,smokes,0 +32166,Male,47,1,0,Yes,Private,Urban,75.64,24.4,never smoked,0 +34188,Female,47,0,0,Yes,Govt_job,Urban,95.07,38.8,formerly smoked,0 +58359,Female,71,1,0,Yes,Private,Urban,129.97,44.2,smokes,0 +59347,Male,62,0,0,Yes,Private,Urban,124.26,33.4,never smoked,0 +12849,Female,28,0,0,Yes,Private,Urban,87.92,32.5,Unknown,0 +6104,Female,7,0,0,No,children,Rural,85.15,15.1,Unknown,0 +29694,Female,68,0,0,Yes,Private,Rural,95.36,21.5,smokes,0 +30806,Male,37,0,0,Yes,Self-employed,Urban,87.16,30.4,formerly smoked,0 +20316,Female,75,0,0,Yes,Govt_job,Rural,219.39,33.4,smokes,0 +58253,Male,5,0,0,No,children,Urban,71.92,18.2,Unknown,0 +57679,Male,1.08,0,0,No,children,Urban,167.66,18.7,Unknown,0 +39956,Female,34,0,0,No,Private,Rural,87.21,38.4,Unknown,0 +7683,Male,49,0,0,Yes,Self-employed,Rural,220.47,36.4,smokes,0 +9197,Female,8,0,0,No,children,Urban,80.47,20.6,Unknown,0 +58543,Female,50,0,0,Yes,Govt_job,Urban,89.95,48.9,formerly smoked,0 +6968,Male,2,0,0,No,children,Rural,111.32,18.2,Unknown,0 +35838,Female,1.16,0,0,No,children,Urban,65.01,17,Unknown,0 +57549,Female,76,0,0,Yes,Self-employed,Urban,110.07,31.8,never smoked,0 +59200,Male,18,0,0,No,Private,Urban,60.56,33,never smoked,0 +24289,Male,82,0,0,Yes,Private,Urban,89.83,24.7,smokes,0 +6206,Female,67,0,0,Yes,Self-employed,Rural,90.35,28.1,Unknown,0 +28227,Female,27,0,0,Yes,Private,Urban,71.5,40.3,smokes,0 +35229,Male,57,0,0,Yes,Govt_job,Urban,71.71,35.2,smokes,0 +23176,Female,51,1,0,Yes,Private,Urban,173.96,31.2,formerly smoked,0 +3045,Male,68,1,0,Yes,Private,Urban,96.06,37.6,never smoked,0 +22386,Female,56,0,0,Yes,Private,Urban,113.2,38.7,smokes,0 +1077,Male,77,0,1,Yes,Govt_job,Rural,106.03,N/A,Unknown,0 +57903,Female,52,1,0,Yes,Self-employed,Rural,111.38,N/A,smokes,0 +22108,Female,18,0,0,No,Private,Rural,73.29,28.1,smokes,0 +55982,Female,63,0,0,Yes,Self-employed,Urban,65.71,29.2,smokes,0 +55465,Female,31,0,0,Yes,Private,Rural,60.41,31.1,Unknown,0 +29258,Female,37,0,0,No,Private,Urban,89.11,24.1,never smoked,0 +38432,Female,64,0,0,Yes,Private,Urban,63.32,18.7,formerly smoked,0 +49666,Male,47,0,0,Yes,Self-employed,Urban,85.68,39.6,never smoked,0 +59904,Female,1.8,0,0,No,children,Urban,162.93,15.7,Unknown,0 +32365,Male,42,0,0,Yes,Private,Rural,89.22,53.8,Unknown,0 +15351,Male,37,0,0,Yes,Private,Rural,91.68,32.4,formerly smoked,0 +61000,Female,69,0,1,No,Private,Urban,198.33,42.7,smokes,0 +77,Female,13,0,0,No,children,Rural,85.81,18.6,Unknown,0 +17466,Male,73,0,0,No,Govt_job,Rural,79.59,31.4,smokes,0 +57569,Male,48,0,0,Yes,Private,Rural,106.74,33.7,formerly smoked,0 +9026,Female,78,1,0,Yes,Self-employed,Urban,191.33,24.5,never smoked,0 +54590,Female,21,0,0,No,Private,Rural,59.52,33.7,never smoked,0 +54301,Male,54,0,0,Yes,Private,Rural,206.52,35.4,smokes,0 +170,Male,43,0,0,Yes,Govt_job,Rural,80.07,N/A,never smoked,0 +52554,Male,19,0,0,No,Private,Rural,64.92,22.5,Unknown,0 +10649,Female,82,0,0,Yes,Private,Urban,80,33.6,never smoked,0 +28258,Female,80,0,0,Yes,Self-employed,Urban,75.06,29.7,Unknown,0 +22269,Female,69,1,0,Yes,Govt_job,Urban,112.2,N/A,never smoked,0 +12557,Female,21,0,0,No,Self-employed,Urban,91.18,25.7,never smoked,0 +2846,Female,46,0,0,Yes,Private,Rural,85.81,20.2,formerly smoked,0 +61219,Female,14,0,0,No,Never_worked,Urban,148.37,22.7,never smoked,0 +65321,Male,6,0,0,No,children,Rural,64.55,17.4,Unknown,0 +23946,Female,3,0,0,No,children,Rural,97.31,22.2,Unknown,0 +56312,Male,47,0,0,No,Private,Rural,111.15,23.8,never smoked,0 +20256,Male,34,0,0,Yes,Private,Urban,80.97,28.7,never smoked,0 +26993,Female,41,0,0,Yes,Private,Rural,89.88,33.1,formerly smoked,0 +58599,Female,67,0,0,Yes,Private,Rural,62.66,28,formerly smoked,0 +27849,Female,5,0,0,No,children,Urban,122.25,16.7,Unknown,0 +33367,Male,20,0,0,No,Private,Rural,87.08,27.1,never smoked,0 +61764,Female,63,0,0,Yes,Private,Rural,85,26.4,smokes,0 +13620,Female,73,0,0,Yes,Self-employed,Urban,100.49,23.7,smokes,0 +39308,Male,62,0,0,Yes,Private,Urban,145.37,33.3,Unknown,0 +1275,Male,0.88,0,0,No,children,Urban,112.19,18.9,Unknown,0 +34336,Male,50,1,0,Yes,Govt_job,Rural,79.73,25.5,smokes,0 +1505,Male,71,0,1,Yes,Self-employed,Rural,101.13,35.9,formerly smoked,0 +31887,Female,30,0,0,Yes,Private,Urban,101.98,23.2,Unknown,0 +60258,Female,80,0,1,Yes,Self-employed,Rural,98.39,22.2,smokes,0 +63450,Female,64,0,0,Yes,Self-employed,Rural,128.04,34,smokes,0 +35178,Male,7,0,0,No,children,Urban,98.12,20.4,Unknown,0 +3099,Female,36,0,0,No,Private,Urban,216.96,34.5,Unknown,0 +43903,Male,79,0,0,Yes,Self-employed,Rural,94.92,31.9,Unknown,0 +9013,Female,35,0,0,Yes,Private,Rural,83.27,19.8,formerly smoked,0 +60158,Female,28,0,0,No,Private,Rural,96.86,29,Unknown,0 +15579,Male,72,0,0,Yes,Self-employed,Rural,99.73,36.7,formerly smoked,0 +8563,Female,12,0,0,No,children,Rural,91.71,21.3,Unknown,0 +61573,Male,25,0,0,No,Private,Rural,65.77,23.7,smokes,0 +43827,Female,27,0,0,Yes,Private,Urban,161.57,25.7,smokes,0 +43090,Female,62,1,0,Yes,Self-employed,Rural,74.32,34,never smoked,0 +46068,Male,58,0,0,No,Self-employed,Rural,170.93,30.7,Unknown,0 +12469,Female,30,0,0,Yes,Private,Urban,74.43,44.8,never smoked,0 +58820,Male,56,0,0,Yes,Private,Rural,86.36,27.7,formerly smoked,0 +31893,Female,28,0,0,Yes,Private,Rural,97.06,23.2,Unknown,0 +45259,Male,47,0,0,Yes,Private,Rural,110.38,30.1,Unknown,0 +63779,Female,16,0,0,No,Private,Rural,79.03,29.3,Unknown,0 +71250,Female,29,0,0,Yes,Private,Rural,62.48,29.5,never smoked,0 +55051,Male,26,0,0,Yes,Private,Rural,55.62,25.8,never smoked,0 +2520,Female,26,0,0,Yes,Private,Rural,84.9,26.2,never smoked,0 +3715,Male,55,0,0,Yes,Private,Rural,232.81,28.8,Unknown,0 +21206,Female,29,0,0,No,Private,Rural,86.55,29.8,smokes,0 +60159,Female,29,0,0,No,Govt_job,Rural,118.61,26.5,never smoked,0 +3113,Female,33,0,0,No,Private,Rural,80.21,27.8,formerly smoked,0 +62126,Female,19,1,0,No,Private,Rural,65.96,29,never smoked,0 +51275,Female,10,0,0,No,children,Urban,61.34,19.1,Unknown,0 +3115,Female,3,0,0,No,children,Urban,116.6,17.1,Unknown,0 +9986,Female,60,0,0,Yes,Private,Urban,85.13,24.6,Unknown,0 +35974,Female,16,0,0,No,Private,Rural,86.32,18.3,Unknown,0 +46488,Male,35,0,0,Yes,Private,Rural,69.22,42.8,never smoked,0 +54172,Female,41,0,0,Yes,Private,Urban,140.93,46.5,Unknown,0 +21804,Female,19,0,0,No,Private,Urban,83.43,38.4,Unknown,0 +50402,Female,79,0,0,Yes,Private,Urban,207.95,26,formerly smoked,0 +36317,Female,41,0,0,Yes,Private,Rural,134.29,26.8,smokes,0 +44676,Male,1.64,0,0,No,children,Urban,115.12,21.1,Unknown,0 +3724,Female,51,0,0,Yes,Govt_job,Urban,86.25,29,never smoked,0 +69668,Female,33,0,0,Yes,Self-employed,Rural,112.94,43,never smoked,0 +59274,Female,33,0,0,Yes,Govt_job,Rural,73.54,36.6,smokes,0 +29676,Male,48,0,0,No,Private,Urban,80.86,27.5,Unknown,0 +37655,Male,45,0,0,Yes,Private,Rural,83.91,40.2,Unknown,0 +16980,Female,61,0,0,No,Private,Rural,69.91,37.1,never smoked,0 +40213,Male,31,0,0,No,Private,Rural,95.62,32,smokes,0 +47831,Male,60,1,0,No,Private,Urban,63.95,32.2,never smoked,0 +40977,Male,51,0,0,Yes,Private,Rural,122.5,20.6,Unknown,0 +39129,Male,53,0,0,Yes,Govt_job,Rural,86,24.1,never smoked,0 +40837,Male,52,0,0,Yes,Govt_job,Urban,120.27,25,never smoked,0 +59000,Female,42,0,0,Yes,Govt_job,Urban,56.71,25.2,Unknown,0 +44510,Female,56,0,0,Yes,Private,Rural,131.63,27.6,never smoked,0 +3793,Male,14,0,0,No,Private,Urban,79.36,48.8,never smoked,0 +32215,Female,40,0,0,No,Private,Urban,120.77,27.6,never smoked,0 +35296,Female,58,0,0,Yes,Private,Rural,100.42,39.5,smokes,0 +69502,Female,52,1,0,Yes,Private,Urban,155.86,27.2,smokes,0 +67620,Male,30,0,0,Yes,Govt_job,Rural,66.01,26.3,smokes,0 +27664,Female,47,0,0,Yes,Private,Urban,86.99,28.9,smokes,0 +49555,Female,34,0,0,Yes,Govt_job,Urban,90.55,30,never smoked,0 +16812,Female,82,0,1,Yes,Self-employed,Rural,229.58,23.7,Unknown,0 +63665,Female,31,0,0,Yes,Private,Urban,60.06,25.5,smokes,0 +68141,Female,58,0,0,Yes,Private,Rural,65.66,24.6,formerly smoked,0 +33674,Female,47,0,0,Yes,Private,Urban,104.7,20.7,smokes,0 +30432,Male,65,1,0,Yes,Self-employed,Urban,113.86,36.4,never smoked,0 +10886,Female,13,0,0,No,children,Rural,99.49,23.4,Unknown,0 +62629,Male,37,1,0,Yes,Private,Urban,165.99,32.3,never smoked,0 +67758,Male,9,0,0,No,children,Urban,114.99,18.8,Unknown,0 +41244,Female,7,0,0,No,children,Urban,79.58,15.5,Unknown,0 +50309,Female,37,0,0,No,Govt_job,Rural,77.37,21.4,never smoked,0 +6480,Male,62,0,0,No,Govt_job,Urban,93.55,31.7,never smoked,0 +27007,Male,14,0,0,No,Self-employed,Urban,187.22,29.7,Unknown,0 +63912,Female,77,0,0,Yes,Govt_job,Rural,167.59,34.3,formerly smoked,0 +37483,Male,36,0,0,Yes,Private,Urban,98.03,22.1,smokes,0 +29855,Female,3,0,0,No,children,Urban,88.79,21.5,Unknown,0 +22136,Male,78,1,1,No,Self-employed,Urban,92.9,30.4,smokes,0 +66637,Female,49,0,0,Yes,Govt_job,Urban,117.34,21.6,never smoked,0 +2244,Male,44,0,0,Yes,Private,Urban,80.75,30.9,never smoked,0 +22259,Male,10,0,0,No,children,Rural,77.51,21.9,Unknown,0 +19088,Male,8,0,0,No,children,Urban,105.63,19.2,Unknown,0 +61010,Female,60,0,0,Yes,Private,Urban,114.34,30.3,smokes,0 +49574,Female,56,0,0,Yes,Private,Rural,227.04,23,smokes,0 +12336,Female,73,0,0,Yes,Self-employed,Urban,87.56,24.1,never smoked,0 +3668,Female,65,0,0,Yes,Govt_job,Urban,84.47,52.7,smokes,0 +6034,Female,34,0,0,Yes,Self-employed,Rural,96.26,27.6,Unknown,0 +61418,Male,13,0,0,No,children,Rural,116.64,23.9,Unknown,0 +68725,Female,80,0,0,Yes,Private,Urban,79.57,26.9,never smoked,0 +464,Male,46,0,0,Yes,Private,Rural,78.44,23.9,never smoked,0 +42225,Female,80,0,0,Yes,Self-employed,Urban,64.15,40.5,never smoked,0 +51254,Female,65,0,0,No,Private,Urban,74.5,32,never smoked,0 +59164,Female,24,0,0,No,Private,Urban,70.32,20.5,Unknown,0 +70429,Female,33,0,0,Yes,Private,Urban,84.48,44.5,never smoked,0 +54253,Male,11,0,0,No,children,Urban,144.08,16.2,formerly smoked,0 +47937,Female,57,0,0,Yes,Self-employed,Rural,78.14,35.8,never smoked,0 +66882,Female,19,0,0,No,Govt_job,Urban,133.58,24,never smoked,0 +7411,Male,82,0,0,Yes,Private,Urban,214.42,33.9,formerly smoked,0 +39593,Female,39,0,0,Yes,Private,Urban,80.63,36,smokes,0 +6239,Female,14,0,0,No,Private,Rural,233.71,22.9,never smoked,0 +35378,Female,60,1,0,No,Private,Urban,96,44.5,smokes,0 +54012,Female,3,0,0,No,children,Urban,74.52,17.5,Unknown,0 +69835,Female,57,0,0,Yes,Private,Rural,131.4,32.3,never smoked,0 +44591,Male,79,0,0,Yes,Private,Urban,216.4,30.3,never smoked,0 +4709,Female,65,0,0,Yes,Private,Rural,108.8,33.5,Unknown,0 +20393,Female,67,1,0,Yes,Private,Urban,97.06,30.9,never smoked,0 +27626,Female,60,0,0,No,Govt_job,Rural,266.59,25.5,never smoked,0 +45864,Female,36,0,0,No,Private,Rural,55.58,30,never smoked,0 +68685,Male,36,0,0,Yes,Govt_job,Urban,65.87,32.2,formerly smoked,0 +28711,Female,26,0,0,No,Private,Urban,89.28,21.7,smokes,0 +44962,Male,71,0,0,Yes,Govt_job,Urban,56.12,24.7,Unknown,0 +7892,Male,78,0,0,Yes,Private,Urban,74.7,28.8,formerly smoked,0 +11744,Male,77,0,0,Yes,Self-employed,Urban,83.06,27,Unknown,0 +12279,Male,74,0,0,Yes,Private,Urban,227.94,26,Unknown,0 +20740,Female,50,0,0,Yes,Self-employed,Rural,84.88,27.1,never smoked,0 +58257,Male,9,0,0,No,children,Urban,64.2,18.5,Unknown,0 +36547,Male,1.64,0,0,No,children,Rural,137.22,18.8,Unknown,0 +559,Female,54,0,0,Yes,Private,Urban,81.44,31.5,formerly smoked,0 +13728,Male,8,0,0,No,children,Rural,90.26,18.1,Unknown,0 +4400,Female,36,0,0,Yes,Private,Urban,68.48,24.3,never smoked,0 +68524,Female,38,0,0,Yes,Private,Urban,100.02,28,never smoked,0 +24096,Female,34,1,0,Yes,Self-employed,Urban,100.61,N/A,Unknown,0 +65643,Female,7,0,0,No,children,Urban,156.82,17.3,Unknown,0 +30186,Female,5,0,0,No,children,Urban,81.66,17.2,Unknown,0 +11904,Male,14,0,0,No,children,Rural,112.22,26.9,Unknown,0 +20257,Male,0.88,0,0,No,children,Urban,90.62,22.4,Unknown,0 +2822,Female,30,0,0,Yes,Private,Rural,72.49,25.8,never smoked,0 +18072,Female,39,0,0,Yes,Govt_job,Urban,107.47,21.3,Unknown,0 +34896,Female,17,0,0,No,Private,Rural,92.11,43,never smoked,0 +53328,Female,14,0,0,No,Private,Rural,70.54,24.4,formerly smoked,0 +28303,Female,52,0,0,Yes,Self-employed,Rural,205,30.1,never smoked,0 +44325,Male,78,0,0,Yes,Self-employed,Rural,126.39,21.3,smokes,0 +8579,Female,2,0,0,No,children,Rural,89.72,17.8,Unknown,0 +29229,Male,32,0,0,Yes,Private,Urban,92.08,28.4,smokes,0 +48406,Male,0.88,0,0,No,children,Urban,85.38,23.4,Unknown,0 +3761,Female,50,0,0,Yes,Self-employed,Rural,95.25,24.3,never smoked,0 +65324,Female,48,0,0,Yes,Govt_job,Rural,75.91,27.8,Unknown,0 +7658,Male,66,0,0,Yes,Govt_job,Rural,203.44,30.5,formerly smoked,0 +35997,Male,78,0,1,Yes,Self-employed,Urban,243.73,N/A,smokes,0 +34383,Male,46,0,0,Yes,Private,Urban,88.23,25.8,Unknown,0 +8646,Female,54,0,0,Yes,Private,Rural,97.47,26.7,never smoked,0 +46653,Female,81,1,1,Yes,Private,Rural,59.28,28.1,never smoked,0 +1099,Female,15,0,0,No,children,Rural,101.15,22.2,Unknown,0 +61676,Male,77,0,0,Yes,Self-employed,Urban,68.38,25.1,Unknown,0 +38131,Female,59,0,0,Yes,Self-employed,Rural,55.46,20.9,never smoked,0 +61848,Female,48,0,0,Yes,Private,Urban,113.87,28.9,never smoked,0 +56228,Male,76,0,1,Yes,Self-employed,Urban,67.03,N/A,never smoked,0 +4949,Male,49,0,0,Yes,Private,Rural,96.35,35.9,never smoked,0 +46688,Female,44,0,0,No,Private,Urban,127.21,29.8,smokes,0 +30491,Female,39,0,0,Yes,Private,Urban,78.9,26.7,never smoked,0 +43478,Male,34,0,0,Yes,Private,Urban,59.91,28.4,formerly smoked,0 +25443,Male,50,0,0,No,Private,Urban,160.94,26.7,smokes,0 +52519,Male,62,0,0,Yes,Private,Rural,59.61,32.5,Unknown,0 +24361,Female,38,0,0,Yes,Private,Urban,87.94,43.8,never smoked,0 +29514,Female,43,0,0,Yes,Private,Rural,97.55,28.3,formerly smoked,0 +35893,Male,28,0,0,No,Private,Urban,116.02,36.6,formerly smoked,0 +58568,Female,58,0,0,Yes,Private,Rural,127.32,33.1,smokes,0 +63303,Male,28,0,0,No,Private,Urban,75.5,27,smokes,0 +70625,Male,18,0,0,No,Private,Urban,79.35,23.6,Unknown,0 +54807,Male,62,1,1,Yes,Private,Rural,176.25,N/A,never smoked,0 +18820,Male,31,0,0,No,Private,Rural,108.56,21.8,never smoked,0 +64029,Male,55,1,0,Yes,Private,Urban,168.06,23.5,smokes,0 +72703,Female,54,0,0,Yes,Private,Urban,75.52,28.7,formerly smoked,0 +11394,Male,73,0,1,Yes,Private,Rural,82.15,31.6,formerly smoked,0 +12298,Male,26,0,0,No,Self-employed,Urban,200.28,31.9,formerly smoked,0 +70845,Male,73,0,1,Yes,Private,Rural,62.44,25.2,smokes,0 +44494,Female,38,0,0,Yes,Private,Rural,84.31,25.9,smokes,0 +30953,Male,75,1,1,Yes,Private,Rural,221.43,32.5,Unknown,0 +47861,Male,81,0,0,Yes,Private,Urban,165.47,28.1,Unknown,0 +13465,Female,20,0,0,No,Private,Rural,96.69,27.4,smokes,0 +62454,Female,12,0,0,No,children,Urban,63.98,21.2,formerly smoked,0 +52593,Male,78,0,1,Yes,Private,Urban,145.03,26.8,formerly smoked,0 +91,Female,42,0,0,No,Private,Urban,98.53,18.5,never smoked,0 +22056,Female,71,1,0,Yes,Private,Urban,105.55,N/A,smokes,0 +45469,Male,16,0,0,No,children,Rural,134.23,30.6,Unknown,0 +41284,Male,4,0,0,No,children,Rural,62.48,19.9,Unknown,0 +20112,Male,79,0,1,Yes,Private,Urban,213.38,N/A,Unknown,0 +45627,Male,60,0,0,Yes,Private,Rural,70.52,26.5,formerly smoked,0 +4174,Female,45,1,0,Yes,Private,Urban,93.21,43.8,never smoked,0 +31660,Male,23,0,0,No,Private,Rural,82.39,31.8,Unknown,0 +36196,Male,21,0,0,No,Private,Rural,88.29,36.6,smokes,0 +19769,Female,67,0,0,Yes,Self-employed,Rural,80.18,22.9,formerly smoked,0 +8341,Male,10,0,0,No,children,Rural,84.02,18.7,never smoked,0 +42172,Female,24,0,0,Yes,Self-employed,Rural,69.72,29.6,never smoked,0 +14372,Male,50,0,0,Yes,Self-employed,Urban,192.16,43.6,never smoked,0 +61252,Male,79,0,1,Yes,Private,Rural,82.27,N/A,never smoked,0 +15251,Male,14,0,0,No,children,Urban,101.87,20.3,never smoked,0 +67800,Female,13,0,0,No,children,Rural,77.55,21.3,Unknown,0 +10416,Male,71,0,1,Yes,Private,Urban,215.72,39.2,smokes,0 +19504,Female,66,0,0,Yes,Private,Rural,87.84,52.8,Unknown,0 +7476,Male,32,0,0,No,Govt_job,Rural,91.93,30.2,never smoked,0 +55526,Male,46,0,0,Yes,Govt_job,Urban,58.63,35.3,never smoked,0 +452,Male,48,1,0,Yes,Private,Urban,173.14,37,smokes,0 +55790,Female,45,0,0,Yes,Private,Urban,106.83,32.1,formerly smoked,0 +38541,Male,55,0,0,Yes,Private,Urban,84.44,30.5,formerly smoked,0 +23748,Female,31,0,0,Yes,Private,Urban,92.16,22.8,never smoked,0 +18790,Male,25,0,0,No,Private,Urban,85.96,34.5,formerly smoked,0 +45751,Male,73,1,0,Yes,Self-employed,Rural,202.57,37.4,never smoked,0 +72369,Female,14,0,0,No,children,Rural,65.41,19.5,Unknown,0 +7171,Female,56,0,0,Yes,Govt_job,Urban,102.51,55.7,Unknown,0 +52826,Male,60,0,0,Yes,Private,Rural,62.6,30.4,Unknown,0 +42556,Male,27,0,0,Yes,Private,Urban,150.1,25.3,never smoked,0 +507,Female,28,0,0,Yes,Private,Rural,94.15,23.1,smokes,0 +56746,Male,46,1,0,Yes,Private,Urban,65.5,30.7,never smoked,0 +54072,Female,11,0,0,No,children,Urban,81.31,18.8,never smoked,0 +49760,Female,63,0,0,Yes,Private,Rural,78.96,28.6,never smoked,0 +61821,Female,59,0,0,Yes,Private,Rural,123.47,27.5,Unknown,0 +65481,Male,57,0,0,Yes,Private,Urban,90.4,26.5,never smoked,0 +6174,Female,35,0,0,No,Private,Urban,71.59,40.3,never smoked,0 +68224,Male,54,0,0,Yes,Private,Rural,209.5,37.9,formerly smoked,0 +61559,Male,7,0,0,No,children,Urban,86.6,17.1,Unknown,0 +65564,Female,48,0,0,Yes,Private,Urban,57.43,53.5,formerly smoked,0 +18890,Male,69,1,0,Yes,Private,Rural,87.93,33.6,never smoked,0 +58936,Male,59,0,0,Yes,Private,Rural,203.16,43.4,Unknown,0 +67667,Female,72,1,0,Yes,Self-employed,Rural,112.12,30.5,never smoked,0 +68138,Male,49,0,0,Yes,Private,Urban,92.02,38.1,never smoked,0 +50363,Female,73,1,0,Yes,Private,Rural,60.98,29.9,formerly smoked,0 +4740,Female,24,0,0,No,Private,Urban,86.35,32.7,never smoked,0 +39683,Male,26,0,0,No,Private,Rural,71.26,28.6,Unknown,0 +49903,Male,27,0,0,No,Private,Urban,72.61,38.5,never smoked,0 +63457,Female,78,0,1,No,Self-employed,Urban,110.78,22.9,never smoked,0 +18595,Female,77,0,0,Yes,Private,Urban,99.78,38,never smoked,0 +64912,Female,59,0,0,Yes,Self-employed,Rural,201.45,43.8,smokes,0 +68382,Male,0.32,0,0,No,children,Urban,127.78,20.8,Unknown,0 +69510,Male,39,0,0,Yes,Private,Rural,121.32,26.8,never smoked,0 +29872,Female,35,0,0,Yes,Private,Urban,83.89,25.5,never smoked,0 +1924,Male,54,0,0,Yes,Private,Rural,74.06,N/A,never smoked,0 +67243,Female,75,0,1,Yes,Private,Urban,206.15,25.4,never smoked,0 +3494,Female,80,0,0,Yes,Private,Rural,102.9,26.7,Unknown,0 +37307,Female,35,0,0,Yes,Private,Urban,65.48,50.5,never smoked,0 +41175,Female,22,0,0,No,Govt_job,Urban,123.23,21.3,Unknown,0 +48303,Male,39,0,0,Yes,Private,Rural,71.3,34.7,never smoked,0 +31473,Male,6,0,0,No,children,Rural,79.05,17.9,Unknown,0 +31402,Female,62,0,0,Yes,Self-employed,Rural,102.21,36.3,never smoked,0 +18996,Female,13,0,0,No,children,Urban,105.22,18.4,Unknown,0 +2573,Male,56,0,0,Yes,Govt_job,Rural,84.58,34.5,Unknown,0 +60683,Male,53,0,1,Yes,Govt_job,Urban,77.3,33.4,never smoked,0 +70537,Male,5,0,0,No,children,Rural,74.79,19.4,Unknown,0 +63193,Female,44,0,0,Yes,Private,Rural,88.75,25.6,Unknown,0 +12228,Male,13,0,0,No,children,Rural,97.97,24.5,never smoked,0 +58107,Female,59,0,0,Yes,Private,Rural,79.18,30,Unknown,0 +28647,Female,35,0,0,Yes,Private,Urban,81.33,28.9,never smoked,0 +57086,Female,52,0,0,Yes,Private,Urban,126.68,28.1,never smoked,0 +5505,Female,76,0,0,Yes,Private,Urban,196.61,23,never smoked,0 +44112,Female,51,0,0,Yes,Self-employed,Urban,219.92,33.5,formerly smoked,0 +56645,Female,79,0,0,Yes,Govt_job,Rural,79.16,34.8,formerly smoked,0 +16652,Female,69,0,0,Yes,Self-employed,Urban,99.68,17.6,formerly smoked,0 +32445,Female,78,0,0,Yes,Self-employed,Urban,79.55,21.1,formerly smoked,0 +18752,Male,60,0,0,Yes,Private,Rural,87.86,29,formerly smoked,0 +35152,Male,10,0,0,No,children,Urban,76.92,15.8,Unknown,0 +70081,Male,42,1,0,Yes,Self-employed,Rural,77.24,41.2,Unknown,0 +72340,Male,21,0,0,No,Private,Urban,120.94,29.7,formerly smoked,0 +67112,Female,56,0,0,Yes,Private,Rural,77.66,40.8,never smoked,0 +42323,Male,59,0,0,Yes,Govt_job,Rural,231.95,33.2,never smoked,0 +35022,Female,69,0,0,Yes,Private,Urban,111.48,37,smokes,0 +21625,Female,25,0,0,Yes,Private,Urban,84.25,24.5,Unknown,0 +49972,Male,63,0,0,Yes,Self-employed,Rural,216.38,34.5,never smoked,0 +44142,Male,25,0,0,No,Private,Rural,95.01,28,never smoked,0 +364,Female,58,0,0,Yes,Private,Urban,105.74,26.8,formerly smoked,0 +59669,Female,28,0,0,Yes,Private,Rural,58.41,21,Unknown,0 +69900,Female,46,0,0,Yes,Govt_job,Urban,56.89,23.8,smokes,0 +12753,Male,53,0,0,Yes,Private,Urban,86.25,29.3,never smoked,0 +10273,Female,37,0,0,Yes,Private,Rural,86.49,24.4,Unknown,0 +30824,Male,12,0,0,No,children,Rural,115.47,22.6,Unknown,0 +587,Female,14,0,0,No,children,Rural,92.22,22.8,Unknown,0 +55856,Female,60,0,0,Yes,Private,Rural,83.16,29.7,smokes,0 +47196,Male,42,0,0,Yes,Private,Rural,110.68,32.4,formerly smoked,0 +67724,Female,65,0,0,Yes,Private,Rural,70.06,35.8,Unknown,0 +23488,Male,80,1,0,Yes,Self-employed,Urban,213.33,31.1,formerly smoked,0 +2849,Male,32,0,0,Yes,Private,Urban,93.52,31.9,Unknown,0 +12134,Female,53,0,0,Yes,Govt_job,Rural,87.62,33.7,smokes,0 +24058,Female,50,0,0,Yes,Govt_job,Rural,77.67,25.6,never smoked,0 +15117,Female,23,0,0,No,Private,Rural,95.66,19.9,smokes,0 +72915,Female,45,0,0,Yes,Private,Urban,172.33,45.3,formerly smoked,0 +61836,Female,0.8,0,0,No,children,Urban,106.59,15.5,Unknown,0 +13116,Male,49,0,0,Yes,Private,Urban,87.06,28.3,never smoked,0 +48146,Male,70,0,1,Yes,Private,Rural,93.02,40.2,formerly smoked,0 +72819,Female,82,0,0,Yes,Self-employed,Urban,243.59,24.3,never smoked,0 +20070,Male,23,0,0,No,Private,Urban,86.7,24.6,Unknown,0 +8778,Female,79,0,0,Yes,Self-employed,Rural,97.81,26.6,formerly smoked,0 +13764,Female,74,0,0,Yes,Private,Urban,116.04,30.9,never smoked,0 +2005,Male,78,0,1,Yes,Self-employed,Urban,169.43,23.5,formerly smoked,0 +8616,Female,50,0,0,Yes,Private,Rural,68.41,23.9,smokes,0 +51524,Female,34,0,0,Yes,Private,Rural,94.44,34.2,Unknown,0 +50541,Male,47,0,0,Yes,Govt_job,Urban,73.48,34.9,smokes,0 +21971,Female,52,0,0,Yes,Govt_job,Rural,183.87,26.2,never smoked,0 +32183,Female,67,0,0,Yes,Private,Rural,66.08,36.2,never smoked,0 +30145,Female,62,0,0,Yes,Private,Rural,72.19,22.4,Unknown,0 +30482,Female,18,0,0,No,Private,Rural,101.09,19.3,smokes,0 +30790,Female,75,1,0,Yes,Govt_job,Urban,88.83,41.7,never smoked,0 +63337,Female,42,0,0,Yes,Private,Rural,69.99,46,smokes,0 +66264,Male,29,0,0,Yes,Govt_job,Urban,102.4,26.9,smokes,0 +641,Male,52,0,0,Yes,Govt_job,Rural,87.26,40.1,smokes,0 +42412,Female,18,0,0,No,Private,Urban,146.59,27.7,Unknown,0 +65693,Male,67,0,0,Yes,Govt_job,Rural,59,29.5,Unknown,0 +3746,Female,66,0,0,Yes,Private,Urban,76.83,26,never smoked,0 +71304,Male,5,0,0,No,children,Urban,101.83,22.7,Unknown,0 +34935,Female,18,0,0,No,Govt_job,Urban,90.92,16,never smoked,0 +29173,Male,52,0,0,Yes,Govt_job,Urban,67.5,27.7,smokes,0 +26474,Female,44,0,0,Yes,Govt_job,Urban,97.16,33.1,Unknown,0 +56857,Male,46,1,0,Yes,Govt_job,Urban,85.62,33.1,formerly smoked,0 +13529,Female,36,0,0,Yes,Govt_job,Rural,129.43,29.7,never smoked,0 +61979,Female,61,0,0,Yes,Govt_job,Urban,106.01,34,smokes,0 +70886,Female,7,0,0,No,children,Rural,114.82,33.3,Unknown,0 +27693,Female,15,0,0,No,children,Urban,121.39,27,Unknown,0 +59762,Male,61,0,0,Yes,Private,Urban,227.98,14.2,Unknown,0 +57308,Male,20,0,0,No,Private,Urban,78.97,19.4,never smoked,0 +3701,Female,2,0,0,No,children,Urban,84.12,15.3,Unknown,0 +61339,Male,47,0,0,Yes,Self-employed,Urban,95.04,28.7,never smoked,0 +24965,Female,25,0,0,No,Govt_job,Rural,103.15,21,smokes,0 +33952,Male,66,1,0,Yes,Private,Urban,82.91,28.9,formerly smoked,0 +39042,Male,2,0,0,No,children,Urban,70.93,20.3,Unknown,0 +43039,Female,63,0,0,Yes,Private,Rural,153.6,28,formerly smoked,0 +59915,Female,53,0,0,No,Private,Urban,129.43,29.6,never smoked,0 +4727,Female,33,0,0,Yes,Govt_job,Rural,81,30.2,formerly smoked,0 +16481,Female,23,0,0,No,Govt_job,Rural,71.81,22.2,Unknown,0 +15018,Female,23,0,0,No,Govt_job,Urban,84.46,28.4,formerly smoked,0 +49702,Female,81,0,0,Yes,Self-employed,Rural,101.32,29.6,formerly smoked,0 +48017,Male,55,0,0,Yes,Private,Urban,62.56,28.6,never smoked,0 +15313,Female,69,1,0,Yes,Govt_job,Urban,208.2,32.6,formerly smoked,0 +22231,Male,58,0,0,Yes,Private,Urban,199.42,29,never smoked,0 +45461,Female,70,0,0,Yes,Private,Urban,91.28,30.1,Unknown,0 +30678,Female,48,0,0,Yes,Private,Urban,77.99,31.2,formerly smoked,0 +57904,Male,15,0,0,No,Private,Urban,190.13,20.7,never smoked,0 +67483,Male,31,1,0,Yes,Private,Urban,149.68,45.1,never smoked,0 +5646,Female,2,0,0,No,children,Rural,92.3,14.8,Unknown,0 +67911,Male,80,0,0,No,Self-employed,Rural,235.54,37.4,formerly smoked,0 +16856,Female,69,0,0,Yes,Private,Rural,84.46,19.9,Unknown,0 +37972,Female,52,0,0,Yes,Private,Rural,68.7,16,Unknown,0 +62414,Male,80,1,0,Yes,Self-employed,Urban,178.89,27.4,Unknown,0 +50485,Male,54,0,0,Yes,Private,Rural,227.74,33.4,smokes,0 +47405,Female,2,0,0,No,children,Rural,100.66,18.5,Unknown,0 +70928,Male,39,0,0,Yes,Govt_job,Urban,73.62,33.4,Unknown,0 +4679,Female,38,0,0,Yes,Private,Rural,100.05,20.8,smokes,0 +15070,Male,76,0,1,Yes,Private,Rural,213.8,22,never smoked,0 +25625,Female,45,0,0,No,Private,Rural,103.94,32.5,smokes,0 +35123,Female,1.24,0,0,No,children,Urban,84.2,19.2,Unknown,0 +20165,Female,77,0,0,Yes,Private,Urban,250.8,32.9,never smoked,0 +41730,Female,46,0,0,No,Govt_job,Rural,112.29,23.5,Unknown,0 +38761,Female,50,0,0,Yes,Private,Urban,65.98,21.7,never smoked,0 +4797,Female,52,0,0,Yes,Private,Urban,99.1,29.1,Unknown,0 +19199,Female,73,1,0,Yes,Private,Rural,217.84,N/A,never smoked,0 +30402,Male,41,0,0,Yes,Private,Urban,104.34,30.3,Unknown,0 +25088,Female,40,0,0,No,Private,Rural,217,29.4,formerly smoked,0 +54756,Female,59,0,0,Yes,Private,Rural,57.47,30.1,formerly smoked,0 +19590,Male,48,0,0,Yes,Govt_job,Urban,78.24,32.9,never smoked,0 +23332,Female,42,0,0,Yes,Private,Rural,94.38,34,never smoked,0 +16971,Female,26,0,0,No,Private,Urban,100.31,38.6,never smoked,0 +11727,Male,39,0,0,Yes,Self-employed,Urban,74.29,29.3,smokes,0 +60255,Female,34,0,0,No,Private,Rural,103.43,43.6,smokes,0 +38796,Female,54,0,0,Yes,Private,Urban,99.83,22.7,formerly smoked,0 +46498,Female,57,0,0,Yes,Private,Urban,217.4,36.6,never smoked,0 +41042,Female,1.56,0,0,No,children,Urban,71.81,22.6,Unknown,0 +35069,Female,50,1,1,No,Govt_job,Urban,79.79,25.6,smokes,0 +61103,Female,64,1,0,Yes,Self-employed,Urban,190.92,31.4,never smoked,0 +25095,Male,44,0,0,Yes,Govt_job,Urban,94.76,26,formerly smoked,0 +55607,Male,38,0,0,Yes,Private,Urban,101.43,27,formerly smoked,0 +63029,Male,32,0,0,Yes,Private,Rural,115.86,33.3,never smoked,0 +2919,Male,17,0,0,No,Private,Rural,95.27,17.3,Unknown,0 +60003,Male,81,0,0,Yes,Govt_job,Rural,89.02,26.9,never smoked,0 +46256,Male,15,0,0,No,Private,Urban,77.55,24.8,Unknown,0 +23659,Female,5,0,0,No,children,Urban,75.86,20,Unknown,0 +2952,Male,70,1,1,Yes,Private,Rural,93.62,35.8,never smoked,0 +49229,Male,52,0,0,No,Govt_job,Rural,72.71,36.9,formerly smoked,0 +2457,Female,67,0,1,Yes,Self-employed,Rural,94.45,29.6,formerly smoked,0 +23508,Female,17,0,0,No,Never_worked,Rural,88.57,31.1,never smoked,0 +28364,Male,61,0,0,Yes,Private,Urban,84.12,25.1,formerly smoked,0 +31360,Female,31,0,0,No,Private,Urban,89.11,51.9,smokes,0 +19335,Male,58,0,0,Yes,Self-employed,Rural,99.83,36.3,smokes,0 +40390,Female,12,0,0,No,children,Rural,150.03,28.2,never smoked,0 +63936,Female,30,0,0,No,Private,Urban,69.67,35.8,formerly smoked,0 +24832,Female,65,0,0,Yes,Self-employed,Urban,77.46,30.9,formerly smoked,0 +25219,Female,23,0,0,No,Private,Urban,100.54,22.1,smokes,0 +42393,Male,14,0,0,No,children,Rural,142.38,17.6,never smoked,0 +17951,Male,27,0,0,No,Self-employed,Rural,110.87,29.5,smokes,0 +17443,Female,53,0,0,Yes,Private,Urban,73.6,27,never smoked,0 +52242,Female,58,1,0,Yes,Govt_job,Rural,59.52,33.2,never smoked,0 +45931,Male,9,0,0,No,children,Urban,142.68,24.4,Unknown,0 +7828,Male,59,1,0,Yes,Self-employed,Urban,182.9,34.4,smokes,0 +21547,Female,46,0,0,Yes,Govt_job,Urban,75.28,36.7,formerly smoked,0 +42305,Female,41,0,0,No,Private,Rural,100.75,27.2,never smoked,0 +9442,Male,55,0,0,Yes,Self-employed,Rural,163.82,27.5,never smoked,0 +57047,Female,43,0,0,Yes,Private,Urban,110.42,32.6,smokes,0 +2538,Female,5,0,0,No,children,Rural,105.18,N/A,Unknown,0 +28461,Male,15,0,0,No,Never_worked,Rural,79.59,28.4,Unknown,0 +16433,Female,36,0,0,Yes,Private,Rural,107.99,25.5,never smoked,0 +50681,Female,36,0,0,Yes,Private,Rural,90.22,28.7,formerly smoked,0 +71327,Female,47,0,0,No,Private,Rural,143.45,23.8,never smoked,0 +46699,Female,18,0,0,No,Private,Rural,78.57,34.4,Unknown,0 +25248,Male,19,0,0,No,Private,Rural,79.82,26.1,Unknown,0 +35315,Male,65,0,0,Yes,Self-employed,Urban,95.88,28.5,never smoked,0 +63144,Male,17,0,0,No,Govt_job,Urban,123.04,29.6,never smoked,0 +21517,Male,54,0,0,Yes,Private,Urban,92.34,29.4,smokes,0 +29789,Female,46,0,0,Yes,Private,Rural,116.84,28.2,never smoked,0 +52207,Female,59,0,0,Yes,Self-employed,Urban,90.04,28.7,formerly smoked,0 +19209,Female,48,0,0,Yes,Govt_job,Rural,255.17,38.1,formerly smoked,0 +42041,Female,38,0,0,Yes,Private,Rural,217.55,N/A,smokes,0 +58153,Female,18,0,0,No,Private,Urban,123.66,22.2,never smoked,0 +27717,Female,56,0,0,Yes,Self-employed,Urban,112.16,25.7,Unknown,0 +35106,Male,3,0,0,No,children,Urban,88.43,17.7,Unknown,0 +47730,Female,41,0,0,No,Private,Urban,86.03,26.4,never smoked,0 +20657,Female,67,0,0,Yes,Private,Urban,227.96,32.8,Unknown,0 +63411,Female,60,0,0,Yes,Private,Rural,85.6,34.5,Unknown,0 +18671,Female,47,0,0,Yes,Govt_job,Rural,111.68,39.5,never smoked,0 +3843,Female,24,0,0,No,Private,Urban,73.49,23.5,never smoked,0 +1225,Male,43,0,0,Yes,Private,Urban,87.82,38.8,formerly smoked,0 +40264,Female,17,0,0,No,Private,Rural,99.29,21.2,Unknown,0 +72451,Female,45,0,0,Yes,Private,Rural,63.73,32,Unknown,0 +20292,Female,24,0,0,Yes,Private,Urban,85.55,63.3,never smoked,0 +31201,Female,79,0,0,No,Self-employed,Urban,79.2,32.6,never smoked,0 +59359,Male,79,0,0,Yes,Self-employed,Urban,105.93,25.2,never smoked,0 +57985,Female,27,0,0,Yes,Private,Urban,94.19,27.4,formerly smoked,0 +2885,Male,72,1,0,Yes,Private,Rural,231.71,N/A,Unknown,0 +59743,Male,64,0,1,Yes,Self-employed,Rural,69.28,38.6,formerly smoked,0 +11544,Female,34,0,0,Yes,Private,Urban,71.37,32.9,never smoked,0 +11969,Female,50,0,0,Yes,Self-employed,Urban,110.18,26,formerly smoked,0 +42929,Female,58,0,0,Yes,Self-employed,Rural,59.68,29.2,formerly smoked,0 +72776,Male,26,0,0,Yes,Govt_job,Urban,94.24,29.2,formerly smoked,0 +21438,Female,50,0,0,Yes,Private,Rural,82.1,26.4,Unknown,0 +51084,Female,80,0,0,Yes,Private,Urban,62.62,23.1,formerly smoked,0 +13440,Male,2,0,0,No,children,Urban,107.83,21.2,Unknown,0 +15533,Male,46,0,0,No,Private,Urban,107.59,26.2,formerly smoked,0 +50903,Female,29,0,0,Yes,Private,Urban,116.98,23.4,never smoked,0 +35276,Female,6,0,0,No,children,Rural,84.1,19.8,Unknown,0 +44472,Male,32,0,0,Yes,Self-employed,Urban,160.64,20.4,smokes,0 +23587,Female,16,0,0,No,Never_worked,Urban,84.4,25.9,never smoked,0 +66794,Female,44,0,0,Yes,Govt_job,Rural,81.13,34.1,never smoked,0 +35854,Female,23,0,0,No,Private,Urban,88.19,18.3,never smoked,0 +60907,Male,48,0,0,Yes,Private,Rural,127.13,35,Unknown,0 +12449,Female,34,0,0,Yes,Private,Rural,119.61,26.4,Unknown,0 +54371,Male,78,0,0,Yes,Govt_job,Urban,143.47,27.6,formerly smoked,0 +8106,Female,42,0,0,Yes,Private,Rural,84.6,27,smokes,0 +2013,Male,14,0,0,No,Private,Rural,110.72,N/A,never smoked,0 +61785,Female,40,0,0,No,Private,Rural,158.93,31.3,smokes,0 +2707,Male,10,0,0,No,children,Rural,68.94,18,Unknown,0 +49120,Female,39,0,0,Yes,Govt_job,Rural,69.38,22.1,Unknown,0 +30752,Female,42,0,0,No,Self-employed,Urban,72,34.4,never smoked,0 +64972,Male,47,0,0,Yes,Private,Rural,57.76,33.2,smokes,0 +49537,Male,14,0,0,No,Private,Rural,108.65,23.1,never smoked,0 +315,Male,45,0,0,Yes,Private,Rural,65.42,39.7,never smoked,0 +62814,Male,58,0,0,No,Private,Rural,78.93,40.7,formerly smoked,0 +7665,Female,73,0,0,Yes,Private,Rural,98.34,30.9,Unknown,0 +28108,Female,62,0,0,Yes,Private,Rural,82.57,27.5,Unknown,0 +50536,Female,62,0,1,Yes,Govt_job,Urban,124.37,28.3,never smoked,0 +8655,Female,51,0,1,Yes,Self-employed,Urban,100.96,33.4,never smoked,0 +760,Male,0.8,0,0,No,children,Urban,75.22,33.1,Unknown,0 +47501,Female,57,0,0,Yes,Private,Urban,59.85,41.5,never smoked,0 +16863,Female,8,0,0,No,children,Rural,104.75,17.1,Unknown,0 +51342,Female,69,0,0,Yes,Govt_job,Rural,70.98,30,Unknown,0 +35759,Female,16,0,0,No,Private,Rural,92.77,24.9,Unknown,0 +17270,Female,56,0,0,Yes,Private,Urban,82.12,32.5,smokes,0 +53862,Female,41,0,0,Yes,Govt_job,Rural,106.35,26.1,never smoked,0 +40951,Female,1.24,0,0,No,children,Rural,77.33,19.2,Unknown,0 +56976,Female,42,0,0,Yes,Private,Urban,96.01,38.7,Unknown,0 +37299,Male,57,0,0,Yes,Private,Urban,107.49,29.5,never smoked,0 +33247,Male,20,0,0,No,Private,Rural,88.47,28.1,smokes,0 +32560,Female,8,0,0,No,children,Rural,87.92,14.1,Unknown,0 +10973,Male,43,0,0,Yes,Private,Urban,91.13,33.9,never smoked,0 +3816,Male,62,0,0,Yes,Private,Rural,80.72,26,formerly smoked,0 +50215,Male,42,0,0,No,Govt_job,Rural,59.83,52.8,never smoked,0 +10351,Male,50,0,0,Yes,Private,Urban,67.02,N/A,formerly smoked,0 +69665,Female,63,0,0,Yes,Private,Rural,60.22,29.2,never smoked,0 +14976,Male,80,0,1,Yes,Private,Rural,82.41,26.3,smokes,0 +28183,Female,13,0,0,No,children,Urban,75.78,23.6,Unknown,0 +33085,Female,20,0,0,No,Private,Rural,102.42,18.6,never smoked,0 +13386,Female,71,0,1,Yes,Self-employed,Rural,98.45,29.7,Unknown,0 +15601,Female,50,0,0,Yes,Private,Urban,93.51,30.9,smokes,0 +22254,Female,76,0,0,Yes,Private,Rural,113.68,22.8,Unknown,0 +15539,Female,41,0,0,Yes,Private,Rural,97.41,25.5,never smoked,0 +58235,Male,76,0,0,Yes,Private,Urban,58.65,25.6,smokes,0 +21162,Female,78,0,0,Yes,Self-employed,Rural,81.68,23,Unknown,0 +67880,Male,5,0,0,No,children,Urban,148.52,20.6,Unknown,0 +42545,Male,29,1,0,Yes,Private,Urban,77.55,N/A,formerly smoked,0 +48359,Female,43,0,0,Yes,Private,Rural,142.12,28.4,smokes,0 +54815,Female,49,0,0,Yes,Private,Urban,125.3,29.7,formerly smoked,0 +6233,Male,70,1,0,Yes,Self-employed,Rural,118.81,26,smokes,0 +52225,Male,24,0,0,No,Private,Urban,84.16,37.5,smokes,0 +50463,Female,41,0,0,Yes,Private,Urban,78.74,42.3,smokes,0 +49084,Male,20,0,0,No,Private,Urban,57.51,21.4,Unknown,0 +61889,Male,34,0,0,Yes,Private,Urban,61.11,29.3,never smoked,0 +25525,Male,32,0,0,Yes,Private,Urban,78.3,31,Unknown,0 +9730,Male,27,0,0,Yes,Private,Urban,76.19,22,never smoked,0 +30622,Female,44,0,0,Yes,Govt_job,Rural,115.99,20.9,never smoked,0 +26480,Male,20,0,0,No,Private,Rural,100.8,45.9,never smoked,0 +65895,Female,52,0,0,Yes,Private,Urban,98.27,61.2,Unknown,0 +4913,Female,57,0,0,Yes,Private,Rural,93.85,29.1,never smoked,0 +20676,Male,29,0,0,No,Private,Rural,94.69,28.4,smokes,0 +52410,Female,16,0,0,No,Private,Urban,136.23,22.6,Unknown,0 +57944,Female,35,0,0,Yes,Govt_job,Rural,56.12,24.2,smokes,0 +20290,Female,5,0,0,No,children,Rural,93.03,16.3,Unknown,0 +10875,Male,63,0,0,Yes,Private,Rural,196.81,35.9,never smoked,0 +2393,Male,59,1,0,Yes,Private,Rural,87.81,29.8,formerly smoked,0 +66464,Male,63,0,0,Yes,Private,Urban,222.66,37,formerly smoked,0 +40548,Male,52,0,0,Yes,Private,Rural,223.58,35.8,never smoked,0 +19699,Female,50,0,0,No,Private,Urban,85.77,21.1,never smoked,0 +205,Female,43,0,0,Yes,Private,Rural,88.23,37.6,Unknown,0 +54805,Female,27,0,0,No,Self-employed,Urban,73.65,24.8,Unknown,0 +53195,Male,30,0,0,No,Private,Urban,141.8,31.9,never smoked,0 +9107,Female,8,0,0,No,children,Rural,92.65,17.5,Unknown,0 +65196,Male,75,1,0,Yes,Private,Rural,198.79,N/A,smokes,0 +58833,Male,14,0,0,No,Private,Rural,61.04,17.6,Unknown,0 +4309,Female,23,0,0,Yes,Private,Rural,102.88,38.9,Unknown,0 +55462,Male,6,0,0,No,children,Urban,123.39,15.2,Unknown,0 +51746,Female,37,0,0,Yes,Govt_job,Rural,67.07,27.4,never smoked,0 +59335,Male,38,0,0,Yes,Govt_job,Rural,69.88,27.9,smokes,0 +65644,Male,3,0,0,No,children,Urban,57.02,16.1,Unknown,0 +52790,Female,26,0,0,No,Govt_job,Urban,123.81,39,never smoked,0 +42681,Female,58,0,0,Yes,Govt_job,Rural,73.36,36.6,formerly smoked,0 +33697,Male,57,0,0,Yes,Private,Rural,90.54,33.7,never smoked,0 +51963,Male,58,0,0,Yes,Private,Urban,69.24,27.6,never smoked,0 +13375,Male,76,0,0,Yes,Private,Urban,192.39,31,never smoked,0 +37526,Female,68,1,1,Yes,Private,Rural,233.3,N/A,Unknown,0 +59454,Female,79,0,0,Yes,Self-employed,Urban,74.35,28.5,formerly smoked,0 +23600,Male,34,0,0,Yes,Private,Rural,71.94,31.4,smokes,0 +61245,Male,75,0,0,Yes,Self-employed,Rural,82.35,25.3,never smoked,0 +53489,Male,11,0,0,No,children,Rural,73.28,17.2,never smoked,0 +42284,Male,71,1,0,Yes,Self-employed,Rural,97.57,26.9,Unknown,0 +69089,Female,40,0,0,Yes,Private,Rural,83.3,32,smokes,0 +68970,Female,24,0,0,No,Private,Urban,85.07,22.5,Unknown,0 +42938,Male,0.64,0,0,No,children,Urban,60.4,17.3,Unknown,0 +11327,Female,82,0,0,Yes,Self-employed,Urban,79.96,27,formerly smoked,0 +5464,Male,32,0,0,Yes,Private,Rural,70.96,33.1,Unknown,0 +56995,Female,81,0,0,Yes,Private,Urban,82.86,25,never smoked,0 +53646,Female,33,1,0,No,Private,Rural,97.87,N/A,smokes,0 +45139,Female,79,0,1,Yes,Private,Rural,201.38,31.1,never smoked,0 +38354,Female,62,0,0,Yes,Self-employed,Urban,91.82,19.6,Unknown,0 +15566,Male,39,0,0,Yes,Private,Rural,91.85,24.7,smokes,0 +4793,Female,60,1,0,Yes,Self-employed,Urban,99.23,48,formerly smoked,0 +59223,Male,48,0,0,Yes,Private,Urban,68.13,38,formerly smoked,0 +30927,Male,24,0,0,No,Private,Rural,93.76,24,formerly smoked,0 +966,Female,70,1,0,Yes,Self-employed,Rural,103.89,30,never smoked,0 +62923,Female,17,0,0,No,Private,Urban,87.39,24.6,Unknown,0 +30627,Female,56,0,0,Yes,Govt_job,Urban,89.53,23.1,Unknown,0 +17236,Female,3,0,0,No,children,Urban,66.61,17.4,Unknown,0 +27566,Male,65,0,0,Yes,Private,Rural,236.14,43.1,Unknown,0 +6368,Male,72,0,1,Yes,Private,Urban,99.76,27.1,formerly smoked,0 +33876,Male,10,0,0,No,children,Urban,87.09,14.3,Unknown,0 +52164,Male,29,0,0,Yes,Private,Urban,193.81,46.8,never smoked,0 +32446,Female,44,0,0,Yes,Private,Rural,97.27,26,never smoked,0 +56855,Male,46,0,0,Yes,Private,Urban,137.77,29.3,never smoked,0 +43837,Male,33,0,0,Yes,Private,Urban,105.19,50.1,smokes,0 +5477,Male,63,0,1,Yes,Self-employed,Urban,82.72,N/A,never smoked,0 +64974,Male,0.24,0,0,No,children,Urban,58.35,18.6,Unknown,0 +33976,Male,55,0,0,Yes,Private,Urban,68.79,27,never smoked,0 +31019,Female,56,0,0,Yes,Private,Urban,94.19,25.7,never smoked,0 +4699,Male,50,0,0,No,Govt_job,Rural,121.17,25.5,formerly smoked,0 +60276,Male,78,1,1,Yes,Self-employed,Rural,106.41,27.3,never smoked,0 +24420,Male,63,0,0,Yes,Private,Rural,104.79,24.1,Unknown,0 +28478,Female,31,0,0,Yes,Private,Urban,82.18,42.7,never smoked,0 +63236,Male,65,0,0,Yes,Private,Urban,96.81,41.2,smokes,0 +6324,Male,51,0,0,Yes,Private,Rural,107.42,20.2,formerly smoked,0 +62059,Male,60,0,0,Yes,Private,Rural,69.2,30.9,never smoked,0 +28400,Male,69,0,0,Yes,Self-employed,Urban,92.73,27.7,never smoked,0 +5841,Female,23,0,0,No,Private,Urban,86.11,22.3,never smoked,0 +5681,Male,46,0,0,Yes,Private,Rural,111.78,39.4,smokes,0 +16587,Female,16,0,0,No,Private,Urban,122.26,34.2,never smoked,0 +3477,Female,26,0,0,No,Private,Rural,78.16,20.1,never smoked,0 +23890,Female,44,1,0,Yes,Govt_job,Rural,105.77,36.8,never smoked,0 +3803,Female,56,0,0,Yes,Private,Urban,102.97,N/A,smokes,0 +34068,Female,23,0,0,Yes,Govt_job,Urban,77.53,33.9,formerly smoked,0 +60145,Female,38,0,0,Yes,Private,Urban,77.35,27.7,never smoked,0 +11702,Female,18,0,0,No,Never_worked,Urban,82.36,22.7,Unknown,0 +50508,Female,63,0,1,Yes,Self-employed,Rural,239.95,32.2,smokes,0 +65473,Male,23,0,0,No,Private,Urban,61.96,22,smokes,0 +51257,Male,32,0,0,No,Private,Rural,72.1,23.2,never smoked,0 +47810,Male,8,0,0,No,children,Rural,107.97,26.7,Unknown,0 +38737,Male,77,0,0,Yes,Self-employed,Urban,60.77,23,smokes,0 +39060,Female,41,0,0,Yes,Private,Urban,71.06,23.4,never smoked,0 +56804,Female,34,0,0,No,Govt_job,Urban,60.36,24.1,never smoked,0 +45099,Male,25,0,0,Yes,Self-employed,Urban,83.33,31.5,Unknown,0 +22221,Female,35,0,0,Yes,Self-employed,Urban,65.33,26.1,never smoked,0 +57134,Male,15,0,0,No,children,Urban,113.28,23.7,never smoked,0 +57609,Male,1.64,0,0,No,children,Urban,170.88,20.8,Unknown,0 +6132,Male,4,0,0,No,children,Urban,103.34,18.8,Unknown,0 +31600,Female,33,0,0,No,Private,Rural,106.08,32.5,formerly smoked,0 +51497,Male,28,0,0,Yes,Self-employed,Urban,156.45,24.3,never smoked,0 +48455,Female,37,0,0,Yes,Private,Urban,60.05,24.1,Unknown,0 +13049,Female,50,0,0,Yes,Private,Rural,114.05,32.5,never smoked,0 +9079,Female,76,0,1,Yes,Self-employed,Urban,202.21,39.3,formerly smoked,0 +68568,Female,72,0,0,Yes,Self-employed,Rural,57.28,23.9,never smoked,0 +72867,Male,16,0,0,No,Private,Rural,99.49,22,Unknown,0 +53121,Male,44,0,0,Yes,Private,Urban,63.6,37.3,never smoked,0 +33779,Male,46,0,1,Yes,Govt_job,Urban,80.01,33,formerly smoked,0 +52367,Male,46,0,0,Yes,Private,Urban,58.42,24.7,formerly smoked,0 +29314,Female,73,1,1,Yes,Govt_job,Urban,67.38,32.8,formerly smoked,0 +18366,Female,29,0,0,Yes,Self-employed,Rural,73.58,29.8,Unknown,0 +32522,Male,19,0,0,No,Private,Urban,103.92,24.1,Unknown,0 +3980,Female,27,0,0,No,Private,Rural,80.22,21.6,never smoked,0 +5350,Female,36,0,0,Yes,Private,Rural,103.76,27.1,never smoked,0 +3428,Female,61,0,0,Yes,Self-employed,Urban,77.06,27,never smoked,0 +62552,Female,9,0,0,No,children,Rural,90.22,18.7,Unknown,0 +51085,Female,25,0,0,No,Private,Urban,181.3,35.8,never smoked,0 +60586,Female,68,0,0,Yes,Private,Rural,85.29,27.1,formerly smoked,0 +59988,Female,26,1,0,Yes,Private,Urban,107.59,33.1,smokes,0 +34122,Female,17,0,0,No,Private,Urban,87.72,25.9,smokes,0 +11392,Male,75,0,0,Yes,Private,Rural,70.73,26.7,smokes,0 +53632,Male,34,0,0,No,Govt_job,Urban,72.75,22.2,Unknown,0 +32202,Male,53,0,0,Yes,Private,Rural,95.47,26,smokes,0 +52489,Female,18,0,0,No,Private,Urban,70.54,23.5,Unknown,0 +13374,Male,48,0,0,Yes,Private,Urban,100.03,23.5,never smoked,0 +66370,Female,5,0,0,No,children,Rural,59.78,15.9,Unknown,0 +259,Male,79,0,0,Yes,Private,Urban,198.79,24.9,never smoked,0 +12092,Male,16,0,0,No,Private,Rural,90.39,26.5,never smoked,0 +38263,Female,32,0,0,Yes,Private,Rural,147.04,35.7,Unknown,0 +1666,Male,70,0,0,Yes,Govt_job,Urban,202.55,N/A,formerly smoked,0 +48922,Male,55,1,1,Yes,Private,Rural,64.92,32.1,smokes,0 +58061,Female,70,1,0,Yes,Self-employed,Rural,154.6,28.5,formerly smoked,0 +50283,Female,51,0,0,Yes,Private,Urban,95.98,40.1,smokes,0 +26605,Female,39,0,0,Yes,Private,Rural,102.51,26.6,smokes,0 +10396,Male,79,1,0,No,Private,Urban,96.52,21.7,Unknown,0 +14695,Male,80,1,0,Yes,Self-employed,Rural,232.12,28.8,never smoked,0 +2579,Female,34,0,0,Yes,Self-employed,Rural,78.12,32,Unknown,0 +71061,Male,59,0,0,Yes,Govt_job,Urban,70.04,31.4,never smoked,0 +41250,Female,54,0,0,Yes,Private,Rural,97.61,32.1,smokes,0 +53923,Female,22,0,0,No,Private,Urban,113.11,19.8,Unknown,0 +54139,Female,21,0,0,No,Private,Rural,71.06,25.3,formerly smoked,0 +32430,Female,4,0,0,No,children,Rural,104.95,28.8,Unknown,0 +14928,Female,26,0,0,No,Private,Urban,81.94,26,smokes,0 +32457,Male,62,0,0,Yes,Private,Urban,96.37,30.7,formerly smoked,0 +59718,Female,33,0,0,Yes,Private,Rural,114.16,43.3,never smoked,0 +4948,Male,51,0,0,Yes,Self-employed,Rural,93.58,35.2,smokes,0 +40870,Female,75,0,0,Yes,Govt_job,Urban,73.89,20.9,Unknown,0 +2218,Male,42,0,0,Yes,Private,Rural,107.83,35.3,smokes,0 +57494,Female,82,1,0,Yes,Self-employed,Urban,107.21,27,formerly smoked,0 +1534,Female,61,0,0,Yes,Private,Rural,99.35,26.1,smokes,0 +69329,Female,62,0,0,Yes,Private,Rural,203.57,29.1,Unknown,0 +39852,Male,59,1,1,Yes,Govt_job,Rural,81.51,32.6,never smoked,0 +65358,Female,31,0,0,Yes,Private,Rural,69.26,21.8,formerly smoked,0 +36488,Male,12,0,0,No,children,Urban,111.47,32.3,never smoked,0 +55567,Female,76,0,1,Yes,Private,Rural,86.09,28.1,never smoked,0 +33562,Male,71,0,1,Yes,Govt_job,Rural,72.94,32.3,formerly smoked,0 +20006,Female,15,0,0,No,Private,Urban,76.77,21.7,Unknown,0 +47696,Male,44,0,0,Yes,Private,Rural,60.32,25,never smoked,0 +60117,Male,30,0,0,No,Private,Rural,133.24,28.9,never smoked,0 +5032,Female,47,0,0,Yes,Private,Rural,65.01,21.7,formerly smoked,0 +5780,Female,47,0,0,Yes,Private,Urban,74.63,45.3,never smoked,0 +52236,Female,60,0,0,Yes,Private,Rural,230.78,40.2,never smoked,0 +59752,Male,62,0,0,Yes,Private,Urban,72.5,22.5,formerly smoked,0 +47005,Female,47,0,0,Yes,Private,Urban,68.48,21.3,never smoked,0 +4750,Male,78,0,0,Yes,Private,Urban,85.03,26.1,formerly smoked,0 +65127,Female,35,0,0,Yes,Private,Urban,80.76,28.8,smokes,0 +4498,Male,71,0,1,Yes,Private,Urban,204.98,N/A,formerly smoked,0 +32203,Female,57,0,0,Yes,Self-employed,Rural,95.36,32.4,formerly smoked,0 +27436,Male,12,0,0,No,children,Urban,110.33,20.4,Unknown,0 +34999,Male,26,0,0,Yes,Private,Urban,89.18,25.9,formerly smoked,0 +4213,Male,33,0,0,No,Self-employed,Rural,91.53,38.8,formerly smoked,0 +71669,Male,60,0,0,Yes,Private,Rural,65.16,30.8,never smoked,0 +36803,Female,35,0,0,No,Private,Rural,74.53,24.6,never smoked,0 +17725,Female,10,0,0,No,children,Rural,93.29,20.6,Unknown,0 +57983,Male,50,0,0,Yes,Govt_job,Urban,227.89,38.8,formerly smoked,0 +68089,Female,44,0,0,Yes,Private,Urban,121.46,40.4,Unknown,0 +3135,Female,73,0,0,No,Self-employed,Rural,69.35,N/A,never smoked,0 +563,Female,41,0,0,Yes,Private,Rural,216.71,36.2,never smoked,0 +19364,Female,7,0,0,No,children,Rural,74.96,18.8,Unknown,0 +34590,Male,45,0,0,Yes,Self-employed,Rural,75.25,27.6,smokes,0 +55459,Female,60,0,0,No,Private,Rural,91.82,28.3,formerly smoked,0 +38724,Female,49,1,0,Yes,Govt_job,Urban,56.37,39.4,smokes,0 +52968,Female,45,0,0,Yes,Self-employed,Rural,149.15,33.5,Unknown,0 +35716,Female,55,1,0,Yes,Private,Urban,202.67,40.4,formerly smoked,0 +51421,Female,54,0,0,Yes,Private,Rural,65.38,25.9,Unknown,0 +72525,Female,39,0,0,Yes,Private,Urban,90.31,27.6,smokes,0 +33009,Male,76,0,0,Yes,Self-employed,Rural,221.8,44.7,formerly smoked,0 +35437,Female,28,0,0,Yes,Private,Rural,73.39,30.8,Unknown,0 +37253,Female,70,1,0,Yes,Private,Urban,147.12,22.3,formerly smoked,0 +46171,Male,28,0,0,Yes,Private,Urban,109.85,27.9,Unknown,0 +18143,Male,79,0,0,Yes,Self-employed,Rural,103.21,22.9,formerly smoked,0 +35330,Male,30,0,0,Yes,Private,Urban,81.25,27.3,smokes,0 +32127,Female,26,0,0,Yes,Govt_job,Urban,84.69,25,never smoked,0 +69834,Female,57,0,0,Yes,Govt_job,Rural,87.1,48.3,smokes,0 +56311,Female,16,0,0,No,Private,Rural,81.92,22.7,Unknown,0 +13439,Male,40,1,0,Yes,Private,Urban,90.91,39.1,Unknown,0 +36366,Male,77,0,0,Yes,Govt_job,Urban,64.4,27.8,never smoked,0 +13111,Female,67,1,0,Yes,Private,Rural,85.48,N/A,smokes,0 +28932,Female,36,0,0,Yes,Private,Rural,67.29,36.7,formerly smoked,0 +67521,Female,40,1,0,Yes,Private,Urban,124.48,38.5,Unknown,0 +65688,Male,2,0,1,No,children,Urban,62.89,29.4,Unknown,0 +58761,Male,52,0,0,Yes,Private,Urban,87.51,30.5,formerly smoked,0 +21192,Female,78,0,0,Yes,Private,Urban,93.15,23.6,Unknown,0 +72348,Female,22,0,0,No,Private,Urban,64.87,20.6,Unknown,0 +1825,Male,33,0,0,Yes,Self-employed,Urban,90.68,31.7,smokes,0 +25674,Male,40,0,0,Yes,Private,Urban,104.64,24.9,Unknown,0 +33035,Female,20,0,0,No,Private,Urban,92.44,33.4,never smoked,0 +54297,Male,19,0,0,No,Private,Rural,120.46,22.2,Unknown,0 +9122,Male,25,0,0,Yes,Private,Urban,89.87,26.5,never smoked,0 +1218,Female,23,0,0,No,Private,Urban,105.28,27.1,formerly smoked,0 +57210,Female,28,0,0,Yes,Private,Rural,131.8,30.3,never smoked,0 +37096,Female,6,0,0,No,children,Rural,66.33,18.6,Unknown,0 +38243,Female,37,0,0,Yes,Private,Rural,101.07,26.4,Unknown,0 +17198,Female,10,0,0,No,children,Rural,83.37,17.8,formerly smoked,0 +70884,Female,34,0,0,Yes,Private,Urban,79.8,37.4,smokes,0 +51809,Female,60,0,0,Yes,Self-employed,Rural,103.17,32.1,formerly smoked,0 +40602,Female,22,0,0,No,Private,Urban,62.52,38.2,never smoked,0 +65116,Female,62,1,0,Yes,Self-employed,Urban,75.78,N/A,smokes,0 +70455,Female,52,0,0,Yes,Govt_job,Urban,110.36,39.1,formerly smoked,0 +41618,Male,61,0,0,No,Private,Rural,140.07,29.5,never smoked,0 +21209,Female,10,0,0,No,children,Rural,84.86,28.6,never smoked,0 +26103,Male,36,0,0,Yes,Private,Rural,106.85,40.1,never smoked,0 +10436,Female,29,0,0,Yes,Private,Rural,102.07,31.8,never smoked,0 +16550,Female,69,0,1,No,Govt_job,Urban,202.38,34.6,Unknown,0 +17697,Female,62,0,0,Yes,Govt_job,Urban,67.07,24.5,never smoked,0 +10744,Male,62,0,1,Yes,Govt_job,Rural,73.7,26.2,never smoked,0 +7799,Female,79,0,0,No,Self-employed,Urban,77.59,33,never smoked,0 +57183,Male,13,0,0,No,children,Rural,69.16,22.3,Unknown,0 +121,Female,38,0,0,Yes,Private,Urban,91.44,N/A,Unknown,0 +32604,Male,49,0,0,Yes,Self-employed,Rural,215.81,58.1,never smoked,0 +49883,Female,41,0,0,Yes,Private,Rural,65.4,36.9,formerly smoked,0 +68242,Male,56,0,0,Yes,Private,Urban,139.72,43.9,never smoked,0 +33726,Female,8,0,0,No,children,Urban,72.81,18.2,Unknown,0 +56255,Female,24,0,0,No,Private,Urban,149.17,23.1,never smoked,0 +46455,Female,61,0,0,Yes,Private,Urban,125.74,32.6,Unknown,0 +13270,Female,40,0,0,No,Govt_job,Urban,90.21,41.2,never smoked,0 +38067,Female,22,0,0,No,Private,Urban,139.48,28.6,formerly smoked,0 +9160,Female,80,1,0,Yes,Private,Urban,90.77,26,never smoked,0 +52843,Female,60,1,1,Yes,Private,Urban,220.24,36.8,never smoked,0 +67343,Female,57,0,0,Yes,Private,Rural,81.42,35.8,never smoked,0 +50805,Female,55,0,0,Yes,Private,Urban,102.36,24.2,never smoked,0 +10826,Female,39,0,0,Yes,Self-employed,Urban,82.85,22.9,smokes,0 +60358,Female,51,0,0,Yes,Private,Urban,102.11,23.1,never smoked,0 +72231,Female,47,0,0,Yes,Self-employed,Rural,195.61,N/A,never smoked,0 +58586,Male,77,1,1,Yes,Self-employed,Urban,80.92,28.9,smokes,0 +50499,Female,32,0,0,Yes,Private,Rural,71.8,26.5,never smoked,0 +18986,Female,45,0,0,No,Self-employed,Urban,88.47,29.3,never smoked,0 +51177,Female,49,0,0,Yes,Private,Urban,67.68,24.8,formerly smoked,0 +575,Male,13,0,0,No,children,Rural,98.65,20.1,Unknown,0 +47321,Female,74,0,0,Yes,Private,Rural,83.58,18.2,never smoked,0 +7754,Female,72,0,0,Yes,Self-employed,Rural,104.04,34.7,formerly smoked,0 +66270,Female,57,0,0,Yes,Private,Rural,69.4,24,Unknown,0 +2814,Male,51,1,0,No,Govt_job,Urban,106.22,29,never smoked,0 +52847,Female,55,0,0,Yes,Private,Rural,112.46,27.3,never smoked,0 +60235,Male,73,0,1,Yes,Private,Rural,72.42,27.6,never smoked,0 +10981,Male,12,0,0,No,children,Rural,96.73,20.4,never smoked,0 +62833,Female,6,0,0,No,children,Urban,107.4,17.7,Unknown,0 +26267,Female,76,0,0,Yes,Self-employed,Urban,267.61,27.9,smokes,0 +69918,Female,38,1,0,Yes,Private,Rural,109.46,41.5,never smoked,0 +44927,Female,50,0,0,Yes,Govt_job,Rural,120.05,27.4,Unknown,0 +20169,Female,75,0,0,Yes,Private,Rural,106.33,27.8,Unknown,0 +31481,Female,1.16,0,0,No,children,Urban,97.28,17.8,Unknown,0 +27721,Male,32,0,0,Yes,Private,Rural,83.13,32,smokes,0 +71419,Male,12,0,0,No,children,Urban,97.35,37.3,Unknown,0 +25642,Male,32,0,0,No,Private,Urban,79.54,28.1,Unknown,0 +31932,Female,13,0,0,No,children,Urban,76.55,29.1,Unknown,0 +13629,Male,1.32,0,0,No,children,Urban,56.11,22.9,Unknown,0 +38258,Female,63,0,0,Yes,Private,Rural,91.36,38.8,formerly smoked,0 +70602,Female,29,0,0,No,Private,Rural,79.27,29,smokes,0 +60056,Male,53,0,0,Yes,Private,Urban,113.21,28.6,smokes,0 +31156,Female,49,0,0,Yes,Private,Urban,105.99,29.8,never smoked,0 +69643,Male,81,0,0,Yes,Private,Rural,59.93,28.9,formerly smoked,0 +23171,Male,66,0,0,Yes,Private,Rural,88.83,29.1,Unknown,0 +42309,Female,42,0,0,Yes,Private,Urban,73.37,N/A,smokes,0 +2877,Female,61,0,0,Yes,Private,Urban,115.42,16.7,smokes,0 +37011,Female,52,0,0,Yes,Private,Rural,71.93,34.1,Unknown,0 +355,Male,8,0,0,No,children,Rural,96.43,25.7,Unknown,0 +53252,Male,82,0,0,No,Self-employed,Urban,161.95,30.8,never smoked,0 +3553,Female,43,0,0,Yes,Govt_job,Urban,104.55,23.9,smokes,0 +72178,Female,4,0,0,No,children,Urban,71.25,18.8,Unknown,0 +11817,Male,58,0,0,Yes,Govt_job,Urban,160.87,N/A,formerly smoked,0 +26468,Female,45,0,0,Yes,Govt_job,Urban,82.02,41.8,smokes,0 +13176,Female,62,1,0,Yes,Private,Urban,78.02,36.4,never smoked,0 +67032,Male,42,0,0,No,Govt_job,Urban,115.21,28.7,Unknown,0 +39784,Female,72,0,0,Yes,Self-employed,Urban,65.12,28.3,never smoked,0 +56156,Other,26,0,0,No,Private,Rural,143.33,22.4,formerly smoked,0 +15230,Female,9,0,0,No,children,Rural,80.55,15.1,Unknown,0 +25218,Female,31,0,0,Yes,Govt_job,Urban,88.2,22.7,never smoked,0 +39637,Female,20,0,0,No,Private,Rural,147.42,26.6,Unknown,0 +26777,Male,22,0,0,No,Private,Rural,86.53,20.8,never smoked,0 +60533,Female,23,0,0,No,Private,Rural,91.95,23,Unknown,0 +44375,Female,57,1,0,Yes,Self-employed,Rural,63.72,35.8,smokes,0 +49848,Male,52,0,0,Yes,Private,Rural,63.78,29.9,never smoked,0 +65413,Female,64,0,0,Yes,Private,Urban,55.64,43.4,never smoked,0 +31161,Female,26,0,0,No,Govt_job,Urban,88.88,36.3,never smoked,0 +61787,Male,54,0,0,Yes,Self-employed,Urban,114.61,40.1,formerly smoked,0 +53482,Male,32,0,0,No,Self-employed,Rural,56.08,35.9,formerly smoked,0 +71387,Female,66,0,0,Yes,Govt_job,Rural,59.62,32.4,never smoked,0 +7577,Male,13,0,0,No,children,Urban,75.85,20.3,Unknown,0 +34400,Female,77,1,0,Yes,Self-employed,Rural,176.71,33.2,never smoked,0 +45175,Male,18,0,0,No,Private,Urban,80.07,22.3,Unknown,0 +71192,Male,11,0,0,No,children,Rural,56.33,18.1,Unknown,0 +26997,Female,16,0,0,No,Private,Urban,87.16,28.2,never smoked,0 +33532,Female,73,0,1,Yes,Private,Rural,102.46,29.7,never smoked,0 +33704,Male,44,1,0,Yes,Private,Rural,84.1,N/A,Unknown,0 +51897,Male,36,0,0,Yes,Private,Rural,161,29,smokes,0 +43016,Male,10,0,0,No,children,Urban,70.7,25.4,Unknown,0 +3370,Female,54,0,0,Yes,Private,Rural,81.26,26.5,Unknown,0 +39984,Female,42,0,0,Yes,Govt_job,Rural,157.67,22.7,formerly smoked,0 +59232,Female,52,0,0,Yes,Self-employed,Urban,89.59,27.5,Unknown,0 +57896,Male,32,0,0,Yes,Private,Urban,64.02,23.8,smokes,0 +21917,Male,43,0,0,Yes,Govt_job,Rural,110.69,35.6,Unknown,0 +66435,Female,28,0,0,Yes,Private,Rural,71.97,27.2,never smoked,0 +3442,Female,79,0,0,No,Self-employed,Rural,82.07,30.4,Unknown,0 +48064,Male,11,0,0,No,children,Rural,65.07,21.5,never smoked,0 +13358,Female,75,0,0,Yes,Self-employed,Rural,207.62,31.8,never smoked,0 +64986,Male,55,0,0,Yes,Private,Urban,108.64,29.5,never smoked,0 +6032,Male,78,0,0,Yes,Self-employed,Urban,201.58,30.6,Unknown,0 +52924,Female,48,0,0,Yes,Private,Urban,116.2,27.6,formerly smoked,0 +69979,Male,73,0,0,Yes,Self-employed,Rural,231.43,23,smokes,0 +50489,Female,56,0,0,Yes,Govt_job,Urban,112.62,24.8,never smoked,0 +20094,Male,54,1,0,Yes,Private,Urban,220.26,28,formerly smoked,0 +16618,Female,55,0,0,Yes,Private,Urban,84.37,22.2,Unknown,0 +63280,Female,65,0,0,Yes,Private,Rural,82.83,27.8,formerly smoked,0 +14551,Female,69,0,0,No,Private,Urban,102.48,30.2,formerly smoked,0 +22098,Female,29,0,0,Yes,Self-employed,Rural,69.12,26.8,never smoked,0 +17771,Female,64,1,0,Yes,Govt_job,Urban,211.12,22,never smoked,0 +11803,Female,16,0,0,No,Private,Rural,95.38,34.3,formerly smoked,0 +34356,Female,75,0,0,Yes,Private,Rural,108.72,29.2,formerly smoked,0 +26528,Female,17,0,0,No,Private,Rural,88.65,30.3,never smoked,0 +51554,Male,42,0,0,Yes,Private,Urban,177.91,N/A,Unknown,0 +2296,Male,78,1,0,Yes,Self-employed,Urban,90.19,N/A,Unknown,0 +10624,Male,24,0,0,Yes,Private,Rural,73.78,21.4,smokes,0 +1681,Female,68,0,0,No,Private,Urban,82.85,N/A,smokes,0 +36375,Male,50,0,0,Yes,Private,Rural,59.48,26.6,Unknown,0 +8117,Male,52,0,0,Yes,Private,Rural,75.77,30,formerly smoked,0 +49849,Female,82,0,0,Yes,Private,Rural,80.96,33.7,formerly smoked,0 +19436,Male,56,0,0,Yes,Private,Rural,82.4,30.9,smokes,0 +10523,Male,56,0,0,Yes,Private,Urban,78.93,31.1,Unknown,0 +39322,Male,18,0,0,No,Private,Urban,80.59,23,Unknown,0 +53265,Female,33,0,0,Yes,Self-employed,Urban,70.59,20.2,Unknown,0 +40379,Female,57,0,0,Yes,Private,Rural,98.57,31.6,never smoked,0 +66841,Male,30,0,0,No,Private,Rural,61.87,23.9,Unknown,0 +38900,Female,52,0,0,Yes,Private,Urban,68.88,26.1,Unknown,0 +18180,Female,3,0,0,No,children,Urban,66.25,15.8,Unknown,0 +1183,Male,39,0,0,Yes,Private,Rural,84.18,N/A,smokes,0 +22964,Male,44,0,0,Yes,Govt_job,Rural,69.23,28.7,smokes,0 +64597,Female,33,0,0,Yes,Private,Rural,73.2,28.9,Unknown,0 +23893,Male,24,0,0,Yes,Private,Urban,103.45,25.1,smokes,0 +51564,Female,24,0,0,No,Govt_job,Urban,104.86,19.8,never smoked,0 +14410,Male,54,0,1,Yes,Govt_job,Urban,90.3,30.8,smokes,0 +4964,Female,72,1,0,Yes,Private,Rural,90.87,22.1,never smoked,0 +15020,Female,37,0,0,No,Govt_job,Rural,76.21,20.4,Unknown,0 +27380,Female,36,0,0,Yes,Private,Rural,74.14,31.2,formerly smoked,0 +21523,Female,22,0,0,No,Govt_job,Urban,87.25,24.9,smokes,0 +8819,Female,68,0,0,Yes,Govt_job,Rural,215.33,27,formerly smoked,0 +68408,Male,24,0,0,No,Private,Urban,88.38,20.1,smokes,0 +8976,Female,35,0,0,Yes,Private,Rural,104.4,24.4,never smoked,0 +22290,Female,32,0,0,Yes,Private,Urban,104.92,22.6,never smoked,0 +7700,Female,52,0,0,Yes,Private,Urban,106.54,22.4,never smoked,0 +40503,Male,21,0,0,No,Private,Rural,62.91,26.2,never smoked,0 +47917,Female,82,1,0,No,Private,Rural,61.47,22.9,never smoked,0 +30303,Male,33,0,0,No,Private,Rural,88.5,32.6,formerly smoked,0 +63864,Male,62,0,0,Yes,Private,Rural,107.61,31.3,Unknown,0 +24177,Female,57,1,0,Yes,Private,Urban,90.77,43.9,formerly smoked,0 +57274,Male,14,0,0,No,Never_worked,Urban,137.91,41.8,never smoked,0 +37213,Male,60,0,0,Yes,Self-employed,Rural,212.02,N/A,Unknown,0 +59992,Female,63,1,0,Yes,Self-employed,Urban,228.2,37.7,never smoked,0 +27382,Female,50,0,0,Yes,Govt_job,Urban,92.15,20.8,never smoked,0 +61017,Female,12,0,0,No,children,Urban,126.32,21.6,Unknown,0 +61699,Male,80,0,0,Yes,Private,Rural,94.96,22.1,formerly smoked,0 +14489,Female,74,0,0,No,Self-employed,Urban,89.52,39.2,Unknown,0 +54053,Male,46,0,0,Yes,Private,Rural,66.59,36.7,formerly smoked,0 +38348,Female,66,0,0,Yes,Private,Urban,80.1,32,never smoked,0 +17668,Male,26,0,0,Yes,Self-employed,Urban,73.72,25.9,smokes,0 +11792,Female,70,0,0,Yes,Private,Urban,90.49,28.9,formerly smoked,0 +22917,Female,62,0,0,Yes,Private,Urban,92.99,29.3,formerly smoked,0 +36204,Male,15,0,0,No,children,Rural,62.57,32.3,never smoked,0 +49554,Male,67,0,0,Yes,Private,Rural,65.51,33.2,formerly smoked,0 +72594,Male,63,0,0,Yes,Private,Urban,95.29,31.6,smokes,0 +28027,Female,42,0,0,Yes,Govt_job,Urban,83.7,20.6,never smoked,0 +54177,Female,49,1,0,Yes,Govt_job,Rural,63.16,23.3,formerly smoked,0 +32602,Male,78,0,1,Yes,Self-employed,Urban,87.77,30.8,Unknown,0 +1213,Female,31,0,0,Yes,Self-employed,Urban,87.23,N/A,formerly smoked,0 +21534,Male,67,0,0,Yes,Private,Urban,260.85,N/A,Unknown,0 +6852,Female,52,1,0,Yes,Self-employed,Rural,104.45,N/A,never smoked,0 +3379,Female,61,0,0,Yes,Private,Urban,87.52,23.7,Unknown,0 +41146,Male,41,0,0,Yes,Private,Rural,113.65,49.3,never smoked,0 +20391,Female,73,0,0,Yes,Govt_job,Rural,65.93,30.3,never smoked,0 +69379,Female,64,1,0,Yes,Self-employed,Urban,93.78,24.4,never smoked,0 +34778,Male,65,0,0,Yes,Private,Rural,223.9,28.2,formerly smoked,0 +49270,Female,81,0,0,Yes,Private,Urban,77.54,33.8,Unknown,0 +55407,Female,47,0,0,Yes,Private,Urban,93.18,42.6,formerly smoked,0 +36744,Male,40,0,0,Yes,Self-employed,Rural,169.74,31.9,never smoked,0 +26603,Male,46,1,0,Yes,Self-employed,Urban,101.93,34,Unknown,0 +71414,Female,2,0,0,No,children,Urban,125.03,19.8,Unknown,0 +14517,Male,56,0,0,Yes,Private,Urban,82.25,30.5,formerly smoked,0 +69050,Male,54,0,0,Yes,Private,Urban,85.81,21.7,formerly smoked,0 +52080,Female,26,0,0,No,Private,Rural,85.27,24.6,never smoked,0 +27493,Female,45,0,0,Yes,Private,Urban,86.06,38.1,never smoked,0 +6295,Female,57,0,0,Yes,Govt_job,Urban,104.36,19.2,smokes,0 +20375,Female,78,0,0,Yes,Private,Urban,78.29,30.1,formerly smoked,0 +29017,Male,2,0,0,No,children,Urban,93.55,23.3,Unknown,0 +56635,Male,76,1,0,Yes,Self-employed,Rural,207.96,34.5,formerly smoked,0 +4280,Female,51,0,0,Yes,Govt_job,Rural,105.52,30.8,never smoked,0 +22896,Female,54,0,0,Yes,Private,Rural,109.27,43.8,formerly smoked,0 +70297,Female,36,0,0,Yes,Private,Urban,91.34,29.9,never smoked,0 +47776,Female,57,0,0,Yes,Govt_job,Rural,176.78,50.4,never smoked,0 +53141,Female,25,0,0,No,Private,Rural,67.73,22.6,never smoked,0 +16145,Female,7,0,0,No,children,Rural,73.27,19.5,Unknown,0 +41593,Female,76,0,0,Yes,Self-employed,Rural,70.29,33.4,formerly smoked,0 +50651,Female,45,0,0,No,Private,Rural,91.47,24.2,Unknown,0 +11111,Female,66,1,0,Yes,Govt_job,Urban,205.01,52.7,formerly smoked,0 +15803,Female,45,0,0,Yes,Private,Rural,73.87,25.6,Unknown,0 +71597,Female,79,1,0,Yes,Private,Rural,64.44,26.9,formerly smoked,0 +22804,Female,25,0,0,No,Private,Rural,111.65,35.2,formerly smoked,0 +64498,Female,53,0,0,Yes,Private,Rural,90.65,22.1,formerly smoked,0 +41182,Female,35,1,0,Yes,Private,Urban,94.2,34.4,smokes,0 +56606,Female,78,0,0,Yes,Self-employed,Urban,56.95,26,Unknown,0 +36958,Female,32,0,0,Yes,Private,Rural,92.37,26.9,never smoked,0 +14877,Male,0.56,0,0,No,children,Rural,127.23,20.1,Unknown,0 +65988,Female,26,0,0,No,Private,Rural,191.78,24.7,Unknown,0 +50001,Female,34,0,0,Yes,Govt_job,Rural,86.36,32.1,smokes,0 +27034,Female,65,0,0,Yes,Govt_job,Urban,82.72,29.8,smokes,0 +8950,Female,15,0,0,No,Private,Urban,113.57,27.5,formerly smoked,0 +31850,Female,17,0,0,No,Private,Urban,89.58,22.8,Unknown,0 +14288,Female,71,0,0,Yes,Private,Rural,91.85,27.6,formerly smoked,0 +3180,Female,42,0,0,Yes,Govt_job,Urban,88.89,33,never smoked,0 +13899,Male,30,0,0,Yes,Private,Urban,79.55,33.7,never smoked,0 +23730,Female,75,0,0,Yes,Self-employed,Urban,108.62,25.1,Unknown,0 +6011,Male,9,0,0,No,children,Urban,78.24,15.3,Unknown,0 +14376,Male,47,0,0,Yes,Private,Rural,88.49,22.2,smokes,0 +22052,Female,75,1,0,No,Self-employed,Rural,91.85,21.4,formerly smoked,0 +24836,Female,61,0,0,Yes,Private,Rural,72.01,26,formerly smoked,0 +11861,Male,61,0,0,Yes,Self-employed,Rural,81.96,29.9,never smoked,0 +25613,Female,27,0,0,Yes,Private,Urban,70.56,28.6,smokes,0 +71496,Female,55,0,0,Yes,Private,Urban,71.02,21.2,never smoked,0 +24074,Female,2,0,0,No,children,Rural,99.75,16,Unknown,0 +44937,Female,51,0,0,Yes,Govt_job,Urban,127.2,22.7,never smoked,0 +72082,Female,45,0,0,Yes,Self-employed,Rural,69.76,25.3,smokes,0 +53271,Male,36,0,0,Yes,Private,Rural,74.63,31.6,formerly smoked,0 +34077,Male,46,0,0,Yes,Govt_job,Rural,102.27,38.9,formerly smoked,0 +42330,Female,48,0,0,Yes,Private,Rural,73.56,27.1,smokes,0 +69487,Female,79,0,0,Yes,Self-employed,Urban,57.77,24.1,formerly smoked,0 +70973,Female,50,0,0,Yes,Govt_job,Urban,151.25,31.5,never smoked,0 +44986,Female,79,0,0,Yes,Self-employed,Urban,78.32,32,Unknown,0 +2633,Male,32,0,0,Yes,Private,Rural,71.5,31.8,never smoked,0 +21834,Female,36,0,0,Yes,Private,Urban,84.7,34,never smoked,0 +49196,Female,27,0,0,Yes,Private,Urban,127.28,23.4,Unknown,0 +22939,Female,22,0,0,No,Private,Rural,80.72,29.3,Unknown,0 +55400,Female,5,0,0,No,children,Rural,73.92,17.2,Unknown,0 +30870,Male,9,0,0,No,children,Urban,93.24,31.9,Unknown,0 +247,Male,31,0,0,No,Private,Urban,72.6,31.6,never smoked,0 +7979,Female,26,0,0,No,Private,Rural,69.77,23.2,never smoked,0 +56189,Male,43,0,0,No,Govt_job,Urban,84.43,30,smokes,0 +3984,Female,33,0,0,Yes,Private,Rural,84.13,26.3,never smoked,0 +49753,Male,34,0,0,No,Self-employed,Rural,81.54,31.8,formerly smoked,0 +71719,Male,66,0,0,Yes,Govt_job,Rural,57.17,25.5,formerly smoked,0 +11313,Female,44,0,0,Yes,Private,Rural,86.15,21.3,never smoked,0 +38070,Female,56,0,0,Yes,Private,Rural,163.02,29.6,never smoked,0 +50455,Female,67,0,0,Yes,Self-employed,Urban,110.41,28.7,never smoked,0 +31766,Male,18,0,0,No,Private,Rural,102.58,30.8,never smoked,0 +24245,Male,55,0,0,Yes,Private,Urban,90.97,32.1,Unknown,0 +50726,Male,61,0,0,Yes,Private,Rural,140.96,34,smokes,0 +29955,Male,0.08,0,0,No,children,Rural,70.33,16.9,Unknown,0 +64742,Male,48,0,0,No,Self-employed,Rural,64.18,32.1,never smoked,0 +48518,Male,44,0,0,Yes,Self-employed,Rural,127.57,22.6,never smoked,0 +42999,Female,68,0,0,Yes,Private,Urban,109.23,31.3,never smoked,0 +71447,Male,52,0,1,Yes,Private,Urban,124.49,29,never smoked,0 +61437,Male,15,0,0,No,Govt_job,Rural,142.82,27.6,never smoked,0 +50428,Male,2,0,0,No,children,Rural,75.69,17.7,Unknown,0 +8816,Male,60,0,0,Yes,Private,Urban,74.08,35.9,Unknown,0 +49556,Female,37,0,0,Yes,Govt_job,Urban,75.98,33.8,Unknown,0 +67654,Female,5,0,0,No,children,Rural,57.8,17.6,Unknown,0 +21989,Female,25,0,0,No,Private,Urban,76.44,48.3,Unknown,0 +46434,Male,52,1,0,Yes,Govt_job,Urban,214.43,39.9,smokes,0 +3205,Female,79,0,0,Yes,Self-employed,Urban,79.03,11.3,Unknown,0 +68692,Male,61,1,0,Yes,Private,Urban,66.46,31.5,formerly smoked,0 +44531,Male,36,0,0,Yes,Private,Urban,56.42,29.6,never smoked,0 +70392,Male,34,0,0,Yes,Private,Rural,112.72,19.4,Unknown,0 +37025,Female,2,0,0,No,children,Urban,114.02,18.1,Unknown,0 +68965,Male,43,0,0,Yes,Private,Urban,72.33,36.2,smokes,0 +53843,Female,1.48,0,0,No,children,Rural,55.59,17.9,Unknown,0 +5236,Female,49,0,0,Yes,Private,Rural,73.48,33,never smoked,0 +32110,Female,2,0,0,No,children,Urban,105.05,20.4,Unknown,0 +17893,Female,82,0,0,Yes,Self-employed,Urban,84.78,33.6,formerly smoked,0 +65794,Female,81,1,0,Yes,Private,Rural,164.77,34.5,never smoked,0 +65955,Male,81,1,1,No,Private,Rural,220.64,30,never smoked,0 +53924,Female,1.08,0,0,No,children,Urban,159.39,12.8,Unknown,0 +70674,Male,60,0,0,Yes,Self-employed,Urban,69.53,26.2,never smoked,0 +56410,Male,1.88,0,0,No,children,Urban,81.42,13.5,Unknown,0 +9955,Female,58,0,0,No,Private,Urban,83.93,25.6,formerly smoked,0 +8410,Female,8,0,0,No,children,Rural,98.9,18.8,Unknown,0 +46854,Female,9,0,0,No,children,Urban,82.64,14.5,Unknown,0 +8168,Female,34,0,0,Yes,Private,Rural,112.54,23.4,formerly smoked,0 +30405,Female,23,0,0,No,Private,Rural,75.25,39.7,formerly smoked,0 +1301,Female,74,0,0,No,Self-employed,Urban,204.77,40.8,never smoked,0 +42348,Male,72,0,1,Yes,Self-employed,Urban,63.86,29.5,smokes,0 +38560,Male,47,0,0,Yes,Private,Rural,72.2,33,Unknown,0 +48129,Female,56,0,0,Yes,Private,Urban,80.08,25.6,never smoked,0 +10511,Male,5,0,0,No,children,Urban,101.61,33.1,Unknown,0 +42481,Male,27,0,0,Yes,Private,Urban,114.32,28.1,Unknown,0 +59872,Female,38,0,0,Yes,Private,Rural,80.82,49.3,never smoked,0 +56282,Male,13,0,0,No,Private,Rural,90.6,16.9,never smoked,0 +6540,Female,41,0,0,Yes,Private,Rural,93.67,35.9,Unknown,0 +31378,Female,50,0,0,Yes,Self-employed,Rural,87.15,32.1,never smoked,0 +32317,Female,41,0,0,Yes,Private,Urban,80.72,34.1,smokes,0 +9948,Male,6,0,0,No,children,Urban,83.16,15.1,Unknown,0 +35182,Female,62,0,0,Yes,Govt_job,Rural,98.14,42,Unknown,0 +5655,Male,4,0,0,No,children,Urban,83.13,16.8,Unknown,0 +51762,Female,59,0,0,Yes,Private,Rural,134.24,28.8,Unknown,0 +68193,Male,63,0,0,Yes,Self-employed,Urban,248.37,32.2,smokes,0 +49459,Male,9,0,0,No,children,Rural,61.75,16.2,Unknown,0 +54776,Male,41,0,0,No,Private,Urban,70.55,44.2,Unknown,0 +45701,Female,72,0,1,No,Self-employed,Rural,124.38,23.4,formerly smoked,0 +7953,Female,45,0,0,Yes,Private,Rural,92.21,31,never smoked,0 +65508,Male,80,0,0,Yes,Govt_job,Urban,148.72,28.7,never smoked,0 +68539,Female,19,0,0,No,Private,Urban,79.25,23.6,Unknown,0 +12022,Male,37,0,0,Yes,Govt_job,Urban,82.09,35.7,smokes,0 +3348,Female,58,1,0,Yes,Private,Urban,194.53,39.5,never smoked,0 +58466,Male,77,0,0,Yes,Private,Rural,98.84,27.3,Unknown,0 +50434,Male,38,0,0,Yes,Govt_job,Rural,135.74,31.3,formerly smoked,0 +49974,Male,49,0,0,Yes,Private,Rural,66.55,33.4,Unknown,0 +54574,Female,20,0,0,No,Private,Urban,115.69,29.2,never smoked,0 +39342,Male,23,0,0,No,Private,Rural,67.76,26,never smoked,0 +2972,Male,55,0,0,No,Govt_job,Rural,88.65,18.1,formerly smoked,0 +32717,Male,16,0,0,No,children,Rural,106.11,22.4,Unknown,0 +14063,Male,81,0,1,No,Self-employed,Rural,95.49,29.4,Unknown,0 +71724,Female,23,0,0,No,Private,Urban,59.07,21.6,never smoked,0 +4753,Male,82,0,1,Yes,Self-employed,Urban,228.92,27.9,formerly smoked,0 +62076,Male,48,0,0,Yes,Private,Rural,62.89,29.6,Unknown,0 +6665,Male,56,0,0,Yes,Private,Rural,96.84,30.2,Unknown,0 +51385,Male,61,0,0,Yes,Private,Rural,81.25,43.4,smokes,0 +66973,Male,43,0,0,Yes,Private,Urban,92.71,30.5,formerly smoked,0 +59671,Female,39,0,0,No,Private,Rural,85.59,33.2,Unknown,0 +3946,Female,22,0,0,Yes,Private,Urban,89.06,27.7,never smoked,0 +17623,Male,41,0,0,No,Self-employed,Urban,87.44,33.5,Unknown,0 +50644,Male,37,0,0,Yes,Private,Urban,64.07,28,Unknown,0 +54294,Female,65,0,0,Yes,Govt_job,Urban,79.39,31.5,formerly smoked,0 +46767,Female,8,0,0,No,children,Rural,67.84,24,Unknown,0 +12911,Female,51,0,0,Yes,Private,Rural,81.73,27.4,never smoked,0 +16109,Male,63,0,0,Yes,Private,Urban,105.52,37.9,formerly smoked,0 +47499,Female,48,0,0,Yes,Govt_job,Rural,77.55,26.2,Unknown,0 +8790,Female,17,0,0,No,Private,Urban,127.42,22.4,Unknown,0 +11259,Female,53,0,0,Yes,Private,Urban,227.68,N/A,never smoked,0 +12003,Female,75,0,0,Yes,Private,Rural,226.73,43.7,never smoked,0 +71099,Female,51,0,0,Yes,Self-employed,Urban,89.74,28.4,never smoked,0 +62090,Male,51,0,0,No,Self-employed,Rural,219.17,29.8,never smoked,0 +10138,Female,41,0,0,Yes,Private,Urban,74.85,24.8,formerly smoked,0 +71424,Female,75,1,0,Yes,Self-employed,Urban,55.96,34.8,never smoked,0 +44759,Male,57,0,0,Yes,Private,Urban,215.92,27.4,smokes,0 +21953,Female,33,0,0,No,Private,Urban,84.4,N/A,smokes,0 +52234,Female,72,0,0,Yes,Govt_job,Urban,104.05,33.5,never smoked,0 +46461,Female,52,0,0,Yes,Private,Urban,62.54,35,smokes,0 +6973,Male,11,0,0,No,children,Rural,87.54,24.4,Unknown,0 +5068,Female,28,0,0,No,Private,Urban,76.81,28.3,smokes,0 +65277,Female,78,1,0,No,Self-employed,Rural,198.12,29.1,never smoked,0 +52679,Female,82,0,0,Yes,Self-employed,Rural,78,31.3,formerly smoked,0 +36728,Male,74,0,0,Yes,Private,Urban,79.44,32.8,never smoked,0 +46797,Female,31,0,0,Yes,Private,Rural,75.82,29.1,never smoked,0 +63898,Female,53,1,0,Yes,Private,Urban,240.86,31.9,never smoked,0 +11371,Male,0.24,0,0,No,children,Urban,89.28,14.2,Unknown,0 +13155,Female,67,1,0,Yes,Govt_job,Rural,263.56,26.3,never smoked,0 +27125,Female,17,0,0,No,Private,Urban,81.13,22.8,never smoked,0 +15383,Female,29,0,0,Yes,Private,Urban,118.44,24.8,never smoked,0 +19828,Female,56,1,0,Yes,Private,Rural,97.37,34.1,smokes,0 +6289,Female,15,0,0,No,children,Urban,80.51,21.5,Unknown,0 +44243,Female,29,0,0,No,Private,Rural,78.88,26.1,never smoked,0 +40167,Female,79,1,1,Yes,Govt_job,Rural,83.61,21.4,smokes,0 +38078,Female,82,1,1,Yes,Private,Urban,73.19,33.5,never smoked,0 +34257,Male,17,0,0,No,Govt_job,Urban,68.91,23,Unknown,0 +21653,Male,8,0,0,No,children,Rural,104.3,18.5,Unknown,0 +63764,Male,23,0,0,No,Private,Urban,87.87,23.4,never smoked,0 +22194,Female,36,0,0,Yes,Private,Urban,96.7,31.4,Unknown,0 +16010,Male,47,0,0,Yes,Private,Rural,91.05,31.1,formerly smoked,0 +5074,Male,24,0,0,No,Private,Rural,200.14,37.7,smokes,0 +10243,Female,60,0,0,Yes,Govt_job,Urban,73.04,25.3,never smoked,0 +52588,Female,63,0,0,Yes,Private,Rural,85.81,35.6,never smoked,0 +56996,Male,44,0,0,Yes,Private,Urban,65.41,24.8,smokes,0 +28315,Male,38,0,0,Yes,Private,Rural,108.68,32.7,never smoked,0 +15104,Female,26,0,0,Yes,Private,Rural,88.79,24.9,never smoked,0 +26604,Female,18,0,0,No,Private,Rural,107.82,26,never smoked,0 +27916,Male,18,0,0,No,Private,Urban,97.39,22.8,never smoked,0 +60249,Male,13,0,0,No,Private,Urban,141.09,24,Unknown,0 +45787,Male,13,0,0,No,children,Urban,122.38,20.3,Unknown,0 +65526,Female,47,0,0,Yes,Private,Urban,77.91,30.3,formerly smoked,0 +72354,Female,80,1,0,Yes,Self-employed,Rural,103.6,23.7,never smoked,0 +38938,Female,24,0,0,No,Private,Rural,159.7,25.7,Unknown,0 +39017,Female,72,0,0,Yes,Govt_job,Rural,118.22,21.9,formerly smoked,0 +13219,Male,5,0,0,No,children,Urban,84.5,15.8,Unknown,0 +3003,Female,51,0,0,Yes,Govt_job,Rural,85.59,30.5,never smoked,0 +34543,Female,82,0,0,Yes,Self-employed,Rural,84.42,25.7,Unknown,0 +21762,Male,5,0,0,No,children,Rural,100.98,19,Unknown,0 +22003,Male,66,0,0,Yes,Private,Rural,81.11,28.8,formerly smoked,0 +6731,Female,53,0,0,No,Private,Rural,235.45,N/A,formerly smoked,0 +19032,Female,15,0,0,No,Private,Rural,79.2,22.4,never smoked,0 +55370,Female,53,0,0,Yes,Private,Urban,207.71,32.4,Unknown,0 +57288,Female,78,0,0,Yes,Private,Rural,99.84,36.6,never smoked,0 +31925,Female,62,0,0,Yes,Private,Rural,98.05,27.9,never smoked,0 +8264,Male,41,0,0,Yes,Self-employed,Rural,105.9,27.7,Unknown,0 +448,Female,49,0,0,Yes,Private,Rural,107.55,N/A,Unknown,0 +38783,Female,41,0,0,Yes,Self-employed,Urban,146.21,34.3,Unknown,0 +45961,Female,78,0,0,Yes,Private,Urban,79.94,26.7,never smoked,0 +27518,Male,14,0,0,No,Self-employed,Rural,72.28,19,Unknown,0 +51106,Female,1.48,0,0,No,children,Rural,123.1,20.6,Unknown,0 +42251,Male,71,1,1,Yes,Self-employed,Rural,67.06,26.7,smokes,0 +33115,Male,32,0,0,Yes,Private,Rural,82.68,29.2,never smoked,0 +31701,Male,16,0,0,No,Private,Rural,125.89,21.3,never smoked,0 +21661,Female,68,0,0,Yes,Govt_job,Urban,228.05,51.9,Unknown,0 +18837,Male,0.56,0,0,No,children,Urban,98.23,14.1,Unknown,0 +57777,Female,59,0,0,Yes,Self-employed,Urban,90.06,28.9,smokes,0 +62610,Male,32,0,0,Yes,Private,Urban,119.9,30.9,smokes,0 +2730,Male,58,0,0,Yes,Private,Urban,94.53,36.1,never smoked,0 +51116,Female,40,0,0,Yes,Self-employed,Urban,64.66,25,formerly smoked,0 +22607,Female,41,0,0,Yes,Private,Urban,103.79,28.6,never smoked,0 +11595,Female,21,0,0,No,Private,Urban,88.51,20.5,never smoked,0 +24355,Female,1.88,0,0,No,children,Rural,97.26,16.7,Unknown,0 +32563,Male,55,0,0,Yes,Govt_job,Urban,92.59,36.6,never smoked,0 +18266,Female,67,0,0,Yes,Private,Rural,102.89,26.4,never smoked,0 +60088,Male,49,1,0,Yes,Self-employed,Rural,92.26,33.1,formerly smoked,0 +14912,Female,42,0,0,Yes,Private,Rural,80,27.5,never smoked,0 +49939,Female,54,0,0,Yes,Self-employed,Urban,56.75,26.9,never smoked,0 +64534,Female,25,0,0,Yes,Private,Urban,104.66,23.9,never smoked,0 +62914,Male,62,0,0,Yes,Private,Rural,60.39,26.9,Unknown,0 +4297,Male,75,0,0,Yes,Govt_job,Urban,223.14,27.8,never smoked,0 +20399,Female,72,1,0,Yes,Private,Urban,105.51,32.7,never smoked,0 +1112,Female,14,0,0,No,Private,Urban,83.42,28.7,never smoked,0 +13276,Female,38,0,0,Yes,Private,Urban,71.06,22.6,Unknown,0 +1260,Male,59,0,0,Yes,Govt_job,Urban,101.24,26.5,never smoked,0 +40509,Female,23,0,0,No,Private,Urban,91.19,28.3,never smoked,0 +15241,Female,63,1,1,No,Govt_job,Urban,174.43,24.3,never smoked,0 +31344,Male,82,0,0,Yes,Self-employed,Urban,214.51,24,formerly smoked,0 +55169,Male,34,0,0,Yes,Private,Rural,72.64,32.4,never smoked,0 +55740,Female,8,0,0,No,children,Urban,62.69,28.7,Unknown,0 +62513,Female,28,0,0,Yes,Private,Rural,141.16,36.7,never smoked,0 +18040,Female,49,0,0,Yes,Govt_job,Rural,89.61,27.7,never smoked,0 +10374,Female,24,0,0,Yes,Private,Rural,76.42,24.8,smokes,0 +37209,Male,17,0,0,No,Never_worked,Rural,124.38,31.2,never smoked,0 +62306,Female,69,1,0,Yes,Self-employed,Urban,111.81,26.1,formerly smoked,0 +54101,Female,58,0,0,Yes,Self-employed,Rural,57.57,26.8,Unknown,0 +12259,Male,50,0,0,Yes,Private,Urban,77.82,26.7,formerly smoked,0 +37634,Male,5,0,0,No,children,Urban,60.09,19.6,Unknown,0 +22548,Female,34,0,0,Yes,Private,Urban,91.02,25.8,never smoked,0 +65407,Female,64,0,0,Yes,Self-employed,Rural,65.46,32.5,formerly smoked,0 +50723,Male,47,0,0,Yes,Private,Rural,131.19,28.3,smokes,0 +20890,Female,61,0,0,Yes,Private,Rural,79.89,24.5,smokes,0 +52472,Male,14,0,0,No,children,Urban,74.54,25.2,Unknown,0 +42859,Female,57,0,0,Yes,Private,Urban,231.31,32.3,never smoked,0 +3167,Male,53,0,1,Yes,Private,Urban,91.57,30.1,formerly smoked,0 +56469,Male,67,0,0,Yes,Private,Urban,238.78,35.7,formerly smoked,0 +23851,Female,57,0,0,No,Private,Rural,87.18,20,formerly smoked,0 +30571,Female,38,0,0,Yes,Govt_job,Rural,78.94,23.5,Unknown,0 +67786,Female,13,0,0,No,children,Rural,69.01,23.4,Unknown,0 +41404,Female,37,0,0,Yes,Private,Rural,110.28,22.3,never smoked,0 +33960,Male,39,1,0,Yes,Self-employed,Urban,71.66,28.7,never smoked,0 +70833,Female,13,0,0,No,Private,Urban,62.57,20.9,Unknown,0 +65731,Male,57,0,0,Yes,Self-employed,Urban,83.64,29.4,smokes,0 +57968,Female,11,0,0,No,children,Urban,107.18,27.6,Unknown,0 +57539,Female,68,0,0,Yes,Private,Rural,233.59,43.9,never smoked,0 +17745,Male,79,1,0,Yes,Self-employed,Urban,84.88,28.7,formerly smoked,0 +33252,Female,24,0,0,No,Private,Rural,97.95,34.7,Unknown,0 +69789,Female,44,0,0,Yes,Private,Rural,58.19,37.1,Unknown,0 +40076,Female,46,0,0,Yes,Private,Rural,70.11,24.2,never smoked,0 +10323,Female,66,0,0,Yes,Private,Urban,112.77,22.7,smokes,0 +23514,Female,61,0,0,Yes,Self-employed,Urban,75.46,29.3,formerly smoked,0 +37395,Female,16,0,0,No,Private,Urban,63.63,20,smokes,0 +8240,Female,37,0,0,Yes,Private,Urban,100.22,22.7,smokes,0 +9620,Female,43,0,0,Yes,Govt_job,Rural,81.77,25.4,never smoked,0 +7092,Female,27,0,0,Yes,Private,Rural,94.25,37.6,never smoked,0 +50216,Male,44,1,0,Yes,Self-employed,Rural,188.13,44.7,formerly smoked,0 +59506,Male,14,0,0,No,Private,Rural,164.7,26.3,Unknown,0 +43397,Male,81,0,1,Yes,Self-employed,Rural,68.27,25,Unknown,0 +62384,Male,52,0,1,No,Self-employed,Rural,79.81,N/A,formerly smoked,0 +10651,Male,54,1,0,Yes,Govt_job,Rural,100.12,32.3,formerly smoked,0 +69750,Female,77,0,0,Yes,Self-employed,Urban,151.23,24.9,never smoked,0 +55455,Male,27,0,0,No,Private,Rural,112.41,33.7,never smoked,0 +34230,Female,35,0,0,Yes,Self-employed,Urban,205.97,26.6,formerly smoked,0 +65154,Female,30,0,0,Yes,Private,Urban,112.19,53.4,never smoked,0 +36298,Female,48,0,0,Yes,Self-employed,Rural,71.93,41.7,never smoked,0 +13171,Female,15,0,0,No,children,Urban,190.89,22,never smoked,0 +62983,Female,26,0,0,Yes,Private,Urban,138.02,20.3,smokes,0 +44834,Female,38,0,0,Yes,Private,Rural,66.16,42.7,Unknown,0 +67411,Male,29,0,0,No,Private,Rural,105.73,28.2,smokes,0 +5455,Male,49,0,0,Yes,Private,Rural,78.34,32.5,Unknown,0 +49267,Female,55,0,0,Yes,Private,Urban,102.1,22.5,formerly smoked,0 +60464,Male,52,0,0,Yes,Private,Urban,97.37,26.5,smokes,0 +56286,Male,49,0,0,Yes,Private,Urban,193.87,41,Unknown,0 +5223,Female,21,0,0,No,Private,Rural,78.32,27,Unknown,0 +53302,Female,24,0,0,Yes,Private,Rural,130,25.9,formerly smoked,0 +59309,Male,18,0,0,No,Self-employed,Urban,74,23.7,Unknown,0 +69824,Male,52,0,0,Yes,Private,Rural,111.04,30,never smoked,0 +13173,Male,70,1,0,Yes,Private,Urban,214.77,15,formerly smoked,0 +52579,Female,51,0,0,Yes,Self-employed,Rural,97.25,21.5,never smoked,0 +59451,Male,58,0,0,Yes,Private,Urban,79.95,25.9,never smoked,0 +56875,Female,46,0,0,Yes,Govt_job,Urban,162.24,24.3,smokes,0 +16774,Female,79,0,0,No,Self-employed,Urban,74.36,39.2,Unknown,0 +61672,Female,11,0,0,No,children,Urban,69.68,14.4,Unknown,0 +25811,Female,61,0,0,Yes,Private,Urban,98.35,26.6,never smoked,0 +7780,Male,51,0,0,Yes,Self-employed,Urban,75.73,30.7,never smoked,0 +58149,Female,21,0,0,No,Private,Rural,85.86,35.4,Unknown,0 +38742,Female,71,0,0,Yes,Private,Urban,80.34,29.2,never smoked,0 +29613,Female,13,0,0,No,Private,Rural,73.76,26.7,Unknown,0 +20655,Male,16,0,0,No,Private,Rural,94.96,21.5,never smoked,0 +53897,Female,61,0,0,Yes,Private,Urban,108.18,19.1,never smoked,0 +29792,Female,49,0,0,Yes,Private,Rural,85.23,25.4,Unknown,0 +15990,Male,65,1,0,Yes,Govt_job,Rural,189.88,34,never smoked,0 +45112,Male,40,0,0,No,Govt_job,Urban,197.11,23.9,never smoked,0 +28385,Female,44,0,0,Yes,Private,Rural,100.08,20.9,smokes,0 +63423,Male,11,0,0,No,children,Rural,68.62,18.2,Unknown,0 +187,Female,20,0,0,No,Private,Rural,84.07,27.6,smokes,0 +18891,Male,24,0,0,No,Govt_job,Rural,99.65,50.3,never smoked,0 +34657,Female,44,0,0,Yes,Self-employed,Urban,82.33,24.5,never smoked,0 +40546,Male,5,0,0,No,children,Urban,94.49,16.6,Unknown,0 +56755,Male,41,0,0,Yes,Private,Rural,108.71,24,never smoked,0 +71097,Female,23,0,0,No,Private,Urban,64.94,18.8,never smoked,0 +21025,Female,7,0,0,No,children,Urban,98.22,34,Unknown,0 +69020,Female,74,0,0,Yes,Private,Urban,83.5,25.8,never smoked,0 +48883,Male,61,0,0,Yes,Govt_job,Rural,192.47,30.3,never smoked,0 +71297,Female,80,1,0,Yes,Private,Urban,125.89,28.9,smokes,0 +52216,Female,35,0,0,Yes,Private,Urban,87.72,21.3,never smoked,0 +20421,Female,43,0,0,Yes,Private,Rural,68.94,26.8,never smoked,0 +36896,Male,25,0,0,Yes,Private,Rural,66.51,29.2,Unknown,0 +23535,Male,72,0,1,Yes,Self-employed,Urban,85.82,25,formerly smoked,0 +1323,Female,45,0,0,Yes,Private,Rural,87.47,21.5,never smoked,0 +47309,Male,9,0,0,No,children,Urban,87.74,17.1,Unknown,0 +34161,Male,33,1,0,Yes,Private,Rural,85.12,32.5,never smoked,0 +57405,Male,53,0,0,Yes,Self-employed,Urban,103.37,26.9,formerly smoked,0 +15824,Female,67,0,0,Yes,Private,Rural,81.68,30.4,never smoked,0 +32103,Male,59,0,0,Yes,Self-employed,Urban,76.51,29.8,never smoked,0 +18205,Female,1.32,0,0,No,children,Rural,110.17,20.3,Unknown,0 +71420,Male,27,0,0,No,Govt_job,Rural,65.12,41.1,smokes,0 +298,Female,41,0,0,Yes,Self-employed,Rural,76.66,N/A,Unknown,0 +15136,Male,64,0,1,Yes,Private,Rural,109.88,33.9,Unknown,0 +9879,Female,55,0,1,Yes,Private,Urban,199.38,39,Unknown,0 +68302,Female,40,0,0,Yes,Private,Urban,65.77,31.2,never smoked,0 +65507,Male,33,0,0,Yes,Private,Rural,55.72,38.2,never smoked,0 +63949,Female,33,0,0,Yes,Govt_job,Urban,75.67,44.7,never smoked,0 +62475,Male,39,1,0,Yes,Private,Rural,88.18,33.5,smokes,0 +35648,Female,74,0,0,Yes,Self-employed,Rural,95.94,27,never smoked,0 +72276,Male,38,0,0,Yes,Private,Urban,86.93,31.1,never smoked,0 +49661,Male,53,0,0,Yes,Govt_job,Urban,85.17,29.2,never smoked,0 +31590,Male,22,0,0,No,Private,Urban,111.1,26.6,never smoked,0 +8584,Female,5,0,0,No,children,Rural,92,17.9,Unknown,0 +7964,Male,24,0,0,No,Private,Urban,97.47,24.2,formerly smoked,0 +25130,Female,27,0,0,Yes,Private,Urban,79.21,19.5,Unknown,0 +3531,Male,41,0,0,Yes,Private,Rural,83.97,28.5,formerly smoked,0 +6529,Female,20,0,0,No,Private,Urban,98.55,21.3,never smoked,0 +22272,Female,71,1,0,Yes,Private,Rural,202.98,41.3,never smoked,0 +40702,Female,65,0,0,No,Govt_job,Urban,60.7,31.3,never smoked,0 +1656,Male,38,0,0,Yes,Private,Urban,92.22,40.8,never smoked,0 +51988,Female,25,0,0,Yes,Private,Rural,79.94,36.6,Unknown,0 +48323,Male,53,0,0,Yes,Govt_job,Rural,83.68,26.7,Unknown,0 +35155,Female,50,0,0,Yes,Self-employed,Urban,69.92,18.7,formerly smoked,0 +46314,Female,1.24,0,0,No,children,Rural,136.96,15.2,Unknown,0 +12906,Female,55,0,0,Yes,Self-employed,Rural,95.32,26.8,never smoked,0 +24961,Female,38,0,0,Yes,Private,Rural,107.78,25.1,never smoked,0 +14000,Female,72,1,1,Yes,Private,Urban,198.32,31.3,formerly smoked,0 +23047,Male,43,0,0,Yes,Private,Urban,100.16,59.7,never smoked,0 +6827,Male,30,0,0,Yes,Private,Urban,96.02,29.8,never smoked,0 +44656,Female,69,1,0,Yes,Private,Rural,112.69,33.5,formerly smoked,0 +59801,Female,61,0,0,Yes,Private,Urban,60.61,24.5,never smoked,0 +51073,Female,34,0,0,Yes,Self-employed,Urban,79.77,33.6,never smoked,0 +34966,Female,43,0,0,Yes,Self-employed,Urban,87.41,39.7,formerly smoked,0 +41122,Female,62,0,0,Yes,Private,Rural,226.38,47.4,never smoked,0 +4449,Male,48,0,0,Yes,Govt_job,Rural,124.64,26.4,smokes,0 +54726,Female,37,0,0,Yes,Private,Urban,69.42,33,never smoked,0 +1772,Female,64,0,0,Yes,Govt_job,Urban,77.68,31.4,never smoked,0 +4850,Male,51,0,0,Yes,Private,Rural,112.79,27.2,never smoked,0 +44886,Male,69,1,0,Yes,Self-employed,Rural,236.79,35.7,formerly smoked,0 +26076,Female,75,1,0,Yes,Self-employed,Rural,219.82,29.5,formerly smoked,0 +54962,Female,27,0,0,No,Private,Urban,82.05,21,Unknown,0 +1116,Female,49,0,0,No,Govt_job,Rural,104.08,26.6,never smoked,0 +28247,Male,82,0,0,No,Self-employed,Urban,101.57,24.3,smokes,0 +39563,Female,36,0,0,Yes,Private,Rural,71.32,43.9,smokes,0 +49553,Male,1.88,0,0,No,children,Rural,143.97,N/A,Unknown,0 +14872,Male,45,1,0,Yes,Self-employed,Rural,239.19,52.5,Unknown,0 +57598,Female,64,0,0,Yes,Private,Rural,78.45,27,formerly smoked,0 +70022,Male,32,0,0,No,Private,Rural,61.11,32.7,never smoked,0 +70365,Female,15,0,0,No,Private,Urban,87.29,29.4,Unknown,0 +57219,Female,1.64,0,0,No,children,Rural,82.49,15.1,Unknown,0 +28344,Male,34,0,0,Yes,Private,Urban,83.15,32.1,Unknown,0 +50785,Male,17,0,0,No,Private,Rural,83.26,32.9,never smoked,0 +17251,Female,76,1,0,Yes,Self-employed,Urban,78.7,27.6,formerly smoked,0 +48459,Male,61,0,0,Yes,Self-employed,Urban,111.94,26.5,smokes,0 +68843,Male,30,0,0,Yes,Private,Rural,104.77,19.2,smokes,0 +27523,Female,18,0,0,No,Private,Urban,104.26,25.9,Unknown,0 +61651,Male,48,0,0,Yes,Private,Rural,113.84,21.9,never smoked,0 +22877,Male,0.16,0,0,No,children,Urban,114.71,17.4,Unknown,0 +52859,Female,4,0,0,No,children,Urban,61.54,13.2,Unknown,0 +55631,Male,38,0,0,Yes,Private,Rural,133.62,25.2,never smoked,0 +7003,Female,27,0,0,Yes,Private,Rural,111.96,28.2,never smoked,0 +68447,Female,50,0,0,No,Private,Urban,112.44,31.5,Unknown,0 +13817,Male,19,0,0,No,Private,Urban,123.61,25.2,Unknown,0 +12117,Male,8,0,0,No,children,Urban,84.68,14.5,Unknown,0 +40210,Male,78,0,1,Yes,Self-employed,Rural,206.62,28,formerly smoked,0 +23360,Male,0.8,0,0,No,children,Rural,114.54,15.1,Unknown,0 +28447,Female,53,1,0,Yes,Private,Rural,216.88,31.4,smokes,0 +72398,Female,73,1,0,Yes,Private,Urban,110.38,26.3,never smoked,0 +7859,Male,34,0,0,Yes,Private,Urban,99.23,N/A,smokes,0 +20140,Male,58,0,0,Yes,Govt_job,Rural,204.92,39.6,never smoked,0 +46903,Female,62,0,0,Yes,Private,Urban,56.74,28.9,never smoked,0 +61333,Female,78,0,0,No,Self-employed,Rural,68.35,31.4,Unknown,0 +7403,Female,51,0,0,Yes,Private,Urban,83.52,34.3,Unknown,0 +69370,Male,78,0,0,Yes,Govt_job,Urban,59.74,27,formerly smoked,0 +43549,Female,40,1,0,Yes,Private,Rural,81.59,27.2,never smoked,0 +2903,Female,35,0,0,No,Private,Rural,123.83,23.8,never smoked,0 +70268,Male,82,0,0,Yes,Private,Urban,226.84,25.3,formerly smoked,0 +11003,Female,46,0,0,Yes,Self-employed,Rural,93.2,32.6,Unknown,0 +61475,Female,51,1,0,Yes,Private,Rural,85.84,31.8,never smoked,0 +27608,Female,53,0,0,Yes,Govt_job,Urban,74.64,22.4,Unknown,0 +9923,Male,55,0,1,Yes,Private,Urban,80.17,28,never smoked,0 +28091,Female,43,0,0,Yes,Govt_job,Urban,85.03,23.9,formerly smoked,0 +59749,Male,81,0,0,Yes,Private,Urban,234.35,25.3,formerly smoked,0 +8719,Male,12,0,0,No,children,Urban,116.25,16.4,formerly smoked,0 +58154,Female,20,0,0,No,Private,Urban,66.55,26.9,smokes,0 +31712,Female,53,0,0,Yes,Private,Urban,88.38,25.4,never smoked,0 +14249,Female,1.32,0,0,No,children,Urban,81.05,18.7,Unknown,0 +30693,Female,22,0,0,No,Private,Urban,68.4,37.5,never smoked,0 +18866,Female,75,0,0,Yes,Self-employed,Urban,96.95,41.4,never smoked,0 +36909,Female,66,0,0,Yes,Self-employed,Rural,66.24,37.5,never smoked,0 +63562,Male,7,0,0,No,children,Rural,91.81,15.8,Unknown,0 +29352,Female,26,0,0,No,Private,Urban,84.86,37.6,never smoked,0 +44024,Female,14,0,0,No,Private,Rural,118.88,30.5,never smoked,0 +24068,Female,32,0,0,Yes,Private,Urban,85.91,22.1,Unknown,0 +57602,Male,6,0,0,No,children,Rural,115.4,19.2,Unknown,0 +16536,Female,42,0,0,Yes,Self-employed,Rural,75.34,38,never smoked,0 +6639,Male,4,0,0,No,children,Rural,100.19,18.7,Unknown,0 +6528,Male,75,0,0,Yes,Govt_job,Urban,200.73,25.7,formerly smoked,0 +42594,Male,80,1,0,Yes,Govt_job,Urban,114.09,30.1,never smoked,0 +59045,Female,52,0,0,Yes,Private,Urban,67.3,36.3,never smoked,0 +31608,Male,11,0,0,No,children,Rural,96.91,20.4,Unknown,0 +47949,Male,14,0,0,No,children,Rural,116.2,20.9,Unknown,0 +41362,Female,74,0,0,Yes,Self-employed,Rural,72.54,28.4,never smoked,0 +18187,Male,58,0,0,Yes,Private,Rural,96.01,33.8,Unknown,0 +8983,Female,80,1,0,Yes,Private,Urban,89.16,24,never smoked,0 +20098,Female,31,0,0,Yes,Self-employed,Rural,108.64,43.3,never smoked,0 +3777,Female,28,1,0,Yes,Govt_job,Rural,83.66,36.4,never smoked,0 +11651,Female,25,0,0,Yes,Private,Rural,81.21,37.9,never smoked,0 +28527,Male,71,0,0,No,Private,Urban,86.96,32.6,never smoked,0 +63282,Female,51,0,0,Yes,Govt_job,Rural,92.95,23.9,never smoked,0 +37038,Male,15,0,0,No,children,Urban,95.86,18.1,Unknown,0 +4528,Male,45,1,0,No,Private,Rural,85.52,36.4,never smoked,0 +41665,Male,53,0,0,Yes,Govt_job,Rural,159.39,29.2,never smoked,0 +26539,Male,69,0,0,Yes,Self-employed,Urban,202.51,30.8,formerly smoked,0 +25325,Female,42,0,0,Yes,Private,Rural,82.24,23.8,formerly smoked,0 +69462,Female,4,0,0,No,children,Rural,109.81,17.9,Unknown,0 +29816,Male,64,1,0,Yes,Private,Rural,91.85,31.8,formerly smoked,0 +47784,Female,5,0,0,No,children,Rural,123.49,19.5,Unknown,0 +18181,Male,44,0,0,Yes,Private,Rural,105.49,31.5,smokes,0 +8614,Male,78,0,1,Yes,Self-employed,Urban,101.53,24.1,formerly smoked,0 +347,Female,16,0,0,No,Private,Urban,89.45,N/A,Unknown,0 +61336,Female,69,0,0,Yes,Self-employed,Urban,126.04,35.9,never smoked,0 +27647,Male,80,0,1,Yes,Self-employed,Rural,95.49,31.6,Unknown,0 +25676,Female,7,0,0,No,children,Rural,89.38,19,Unknown,0 +65894,Female,2,0,0,No,children,Urban,82.3,18.8,Unknown,0 +2291,Female,80,1,0,Yes,Self-employed,Urban,218,33.5,Unknown,0 +25630,Female,69,0,0,Yes,Self-employed,Urban,79.7,25,never smoked,0 +38575,Male,58,1,0,Yes,Self-employed,Rural,209.15,52.9,formerly smoked,0 +29326,Female,75,0,0,Yes,Self-employed,Rural,70.22,24.8,formerly smoked,0 +59292,Female,60,0,0,Yes,Self-employed,Rural,83.57,24.5,never smoked,0 +52051,Female,75,0,0,Yes,Self-employed,Urban,60.6,40.4,smokes,0 +64508,Female,10,0,0,No,children,Urban,97.24,20.2,Unknown,0 +36593,Male,38,0,0,No,Private,Rural,162.72,31.9,smokes,0 +39834,Male,28,0,0,No,Private,Urban,73.27,25.4,smokes,0 +54111,Female,3,0,0,No,children,Urban,92.62,15.4,Unknown,0 +53476,Female,31,0,0,Yes,Private,Urban,90,38.6,never smoked,0 +479,Female,59,1,0,Yes,Private,Rural,78.28,31,formerly smoked,0 +37237,Female,31,0,0,No,Private,Rural,87.81,26.4,smokes,0 +5496,Female,45,0,0,Yes,Private,Urban,202.66,N/A,never smoked,0 +56075,Female,58,0,0,Yes,Private,Rural,196.5,37.7,never smoked,0 +46130,Female,57,0,0,Yes,Self-employed,Urban,142.31,35.2,smokes,0 +7730,Male,31,0,0,No,Private,Rural,94.96,54.7,smokes,0 +12380,Male,43,0,0,Yes,Govt_job,Rural,83.78,21.6,never smoked,0 +15324,Female,40,0,0,No,Private,Urban,86.1,23.9,Unknown,0 +11658,Male,1.08,0,0,No,children,Rural,74.5,N/A,Unknown,0 +22778,Male,34,0,0,Yes,Private,Urban,66.96,26.1,never smoked,0 +4128,Female,55,0,0,Yes,Private,Rural,76.7,39.7,formerly smoked,0 +36825,Female,39,0,0,Yes,Private,Rural,103.12,29.9,formerly smoked,0 +1454,Female,42,0,0,No,Private,Urban,84.03,31.4,never smoked,0 +12674,Male,44,0,0,Yes,Private,Rural,74.15,34.5,formerly smoked,0 +55375,Male,69,1,0,Yes,Private,Rural,73.29,29.4,never smoked,0 +3726,Male,16,0,0,No,Private,Urban,115.16,26.9,Unknown,0 +48652,Female,8,0,0,No,children,Urban,83.55,22.4,Unknown,0 +68657,Female,1.48,0,0,No,children,Urban,61.53,20.5,Unknown,0 +17337,Female,1.88,0,0,No,children,Rural,100.74,18.6,Unknown,0 +44831,Female,69,0,0,No,Private,Urban,59.31,31.4,smokes,0 +68420,Female,13,0,0,No,children,Urban,63.22,18.5,formerly smoked,0 +39632,Female,53,0,0,Yes,Private,Urban,209.5,41.8,never smoked,0 +49095,Female,16,0,0,No,children,Urban,64.51,21.2,Unknown,0 +46292,Male,64,0,0,Yes,Private,Rural,90.07,28.6,never smoked,0 +43492,Female,7,0,0,No,children,Urban,113.95,16,Unknown,0 +55766,Male,41,0,0,Yes,Private,Rural,119.32,30.6,Unknown,0 +17740,Male,65,0,0,Yes,Private,Rural,99.12,29,formerly smoked,0 +64189,Male,61,0,0,Yes,Self-employed,Rural,152.84,28.6,Unknown,0 +24202,Male,63,0,0,Yes,Private,Rural,78.23,34.8,never smoked,0 +32514,Male,1.8,0,0,No,children,Urban,68.8,N/A,Unknown,0 +9866,Female,54,0,0,Yes,Private,Urban,76.05,42,Unknown,0 +54816,Female,14,0,0,No,children,Rural,116.49,30.3,never smoked,0 +59880,Male,45,0,0,Yes,Private,Rural,99.91,30.9,Unknown,0 +20625,Male,51,1,0,Yes,Private,Urban,76.1,32.1,smokes,0 +65969,Male,8,0,0,No,children,Rural,121.99,19.6,Unknown,0 +56923,Male,52,1,0,Yes,Private,Rural,116.21,32.8,smokes,0 +44001,Female,39,0,0,Yes,Private,Urban,55.28,31.5,Unknown,0 +51852,Female,13,0,0,No,children,Rural,219.81,N/A,Unknown,0 +27176,Female,69,0,0,Yes,Private,Rural,103.73,34.7,never smoked,0 +70874,Male,71,1,0,Yes,Govt_job,Urban,153.08,21.5,Unknown,0 +34287,Female,73,0,0,Yes,Self-employed,Rural,98.69,27.6,Unknown,0 +23052,Female,54,0,0,Yes,Private,Rural,94.11,28.6,formerly smoked,0 +67499,Male,10,0,0,No,children,Rural,117.03,21.1,never smoked,0 +5380,Female,26,0,0,Yes,Private,Urban,91.35,23.8,never smoked,0 +20154,Female,41,0,0,Yes,Private,Rural,82.48,33.5,Unknown,0 +29546,Male,71,0,0,Yes,Govt_job,Rural,99.76,33.4,formerly smoked,0 +3718,Female,46,0,0,Yes,Govt_job,Urban,111.1,23.3,smokes,0 +43734,Male,15,0,0,No,Private,Rural,122.25,21,never smoked,0 +41917,Female,29,0,0,No,Private,Urban,84.19,21.2,never smoked,0 +8050,Male,8,0,0,No,children,Urban,84.6,18.4,Unknown,0 +44426,Female,21,0,0,Yes,Private,Urban,126.35,26.9,never smoked,0 +34700,Female,56,1,0,No,Self-employed,Urban,87.5,20.2,formerly smoked,0 +70230,Female,14,0,0,No,Self-employed,Rural,77.52,21.9,never smoked,0 +68721,Female,78,0,0,Yes,Private,Rural,133.13,24.2,Unknown,0 +23170,Female,36,0,0,No,Private,Urban,96.1,29.6,never smoked,0 +5731,Female,57,1,0,Yes,Private,Urban,108.61,38.1,smokes,0 +62791,Male,79,1,1,Yes,Self-employed,Rural,205.23,22,never smoked,0 +18943,Male,26,0,0,No,Govt_job,Rural,76.74,29.8,Unknown,0 +45472,Male,22,0,0,Yes,Private,Urban,138.55,24,never smoked,0 +3942,Male,72,0,1,Yes,Private,Urban,234.27,26.9,never smoked,0 +30201,Female,54,0,0,Yes,Private,Urban,75.16,38,never smoked,0 +38284,Male,8,0,0,No,children,Rural,77.08,16.9,Unknown,0 +53552,Female,62,0,0,Yes,Private,Urban,101.19,23.4,never smoked,0 +59663,Female,28,0,0,No,Private,Urban,107.74,38.5,never smoked,0 +68631,Female,50,0,0,Yes,Private,Rural,62.32,21.6,Unknown,0 +49900,Male,7,0,0,No,children,Urban,56.32,15.9,Unknown,0 +18140,Female,33,0,0,Yes,Private,Rural,131.28,25.1,never smoked,0 +52340,Male,55,0,0,Yes,Private,Urban,67.02,41.1,smokes,0 +2327,Female,25,0,0,No,Private,Rural,76.72,21.5,Unknown,0 +55137,Female,25,0,0,No,Private,Urban,125.98,21,smokes,0 +458,Female,37,0,0,Yes,Govt_job,Urban,72.09,24.1,smokes,0 +57044,Male,58,0,0,Yes,Private,Urban,88.05,30.6,Unknown,0 +71548,Male,45,0,0,Yes,Govt_job,Urban,55.47,19.8,smokes,0 +67438,Female,60,0,0,Yes,Govt_job,Rural,145.94,29.2,Unknown,0 +36524,Male,66,0,1,Yes,Private,Rural,239.21,33.7,formerly smoked,0 +61827,Male,80,0,0,Yes,Self-employed,Rural,196.08,31,formerly smoked,0 +31454,Female,38,0,0,Yes,Govt_job,Rural,93.93,21.5,never smoked,0 +15663,Female,11,0,0,No,children,Urban,76.74,19.1,Unknown,0 +4707,Female,63,0,0,Yes,Private,Urban,83.74,21.4,Unknown,0 +55885,Male,19,0,0,No,Private,Urban,119.58,24.8,Unknown,0 +47563,Female,17,0,0,No,Private,Rural,68.66,35.1,never smoked,0 +63729,Female,19,0,0,No,Private,Urban,65.79,28.6,smokes,0 +5286,Female,40,0,0,Yes,Govt_job,Urban,176.38,35.7,never smoked,0 +29878,Male,49,0,0,Yes,Private,Urban,175.74,45.4,Unknown,0 +42628,Female,69,0,1,No,Private,Urban,193.45,34.5,never smoked,0 +5006,Female,46,0,0,Yes,Self-employed,Rural,85.84,21.2,never smoked,0 +11250,Male,78,0,0,Yes,Self-employed,Rural,93.85,22.7,formerly smoked,0 +41858,Female,63,0,1,Yes,Private,Rural,86.21,39.1,never smoked,0 +15742,Female,3,0,0,No,children,Rural,75.41,21.9,Unknown,0 +27300,Female,1.8,0,0,No,children,Rural,95.28,16.5,Unknown,0 +34965,Female,18,0,0,No,Private,Urban,95.87,23,never smoked,0 +65748,Female,46,0,0,Yes,Private,Urban,180.45,22.5,never smoked,0 +44635,Female,8,0,0,No,children,Urban,95.39,20.4,Unknown,0 +72284,Female,53,0,0,Yes,Private,Rural,60.77,28.7,smokes,0 +20217,Female,38,0,0,Yes,Govt_job,Urban,102.84,22.4,never smoked,0 +44259,Female,74,0,0,Yes,Private,Urban,130.37,26.3,Unknown,0 +52668,Female,24,0,0,No,Private,Urban,65.44,23.6,never smoked,0 +37446,Male,78,0,0,Yes,Private,Rural,79.84,25.9,never smoked,0 +46895,Male,60,0,0,Yes,Private,Rural,62.61,30.7,never smoked,0 +57667,Male,12,0,0,No,children,Urban,70.07,24.5,formerly smoked,0 +41962,Female,32,0,0,Yes,Private,Rural,108.8,24,Unknown,0 +25495,Male,5,0,0,No,children,Urban,112.11,20.1,Unknown,0 +2029,Female,40,0,0,Yes,Private,Rural,92.35,38,never smoked,0 +13993,Female,19,0,0,No,Private,Urban,76.57,26.6,Unknown,0 +18876,Female,28,0,0,Yes,Private,Urban,69.5,24.5,never smoked,0 +22865,Female,61,0,0,Yes,Private,Rural,219.38,N/A,never smoked,0 +365,Female,44,1,0,Yes,Private,Rural,69.48,41.3,never smoked,0 +37631,Male,50,0,0,Yes,Govt_job,Urban,89.18,34.8,smokes,0 +5500,Female,50,0,1,Yes,Govt_job,Urban,68.09,35.5,smokes,0 +53217,Female,18,0,0,No,Private,Rural,92.71,24.1,Unknown,0 +56712,Male,1.64,0,0,No,children,Rural,56.21,19,Unknown,0 +10055,Female,37,0,0,No,Govt_job,Rural,72.08,N/A,formerly smoked,0 +4959,Female,5,0,0,No,children,Urban,82.56,16.6,Unknown,0 +22155,Female,39,0,0,Yes,Private,Urban,78.24,28.6,Unknown,0 +22860,Female,65,0,0,Yes,Govt_job,Rural,84.66,22.4,never smoked,0 +6960,Female,26,0,0,No,Govt_job,Urban,90.35,38.6,Unknown,0 +57209,Male,42,0,0,Yes,Govt_job,Rural,68.12,32,Unknown,0 +66581,Female,34,0,0,Yes,Private,Rural,59.14,40.1,never smoked,0 +17347,Female,45,0,0,Yes,Govt_job,Urban,85.64,32,formerly smoked,0 +58422,Male,43,0,0,Yes,Govt_job,Rural,56.08,23.9,Unknown,0 +19043,Female,40,0,0,No,Private,Rural,99,25,never smoked,0 +52897,Male,35,0,0,No,Private,Urban,93.6,28.5,smokes,0 +16329,Female,2,0,0,No,children,Urban,105.75,19.8,Unknown,0 +40353,Female,61,0,0,Yes,Private,Urban,114.09,25.7,never smoked,0 +56778,Male,64,1,0,Yes,Private,Urban,57.42,28,smokes,0 +41153,Female,32,0,0,Yes,Private,Urban,100.01,37.2,never smoked,0 +63725,Male,23,0,0,No,Private,Urban,62,24.8,formerly smoked,0 +19675,Female,51,0,0,Yes,Self-employed,Rural,103.61,39.2,never smoked,0 +72784,Female,52,0,0,Yes,Private,Rural,118.46,61.6,smokes,0 +8541,Female,75,0,0,Yes,Govt_job,Rural,94.77,27.2,never smoked,0 +45565,Female,40,0,0,Yes,Private,Urban,72.12,38,never smoked,0 +36431,Male,39,0,0,Yes,Govt_job,Rural,155.23,36.2,never smoked,0 +6171,Male,6,0,0,No,children,Urban,90.6,16.6,Unknown,0 +29419,Female,32,0,0,Yes,Private,Urban,81.92,38,never smoked,0 +65673,Female,55,0,0,No,Self-employed,Rural,67.1,31.4,never smoked,0 +64662,Female,23,0,0,No,Private,Rural,58.01,35.3,never smoked,0 +51693,Female,52,0,0,Yes,Private,Rural,173.9,35.8,never smoked,0 +50495,Male,58,1,0,Yes,Private,Rural,106.27,28.6,never smoked,0 +37086,Male,17,0,0,No,Private,Rural,60.57,34,Unknown,0 +71396,Male,3,0,0,No,children,Urban,105.34,15.5,Unknown,0 +27854,Female,23,0,0,No,Private,Rural,96.28,31.1,never smoked,0 +53759,Male,56,0,0,Yes,Self-employed,Urban,122.73,37.5,formerly smoked,0 +14407,Male,45,0,0,No,Self-employed,Urban,104.12,37.7,Unknown,0 +887,Female,14,0,0,No,Private,Urban,69.74,24.2,formerly smoked,0 +13328,Female,45,0,0,Yes,Private,Rural,106.95,33.4,Unknown,0 +62507,Female,57,0,0,Yes,Private,Urban,94.63,33,never smoked,0 +51797,Female,35,0,0,Yes,Private,Urban,86.97,25.7,Unknown,0 +61536,Female,8,0,0,No,children,Rural,76.12,19.4,Unknown,0 +71221,Female,42,0,0,Yes,Govt_job,Urban,99.94,33.4,never smoked,0 +6948,Male,8,0,0,No,children,Urban,91.53,18,Unknown,0 +66083,Male,62,0,0,Yes,Private,Rural,145.46,40.1,never smoked,0 +21238,Female,43,0,0,Yes,Private,Urban,74.86,26.9,never smoked,0 +70992,Female,8,0,0,No,children,Urban,74.42,22.5,Unknown,0 +20376,Male,40,0,0,Yes,Self-employed,Urban,70.07,27.6,smokes,0 +6613,Male,2,0,0,No,children,Urban,89.85,23.3,Unknown,0 +27818,Female,27,0,0,No,Private,Rural,104.21,35.7,never smoked,0 +3062,Female,47,0,0,Yes,Self-employed,Rural,157.77,28.4,never smoked,0 +11692,Female,53,0,0,No,Govt_job,Urban,101.81,29.4,smokes,0 +25070,Male,62,0,0,Yes,Govt_job,Rural,103,31.9,Unknown,0 +39556,Male,50,0,0,Yes,Self-employed,Urban,101.85,25.1,smokes,0 +18437,Male,26,0,0,No,Private,Urban,85.92,35.6,smokes,0 +59540,Female,19,0,0,No,Private,Rural,56.85,21.1,never smoked,0 +13857,Male,0.32,0,0,No,children,Urban,89.04,17.8,Unknown,0 +57924,Female,45,0,0,Yes,Govt_job,Rural,63.01,31.5,never smoked,0 +38069,Male,45,0,0,Yes,Private,Rural,65.48,26.6,Unknown,0 +48871,Female,54,0,0,Yes,Private,Rural,68.6,44.8,smokes,0 +63420,Male,64,1,0,Yes,Private,Urban,81.68,31.3,formerly smoked,0 +67665,Male,2,0,0,No,children,Urban,65.21,17.2,Unknown,0 +50638,Female,66,0,0,Yes,Govt_job,Urban,72.53,25.3,smokes,0 +43892,Female,73,0,0,Yes,Private,Rural,81.78,28.8,never smoked,0 +9335,Female,31,0,0,No,Private,Rural,116.85,49.9,smokes,0 +38830,Female,1.88,0,0,No,children,Rural,80.83,18,Unknown,0 +14019,Female,58,0,0,Yes,Private,Urban,96.21,23.5,never smoked,0 +65888,Male,12,0,0,No,children,Rural,117.04,18.1,Unknown,0 +62986,Female,60,1,0,Yes,Private,Rural,78.26,41.7,formerly smoked,0 +61409,Male,32,1,0,No,Govt_job,Urban,58.24,N/A,formerly smoked,0 +72041,Male,23,0,0,No,Private,Urban,82.53,20.7,smokes,0 +51584,Male,26,0,0,No,Private,Urban,71.25,30.3,smokes,0 +56476,Male,36,0,0,Yes,Private,Rural,129.73,27.8,never smoked,0 +51740,Female,3,0,0,No,children,Urban,115.47,18.9,Unknown,0 +45983,Male,21,0,0,No,Private,Urban,56.79,20.4,Unknown,0 +16079,Female,67,0,0,Yes,Private,Urban,100.16,31.8,Unknown,0 +24920,Female,35,0,0,Yes,Govt_job,Rural,97.6,44.8,smokes,0 +72818,Female,26,0,0,No,Private,Rural,90.54,37.1,Unknown,0 +65944,Female,47,0,0,Yes,Self-employed,Urban,105.88,39.9,smokes,0 +63836,Male,81,1,1,Yes,Govt_job,Rural,217.94,24.1,formerly smoked,0 +46729,Female,1.64,0,0,No,children,Urban,69.89,18.1,Unknown,0 +44642,Male,52,0,0,Yes,Govt_job,Urban,93.28,36.3,never smoked,0 +70693,Female,28,0,1,Yes,Private,Rural,111.27,19.1,smokes,0 +54065,Female,45,0,0,Yes,Private,Urban,91.04,21.1,never smoked,0 +9926,Male,20,0,0,No,Private,Urban,87.2,28.9,smokes,0 +29201,Male,1.56,0,0,No,children,Rural,109.12,18.9,Unknown,0 +33308,Female,65,0,0,No,Private,Urban,216.64,43.3,formerly smoked,0 +15937,Male,45,1,0,Yes,Self-employed,Rural,74.28,37.2,formerly smoked,0 +53748,Male,77,0,0,Yes,Self-employed,Urban,57.6,32.2,Unknown,0 +47803,Male,37,0,0,Yes,Govt_job,Urban,173.97,26.3,Unknown,0 +41554,Female,50,0,0,Yes,Private,Rural,65.25,25.4,smokes,0 +69435,Female,0.56,0,0,No,children,Urban,80.92,18.3,Unknown,0 +41049,Female,30,0,0,Yes,Private,Rural,124.37,21.4,never smoked,0 +13859,Female,31,0,0,No,Private,Urban,102.39,22.9,smokes,0 +24257,Male,4,0,0,No,children,Rural,90.42,16.2,Unknown,0 +14417,Male,65,1,0,Yes,Private,Rural,79.17,29.6,Unknown,0 +45260,Female,68,0,0,Yes,Self-employed,Urban,71.08,21.5,never smoked,0 +12807,Female,63,1,0,Yes,Private,Urban,81.54,24.2,never smoked,0 +71417,Male,46,0,0,No,Private,Urban,159.67,37.3,never smoked,0 +37479,Female,54,0,0,Yes,Private,Urban,93.96,33.3,smokes,0 +23850,Male,66,0,0,Yes,Private,Urban,103.01,33.1,never smoked,0 +17791,Female,29,0,0,Yes,Govt_job,Rural,92.49,22.2,never smoked,0 +2544,Male,78,0,0,Yes,Private,Urban,208.85,24.4,formerly smoked,0 +4961,Male,56,0,0,Yes,Govt_job,Urban,122.39,30.3,Unknown,0 +2702,Female,57,0,0,Yes,Private,Rural,65.91,28.2,Unknown,0 +11208,Female,2,0,0,No,children,Rural,70.25,17,Unknown,0 +4077,Male,49,0,0,Yes,Private,Urban,219.7,53.8,Unknown,0 +36548,Male,31,0,0,Yes,Govt_job,Urban,65.7,30.4,formerly smoked,0 +71596,Female,47,0,0,Yes,Private,Urban,67.08,22.3,Unknown,0 +61050,Male,37,0,0,Yes,Govt_job,Rural,107.58,25.3,never smoked,0 +6172,Female,79,0,0,Yes,Private,Rural,208.05,N/A,smokes,0 +15098,Female,65,0,0,Yes,Private,Rural,95.87,29.8,never smoked,0 +34895,Male,61,0,0,Yes,Private,Urban,68.17,43.8,formerly smoked,0 +6443,Female,66,0,0,Yes,Private,Urban,95.37,34.5,smokes,0 +67635,Male,24,0,0,No,Private,Urban,90,25.5,never smoked,0 +19931,Male,66,0,0,Yes,Self-employed,Rural,106.1,31.5,smokes,0 +57302,Female,64,1,0,Yes,Private,Rural,56.13,39.2,Unknown,0 +26197,Female,38,0,0,Yes,Private,Rural,104.03,47.3,smokes,0 +54982,Female,7,0,0,No,children,Rural,157.01,17,Unknown,0 +13398,Female,63,0,0,Yes,Private,Urban,84.35,38.2,never smoked,0 +21101,Male,71,0,0,Yes,Private,Rural,67.99,31.1,never smoked,0 +39958,Male,18,0,0,No,Private,Rural,118.93,22.4,never smoked,0 +51894,Female,65,0,0,Yes,Private,Rural,185.28,32,smokes,0 +56001,Male,57,0,0,Yes,Private,Rural,82.08,24.7,Unknown,0 +56137,Female,62,0,0,Yes,Private,Urban,88.32,36.3,Unknown,0 +25900,Male,1.8,0,0,No,children,Rural,85.16,20.2,Unknown,0 +69213,Male,35,0,0,No,Private,Rural,69.54,27.4,never smoked,0 +38613,Female,50,0,0,Yes,Govt_job,Rural,62.12,29.6,never smoked,0 +27660,Female,73,1,0,No,Self-employed,Rural,198.3,54.3,formerly smoked,0 +33790,Female,23,0,0,No,Private,Rural,100.06,28.6,never smoked,0 +50845,Female,32,0,0,Yes,Govt_job,Urban,101.13,43.9,formerly smoked,0 +44628,Female,38,0,0,Yes,Private,Rural,91.09,22.2,never smoked,0 +38951,Female,50,0,0,Yes,Self-employed,Rural,61.54,28.4,Unknown,0 +52792,Female,39,0,0,Yes,Private,Urban,62.02,23.7,smokes,0 +27675,Female,7,0,0,No,children,Urban,103.11,18.3,Unknown,0 +6903,Female,15,0,0,No,children,Rural,77.57,18.3,Unknown,0 +35463,Male,67,0,0,Yes,Private,Urban,97.34,28.9,never smoked,0 +172,Male,8,0,0,No,children,Urban,78.76,N/A,Unknown,0 +16876,Female,32,0,0,Yes,Private,Rural,67.1,27.1,Unknown,0 +60926,Male,5,0,0,No,children,Urban,79.89,13.8,Unknown,0 +21333,Male,56,1,0,Yes,Private,Rural,206.66,21.9,smokes,0 +69183,Male,49,0,0,No,Private,Urban,95.79,24,Unknown,0 +2313,Female,75,0,1,Yes,Self-employed,Urban,83.88,N/A,smokes,0 +8041,Female,11,0,0,No,children,Rural,93.51,20.8,Unknown,0 +68171,Male,61,0,0,Yes,Self-employed,Urban,116.78,39.8,formerly smoked,0 +27948,Male,76,0,0,Yes,Self-employed,Rural,117.63,26.2,never smoked,0 +45673,Female,34,0,0,Yes,Private,Rural,60.01,43.9,Unknown,0 +50810,Male,20,0,0,No,Private,Rural,64.6,27.3,Unknown,0 +2467,Female,79,1,0,Yes,Self-employed,Rural,92.43,N/A,never smoked,0 +64165,Female,24,0,0,No,Private,Urban,71.63,22,formerly smoked,0 +22352,Female,39,0,0,Yes,Self-employed,Urban,87.79,40,formerly smoked,0 +62990,Female,55,0,0,Yes,Govt_job,Rural,99.64,20.1,formerly smoked,0 +1737,Female,16,0,0,No,Private,Rural,86.53,42.2,never smoked,0 +26357,Male,36,0,0,No,Private,Urban,200.68,25.8,Unknown,0 +28013,Female,38,0,0,Yes,Self-employed,Urban,98.37,27.2,never smoked,0 +24727,Male,20,0,0,No,Private,Rural,117.98,30.9,smokes,0 +37608,Female,38,0,0,No,Private,Urban,218.6,47.9,formerly smoked,0 +13870,Female,52,0,0,Yes,Private,Urban,101.3,33.1,smokes,0 +4655,Male,49,0,0,Yes,Private,Urban,79.51,37.8,never smoked,0 +55356,Female,80,0,0,Yes,Self-employed,Urban,223.26,25.4,never smoked,0 +49400,Male,75,0,0,Yes,Private,Rural,97.22,28.4,never smoked,0 +38132,Female,13,0,0,No,Private,Rural,172.27,16.6,never smoked,0 +50136,Female,54,1,0,Yes,Private,Urban,221.83,35.1,smokes,0 +3094,Male,28,0,0,No,Private,Urban,74.61,32.7,Unknown,0 +42727,Female,61,0,0,Yes,Private,Rural,60.91,29.8,Unknown,0 +41500,Male,0.16,0,0,No,children,Rural,69.79,13,Unknown,0 +33185,Male,59,0,0,No,Govt_job,Urban,83.6,27.5,formerly smoked,0 +7057,Male,12,0,0,No,children,Urban,83.95,23.6,Unknown,0 +48244,Female,38,0,0,No,Private,Rural,77.5,36.9,smokes,0 +69559,Male,15,0,0,No,Never_worked,Urban,64.29,16.7,Unknown,0 +61757,Male,31,0,0,Yes,Self-employed,Rural,61.1,26.5,never smoked,0 +10541,Male,52,1,0,Yes,Private,Rural,100.71,37,never smoked,0 +48169,Female,61,0,0,Yes,Self-employed,Urban,65.21,27.7,Unknown,0 +64202,Male,50,0,0,Yes,Private,Rural,119.77,23.5,Unknown,0 +7069,Female,41,0,0,Yes,Private,Rural,102.39,40.4,formerly smoked,0 +52050,Male,20,0,0,No,Private,Urban,59.67,27.7,never smoked,0 +31692,Male,67,0,0,Yes,Private,Rural,83.16,28.3,never smoked,0 +11192,Female,45,0,0,Yes,Private,Rural,218.1,55,smokes,0 +69404,Male,73,0,0,Yes,Govt_job,Rural,76.45,28.7,Unknown,0 +42700,Female,52,0,0,Yes,Private,Rural,200.46,25,Unknown,0 +7638,Female,51,0,0,Yes,Private,Urban,95.7,24.8,formerly smoked,0 +7298,Female,56,0,0,Yes,Self-employed,Rural,70.23,35.5,never smoked,0 +43615,Female,49,0,0,Yes,Self-employed,Urban,75.15,25,Unknown,0 +18134,Male,10,0,0,No,children,Rural,95.8,17.3,Unknown,0 +19324,Female,51,0,0,Yes,Govt_job,Urban,90.67,37.8,Unknown,0 +18827,Male,57,0,0,Yes,Self-employed,Rural,84.79,32.8,formerly smoked,0 +68291,Male,76,0,0,Yes,Private,Urban,147.5,28.7,Unknown,0 +70661,Female,28,0,0,No,Private,Rural,134.12,28.8,formerly smoked,0 +6019,Female,57,0,0,Yes,Private,Urban,82.62,28.4,never smoked,0 +56616,Male,39,0,0,Yes,Private,Rural,125.11,24.9,formerly smoked,0 +14399,Female,41,0,0,Yes,Private,Urban,92.14,29.6,formerly smoked,0 +8009,Female,72,1,1,Yes,Private,Urban,217.79,26.1,formerly smoked,0 +30961,Male,45,0,0,Yes,Private,Rural,95.62,29.5,smokes,0 +24201,Male,33,0,0,Yes,Private,Rural,93.8,23.9,never smoked,0 +18032,Male,62,0,1,Yes,Private,Rural,90.61,25.8,smokes,0 +62396,Female,27,0,0,Yes,Private,Urban,139.2,36.2,never smoked,0 +67055,Female,31,0,0,Yes,Private,Rural,77.01,31.3,formerly smoked,0 +51024,Female,24,0,0,Yes,Private,Urban,105.26,26.1,never smoked,0 +60774,Male,1.88,0,0,No,children,Rural,68.35,19.1,Unknown,0 +35039,Female,28,0,0,No,Private,Rural,99.07,17.6,never smoked,0 +46141,Female,24,0,0,No,Private,Rural,147.74,21.4,Unknown,0 +54240,Female,30,0,0,Yes,Govt_job,Urban,61.29,24,Unknown,0 +15929,Male,38,0,0,Yes,Govt_job,Rural,98.92,25.5,never smoked,0 +19849,Female,1.64,0,0,No,children,Urban,90.74,19.9,Unknown,0 +43282,Male,0.72,0,0,No,children,Rural,159.79,19.9,Unknown,0 +50372,Male,57,0,0,Yes,Private,Rural,233.47,35.5,never smoked,0 +5834,Female,27,0,0,No,Govt_job,Urban,85.53,26.9,smokes,0 +69847,Female,30,0,0,Yes,Self-employed,Urban,76.7,24.2,never smoked,0 +67277,Male,42,0,0,Yes,Private,Rural,67.87,30,never smoked,0 +41181,Male,36,0,0,Yes,Private,Urban,77.26,30.9,never smoked,0 +36388,Male,44,1,0,Yes,Private,Rural,91.28,26.5,never smoked,0 +49272,Male,59,0,0,Yes,Govt_job,Urban,129.19,30.6,never smoked,0 +52024,Female,61,0,0,Yes,Govt_job,Urban,97.86,19.1,formerly smoked,0 +58508,Female,18,0,0,No,Govt_job,Rural,112.33,23.2,formerly smoked,0 +64159,Female,44,0,0,Yes,Private,Rural,110.41,30.5,smokes,0 +29453,Male,16,0,0,No,children,Rural,91.58,15.8,Unknown,0 +52838,Male,13,0,0,No,children,Urban,58.86,16.9,never smoked,0 +43024,Male,9,0,0,No,children,Rural,76.88,18,Unknown,0 +8247,Male,0.16,0,0,No,children,Urban,109.52,13.9,Unknown,0 +42159,Female,81,1,0,Yes,Self-employed,Urban,181.23,36.7,never smoked,0 +37761,Female,38,0,0,Yes,Private,Urban,103.58,30.8,formerly smoked,0 +27624,Female,58,0,0,Yes,Self-employed,Rural,81.96,34.6,never smoked,0 +40242,Male,5,0,0,No,children,Rural,104.55,16.3,Unknown,0 +4383,Female,64,0,0,Yes,Govt_job,Urban,76.12,38.2,formerly smoked,0 +58577,Female,38,0,0,Yes,Govt_job,Rural,64.27,27.3,never smoked,0 +59916,Female,56,0,0,Yes,Private,Rural,200.98,30.4,smokes,0 +44526,Male,58,0,0,Yes,Govt_job,Urban,101.96,34.5,never smoked,0 +12990,Male,9,0,0,No,children,Rural,84.17,17.4,Unknown,0 +14414,Female,34,0,0,Yes,Private,Rural,85.79,32,never smoked,0 +46343,Female,79,0,0,Yes,Private,Urban,71.46,33.4,Unknown,0 +29539,Male,62,1,0,Yes,Self-employed,Rural,95.49,40.2,smokes,0 +10924,Female,60,0,0,Yes,Private,Rural,87.62,30.1,smokes,0 +30248,Female,42,0,0,No,Private,Rural,118.55,46.2,smokes,0 +39769,Female,59,0,0,Yes,Self-employed,Urban,82.14,35.6,smokes,0 +28778,Female,54,0,0,Yes,Private,Urban,219.67,29.4,smokes,0 +65257,Male,59,0,0,Yes,Private,Urban,135.84,27.3,never smoked,0 +7233,Male,15,0,0,No,children,Rural,74.83,17.4,Unknown,0 +67773,Female,14,0,0,No,children,Urban,60.37,26.9,Unknown,0 +14993,Male,5,0,0,No,children,Rural,67.28,17.7,Unknown,0 +59054,Male,17,0,0,No,Private,Rural,77.79,23.6,Unknown,0 +22554,Female,13,0,0,No,children,Rural,88.51,27.7,Unknown,0 +72512,Female,48,0,0,Yes,Self-employed,Urban,90.38,38,smokes,0 +56195,Male,37,0,0,Yes,Govt_job,Urban,156.69,35.2,never smoked,0 +7524,Female,69,0,1,Yes,Private,Urban,207.6,N/A,never smoked,0 +45795,Female,74,0,0,Yes,Private,Urban,158.9,32.4,formerly smoked,0 +64433,Male,54,0,0,Yes,Private,Urban,247.97,36.1,formerly smoked,0 +70106,Female,64,0,1,Yes,Private,Rural,114.71,30.6,never smoked,0 +50072,Female,26,0,0,No,Private,Rural,58.55,29,never smoked,0 +52530,Male,55,0,0,Yes,Govt_job,Urban,231.15,22.3,never smoked,0 +768,Female,74,0,0,Yes,Self-employed,Urban,68.18,27.3,formerly smoked,0 +40255,Female,0.48,0,0,No,children,Rural,118.75,17.4,Unknown,0 +50073,Female,41,0,1,No,Private,Rural,186.54,39,formerly smoked,0 +52439,Male,68,0,1,Yes,Private,Rural,96.14,26.7,never smoked,0 +65379,Male,9,0,0,No,children,Urban,69.52,24.2,Unknown,0 +38605,Female,36,0,0,Yes,Private,Rural,101.93,22.8,smokes,0 +35772,Male,17,0,0,No,Private,Urban,71.58,25.6,Unknown,0 +38014,Male,24,0,0,Yes,Private,Urban,83.1,21.9,smokes,0 +68330,Female,69,0,0,Yes,Self-employed,Rural,110.96,25.9,never smoked,0 +47271,Male,38,0,0,Yes,Govt_job,Urban,122.83,30.6,Unknown,0 +26330,Female,69,0,0,Yes,Private,Urban,91.65,25.7,formerly smoked,0 +24022,Female,32,0,0,No,Private,Urban,84.1,33.3,Unknown,0 +45622,Female,25,0,0,No,Private,Rural,118.85,23.8,smokes,0 +60732,Male,2,0,0,No,children,Urban,89.32,17.2,Unknown,0 +53694,Male,79,0,0,No,Self-employed,Urban,128.72,31,Unknown,0 +11280,Female,28,0,0,Yes,Private,Urban,98.05,24.7,never smoked,0 +28734,Female,16,0,0,No,Never_worked,Urban,102.1,27.1,never smoked,0 +12693,Male,31,0,0,Yes,Private,Urban,108.62,N/A,smokes,0 +17683,Male,66,0,0,Yes,Self-employed,Urban,96.19,38.3,smokes,0 +36155,Female,57,1,0,Yes,Private,Urban,98.07,50.9,formerly smoked,0 +31390,Female,61,0,0,Yes,Private,Rural,71.4,29.2,formerly smoked,0 +10636,Female,74,0,0,Yes,Self-employed,Rural,82.27,23.6,formerly smoked,0 +71659,Female,70,0,0,Yes,Govt_job,Rural,158.33,33.5,never smoked,0 +52305,Female,8,0,0,No,children,Rural,102.5,16.3,Unknown,0 +9602,Female,49,0,0,Yes,Private,Urban,72.18,30.8,Unknown,0 +68407,Male,30,0,0,Yes,Govt_job,Urban,95.94,31.1,never smoked,0 +72011,Male,51,0,0,No,Self-employed,Rural,87.15,26.4,formerly smoked,0 +40568,Female,10,0,0,No,children,Urban,82.59,18.6,formerly smoked,0 +50206,Female,34,0,0,Yes,Private,Rural,89.31,37.3,formerly smoked,0 +41191,Male,40,0,0,Yes,Private,Rural,64.84,26.6,never smoked,0 +7129,Male,3,0,0,No,children,Urban,107.52,17.6,Unknown,0 +45485,Female,45,0,0,Yes,Self-employed,Urban,92.76,22.3,Unknown,0 +32023,Male,4,0,0,No,children,Urban,79.16,20.2,Unknown,0 +33064,Male,52,0,1,Yes,Private,Urban,87,30.9,never smoked,0 +60896,Male,68,0,1,Yes,Private,Rural,145.25,31.5,never smoked,0 +2109,Female,8,0,0,No,children,Urban,125.14,29.7,Unknown,0 +27705,Female,82,0,1,Yes,Self-employed,Rural,88.6,32.5,Unknown,0 +36850,Male,36,0,0,Yes,Govt_job,Urban,57.59,32.8,Unknown,0 +52500,Female,42,0,0,Yes,Govt_job,Urban,59.43,25.4,never smoked,0 +43698,Female,27,0,0,No,Govt_job,Rural,65.43,27.2,Unknown,0 +49901,Male,55,0,0,Yes,Govt_job,Urban,154.03,31.6,smokes,0 +69120,Female,31,0,0,Yes,Self-employed,Rural,139.81,39.6,never smoked,0 +25510,Male,82,0,0,Yes,Self-employed,Urban,111.81,19.8,formerly smoked,0 +60416,Female,57,0,0,Yes,Self-employed,Urban,106.84,29.6,never smoked,0 +15135,Female,78,0,1,Yes,Private,Rural,221.06,25.5,formerly smoked,0 +34660,Male,55,0,0,Yes,Self-employed,Urban,69.97,25.8,formerly smoked,0 +11713,Male,51,0,0,Yes,Private,Rural,77.07,32.1,formerly smoked,0 +40704,Male,80,0,0,No,Private,Urban,59.49,25.6,Unknown,0 +71298,Female,17,0,0,No,Private,Rural,109.39,26.3,never smoked,0 +54497,Female,61,0,0,Yes,Private,Rural,93.97,39.4,Unknown,0 +30129,Female,62,0,0,Yes,Govt_job,Urban,163.17,25.6,never smoked,0 +44965,Female,14,0,0,No,Self-employed,Urban,124.39,34,Unknown,0 +38549,Female,62,0,0,Yes,Private,Urban,212.62,35.8,never smoked,0 +39236,Female,56,0,0,No,Self-employed,Urban,128.63,24.9,smokes,0 +50545,Male,41,0,0,Yes,Govt_job,Urban,84.1,29.3,never smoked,0 +28435,Female,59,0,0,Yes,Self-employed,Urban,77.6,23.4,Unknown,0 +4631,Male,29,0,0,Yes,Private,Urban,70.51,24.5,Unknown,0 +9912,Male,39,0,0,Yes,Private,Rural,109.19,29.8,Unknown,0 +43028,Male,66,0,0,Yes,Self-employed,Rural,55.23,28.9,Unknown,0 +38894,Female,35,0,0,Yes,Private,Urban,120.15,27.3,never smoked,0 +41238,Female,36,0,0,Yes,Private,Urban,72.16,23.2,never smoked,0 +51828,Male,35,0,0,Yes,Private,Rural,95.89,34.2,Unknown,0 +64196,Male,26,0,0,No,Private,Urban,64.68,23.3,smokes,0 +10626,Female,31,0,0,No,Private,Rural,70.51,26.9,formerly smoked,0 +4117,Female,56,0,0,Yes,Self-employed,Rural,81.77,21.8,never smoked,0 +37993,Female,36,0,0,Yes,Govt_job,Urban,66.47,26.9,never smoked,0 +57765,Female,41,0,0,Yes,Govt_job,Rural,146.08,29.9,never smoked,0 +7841,Female,50,0,0,Yes,Private,Urban,91.68,22.4,never smoked,0 +18398,Female,42,0,0,Yes,Private,Rural,108.96,27.5,never smoked,0 +50210,Male,79,0,0,Yes,Self-employed,Urban,113.41,35,never smoked,0 +52461,Male,57,0,0,Yes,Private,Urban,111.08,27.9,never smoked,0 +32523,Male,68,0,1,Yes,Private,Urban,217.74,25.5,Unknown,0 +49509,Female,25,0,0,Yes,Private,Rural,78.5,28.6,never smoked,0 +16377,Male,69,0,0,Yes,Private,Urban,89.06,34.8,formerly smoked,0 +13902,Female,42,0,0,Yes,Private,Urban,74.8,50.6,Unknown,0 +44047,Male,37,0,0,Yes,Govt_job,Rural,80.2,30.9,never smoked,0 +34184,Female,2,0,0,No,children,Rural,76.52,14.8,Unknown,0 +11312,Female,78,0,0,Yes,Self-employed,Rural,208.99,31.4,formerly smoked,0 +39616,Female,36,0,0,Yes,Private,Urban,99.72,22.3,smokes,0 +57322,Male,10,0,0,No,children,Urban,102.97,19.1,Unknown,0 +28011,Male,39,1,0,Yes,Private,Rural,197.36,27.4,Unknown,0 +242,Male,4,0,0,No,children,Urban,98.56,17.5,Unknown,0 +18178,Female,48,0,0,Yes,Private,Urban,86.06,36.2,never smoked,0 +51823,Male,72,0,0,Yes,Self-employed,Urban,123.08,25.4,smokes,0 +23439,Male,63,0,1,No,Private,Urban,75,25.7,smokes,0 +12594,Female,28,0,0,Yes,Private,Rural,105.9,28.6,smokes,0 +2692,Female,80,0,0,Yes,Self-employed,Urban,73.87,33.7,never smoked,0 +26062,Male,49,0,0,Yes,Private,Rural,78.04,37.9,never smoked,0 +6805,Male,57,0,0,No,Private,Urban,107.74,28.4,Unknown,0 +45817,Female,59,0,0,Yes,Private,Rural,60.64,20,never smoked,0 +66306,Female,43,0,0,Yes,Private,Rural,82.57,29.1,never smoked,0 +62167,Female,47,0,0,Yes,Private,Rural,115.98,27.6,Unknown,0 +16627,Male,54,0,0,Yes,Self-employed,Rural,110.38,27.6,formerly smoked,0 +34285,Male,57,0,0,Yes,Private,Rural,92.59,24.2,Unknown,0 +71151,Male,56,0,0,Yes,Private,Urban,82.64,31,never smoked,0 +2580,Male,66,0,1,No,Govt_job,Urban,70.28,34.5,never smoked,0 +11891,Male,18,0,0,No,Govt_job,Urban,106.54,27,never smoked,0 +57080,Female,81,1,1,Yes,Self-employed,Urban,59.11,20.7,formerly smoked,0 +47456,Male,30,0,0,Yes,Private,Rural,58.89,26.1,formerly smoked,0 +56139,Male,8,0,0,No,children,Urban,129.66,19.2,Unknown,0 +12857,Male,55,0,0,Yes,Self-employed,Rural,73.57,28,smokes,0 +40980,Male,79,1,0,Yes,Self-employed,Urban,72.04,23.6,formerly smoked,0 +47668,Female,49,0,0,Yes,Private,Rural,125.63,57.2,Unknown,0 +72792,Female,53,1,0,Yes,Private,Rural,77.94,33,never smoked,0 +37728,Female,26,0,0,Yes,Private,Urban,68.99,22.2,never smoked,0 +47410,Female,14,0,0,No,children,Rural,111.76,24.8,Unknown,0 +56450,Male,25,0,0,No,Private,Rural,65.36,24.7,never smoked,0 +9189,Female,20,0,0,No,Private,Urban,80.27,27.9,never smoked,0 +71966,Female,18,0,0,No,Never_worked,Urban,81.73,21.6,never smoked,0 +59272,Male,38,0,0,Yes,Private,Rural,79.22,34.8,smokes,0 +45563,Female,72,0,1,Yes,Self-employed,Urban,142.63,32.9,smokes,0 +19907,Female,52,0,0,Yes,Private,Rural,97.05,28,Unknown,0 +40163,Female,82,1,0,Yes,Private,Urban,222.52,N/A,formerly smoked,0 +62738,Male,71,0,1,Yes,Private,Rural,70.38,25,smokes,0 +51651,Male,46,0,0,Yes,Private,Rural,114.46,24.7,formerly smoked,0 +39940,Female,33,0,0,Yes,Private,Urban,64.62,27.3,never smoked,0 +8122,Female,37,0,0,Yes,Private,Urban,94.12,34.2,Unknown,0 +71057,Female,54,0,0,Yes,Private,Rural,70.19,39.1,smokes,0 +67921,Female,5,0,0,No,children,Urban,55.35,22.7,Unknown,0 +12834,Male,45,0,0,Yes,Private,Urban,115.52,33.9,formerly smoked,0 +56567,Male,14,0,0,No,children,Urban,60.7,18.6,Unknown,0 +11872,Male,5,0,0,No,children,Urban,69.24,16.7,Unknown,0 +6574,Female,35,0,0,Yes,Self-employed,Urban,103.29,20.6,never smoked,0 +5294,Female,20,0,0,Yes,Private,Rural,92.74,20.1,Unknown,0 +10870,Male,51,0,0,Yes,Private,Rural,232.64,45.2,never smoked,0 +15062,Male,40,0,0,Yes,Govt_job,Urban,82.46,25.3,smokes,0 +46454,Female,79,0,0,Yes,Govt_job,Urban,63.57,32.4,never smoked,0 +31795,Male,61,0,0,Yes,Self-employed,Urban,73.24,34.9,never smoked,0 +62395,Male,33,0,0,Yes,Private,Urban,78.43,43.7,smokes,0 +42760,Female,27,0,0,Yes,Private,Urban,57.46,23,smokes,0 +27119,Female,28,0,0,No,Private,Rural,104.16,21.5,never smoked,0 +47113,Female,67,0,0,Yes,Self-employed,Rural,110.42,24.9,never smoked,0 +36045,Female,35,0,0,Yes,Private,Rural,119.4,22.9,never smoked,0 +54871,Female,78,0,0,Yes,Private,Urban,119.13,25,never smoked,0 +48824,Female,20,0,0,No,Private,Rural,120.22,21.3,never smoked,0 +67356,Female,43,0,0,Yes,Private,Urban,80.8,46.1,never smoked,0 +70670,Female,27,0,0,Yes,Private,Rural,57.96,64.4,never smoked,0 +58477,Female,45,0,0,Yes,Private,Urban,81.24,37,never smoked,0 +53636,Female,11,0,0,No,children,Urban,88.79,21.3,never smoked,0 +24262,Female,31,0,0,Yes,Private,Rural,70.91,28.3,never smoked,0 +33886,Female,30,0,0,No,Private,Rural,87.12,31.1,smokes,0 +59126,Female,27,0,0,No,Private,Urban,126.09,25.1,Unknown,0 +31697,Female,34,0,0,Yes,Private,Urban,76.42,27.6,smokes,0 +10018,Male,19,0,0,No,Private,Rural,56.33,29.4,Unknown,0 +52447,Female,3,0,0,No,children,Rural,131.81,14.1,Unknown,0 +23238,Male,53,0,1,Yes,Private,Rural,95.23,35.2,smokes,0 +4148,Male,81,0,0,Yes,Self-employed,Urban,71.18,23.9,formerly smoked,0 +63404,Female,44,0,0,Yes,Private,Rural,87.71,34,formerly smoked,0 +13540,Female,59,0,0,Yes,Self-employed,Rural,115.68,27.1,Unknown,0 +44288,Male,43,0,0,Yes,Private,Rural,207.37,29.5,formerly smoked,0 +23194,Male,32,1,0,No,Private,Rural,74.43,N/A,Unknown,0 +751,Female,5,0,0,No,children,Rural,75.1,20.7,Unknown,0 +7047,Female,31,0,0,Yes,Private,Rural,69.72,39.5,smokes,0 +68020,Male,47,0,0,Yes,Private,Urban,111.84,33.7,Unknown,0 +11325,Female,12,0,0,No,children,Rural,111.08,23.2,never smoked,0 +25636,Male,40,0,0,Yes,Private,Rural,201.96,30.1,Unknown,0 +60602,Female,49,0,0,Yes,Govt_job,Urban,68.68,28.8,never smoked,0 +51856,Male,38,1,0,Yes,Private,Rural,56.9,92,never smoked,0 +13031,Female,15,0,0,No,children,Urban,91.16,38,never smoked,0 +19498,Female,81,0,1,No,Self-employed,Urban,99.44,27.7,Unknown,0 +51476,Male,48,0,0,Yes,Private,Urban,78.85,43.2,never smoked,0 +49762,Female,24,0,0,No,Private,Rural,123.89,24.1,smokes,0 +23449,Male,47,0,0,Yes,Self-employed,Rural,90.44,28.7,never smoked,0 +51374,Female,13,0,0,No,children,Rural,138.44,34.8,Unknown,0 +41263,Female,16,0,0,No,Private,Urban,75.06,23.5,never smoked,0 +6599,Male,64,1,0,Yes,Self-employed,Rural,85.66,28.5,never smoked,0 +16320,Female,11,0,0,No,children,Urban,102.76,20.3,Unknown,0 +64670,Female,55,0,0,Yes,Govt_job,Urban,71.79,43,formerly smoked,0 +35941,Male,38,0,0,Yes,Private,Urban,167.16,18.3,never smoked,0 +64931,Male,37,0,0,Yes,Private,Rural,131.05,27.2,never smoked,0 +27416,Female,34,0,0,Yes,Private,Rural,86.92,22,Unknown,0 +43433,Female,52,0,0,Yes,Self-employed,Rural,59.62,50.8,Unknown,0 +21366,Female,50,0,0,Yes,Private,Urban,103.72,35.4,formerly smoked,0 +14658,Female,37,0,0,Yes,Private,Rural,77.1,55.9,Unknown,0 +7538,Female,55,0,0,Yes,Self-employed,Rural,94.75,27.9,smokes,0 +52092,Female,2,0,0,No,children,Rural,77.72,19.8,Unknown,0 +45372,Male,68,0,0,Yes,Self-employed,Rural,76.09,26,smokes,0 +63043,Female,27,0,0,No,Private,Urban,61.8,26.8,formerly smoked,0 +67,Female,17,0,0,No,Private,Urban,92.97,N/A,formerly smoked,0 +68034,Female,53,1,0,Yes,Govt_job,Urban,83.73,32.5,never smoked,0 +63026,Male,5,0,0,No,children,Rural,79.33,15,Unknown,0 +18352,Female,3,0,0,No,children,Rural,108.32,14.2,Unknown,0 +36087,Female,20,0,0,No,Private,Rural,103.65,17,formerly smoked,0 +27480,Male,19,0,0,No,Private,Rural,86.19,26.2,never smoked,0 +38074,Female,31,0,0,Yes,Private,Urban,131.42,24.9,smokes,0 +66690,Female,63,0,0,Yes,Self-employed,Urban,69.46,26.6,never smoked,0 +31131,Female,49,0,1,Yes,Private,Rural,76.78,22.7,smokes,0 +26884,Female,72,0,0,Yes,Self-employed,Urban,103.78,32.7,formerly smoked,0 +26935,Female,50,1,0,Yes,Private,Urban,213.43,36.7,smokes,0 +17569,Male,41,0,0,Yes,Self-employed,Rural,93.52,31.5,Unknown,0 +24585,Male,40,0,0,Yes,Govt_job,Urban,115.07,36.9,never smoked,0 +53954,Male,17,0,0,No,Private,Rural,69.45,27.6,Unknown,0 +13286,Male,3,0,0,No,children,Rural,81,20.7,Unknown,0 +7653,Female,33,0,0,No,Private,Urban,83.16,20.2,Unknown,0 +59027,Female,12,0,0,No,children,Rural,108.63,23.4,never smoked,0 +70318,Male,23,0,0,No,Private,Rural,88.06,25.3,Unknown,0 +15422,Male,31,0,0,No,Govt_job,Rural,80.57,28.2,formerly smoked,0 +56692,Female,65,0,0,Yes,Self-employed,Urban,248.24,27,smokes,0 +45395,Female,43,0,0,Yes,Private,Urban,57.79,24.8,smokes,0 +39977,Female,22,0,0,No,Private,Urban,87.4,34.8,never smoked,0 +14553,Male,7,0,0,No,children,Urban,76.63,17.3,Unknown,0 +40998,Female,81,0,0,Yes,Self-employed,Rural,58.01,27.8,never smoked,0 +71900,Female,10,0,0,No,children,Urban,77.43,16.2,Unknown,0 +3318,Female,18,0,0,No,Private,Rural,101.12,N/A,smokes,0 +41481,Female,5,0,0,No,children,Rural,64.45,21.7,Unknown,0 +24854,Female,24,0,0,No,Self-employed,Urban,79.42,21.4,never smoked,0 +22330,Female,45,0,0,Yes,Self-employed,Urban,82.94,29.3,Unknown,0 +14892,Female,46,1,0,Yes,Private,Rural,81.58,36.2,never smoked,0 +36710,Male,64,0,0,Yes,Private,Urban,62.21,28.3,Unknown,0 +29267,Male,25,0,0,No,Private,Rural,229.94,23.5,never smoked,0 +17098,Female,12,0,0,No,children,Urban,116.06,25.9,Unknown,0 +61384,Male,81,1,0,Yes,Private,Urban,117.77,27.1,never smoked,0 +69732,Male,65,0,0,Yes,Self-employed,Urban,66.69,21.5,never smoked,0 +61238,Female,40,0,0,Yes,Private,Rural,122.23,30.5,Unknown,0 +18696,Male,81,0,0,No,Private,Urban,168.68,23.4,formerly smoked,0 +25643,Male,36,0,0,Yes,Private,Rural,119.9,37.6,never smoked,0 +63333,Female,32,0,0,Yes,Self-employed,Urban,110.33,24,smokes,0 +23210,Male,31,0,0,No,Private,Rural,77.95,25.1,never smoked,0 +2647,Male,55,0,0,Yes,Private,Rural,80.35,28.7,smokes,0 +60934,Male,39,0,0,Yes,Private,Urban,57.38,41.8,formerly smoked,0 +50412,Female,17,0,0,No,Private,Urban,96.47,25.6,Unknown,0 +1192,Female,31,0,0,No,Govt_job,Rural,70.66,27.2,never smoked,0 +55361,Female,36,0,0,Yes,Self-employed,Urban,202.06,24.4,never smoked,0 +50141,Female,5,0,0,No,children,Urban,91.3,20.7,Unknown,0 +12963,Female,29,0,0,No,Self-employed,Rural,67.56,19.6,Unknown,0 +55337,Female,2,0,0,No,children,Rural,126.12,24.8,Unknown,0 +23989,Female,62,0,0,Yes,Self-employed,Urban,86.4,32.6,smokes,0 +26025,Female,45,0,0,Yes,Govt_job,Urban,103.22,20.5,never smoked,0 +67711,Female,18,0,0,No,Private,Rural,88.85,36.2,Unknown,0 +53105,Female,29,0,0,Yes,Private,Urban,63.9,45.4,smokes,0 +10696,Female,52,0,0,Yes,Private,Urban,81.32,27.6,formerly smoked,0 +43656,Male,59,1,0,Yes,Govt_job,Rural,253.93,N/A,formerly smoked,0 +52361,Male,69,1,1,Yes,Private,Urban,78.11,34.7,formerly smoked,0 +57343,Female,71,0,0,Yes,Private,Urban,134.65,32.4,Unknown,0 +23339,Male,3,0,0,No,children,Rural,194.75,N/A,Unknown,0 +51408,Male,33,0,0,Yes,Govt_job,Rural,77.94,28.7,never smoked,0 +47886,Female,43,1,0,Yes,Govt_job,Rural,56.94,45.3,Unknown,0 +21407,Male,39,0,0,Yes,Private,Rural,117.03,40.3,formerly smoked,0 +34026,Female,60,0,0,Yes,Private,Rural,207.84,38.9,never smoked,0 +53004,Female,54,0,0,Yes,Govt_job,Rural,228.26,46,never smoked,0 +18833,Male,61,0,0,Yes,Self-employed,Rural,84.43,32.4,smokes,0 +69222,Male,0.24,0,0,No,children,Urban,57.09,19.4,Unknown,0 +32610,Female,11,0,0,No,children,Urban,94.89,27.5,never smoked,0 +57645,Female,75,0,0,Yes,Govt_job,Rural,132.46,26.2,Unknown,0 +21677,Female,64,0,0,Yes,Private,Rural,75.13,31.1,formerly smoked,0 +50410,Female,78,0,0,No,Govt_job,Rural,76.64,34.6,never smoked,0 +25051,Female,14,0,0,No,Private,Rural,91.32,24.3,never smoked,0 +31642,Female,66,0,0,Yes,Self-employed,Rural,85.9,34.6,never smoked,0 +60455,Male,48,0,0,Yes,Private,Urban,76.19,28.5,never smoked,0 +52172,Female,44,0,0,Yes,Private,Rural,85.77,32.1,Unknown,0 +69647,Male,30,0,0,No,Private,Urban,63.42,28,never smoked,0 +24972,Male,1.48,0,0,No,children,Rural,112.02,20.9,Unknown,0 +13172,Female,61,0,0,Yes,Self-employed,Urban,203.76,33.8,never smoked,0 +31911,Female,54,0,0,Yes,Govt_job,Urban,98.44,25.8,formerly smoked,0 +34415,Female,22,0,0,No,Govt_job,Urban,79.57,31.8,Unknown,0 +53219,Male,47,0,0,Yes,Private,Urban,63.98,26.8,smokes,0 +7924,Female,67,0,0,Yes,Private,Urban,101.46,25.9,formerly smoked,0 +72491,Male,53,0,0,Yes,Private,Urban,74.66,29.2,smokes,0 +59058,Female,45,0,0,Yes,Govt_job,Rural,68.66,25.3,never smoked,0 +52619,Female,65,0,0,Yes,Private,Rural,205.78,41.7,never smoked,0 +36162,Male,39,1,0,Yes,Private,Rural,111.24,38.8,never smoked,0 +68371,Male,57,0,0,Yes,Private,Urban,134.76,29.1,Unknown,0 +21067,Female,45,0,0,Yes,Self-employed,Urban,110.1,30.9,never smoked,0 +25718,Female,28,0,0,Yes,Private,Urban,100.8,39.3,formerly smoked,0 +24421,Male,30,0,0,No,Private,Urban,113.08,41.8,Unknown,0 +69528,Female,31,0,0,Yes,Private,Urban,56.48,26.2,formerly smoked,0 +56594,Female,70,0,0,Yes,Private,Urban,77.77,33.8,smokes,0 +35095,Female,17,0,0,No,Private,Urban,104.02,26.1,Unknown,0 +30002,Male,44,1,0,Yes,Self-employed,Rural,83.59,24.1,never smoked,0 +71143,Male,65,0,0,Yes,Self-employed,Urban,179.67,30.7,formerly smoked,0 +32669,Male,6,0,0,No,children,Urban,91.89,22.4,Unknown,0 +17174,Male,15,0,0,No,children,Rural,78.9,23,Unknown,0 +2818,Female,80,0,0,No,Self-employed,Rural,230.74,30.2,formerly smoked,0 +30650,Male,54,0,0,Yes,Govt_job,Rural,216.19,30.3,formerly smoked,0 +3013,Female,79,0,0,Yes,Self-employed,Rural,83.7,28.7,never smoked,0 +42806,Female,60,1,0,Yes,Private,Rural,200.66,36.3,smokes,0 +6390,Female,12,0,0,No,children,Rural,73.99,16.3,Unknown,0 +46647,Female,36,0,0,No,Private,Urban,228.5,34.5,never smoked,0 +6625,Female,54,0,0,Yes,Self-employed,Urban,70.43,20.8,smokes,0 +49605,Male,63,0,0,Yes,Private,Urban,74.39,31,formerly smoked,0 +72940,Female,2,0,0,No,children,Urban,102.92,17.6,Unknown,0 +24783,Female,28,0,0,No,Private,Urban,87.91,22.7,formerly smoked,0 +22515,Female,38,1,0,Yes,Private,Rural,118.55,38.4,smokes,0 +3700,Male,37,0,0,Yes,Private,Urban,232.29,40.8,smokes,0 +53802,Male,80,0,1,Yes,Private,Rural,125.32,32.9,Unknown,0 +49955,Male,43,0,0,No,Private,Urban,78.98,31.3,formerly smoked,0 +2456,Male,60,1,0,Yes,Govt_job,Rural,100.2,28.5,smokes,0 +71515,Female,66,0,0,Yes,Private,Rural,200.91,27.6,never smoked,0 +44662,Female,45,0,0,Yes,Govt_job,Rural,95.24,40.2,Unknown,0 +38661,Female,29,0,0,No,Private,Urban,56.64,24.7,never smoked,0 +15978,Male,4,0,0,No,children,Urban,80.48,17.7,Unknown,0 +35210,Female,48,0,0,Yes,Private,Urban,112.96,25.4,never smoked,0 +49930,Female,68,0,0,Yes,Private,Rural,236.04,28.5,never smoked,0 +27789,Female,57,0,0,Yes,Private,Urban,73,26.2,never smoked,0 +45325,Female,29,0,0,No,Private,Urban,61.13,26,never smoked,0 +31092,Female,30,0,0,Yes,Private,Urban,88.56,45.3,never smoked,0 +40705,Female,47,0,0,Yes,Self-employed,Rural,66.16,31.5,never smoked,0 +28513,Female,73,0,0,Yes,Private,Rural,88.98,20.6,smokes,0 +12367,Female,66,0,0,Yes,Self-employed,Urban,94.39,29.4,Unknown,0 +63915,Female,39,0,0,Yes,Private,Urban,87.39,57.9,never smoked,0 +10166,Male,66,0,0,No,Govt_job,Rural,77.91,39.1,Unknown,0 +35999,Female,52,0,0,Yes,Private,Urban,86.85,23.8,formerly smoked,0 +8964,Female,34,0,0,No,Private,Rural,94.37,38.1,never smoked,0 +38207,Female,79,1,0,Yes,Self-employed,Rural,76.64,19.5,never smoked,0 +52681,Female,39,0,0,Yes,Private,Urban,254.95,35.5,smokes,0 +38980,Male,61,0,0,Yes,Govt_job,Urban,107.33,26.4,formerly smoked,0 +33924,Female,26,0,0,No,Private,Urban,80.94,22.2,smokes,0 +10135,Female,37,0,0,No,Private,Rural,112.02,29.1,Unknown,0 +46517,Female,66,0,1,Yes,Private,Rural,196.58,41.9,formerly smoked,0 +65966,Female,16,0,0,No,Private,Urban,89.14,22.6,formerly smoked,0 +56575,Female,51,1,0,Yes,Govt_job,Urban,69.94,33.3,smokes,0 +43138,Male,15,0,0,No,Private,Urban,55.79,21.3,never smoked,0 +36633,Male,1.72,0,0,No,children,Urban,73.08,20.4,Unknown,0 +11632,Male,60,0,0,Yes,Private,Urban,96.02,28.7,Unknown,0 +31153,Male,66,0,0,Yes,Self-employed,Rural,189.82,28.8,formerly smoked,0 +52247,Female,75,0,0,Yes,Govt_job,Urban,89.68,38.7,never smoked,0 +61987,Female,40,0,0,Yes,Private,Urban,101.06,32.3,smokes,0 +64416,Female,52,0,0,Yes,Govt_job,Rural,62.66,37.9,Unknown,0 +31708,Female,13,0,0,No,children,Urban,84.03,25.3,Unknown,0 +62296,Female,44,0,0,Yes,Govt_job,Rural,108.38,27.7,Unknown,0 +53976,Female,37,0,0,No,Private,Rural,78.79,25.1,Unknown,0 +16446,Male,2,0,0,No,children,Rural,76.12,16.8,Unknown,0 +51329,Female,48,0,0,Yes,Private,Rural,68.01,27.7,never smoked,0 +33560,Female,81,0,1,Yes,Govt_job,Urban,90.11,28.6,never smoked,0 +37866,Female,76,0,0,Yes,Self-employed,Urban,193.61,37.6,never smoked,0 +8553,Female,58,0,0,Yes,Govt_job,Rural,195.74,32.7,Unknown,0 +5654,Female,11,0,0,No,children,Rural,94.77,22.7,Unknown,0 +17238,Female,9,0,0,No,children,Urban,85,16,Unknown,0 +45252,Male,54,0,0,Yes,Private,Urban,141.37,23.5,never smoked,0 +14444,Female,37,0,0,No,Self-employed,Urban,90.71,45.8,Unknown,0 +46503,Female,16,0,0,No,Private,Rural,106.8,20.8,never smoked,0 +18578,Male,11,0,0,No,children,Rural,121.66,16.7,Unknown,0 +917,Female,32,0,0,Yes,Private,Urban,85.18,22.2,smokes,0 +60981,Female,26,0,0,No,Private,Rural,130.07,33.1,never smoked,0 +28873,Female,21,0,0,No,Private,Rural,74.24,32.7,never smoked,0 +25446,Female,45,0,0,Yes,Govt_job,Urban,79.98,41.4,never smoked,0 +54127,Female,40,0,0,Yes,Self-employed,Urban,106.76,24.1,formerly smoked,0 +63478,Female,41,0,0,Yes,Private,Urban,76.34,28,Unknown,0 +15464,Female,71,1,1,Yes,Private,Rural,221.24,24.2,Unknown,0 +63312,Male,16,0,0,No,Private,Urban,80.55,23.5,smokes,0 +55681,Female,7,0,0,No,children,Rural,63.98,23,Unknown,0 +63804,Female,27,0,0,No,Private,Rural,55.93,20.3,smokes,0 +10321,Female,22,0,0,Yes,Private,Rural,73.94,24.8,Unknown,0 +56339,Female,79,0,0,Yes,Self-employed,Rural,65.58,26.1,Unknown,0 +56277,Female,38,0,0,Yes,Private,Rural,83.8,24.2,smokes,0 +33657,Female,64,0,0,Yes,Private,Urban,95.87,19.3,formerly smoked,0 +7054,Male,4,0,0,No,children,Rural,112.83,18.2,Unknown,0 +72393,Female,23,0,0,Yes,Govt_job,Rural,84.93,24.2,never smoked,0 +68059,Male,35,0,0,Yes,Govt_job,Rural,103.08,41.5,smokes,0 +14996,Male,66,0,0,Yes,Self-employed,Rural,85.98,28,Unknown,0 +841,Male,34,0,0,Yes,Private,Urban,83.75,37,never smoked,0 +22880,Female,19,0,0,No,Private,Urban,125.43,32.2,Unknown,0 +1552,Male,73,0,0,Yes,Private,Urban,101.58,35.9,never smoked,0 +68853,Female,70,0,0,Yes,Private,Rural,149.8,47.6,Unknown,0 +49190,Female,45,0,0,Yes,Private,Rural,112.55,32.1,never smoked,0 +49277,Female,34,0,0,No,Private,Urban,70.87,55.7,formerly smoked,0 +711,Male,81,0,0,Yes,Private,Rural,92.96,22.2,never smoked,0 +1953,Female,0.72,0,0,No,children,Rural,112.19,20.1,Unknown,0 +34900,Male,13,0,0,No,Never_worked,Urban,85.08,14.6,Unknown,0 +13237,Male,57,0,1,Yes,Self-employed,Urban,112.37,28.4,never smoked,0 +61684,Female,38,0,0,Yes,Private,Urban,151.26,20.6,never smoked,0 +28382,Male,21,0,0,No,Private,Urban,73.81,19.8,Unknown,0 +13768,Female,38,0,0,Yes,Private,Urban,77.2,23.4,Unknown,0 +32726,Female,41,0,0,No,Private,Urban,76.08,25.1,never smoked,0 +65729,Female,26,0,0,Yes,Private,Rural,123.98,30.1,never smoked,0 +6422,Female,48,0,0,Yes,Self-employed,Urban,108.51,33.3,Unknown,0 +11382,Male,18,0,0,No,Private,Rural,98.07,24,never smoked,0 +31703,Male,66,0,0,Yes,Self-employed,Urban,85.82,27.8,never smoked,0 +33439,Female,27,0,0,No,Private,Rural,86.21,21.4,Unknown,0 +5647,Female,18,0,0,No,Private,Urban,99.01,25.5,formerly smoked,0 +1847,Female,20,0,0,No,Govt_job,Rural,79.53,N/A,never smoked,0 +12900,Male,11,0,0,No,children,Rural,80.08,21.8,never smoked,0 +28367,Female,7,0,0,No,children,Rural,69.47,18.9,Unknown,0 +71551,Female,54,0,0,No,Private,Urban,85.07,21.9,Unknown,0 +13846,Male,43,0,0,Yes,Govt_job,Rural,88,30.6,never smoked,0 +61667,Female,61,0,0,Yes,Private,Rural,144.14,29.8,never smoked,0 +46079,Male,31,0,0,No,Private,Urban,78.8,28.7,smokes,0 +7871,Female,40,0,0,Yes,Private,Urban,86.78,35.5,smokes,0 +60964,Female,71,1,0,Yes,Govt_job,Rural,105.72,29.1,formerly smoked,0 +72562,Female,57,0,0,Yes,Private,Rural,64.37,32.8,never smoked,0 +63773,Female,13,0,0,No,children,Rural,146.1,22.8,never smoked,0 +53998,Female,21,0,0,No,Private,Urban,58.66,31.3,never smoked,0 +16617,Female,63,1,0,Yes,Govt_job,Urban,192.5,29,never smoked,0 +54117,Male,7,0,0,No,children,Rural,103.5,19,Unknown,0 +5987,Female,78,0,0,Yes,Private,Urban,89.42,24.1,never smoked,0 +72215,Female,66,0,0,Yes,Self-employed,Rural,212.92,21.4,never smoked,0 +39796,Male,41,0,0,No,Self-employed,Rural,60.73,28,never smoked,0 +12345,Male,11,0,0,No,children,Urban,73.18,27.6,never smoked,0 +65636,Male,55,0,0,Yes,Private,Urban,82.26,28.7,Unknown,0 +47356,Female,42,0,0,Yes,Private,Urban,87.4,24.5,formerly smoked,0 +27859,Male,51,0,0,Yes,Private,Rural,86.95,25,formerly smoked,0 +41715,Female,79,1,0,Yes,Self-employed,Rural,74,29.6,never smoked,0 +38617,Male,28,0,0,Yes,Self-employed,Urban,73.98,29.9,never smoked,0 +32638,Female,73,1,0,Yes,Self-employed,Rural,124.78,35.6,never smoked,0 +47799,Female,42,0,0,Yes,Private,Urban,191.94,27.9,never smoked,0 +41942,Female,37,0,0,Yes,Private,Urban,247.87,42.6,never smoked,0 +69010,Male,78,0,0,Yes,Private,Rural,83.2,21.2,formerly smoked,0 +47144,Female,74,0,0,Yes,Self-employed,Urban,88.62,28.5,formerly smoked,0 +65103,Female,59,0,0,Yes,Private,Urban,81.51,25.6,formerly smoked,0 +6472,Female,78,0,0,Yes,Govt_job,Urban,101.76,N/A,smokes,0 +27596,Female,82,1,0,Yes,Private,Urban,115.71,31.1,formerly smoked,0 +59522,Male,71,1,0,Yes,Private,Rural,229.73,30.4,never smoked,0 +51512,Female,19,0,0,No,Private,Rural,57.4,22.9,Unknown,0 +53821,Male,18,0,0,No,Private,Rural,100.47,31.9,never smoked,0 +51532,Female,53,0,0,Yes,Govt_job,Rural,81.36,48.8,never smoked,0 +50070,Female,62,1,0,Yes,Self-employed,Rural,261.67,43,formerly smoked,0 +41654,Male,3,0,0,No,children,Rural,110.2,21.8,Unknown,0 +5714,Female,49,1,0,Yes,Govt_job,Rural,98.9,35.5,never smoked,0 +2304,Male,51,0,0,Yes,Govt_job,Rural,95.19,24.3,smokes,0 +8543,Female,53,0,0,Yes,Private,Rural,105.28,23.1,never smoked,0 +45279,Female,10,0,0,No,children,Rural,83.03,18.5,Unknown,0 +57870,Male,54,0,0,Yes,Private,Rural,89.41,42.4,smokes,0 +56961,Female,40,0,0,No,Govt_job,Rural,70.56,32.3,never smoked,0 +8623,Female,3,0,0,No,children,Urban,78.79,22.6,Unknown,0 +21346,Female,12,0,0,No,children,Rural,70.13,17.8,Unknown,0 +36922,Male,56,0,0,Yes,Private,Rural,62.68,18.4,never smoked,0 +19814,Female,43,0,0,No,Private,Urban,71.77,26.9,never smoked,0 +22151,Female,28,0,0,No,Govt_job,Rural,77.99,32,smokes,0 +47802,Male,28,0,0,No,Private,Urban,256.74,23.4,formerly smoked,0 +25404,Male,56,0,0,Yes,Private,Rural,93.72,31.4,never smoked,0 +43487,Female,14,0,0,No,children,Urban,63.74,22.4,Unknown,0 +58313,Female,63,0,0,Yes,Self-employed,Urban,60.67,28.9,formerly smoked,0 +16629,Female,29,0,0,Yes,Private,Urban,112.08,27.4,never smoked,0 +60675,Female,48,1,0,Yes,Govt_job,Rural,221.08,57.2,never smoked,0 +1119,Male,47,0,1,Yes,Govt_job,Urban,101.81,28.4,smokes,0 +64864,Male,63,1,0,Yes,Private,Rural,60.17,23.5,smokes,0 +55244,Male,40,0,0,Yes,Self-employed,Rural,65.29,28.3,never smoked,0 +23568,Female,40,0,0,Yes,Private,Urban,153.24,38.2,Unknown,0 +56979,Male,55,0,0,Yes,Private,Rural,61.42,33.3,smokes,0 +66006,Female,43,0,0,Yes,Private,Urban,86.67,33.3,never smoked,0 +40447,Female,59,0,0,Yes,Private,Rural,82.42,28.8,never smoked,0 +62798,Female,78,1,0,Yes,Private,Rural,100.54,32.1,smokes,0 +38397,Female,27,0,0,No,Private,Urban,111.48,28.9,never smoked,0 +66945,Female,49,0,0,Yes,Private,Urban,85.33,25.5,never smoked,0 +44992,Male,14,0,0,No,Private,Urban,126.57,25.9,formerly smoked,0 +50009,Female,17,0,0,No,Private,Urban,81.51,19.5,formerly smoked,0 +5170,Male,42,0,0,Yes,Govt_job,Rural,67.97,23.8,Unknown,0 +16263,Female,36,0,0,Yes,Self-employed,Urban,77.92,24.9,Unknown,0 +16024,Male,19,0,0,No,Private,Urban,80.54,18.5,smokes,0 +47057,Male,55,0,0,Yes,Self-employed,Urban,76.47,30.6,Unknown,0 +34045,Female,8,0,0,No,children,Urban,87.15,16.1,Unknown,0 +59691,Female,56,0,0,Yes,Govt_job,Urban,86.07,32.5,Unknown,0 +49261,Male,54,0,0,No,Private,Rural,106.52,27.4,formerly smoked,0 +30734,Male,15,0,0,No,children,Rural,94.24,30.2,Unknown,0 +72184,Female,43,0,0,Yes,Self-employed,Urban,89.73,23.5,formerly smoked,0 +37440,Male,52,0,0,Yes,Govt_job,Urban,208.39,36,formerly smoked,0 +54400,Female,62,0,0,Yes,Self-employed,Rural,128.61,24.8,never smoked,0 +56547,Male,54,0,0,Yes,Private,Rural,57.56,27.5,never smoked,0 +13598,Male,60,0,0,Yes,Self-employed,Urban,227.23,40,formerly smoked,0 +24246,Male,7,0,0,No,children,Urban,77.76,18.1,Unknown,0 +29276,Male,3,0,0,No,children,Urban,72.76,18.8,Unknown,0 +20979,Female,39,0,0,No,Private,Rural,90.11,23.6,never smoked,0 +46048,Male,60,0,0,Yes,Govt_job,Rural,203.27,29.7,never smoked,0 +35217,Female,60,1,0,Yes,Private,Urban,234.5,43.7,never smoked,0 +11816,Female,46,0,0,Yes,Self-employed,Urban,71.12,27.3,never smoked,0 +48721,Male,26,0,0,No,Private,Urban,190.67,20.2,never smoked,0 +24163,Female,12,0,0,No,children,Rural,116.04,23.8,Unknown,0 +8022,Male,16,0,0,No,Private,Urban,82.95,21.4,never smoked,0 +10950,Female,2,0,0,No,children,Urban,112.75,25.1,Unknown,0 +21830,Female,82,0,0,Yes,Private,Urban,82.63,17.9,smokes,0 +26594,Female,32,0,0,Yes,Private,Urban,92.75,34.5,smokes,0 +14789,Female,62,0,0,Yes,Private,Rural,117.63,27.1,formerly smoked,0 +46670,Female,75,1,0,Yes,Self-employed,Rural,197.06,26.1,never smoked,0 +31426,Female,81,1,0,Yes,Govt_job,Urban,216.07,43.4,never smoked,0 +64435,Female,37,0,0,Yes,Private,Rural,76.03,33.2,never smoked,0 +68789,Female,28,0,0,No,Private,Urban,62.44,37.2,Unknown,0 +56254,Female,25,0,0,No,Private,Rural,108.82,41.3,smokes,0 +17478,Male,44,0,0,Yes,Govt_job,Urban,101.66,35.4,never smoked,0 +59908,Female,11,0,0,No,children,Rural,121.15,26.1,Unknown,0 +34130,Male,54,1,0,Yes,Private,Rural,116.44,24.5,never smoked,0 +22282,Male,52,1,0,Yes,Govt_job,Rural,116.62,N/A,smokes,0 +21110,Female,43,0,0,Yes,Private,Urban,93.3,32.7,never smoked,0 +71622,Female,56,0,0,Yes,Private,Urban,144.33,29.2,never smoked,0 +10056,Female,37,0,0,Yes,Private,Urban,98.02,20.4,never smoked,0 +2424,Male,60,0,0,Yes,Private,Urban,80.67,33.5,Unknown,0 +24736,Female,4,0,0,No,children,Urban,94.27,14,Unknown,0 +8920,Female,51,0,0,Yes,Self-employed,Rural,76.35,33.5,formerly smoked,0 +62715,Male,82,0,1,Yes,Private,Urban,57.56,27.5,never smoked,0 +70615,Female,56,0,0,Yes,Govt_job,Urban,179.14,35.3,Unknown,0 +43507,Female,60,0,0,Yes,Private,Rural,63.49,30.1,never smoked,0 +43035,Male,35,0,0,Yes,Private,Rural,145.18,32.6,smokes,0 +44799,Female,32,0,0,Yes,Private,Rural,66.3,47.5,never smoked,0 +49053,Female,45,0,0,No,Private,Rural,120.56,31.6,never smoked,0 +33102,Male,10,0,0,No,children,Rural,69.2,23.5,formerly smoked,0 +59405,Female,68,1,0,Yes,Private,Urban,150.74,40.3,Unknown,0 +18283,Female,51,0,0,Yes,Govt_job,Urban,81.38,34.1,smokes,0 +4929,Male,8,0,0,No,children,Urban,78.48,16.1,Unknown,0 +37289,Female,63,0,0,Yes,Self-employed,Rural,203.87,26.4,never smoked,0 +6202,Male,4,0,0,No,children,Urban,87,19,Unknown,0 +24106,Female,33,0,0,Yes,Private,Rural,84.68,34.7,formerly smoked,0 +32126,Female,56,0,1,Yes,Private,Urban,91.89,23.3,smokes,0 +56322,Male,49,0,1,Yes,Govt_job,Rural,88.97,32.6,never smoked,0 +54869,Female,30,0,0,Yes,Private,Urban,116.98,26,never smoked,0 +40887,Male,16,0,0,No,children,Urban,135.82,35.1,never smoked,0 +29764,Female,1.8,0,0,No,children,Rural,96.62,18.6,Unknown,0 +38287,Male,54,0,0,Yes,Private,Rural,106.53,30.4,formerly smoked,0 +53426,Male,49,0,0,Yes,Private,Rural,58.42,32.8,formerly smoked,0 +14943,Female,17,0,0,No,Private,Rural,79.62,21.6,never smoked,0 +65351,Male,11,0,0,No,children,Urban,141.84,23.3,Unknown,0 +61830,Male,51,0,0,Yes,Private,Rural,78.05,31.4,never smoked,0 +71777,Male,74,1,1,Yes,Private,Rural,77.16,26.3,never smoked,0 +69059,Female,42,0,0,Yes,Private,Urban,86.3,20.1,never smoked,0 +11908,Female,69,0,0,Yes,Self-employed,Urban,83.55,28.3,formerly smoked,0 +24955,Female,22,0,0,No,Private,Rural,102,40.4,smokes,0 +61477,Female,25,0,0,No,Private,Urban,68.07,18.6,smokes,0 +724,Male,17,0,0,No,Private,Rural,81.77,44.7,never smoked,0 +22614,Male,64,0,0,No,Self-employed,Rural,82.62,25.3,smokes,0 +61997,Female,50,0,0,Yes,Private,Urban,102.03,28.3,Unknown,0 +6605,Male,52,1,0,Yes,Govt_job,Urban,235.06,39.9,formerly smoked,0 +46987,Female,65,0,1,Yes,Private,Rural,57.52,N/A,formerly smoked,0 +70428,Female,37,0,0,Yes,Govt_job,Urban,76.98,34.7,never smoked,0 +2267,Female,31,0,0,Yes,Self-employed,Urban,82.31,31.9,never smoked,0 +25476,Female,52,0,0,Yes,Private,Urban,83.84,35,Unknown,0 +52960,Female,56,0,0,Yes,Self-employed,Urban,98.14,32.7,formerly smoked,0 +56600,Female,43,0,0,Yes,Private,Rural,84.04,30.6,Unknown,0 +9394,Male,11,0,0,No,children,Rural,92.24,27.9,Unknown,0 +42400,Female,2,0,0,No,children,Urban,94.92,20.4,Unknown,0 +36210,Female,16,0,0,No,Private,Rural,112.7,29.6,never smoked,0 +34416,Male,23,0,0,No,Private,Urban,74.34,23.5,never smoked,0 +37192,Female,40,0,0,Yes,Private,Urban,72.99,46.4,Unknown,0 +20237,Male,15,0,0,No,Private,Urban,104.9,27.4,never smoked,0 +60635,Male,48,0,0,Yes,Private,Rural,99.96,25.2,never smoked,0 +32571,Male,33,0,0,Yes,Private,Urban,85.27,25.8,Unknown,0 +52368,Male,46,0,0,Yes,Private,Urban,60.32,33.3,smokes,0 +66786,Female,53,0,0,Yes,Private,Rural,94.14,27.7,smokes,0 +12668,Male,68,0,0,Yes,Self-employed,Urban,195.43,28.9,never smoked,0 +64155,Male,60,0,0,Yes,Govt_job,Rural,200.25,33.1,never smoked,0 +17885,Male,57,0,0,No,Govt_job,Rural,90.31,38.1,smokes,0 +18930,Female,51,0,0,Yes,Govt_job,Urban,95.33,27.9,never smoked,0 +15728,Female,0.4,0,0,No,children,Rural,85.65,17.4,Unknown,0 +71846,Female,76,0,0,Yes,Govt_job,Urban,223.64,27.1,smokes,0 +37515,Female,46,0,0,Yes,Govt_job,Rural,76.43,22.7,Unknown,0 +25763,Female,23,0,0,No,Private,Urban,98.66,28.3,Unknown,0 +16566,Male,9,0,0,No,children,Urban,75.84,21.5,Unknown,0 +30836,Female,53,0,0,Yes,Private,Urban,85.46,30,never smoked,0 +68060,Male,4,0,0,No,children,Urban,81.33,18.6,Unknown,0 +51958,Female,62,1,0,No,Private,Urban,199.78,45.2,Unknown,0 +45285,Male,37,0,0,Yes,Private,Urban,176.42,39.7,Unknown,0 +19271,Female,82,1,1,Yes,Self-employed,Urban,101.56,31.5,never smoked,0 +6576,Female,33,0,0,Yes,Private,Urban,84.48,23.2,formerly smoked,0 +6850,Male,3,0,0,No,children,Urban,93.21,27.3,Unknown,0 +25798,Male,14,0,0,No,Private,Urban,72.88,26.5,never smoked,0 +28611,Male,16,0,0,No,Private,Urban,84.1,19.3,Unknown,0 +15061,Male,40,0,0,Yes,Govt_job,Rural,72.84,26.1,Unknown,0 +40323,Female,18,0,0,No,Private,Urban,70.89,19.8,never smoked,0 +40842,Female,29,0,0,Yes,Private,Rural,108.14,25.1,formerly smoked,0 +23765,Female,56,0,0,Yes,Govt_job,Rural,244.3,37.3,never smoked,0 +66287,Male,33,0,0,Yes,Private,Rural,88.04,30.3,formerly smoked,0 +50804,Male,2,0,0,No,children,Rural,65.84,16.1,Unknown,0 +25927,Male,36,0,0,Yes,Private,Rural,106.73,25.1,never smoked,0 +41970,Male,30,0,0,No,Private,Urban,106.03,26.7,Unknown,0 +54206,Female,31,0,0,No,Govt_job,Urban,80.88,29.3,formerly smoked,0 +46691,Male,16,0,0,No,children,Urban,140.1,38.7,never smoked,0 +37553,Male,58,0,0,Yes,Private,Urban,127.4,35.8,formerly smoked,0 +27507,Female,19,0,0,No,Private,Urban,87.72,21.7,never smoked,0 +68209,Male,47,0,0,Yes,Govt_job,Rural,58.23,31.4,formerly smoked,0 +42841,Male,59,0,0,Yes,Private,Rural,69.37,26.9,formerly smoked,0 +51889,Female,40,0,0,Yes,Private,Urban,58.64,33,never smoked,0 +72725,Female,26,0,0,No,Govt_job,Urban,59.67,24.5,smokes,0 +18605,Female,17,0,0,No,Never_worked,Urban,78.08,44.9,never smoked,0 +23599,Female,30,0,0,No,Private,Urban,105.08,25.5,never smoked,0 +45530,Female,19,0,0,No,Private,Urban,89.3,22.1,never smoked,0 +56425,Female,78,0,0,Yes,Govt_job,Rural,61.38,24.3,Unknown,0 +69972,Female,55,0,0,Yes,Private,Rural,56.11,32.4,formerly smoked,0 +5774,Male,59,0,0,Yes,Private,Urban,223.16,N/A,Unknown,0 +13307,Male,57,0,0,Yes,Govt_job,Urban,75.53,33.1,formerly smoked,0 +72188,Male,33,0,0,No,Private,Urban,107.47,26.7,never smoked,0 +60226,Female,35,0,0,Yes,Private,Urban,76,37.9,Unknown,0 +34940,Male,32,0,0,Yes,Private,Urban,90.28,39.6,never smoked,0 +4403,Female,55,0,0,Yes,Private,Urban,65.22,19.8,never smoked,0 +33051,Male,28,0,0,No,Private,Urban,86.24,30,Unknown,0 +37668,Male,25,0,0,Yes,Govt_job,Urban,166.38,23.1,never smoked,0 +27276,Female,45,0,0,Yes,Private,Urban,78.91,34.3,Unknown,0 +37808,Female,34,0,0,No,Govt_job,Urban,226.28,38.4,Unknown,0 +21678,Male,33,0,0,Yes,Private,Urban,90.73,32.8,smokes,0 +40087,Male,65,0,0,Yes,Private,Rural,172.86,34.4,never smoked,0 +38658,Female,62,0,0,Yes,Self-employed,Rural,213.92,44.6,never smoked,0 +30353,Male,36,0,0,Yes,Private,Urban,92.23,32.8,never smoked,0 +28803,Male,31,0,0,Yes,Private,Urban,79.81,26.4,never smoked,0 +10445,Male,54,0,0,Yes,Govt_job,Rural,81.78,27.3,Unknown,0 +12812,Female,53,0,0,Yes,Private,Rural,102,32.4,never smoked,0 +72289,Female,44,0,0,Yes,Private,Rural,68.42,43.2,smokes,0 +30433,Male,77,0,0,Yes,Private,Urban,94.68,33.6,Unknown,0 +37640,Female,67,0,0,Yes,Govt_job,Rural,125.33,26.4,Unknown,0 +54378,Female,48,0,0,Yes,Self-employed,Urban,212.19,46.9,never smoked,0 +34138,Male,42,0,0,Yes,Private,Urban,89,36.3,formerly smoked,0 +72160,Male,72,1,1,Yes,Private,Rural,60.98,34.9,formerly smoked,0 +44447,Male,49,0,0,Yes,Private,Urban,58.19,29.6,smokes,0 +5927,Female,1.32,0,0,No,children,Rural,67.68,16.5,Unknown,0 +44233,Female,45,0,0,Yes,Govt_job,Rural,84.99,35.4,Unknown,0 +56021,Female,63,1,0,Yes,Private,Urban,62.13,23.6,never smoked,0 +65038,Female,33,0,0,Yes,Private,Rural,57.1,33.1,never smoked,0 +3595,Male,32,0,0,Yes,Private,Urban,97.95,40.2,smokes,0 +25783,Female,0.48,0,0,No,children,Rural,94.06,14.8,Unknown,0 +68268,Female,63,0,0,Yes,Self-employed,Urban,93.88,34.8,Unknown,0 +7564,Male,70,0,0,Yes,Private,Rural,90.3,33.5,formerly smoked,0 +26723,Female,57,0,0,Yes,Private,Urban,83.14,31.9,never smoked,0 +9995,Male,8,0,0,No,children,Urban,118.66,16.1,Unknown,0 +68074,Male,54,0,0,Yes,Private,Rural,100.47,50.2,formerly smoked,0 +8385,Male,37,0,0,Yes,Private,Urban,90.78,35.9,Unknown,0 +21796,Male,59,0,0,Yes,Private,Urban,66.46,39.6,formerly smoked,0 +53115,Female,78,0,0,Yes,Govt_job,Urban,73.56,27.5,formerly smoked,0 +27623,Female,59,0,0,Yes,Private,Urban,200.8,32.3,Unknown,0 +70823,Female,10,0,0,No,children,Urban,57.28,15.4,never smoked,0 +5173,Male,21,0,0,No,Private,Rural,92.87,28.4,smokes,0 +21852,Male,2,0,0,No,children,Rural,96.47,19.5,Unknown,0 +24711,Female,55,0,0,Yes,Govt_job,Urban,99.44,25,formerly smoked,0 +21967,Female,20,0,0,Yes,Private,Urban,77.96,26.3,smokes,0 +36793,Female,38,1,0,Yes,Private,Rural,60.13,39.6,never smoked,0 +37492,Female,33,0,0,Yes,Private,Rural,88.17,38.6,formerly smoked,0 +45658,Male,14,0,0,No,Private,Rural,84.41,33.9,never smoked,0 +6264,Male,32,0,0,Yes,Private,Rural,72.34,32.2,Unknown,0 +37507,Female,32,0,0,No,Private,Rural,68.72,25.1,never smoked,0 +50557,Female,68,0,0,Yes,Self-employed,Urban,222.58,37.4,smokes,0 +21973,Male,70,0,0,Yes,Private,Rural,66.06,30.1,formerly smoked,0 +53346,Female,24,0,0,Yes,Private,Rural,156.43,27,formerly smoked,0 +41210,Male,44,0,0,No,Self-employed,Urban,105.76,32.4,formerly smoked,0 +29078,Male,39,0,0,Yes,Govt_job,Rural,73.07,26.8,smokes,0 +24873,Female,81,0,0,Yes,Private,Rural,99.48,27.2,never smoked,0 +15387,Male,19,0,0,No,Private,Rural,79.6,36.7,Unknown,0 +63880,Female,69,0,0,Yes,Self-employed,Urban,70,36,never smoked,0 +49833,Female,42,0,0,Yes,Govt_job,Rural,112.98,37.2,formerly smoked,0 +43773,Male,8,0,0,No,children,Urban,61.07,19.1,Unknown,0 +53095,Male,8,0,0,No,children,Rural,63.43,21.8,Unknown,0 +56185,Female,28,0,0,No,Private,Urban,73.2,26.5,smokes,0 +57043,Female,66,0,0,Yes,Self-employed,Urban,102.73,35,formerly smoked,0 +55545,Female,66,0,0,Yes,Self-employed,Rural,74.88,32.6,never smoked,0 +60899,Female,47,0,0,Yes,Private,Urban,122.43,23.9,never smoked,0 +16136,Female,78,0,0,Yes,Self-employed,Urban,84.21,33.7,never smoked,0 +11843,Female,65,0,0,Yes,Self-employed,Rural,80.42,29.4,formerly smoked,0 +3609,Male,78,0,0,Yes,Private,Urban,80.44,29,never smoked,0 +29172,Female,68,0,0,Yes,Self-employed,Rural,80.63,20.2,never smoked,0 +49894,Female,78,1,1,Yes,Private,Rural,206.53,N/A,never smoked,0 +6048,Female,65,0,0,Yes,Private,Urban,104.12,27.4,never smoked,0 +16029,Female,70,0,0,Yes,Self-employed,Rural,96.82,25,never smoked,0 +63022,Female,59,0,0,Yes,Self-employed,Urban,88.1,30.7,never smoked,0 +40041,Male,31,0,0,No,Self-employed,Rural,64.85,23,Unknown,0 +6924,Female,32,0,0,Yes,Private,Rural,102.87,26.6,smokes,0 +22590,Male,5,0,0,No,children,Urban,83.75,18.1,Unknown,0 +25878,Male,55,0,0,Yes,Self-employed,Rural,97.68,47.1,formerly smoked,0 +11169,Female,61,0,0,Yes,Private,Urban,97.58,29.7,formerly smoked,0 +44355,Female,48,0,0,Yes,Private,Rural,74.16,19.9,never smoked,0 +31113,Female,1.16,0,0,No,children,Urban,86,13.3,Unknown,0 +46514,Female,50,0,0,Yes,Govt_job,Urban,100.93,32.7,never smoked,0 +67466,Male,63,1,0,Yes,Private,Urban,232.78,31.8,formerly smoked,0 +3612,Male,67,0,0,Yes,Private,Rural,86.96,31.4,formerly smoked,0 +66590,Female,43,0,0,Yes,Self-employed,Urban,67.5,20.4,formerly smoked,0 +19611,Male,59,0,0,Yes,Private,Urban,81.21,33.2,smokes,0 +47216,Male,47,0,0,Yes,Private,Rural,110.14,30.5,smokes,0 +55591,Male,50,0,0,Yes,Private,Urban,120.44,30.3,never smoked,0 +24381,Male,51,0,1,Yes,Self-employed,Urban,187.47,34.2,never smoked,0 +8037,Male,44,0,1,No,Govt_job,Urban,94.62,34.4,Unknown,0 +23911,Female,39,0,0,No,Private,Rural,89.57,48.1,never smoked,0 +31596,Female,24,0,0,No,Private,Urban,95.31,22.8,never smoked,0 +44647,Male,62,0,0,No,Govt_job,Rural,75.07,30.5,never smoked,0 +51486,Female,61,0,0,Yes,Private,Rural,106.65,35.9,formerly smoked,0 +18263,Female,78,0,0,Yes,Self-employed,Urban,234.06,33.7,never smoked,0 +41930,Male,15,0,0,No,Private,Rural,144.15,24.1,never smoked,0 +45922,Female,23,0,0,No,Private,Urban,58.81,25.4,never smoked,0 +52934,Male,79,0,0,Yes,Self-employed,Urban,242.62,25.5,never smoked,0 +18020,Male,57,0,0,Yes,Private,Urban,93.04,29.2,never smoked,0 +2044,Female,70,0,1,Yes,Self-employed,Rural,65.68,N/A,Unknown,0 +63467,Male,9,0,0,No,children,Urban,150,17.4,Unknown,0 +38642,Male,55,0,0,Yes,Private,Urban,63.56,29.9,Unknown,0 +5387,Female,82,0,0,No,Private,Rural,96.98,21.5,never smoked,0 +68417,Female,19,0,0,No,Private,Rural,66.7,24.7,never smoked,0 +22477,Male,41,0,0,Yes,Private,Rural,79.66,25.1,Unknown,0 +23968,Female,79,0,0,Yes,Govt_job,Rural,90.16,34.4,never smoked,0 +8111,Female,23,0,0,No,Private,Rural,104.09,27.9,Unknown,0 +15282,Female,77,0,0,Yes,Private,Rural,90.96,31.5,formerly smoked,0 +54395,Female,78,1,0,Yes,Self-employed,Rural,152.38,31.8,never smoked,0 +25408,Female,24,0,0,Yes,Self-employed,Rural,114.54,30.1,smokes,0 +69284,Female,81,1,0,Yes,Self-employed,Urban,174.54,26.4,never smoked,0 +28348,Female,46,0,0,Yes,Private,Rural,106.47,27.2,Unknown,0 +46015,Female,29,0,0,No,Private,Urban,73.63,22.5,smokes,0 +69047,Female,59,0,0,Yes,Govt_job,Urban,98.52,29.8,formerly smoked,0 +39706,Male,41,0,0,Yes,Self-employed,Rural,62.93,26.1,smokes,0 +9143,Female,17,0,0,No,Private,Urban,67.87,24.9,formerly smoked,0 +64879,Female,8,0,0,No,children,Rural,120.43,23.5,Unknown,0 +17130,Female,23,0,0,No,Private,Rural,76.56,30.1,never smoked,0 +16420,Female,45,0,0,Yes,Private,Urban,108.03,37.3,never smoked,0 +7529,Male,67,0,0,Yes,Private,Rural,83.16,25.5,formerly smoked,0 +54022,Female,78,0,0,Yes,Self-employed,Rural,67.9,35.3,never smoked,0 +35660,Male,18,0,0,No,Private,Rural,115.46,27.6,Unknown,0 +50605,Female,35,0,0,Yes,Private,Rural,123.94,28.7,never smoked,0 +27803,Female,54,0,0,Yes,Govt_job,Urban,231.54,29.9,never smoked,0 +68981,Female,71,1,0,Yes,Govt_job,Urban,219.8,34.2,formerly smoked,0 +61505,Female,24,0,0,No,Private,Rural,187.99,24.9,smokes,0 +70677,Male,60,0,0,Yes,Private,Rural,234.45,36.8,formerly smoked,0 +49620,Male,75,0,0,Yes,Private,Rural,75.47,24.5,formerly smoked,0 +5319,Male,48,0,0,Yes,Private,Rural,98.24,34.6,never smoked,0 +51100,Male,62,0,0,Yes,Govt_job,Rural,66.2,30,Unknown,0 +163,Female,20,0,0,No,Private,Rural,94.67,28.8,Unknown,0 +55140,Male,69,1,0,No,Private,Urban,75.95,28.6,never smoked,0 +52882,Female,60,0,0,Yes,Govt_job,Rural,111.79,23.6,smokes,0 +54344,Female,12,0,0,No,children,Rural,80.89,20.1,Unknown,0 +2550,Female,28,0,0,Yes,Govt_job,Rural,86.91,21.1,formerly smoked,0 +58610,Female,55,0,0,Yes,Private,Urban,59.36,34.1,smokes,0 +16902,Female,70,0,1,Yes,Self-employed,Urban,240.69,N/A,smokes,0 +60603,Female,51,0,0,No,Private,Rural,66.67,29.5,never smoked,0 +808,Female,16,0,0,No,Private,Rural,87.54,37.8,never smoked,0 +61881,Male,56,0,0,No,Self-employed,Urban,139.87,31.2,smokes,0 +41600,Male,52,0,0,Yes,Private,Rural,67.92,31.1,never smoked,0 +12786,Female,59,0,0,Yes,Private,Urban,83.62,34.2,Unknown,0 +11935,Female,9,0,0,No,children,Rural,110.97,17.7,Unknown,0 +44655,Female,34,0,0,Yes,Private,Rural,70.53,39.2,never smoked,0 +48644,Female,47,0,0,Yes,Self-employed,Rural,115.91,22.2,formerly smoked,0 +41527,Male,46,0,0,Yes,Private,Urban,59.74,29.5,smokes,0 +50975,Male,49,0,0,Yes,Private,Rural,62.64,27,never smoked,0 +49179,Male,10,0,0,No,children,Rural,84.81,16.8,never smoked,0 +27509,Female,76,1,0,Yes,Self-employed,Urban,78.68,23.3,never smoked,0 +19191,Male,82,0,0,Yes,Private,Urban,217.57,33.5,formerly smoked,0 +25149,Female,3,0,0,No,children,Rural,79.76,15.6,Unknown,0 +42626,Female,76,1,0,Yes,Govt_job,Rural,63.28,28.2,never smoked,0 +2578,Male,16,0,0,No,Govt_job,Rural,78.48,22.6,never smoked,0 +55975,Female,44,0,0,Yes,Govt_job,Rural,70.48,20.2,never smoked,0 +62182,Female,17,0,0,No,Private,Rural,120.96,22.2,formerly smoked,0 +12037,Female,73,0,0,Yes,Self-employed,Rural,77.29,22.6,never smoked,0 +21963,Male,31,0,0,Yes,Private,Urban,108.51,26.7,Unknown,0 +26250,Male,17,0,0,No,Self-employed,Urban,113.85,22.9,Unknown,0 +13960,Female,18,0,0,No,Never_worked,Urban,97.65,21.5,Unknown,0 +56573,Male,73,0,0,Yes,Private,Rural,121.83,30.3,formerly smoked,0 +10659,Female,8,0,0,No,children,Urban,81.53,14.8,Unknown,0 +50763,Male,42,0,0,Yes,Govt_job,Urban,58.35,24.3,never smoked,0 +62075,Female,40,0,0,Yes,Private,Urban,65.42,17.4,formerly smoked,0 +10119,Male,79,0,0,Yes,Private,Rural,69.34,29,never smoked,0 +48127,Male,53,0,0,Yes,Self-employed,Urban,109.09,26.3,smokes,0 +65892,Female,58,0,0,Yes,Self-employed,Urban,66.71,51.7,never smoked,0 +33370,Female,48,0,0,Yes,Private,Rural,114.92,29.2,Unknown,0 +59049,Female,17,0,0,No,Private,Rural,120.58,18.3,never smoked,0 +53896,Female,23,0,0,No,Private,Rural,165.36,21.9,smokes,0 +21980,Male,9,0,0,No,children,Urban,66.11,16.3,Unknown,0 +70497,Female,81,1,1,Yes,Private,Rural,126.34,27.4,smokes,0 +58652,Female,16,0,0,No,Never_worked,Rural,68.27,20.4,never smoked,0 +30335,Male,21,0,0,No,Private,Rural,92.86,23.2,never smoked,0 +26305,Male,29,0,0,No,Self-employed,Rural,96.77,30.3,formerly smoked,0 +31227,Male,8,0,0,No,children,Rural,89.24,16.7,Unknown,0 +5581,Female,39,0,0,Yes,Private,Rural,89.32,31,formerly smoked,0 +1989,Male,37,0,0,Yes,Private,Rural,107.06,N/A,smokes,0 +43803,Female,64,0,0,Yes,Private,Urban,65.63,33.5,smokes,0 +41395,Male,9,0,0,No,children,Urban,123.66,17,Unknown,0 +71784,Male,17,0,0,No,Private,Rural,63.82,19.4,smokes,0 +57979,Male,8,0,0,No,children,Rural,108.06,14.6,Unknown,0 +54437,Male,62,0,0,Yes,Self-employed,Rural,136.18,32.2,Unknown,0 +67159,Male,73,1,0,No,Govt_job,Urban,71.29,37.7,never smoked,0 +7230,Male,48,0,0,Yes,Govt_job,Rural,76.58,27.4,never smoked,0 +68306,Male,17,0,0,No,Private,Rural,119.58,25,never smoked,0 +33087,Female,10,0,0,No,children,Urban,109.3,20.1,Unknown,0 +40850,Female,74,0,0,Yes,Govt_job,Urban,111.94,21.7,never smoked,0 +57612,Male,62,0,0,Yes,Private,Urban,81.64,38.2,never smoked,0 +37029,Male,5,0,0,No,children,Rural,97.64,17,Unknown,0 +338,Female,43,0,0,Yes,Private,Rural,110.32,28.4,never smoked,0 +9565,Female,39,0,0,No,Private,Rural,79,30,never smoked,0 +3623,Female,37,0,0,Yes,Self-employed,Urban,95.08,34.1,never smoked,0 +69723,Male,15,0,0,No,Private,Urban,137.27,19.3,never smoked,0 +47662,Female,36,0,0,No,Self-employed,Urban,57.83,21.6,smokes,0 +58495,Male,34,0,0,Yes,Private,Rural,84.08,32.9,never smoked,0 +71222,Male,75,1,0,Yes,Private,Urban,234.51,27.2,formerly smoked,0 +37865,Male,53,0,0,Yes,Private,Urban,142.64,27.8,smokes,0 +20185,Female,61,0,0,Yes,Self-employed,Rural,69.77,29.9,never smoked,0 +41875,Female,45,0,0,Yes,Private,Urban,71.4,28.4,smokes,0 +67602,Female,17,0,0,No,Private,Urban,79.61,24.1,Unknown,0 +40387,Female,17,0,0,No,Private,Rural,77.46,24,Unknown,0 +43208,Female,19,0,0,No,Private,Urban,96.85,23.4,Unknown,0 +54324,Female,54,1,0,No,Govt_job,Urban,182.22,32.6,formerly smoked,0 +51110,Female,51,0,0,Yes,Self-employed,Urban,67.26,33.1,formerly smoked,0 +36969,Female,44,0,0,Yes,Private,Rural,60.02,33.8,formerly smoked,0 +48118,Female,82,0,0,Yes,Self-employed,Urban,113.45,30.3,never smoked,0 +4607,Female,49,0,0,Yes,Self-employed,Urban,112.31,36.9,Unknown,0 +62471,Female,34,0,0,Yes,Self-employed,Rural,68.53,29.7,never smoked,0 +43821,Female,63,1,0,Yes,Private,Rural,57.15,38.8,never smoked,0 +7218,Female,79,0,0,Yes,Private,Rural,214.73,30.9,never smoked,0 +23427,Female,81,0,0,Yes,Private,Rural,91.82,36.9,Unknown,0 +66014,Female,14,0,0,No,children,Urban,71.8,18.8,Unknown,0 +41652,Female,31,0,0,No,Private,Urban,63.41,25.5,formerly smoked,0 +16605,Male,57,0,0,Yes,Private,Urban,106.24,32.3,never smoked,0 +42091,Male,32,0,0,Yes,Govt_job,Rural,83.01,25.8,smokes,0 +66067,Male,66,0,0,Yes,Private,Rural,67.92,31.1,formerly smoked,0 +50222,Female,22,0,0,No,Private,Rural,74.99,27.9,smokes,0 +41214,Female,1.32,0,0,No,children,Rural,75.22,18.6,Unknown,0 +72386,Female,20,0,0,No,Private,Urban,61.88,20.1,never smoked,0 +14918,Female,41,0,0,Yes,Private,Urban,65.67,26.7,smokes,0 +55457,Female,48,0,0,Yes,Private,Urban,110.18,30.3,smokes,0 +63323,Male,49,1,0,Yes,Self-employed,Rural,119.3,30.4,formerly smoked,0 +35446,Male,73,0,0,Yes,Govt_job,Rural,208.69,30,Unknown,0 +8208,Male,19,0,0,No,Private,Rural,95.18,24.9,smokes,0 +5131,Female,51,0,0,Yes,Private,Urban,107.72,60.9,Unknown,0 +68157,Male,1.08,0,0,No,children,Rural,83.27,24.3,Unknown,0 +4795,Female,31,0,0,No,Private,Rural,90.29,38.7,Unknown,0 +7581,Male,4,0,0,No,children,Urban,81.87,18.6,Unknown,0 +47383,Male,1.8,0,0,No,children,Urban,153.31,17.1,Unknown,0 +14036,Male,44,0,0,Yes,Private,Rural,101.46,29.4,Unknown,0 +25942,Female,4,0,0,No,children,Urban,72.49,16.9,Unknown,0 +24018,Male,55,0,0,Yes,Private,Rural,86.58,34.2,never smoked,0 +27801,Female,34,0,0,Yes,Private,Urban,113.26,27.6,never smoked,0 +52978,Female,30,0,0,Yes,Private,Urban,84.92,47.8,never smoked,0 +15593,Female,7,0,0,No,children,Urban,128.17,18.9,Unknown,0 +11098,Male,75,0,0,Yes,Govt_job,Rural,93.93,24.4,formerly smoked,0 +12015,Male,14,0,0,No,children,Urban,99.87,25.2,Unknown,0 +47348,Female,61,0,0,Yes,Private,Urban,129.31,30.7,formerly smoked,0 +44155,Female,55,0,0,Yes,Govt_job,Urban,89.43,26.1,formerly smoked,0 +62656,Female,14,0,0,No,children,Rural,101.6,25.3,never smoked,0 +8838,Female,36,0,0,No,Private,Rural,66.55,32.8,smokes,0 +42563,Female,57,1,1,Yes,Private,Rural,231.72,45.7,formerly smoked,0 +31254,Female,20,0,0,No,Private,Urban,96.69,24.6,Unknown,0 +27922,Male,32,0,0,Yes,Private,Rural,102.13,32.3,never smoked,0 +1696,Female,43,0,0,Yes,Private,Urban,100.88,47.6,smokes,0 +54162,Male,43,0,0,Yes,Private,Rural,66.22,34.4,Unknown,0 +70396,Female,1.08,0,0,No,children,Urban,109.33,18.2,Unknown,0 +65907,Female,49,0,0,Yes,Private,Urban,206.53,44.5,smokes,0 +49451,Female,53,0,0,Yes,Private,Rural,83.91,36.6,Unknown,0 +68601,Female,18,0,0,No,Private,Urban,67.92,19.4,never smoked,0 +13236,Female,13,0,0,No,children,Rural,73.48,22.9,Unknown,0 +65998,Male,5,0,0,No,children,Rural,101.31,20,Unknown,0 +5875,Female,37,0,0,Yes,Private,Urban,103.66,36.1,smokes,0 +47427,Male,49,0,0,Yes,Self-employed,Urban,70.73,27.3,formerly smoked,0 +29734,Female,45,0,0,No,Govt_job,Rural,77.45,42.2,formerly smoked,0 +72715,Female,50,0,1,Yes,Private,Urban,193.8,26.4,never smoked,0 +59847,Female,12,0,0,No,children,Rural,114.34,23.6,never smoked,0 +59911,Male,12,0,0,No,children,Urban,69.25,18.6,Unknown,0 +13583,Female,5,0,0,No,children,Rural,88.44,18,Unknown,0 +22897,Male,39,0,0,Yes,Private,Rural,84.09,31.1,formerly smoked,0 +11898,Female,41,0,0,Yes,Private,Urban,87.06,30,never smoked,0 +14785,Female,41,0,0,Yes,Private,Rural,92.64,43.8,never smoked,0 +45163,Female,47,0,0,Yes,Private,Urban,99.36,23.8,smokes,0 +57254,Female,57,0,0,Yes,Private,Rural,135.63,36.2,formerly smoked,0 +30658,Male,16,0,0,No,children,Rural,82.44,32.6,Unknown,0 +32617,Male,3,0,0,No,children,Urban,81.88,18,Unknown,0 +65376,Female,65,0,0,Yes,Self-employed,Urban,95.44,25.5,smokes,0 +1731,Female,80,0,0,No,Self-employed,Urban,72.71,29.9,never smoked,0 +38441,Female,58,0,0,Yes,Private,Urban,65.45,32.1,never smoked,0 +22147,Female,74,0,0,Yes,Private,Urban,203.01,25.4,never smoked,0 +50663,Female,62,0,0,Yes,Govt_job,Urban,110.84,23.4,smokes,0 +19165,Male,33,0,0,Yes,Private,Urban,83.12,23.4,Unknown,0 +60562,Female,21,0,0,No,Private,Rural,55.12,21.8,never smoked,0 +22013,Female,17,0,0,No,Private,Rural,105.91,30.8,never smoked,0 +39936,Female,49,0,0,Yes,Private,Rural,61.57,37.9,formerly smoked,0 +6517,Female,24,0,0,Yes,Govt_job,Urban,83.1,42.5,smokes,0 +62576,Female,56,0,0,Yes,Private,Urban,66.32,23.4,never smoked,0 +18636,Female,26,0,0,Yes,Govt_job,Urban,72.56,35.4,never smoked,0 +24299,Male,54,1,0,Yes,Self-employed,Rural,97.99,32.3,smokes,0 +40826,Female,42,0,0,No,Private,Urban,63.27,27,never smoked,0 +53323,Female,34,0,0,No,Govt_job,Urban,79.6,46.3,never smoked,0 +28717,Female,56,1,0,Yes,Private,Rural,177.56,30.1,never smoked,0 +53028,Female,39,0,0,Yes,Private,Rural,81.31,34.7,never smoked,0 +57757,Female,77,0,0,Yes,Self-employed,Rural,59.91,18.3,never smoked,0 +54795,Female,12,0,0,No,children,Rural,132.85,16.2,never smoked,0 +70267,Male,65,0,0,Yes,Private,Rural,198.84,33.2,formerly smoked,0 +34084,Male,7,0,0,No,children,Urban,77.12,18.6,Unknown,0 +20258,Male,25,0,0,No,Private,Urban,87.17,25.1,never smoked,0 +65333,Female,31,0,0,Yes,Private,Rural,96.03,24.1,Unknown,0 +56629,Female,14,0,0,No,Private,Rural,83.56,33.1,Unknown,0 +22417,Female,5,0,0,No,children,Rural,80.93,24.8,Unknown,0 +49925,Female,60,0,0,Yes,Private,Rural,84.54,23.4,smokes,0 +72696,Female,53,0,0,Yes,Private,Urban,70.51,54.1,never smoked,0 +39708,Male,55,0,0,Yes,Private,Rural,56.87,28.9,formerly smoked,0 +60426,Female,69,0,0,Yes,Self-employed,Urban,67.55,38.1,Unknown,0 +70540,Female,39,0,0,Yes,Private,Urban,243.52,37.2,smokes,0 +37622,Female,0.32,0,0,No,children,Urban,108.63,19.6,Unknown,0 +44813,Female,34,0,0,No,Private,Rural,69.06,29,smokes,0 +47153,Female,80,0,0,Yes,Private,Urban,73.89,26.7,formerly smoked,0 +8175,Male,20,0,0,No,Private,Urban,84.49,20.5,never smoked,0 +61528,Female,45,0,0,Yes,Govt_job,Urban,73.71,34.1,never smoked,0 +38771,Female,41,0,0,No,Govt_job,Urban,129.01,42.4,Unknown,0 +31189,Male,54,0,0,Yes,Govt_job,Urban,72.96,37.7,smokes,0 +27804,Male,23,0,0,No,Private,Rural,110.23,39.1,Unknown,0 +41842,Male,75,0,0,Yes,Govt_job,Rural,79.49,28.9,Unknown,0 +11962,Male,36,0,0,Yes,Private,Urban,89.33,30.7,never smoked,0 +45404,Female,75,0,0,Yes,Private,Rural,68.38,33.8,Unknown,0 +4062,Male,72,0,1,Yes,Private,Rural,238.27,N/A,smokes,0 +63650,Female,47,0,0,Yes,Govt_job,Urban,135.79,32.1,formerly smoked,0 +72186,Female,15,0,0,No,Private,Rural,82.19,40.5,never smoked,0 +40240,Male,40,1,0,Yes,Self-employed,Urban,93.2,24.8,smokes,0 +25931,Female,71,0,0,Yes,Self-employed,Urban,208.31,31.8,formerly smoked,0 +21292,Male,38,0,0,Yes,Private,Rural,111.33,27,never smoked,0 +25391,Female,10,0,0,No,children,Rural,69.84,13.7,Unknown,0 +65469,Male,11,0,0,No,children,Rural,121.71,23.4,never smoked,0 +29487,Male,0.72,0,0,No,children,Urban,80.08,16.4,Unknown,0 +63575,Male,9,0,0,No,children,Urban,84.4,14.9,Unknown,0 +30457,Female,53,1,0,Yes,Govt_job,Rural,98.61,38.8,smokes,0 +5951,Male,28,1,0,No,Private,Urban,86.61,38.6,smokes,0 +8690,Female,81,0,0,Yes,Private,Urban,80.44,32.2,never smoked,0 +32147,Male,1.32,0,0,No,children,Rural,107.02,N/A,Unknown,0 +47691,Male,16,0,0,No,Private,Rural,97.23,30.6,never smoked,0 +25982,Male,24,0,0,No,Private,Rural,91.21,28.1,formerly smoked,0 +70058,Female,62,1,0,Yes,Self-employed,Urban,103.69,35.2,smokes,0 +61868,Female,62,0,0,Yes,Private,Urban,74.12,21.8,formerly smoked,0 +46086,Female,59,0,0,Yes,Private,Urban,71.08,28.1,never smoked,0 +68596,Female,19,0,0,No,Private,Urban,58.39,28.2,never smoked,0 +10281,Female,51,1,0,Yes,Self-employed,Rural,176.34,28.4,never smoked,0 +31409,Male,38,0,0,Yes,Private,Rural,73.76,37.4,never smoked,0 +54067,Female,26,0,0,No,Private,Rural,67.21,21.8,formerly smoked,0 +9731,Male,13,0,0,No,children,Urban,87.98,19.8,Unknown,0 +24009,Male,4,0,0,No,children,Urban,94.23,16.2,Unknown,0 +61694,Male,55,0,0,Yes,Self-employed,Rural,111.36,33.6,never smoked,0 +7453,Female,44,0,0,Yes,Private,Urban,84.07,21.2,smokes,0 +66405,Female,31,0,0,Yes,Private,Urban,117.31,28.4,never smoked,0 +2138,Male,58,0,0,Yes,Govt_job,Urban,84.94,N/A,never smoked,0 +66650,Female,17,0,0,No,Private,Urban,68.86,41.1,never smoked,0 +59945,Female,23,0,0,No,Private,Urban,132.88,24.9,never smoked,0 +16245,Male,51,1,0,Yes,Self-employed,Rural,211.83,56.6,never smoked,0 +68094,Female,46,0,0,Yes,Private,Rural,124.92,28.8,Unknown,0 +64661,Female,81,0,0,No,Self-employed,Urban,57.42,33.7,never smoked,0 +61376,Male,38,0,0,Yes,Private,Urban,215.69,38.6,formerly smoked,0 +47236,Female,50,0,0,Yes,Private,Urban,154.67,33.8,never smoked,0 +875,Female,34,0,0,No,Private,Urban,67.66,22.4,never smoked,0 +63986,Male,60,0,0,Yes,Private,Rural,153.48,37.3,never smoked,0 +55410,Female,50,0,0,Yes,Self-employed,Urban,62.63,23.4,never smoked,0 +63287,Female,49,0,0,Yes,Private,Urban,77.93,39.1,smokes,0 +3720,Female,2,0,0,No,children,Rural,80.3,21.2,Unknown,0 +20274,Male,47,0,0,Yes,Private,Urban,106.69,31.2,Unknown,0 +50338,Female,34,0,0,Yes,Private,Urban,83.07,28,formerly smoked,0 +58209,Female,22,0,0,No,Private,Urban,140.14,21.1,never smoked,0 +20634,Female,11,0,0,No,children,Urban,92.65,15.7,never smoked,0 +3251,Male,54,0,0,Yes,Private,Urban,111.37,29.1,formerly smoked,0 +12677,Female,60,0,0,Yes,Private,Rural,99,26.1,never smoked,0 +45160,Male,3,0,0,No,children,Rural,78.24,16.2,Unknown,0 +67940,Female,46,0,0,Yes,Govt_job,Rural,83.88,27.1,never smoked,0 +8145,Male,30,0,0,No,Private,Urban,86.21,28.8,smokes,0 +39393,Female,63,0,0,Yes,Private,Urban,57.06,37.9,never smoked,0 +57710,Female,50,0,0,Yes,Private,Rural,112.25,21.6,Unknown,0 +12487,Male,65,0,0,Yes,Private,Urban,81.06,30.1,smokes,0 +16513,Male,78,0,0,Yes,Private,Urban,104.37,29.7,never smoked,0 +42297,Female,36,0,0,Yes,Private,Urban,124.31,26.4,Unknown,0 +63656,Female,18,0,0,No,Private,Urban,101.95,46,formerly smoked,0 +56233,Female,44,0,0,No,Private,Rural,116.95,26.1,never smoked,0 +22591,Female,4,0,0,No,children,Urban,99.76,23.2,Unknown,0 +23757,Female,60,0,0,No,Private,Urban,105.48,28.4,Unknown,0 +19601,Female,19,0,0,No,Private,Urban,100.6,20.5,never smoked,0 +61801,Male,15,0,0,No,Private,Urban,65.05,24.6,Unknown,0 +949,Male,20,0,0,No,Private,Rural,75.9,32.2,never smoked,0 +10995,Male,76,1,0,Yes,Private,Rural,267.6,30.5,never smoked,0 +1503,Male,31,0,0,No,Private,Urban,215.07,N/A,smokes,0 +37431,Female,39,0,0,Yes,Govt_job,Urban,109.03,24.9,Unknown,0 +53697,Male,58,0,1,Yes,Private,Rural,225.35,26.5,smokes,0 +67012,Male,64,1,0,Yes,Private,Rural,196.26,34.5,Unknown,0 +30525,Female,79,0,0,Yes,Govt_job,Urban,95.42,21.5,formerly smoked,0 +25860,Female,11,0,0,No,children,Rural,123.04,15.9,Unknown,0 +21743,Male,4,0,0,No,children,Urban,85.88,17.7,Unknown,0 +25833,Female,43,0,0,Yes,Private,Rural,107.43,26.5,never smoked,0 +64652,Female,44,0,0,Yes,Private,Rural,56.85,24.4,never smoked,0 +45710,Female,37,0,0,Yes,Govt_job,Rural,102.15,26.6,Unknown,0 +27853,Female,34,0,0,Yes,Self-employed,Rural,88.68,23.9,never smoked,0 +5964,Female,59,0,0,Yes,Private,Urban,182.52,30.1,Unknown,0 +6976,Female,40,0,0,Yes,Private,Urban,93.97,23.6,never smoked,0 +11145,Female,8,0,0,No,children,Urban,104.03,18.4,Unknown,0 +39229,Female,24,0,0,Yes,Private,Rural,67.99,32.1,never smoked,0 +14189,Male,18,0,0,No,Private,Rural,83.37,24.4,Unknown,0 +49929,Male,20,0,0,No,Private,Rural,124.66,27.3,never smoked,0 +56328,Female,70,0,0,Yes,Private,Rural,212.87,34.8,never smoked,0 +26742,Female,68,0,0,Yes,Govt_job,Urban,96.75,28.4,formerly smoked,0 +63158,Male,17,0,0,No,Private,Urban,63.28,40.2,Unknown,0 +27435,Female,17,0,0,No,Private,Urban,82.64,31.1,Unknown,0 +10829,Female,21,0,0,No,Private,Rural,71.34,24,never smoked,0 +70593,Female,38,0,0,Yes,Private,Rural,183.43,38.1,formerly smoked,0 +42647,Female,59,0,0,Yes,Govt_job,Urban,101.19,29.9,formerly smoked,0 +48109,Female,79,0,1,Yes,Private,Rural,88.51,24.5,never smoked,0 +40732,Female,50,0,0,Yes,Self-employed,Rural,126.85,49.5,formerly smoked,0 +58635,Female,72,0,0,Yes,Self-employed,Urban,74.17,35.5,formerly smoked,0 +844,Female,54,0,0,Yes,Private,Urban,76.04,29.5,smokes,0 +14688,Female,44,0,0,Yes,Private,Urban,73.87,28.8,smokes,0 +23026,Female,48,0,0,Yes,Private,Rural,99.07,22.1,never smoked,0 +30463,Male,29,0,0,No,Private,Urban,82.93,29.4,formerly smoked,0 +50140,Female,44,0,0,Yes,Govt_job,Rural,133.24,45,smokes,0 +36837,Female,61,0,0,Yes,Self-employed,Urban,69.88,27.1,never smoked,0 +57333,Female,58,0,0,Yes,Govt_job,Rural,69.12,28.3,Unknown,0 +19826,Female,81,0,0,Yes,Self-employed,Rural,86.05,20.1,formerly smoked,0 +37713,Male,29,0,0,Yes,Private,Urban,185.27,31.3,never smoked,0 +6278,Male,5,0,0,No,children,Urban,97.46,17.6,Unknown,0 +15517,Female,35,0,0,Yes,Private,Urban,81.9,24.5,never smoked,0 +25326,Female,40,0,0,No,Private,Rural,99.58,24.1,Unknown,0 +57034,Female,37,0,0,No,Private,Rural,124.54,31.3,never smoked,0 +70718,Male,33,0,0,Yes,Private,Rural,153.34,31.5,never smoked,0 +47461,Female,35,0,0,Yes,Private,Urban,112.35,29.9,Unknown,0 +50091,Female,38,0,0,No,Govt_job,Urban,160.76,30.2,smokes,0 +62416,Female,26,0,0,Yes,Private,Rural,73.29,27.8,never smoked,0 +5288,Male,10,0,0,No,children,Urban,108.08,15.6,Unknown,0 +66951,Female,72,0,0,Yes,Private,Urban,206.49,26.3,never smoked,0 +28335,Male,21,0,0,Yes,Private,Rural,77.42,24.8,never smoked,0 +67465,Female,20,0,0,No,Private,Rural,117.59,17.1,never smoked,0 +67426,Female,1.24,0,0,No,children,Rural,61.94,20.3,Unknown,0 +19508,Female,26,0,0,No,Private,Urban,116.68,18.7,formerly smoked,0 +65405,Female,79,0,0,No,Private,Urban,253.86,28.8,formerly smoked,0 +49773,Female,78,0,0,Yes,Private,Urban,203.36,28.7,formerly smoked,0 +57159,Male,56,0,0,Yes,Self-employed,Rural,125.87,24.6,never smoked,0 +69710,Female,46,0,0,No,Self-employed,Rural,64.09,25.3,never smoked,0 +58834,Male,55,0,0,Yes,Govt_job,Urban,65.33,29.7,Unknown,0 +42007,Male,41,0,0,No,Private,Rural,70.15,N/A,formerly smoked,0 +5121,Male,30,0,0,Yes,Private,Urban,96.84,21.1,Unknown,0 +44878,Male,53,0,0,Yes,Private,Rural,175.92,26.9,smokes,0 +40220,Male,32,0,0,No,Private,Rural,100.65,26.2,formerly smoked,0 +19692,Male,38,0,0,No,Private,Rural,112.39,26.3,Unknown,0 +27616,Male,33,0,0,Yes,Govt_job,Rural,81.1,24.8,never smoked,0 +19801,Female,44,0,0,Yes,Private,Rural,98.3,25,never smoked,0 +21467,Male,44,0,0,Yes,Private,Urban,89.68,34.6,Unknown,0 +25102,Female,51,0,0,Yes,Govt_job,Urban,95.16,42.7,formerly smoked,0 +28788,Male,40,0,0,Yes,Private,Urban,191.15,N/A,smokes,0 +29028,Female,41,0,0,Yes,Private,Rural,91.04,24.5,never smoked,0 +15581,Male,5,0,0,No,children,Urban,101.87,19.3,Unknown,0 +16738,Female,42,0,0,Yes,Private,Rural,96.86,29.3,never smoked,0 +31836,Female,6,0,0,No,children,Urban,91.05,22.1,Unknown,0 +43496,Female,46,0,0,Yes,Govt_job,Urban,55.84,27.8,never smoked,0 +52677,Female,47,0,0,Yes,Private,Urban,84.04,24.7,never smoked,0 +11630,Female,25,0,0,No,Private,Urban,92.06,25.3,smokes,0 +53478,Female,40,0,0,Yes,Private,Urban,89.61,41.2,formerly smoked,0 +38349,Female,49,0,0,Yes,Govt_job,Urban,69.92,47.6,never smoked,0 +48425,Male,21,0,0,No,Private,Rural,89.29,23.4,never smoked,0 +64420,Female,61,0,0,Yes,Govt_job,Rural,120.23,22.7,Unknown,0 +60271,Male,78,0,0,Yes,Private,Urban,60.22,29.7,formerly smoked,0 +38009,Male,41,0,0,Yes,Private,Urban,223.78,32.3,never smoked,0 +11184,Female,82,0,0,Yes,Self-employed,Rural,211.58,36.9,never smoked,0 +68967,Male,39,0,0,Yes,Private,Urban,179.38,27.7,Unknown,0 +66684,Male,70,0,0,Yes,Self-employed,Rural,193.88,24.3,Unknown,0 +7789,Female,31,0,0,Yes,Private,Urban,89.01,37.4,never smoked,0 +40112,Female,37,0,0,No,Private,Urban,118.41,25.1,never smoked,0 +65814,Male,21,0,0,No,Private,Urban,138.51,24.3,never smoked,0 +49598,Male,80,0,0,Yes,Self-employed,Urban,120.03,24.3,formerly smoked,0 +15599,Female,21,0,0,No,Private,Urban,91.01,28.7,never smoked,0 +62425,Female,5,0,0,No,children,Urban,61.98,16.8,Unknown,0 +52652,Male,81,0,0,Yes,Private,Rural,135.32,35.8,Unknown,0 +71957,Female,35,0,0,Yes,Private,Rural,58.72,40,smokes,0 +17231,Female,24,0,0,No,Private,Urban,90.42,24.3,never smoked,0 +30379,Female,52,0,0,Yes,Govt_job,Urban,104,25.6,smokes,0 +63997,Male,70,0,0,Yes,Private,Urban,102.5,37.8,Unknown,0 +39935,Female,34,0,0,Yes,Private,Rural,174.37,23,never smoked,0 +8203,Male,17,0,0,No,Private,Rural,106.56,21,Unknown,0 +27446,Female,8,0,0,No,children,Urban,76.31,15.5,Unknown,0 +42709,Male,1.72,0,0,No,children,Urban,77.28,17.1,Unknown,0 +22691,Female,29,0,0,Yes,Self-employed,Urban,90.52,28,never smoked,0 +37680,Male,55,0,0,Yes,Govt_job,Rural,108.35,40.8,formerly smoked,0 +24552,Female,44,0,0,Yes,Private,Rural,72.03,37.5,smokes,0 +72914,Female,19,0,0,No,Private,Urban,90.57,24.2,Unknown,0 +29540,Male,67,0,0,Yes,Private,Rural,97.04,26.9,smokes,0 +53525,Female,72,0,0,Yes,Private,Urban,83.89,33.1,formerly smoked,0 +65411,Female,51,0,0,Yes,Private,Urban,152.56,21.8,Unknown,0 +26214,Female,63,0,0,Yes,Self-employed,Rural,75.93,34.7,formerly smoked,0 +22190,Female,64,1,0,Yes,Self-employed,Urban,76.89,30.2,Unknown,0 +56714,Female,0.72,0,0,No,children,Rural,62.13,16.8,Unknown,0 +4211,Male,26,0,0,No,Govt_job,Rural,100.85,21,smokes,0 +6369,Male,59,1,0,Yes,Private,Rural,95.05,30.9,never smoked,0 +56799,Male,76,0,0,Yes,Govt_job,Urban,82.35,38.9,never smoked,0 +32235,Female,45,1,0,Yes,Govt_job,Rural,95.02,N/A,smokes,0 +28048,Male,13,0,0,No,children,Urban,82.38,24.3,Unknown,0 +68598,Male,1.08,0,0,No,children,Rural,79.15,17.4,Unknown,0 +41512,Male,57,0,0,Yes,Govt_job,Rural,76.62,28.2,never smoked,0 +64520,Male,68,0,0,Yes,Self-employed,Urban,91.68,40.8,Unknown,0 +579,Male,9,0,0,No,children,Urban,71.88,17.5,Unknown,0 +7293,Male,40,0,0,Yes,Private,Rural,83.94,N/A,smokes,0 +68398,Male,82,1,0,Yes,Self-employed,Rural,71.97,28.3,never smoked,0 +36901,Female,45,0,0,Yes,Private,Urban,97.95,24.5,Unknown,0 +45010,Female,57,0,0,Yes,Private,Rural,77.93,21.7,never smoked,0 +22127,Female,18,0,0,No,Private,Urban,82.85,46.9,Unknown,0 +14180,Female,13,0,0,No,children,Rural,103.08,18.6,Unknown,0 +18234,Female,80,1,0,Yes,Private,Urban,83.75,N/A,never smoked,0 +44873,Female,81,0,0,Yes,Self-employed,Urban,125.2,40,never smoked,0 +19723,Female,35,0,0,Yes,Self-employed,Rural,82.99,30.6,never smoked,0 +37544,Male,51,0,0,Yes,Private,Rural,166.29,25.6,formerly smoked,0 +44679,Female,44,0,0,Yes,Govt_job,Urban,85.28,26.2,Unknown,0 \ No newline at end of file