1-Read-Clean-EDA.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Read-Clean-EDA.ipynb","provenance":[],"mount_file_id":"1fVTTK9tOCeRFxMwG-Zl59_I42LDA7Kw-","authorship_tag":"ABX9TyMxATGHgYjbSV4TBmT0CooH"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"XeMP2jwtF0qv"},"source":["# Packages"]},{"cell_type":"code","metadata":{"id":"diqFIedXrfA_","executionInfo":{"status":"ok","timestamp":1615901869988,"user_tz":-210,"elapsed":1302,"user":{"displayName":"Erfan Salavati","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggmz2YbEhjRBiZQITcg6T34VeDuIPFZ9DYQw8PaKg=s64","userId":"05241680325615283112"}}},"source":["import numpy as np\r\n","import pandas as pd\r\n","import matplotlib.pyplot as plt"],"execution_count":224,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"lnZiFzSMF3T8"},"source":["# Reading Data"]},{"cell_type":"code","metadata":{"id":"qqG5W0ItrrHt","executionInfo":{"status":"ok","timestamp":1615901784148,"user_tz":-210,"elapsed":1181,"user":{"displayName":"Erfan Salavati","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggmz2YbEhjRBiZQITcg6T34VeDuIPFZ9DYQw8PaKg=s64","userId":"05241680325615283112"}}},"source":["train = pd.read_csv('train_ctrUa4K.csv')"],"execution_count":219,"outputs":[]},{"cell_type":"code","metadata":{"id":"yiH1d28H6Ibv","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1615901786803,"user_tz":-210,"elapsed":913,"user":{"displayName":"Erfan Salavati","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggmz2YbEhjRBiZQITcg6T34VeDuIPFZ9DYQw8PaKg=s64","userId":"05241680325615283112"}},"outputId":"1ed22e73-37c3-46ec-b531-7f0fd0d0e011"},"source":["train.head(20)\r\n","train.tail(20)\r\n","train.columns"],"execution_count":220,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Index(['Loan_ID', 'Gender', 'Married', 'Dependents', 'Education',\n","       'Self_Employed', 'ApplicantIncome', 'CoapplicantIncome', 'LoanAmount',\n","       'Loan_Amount_Term', 'Credit_History', 'Property_Area', 'Loan_Status'],\n","      dtype='object')"]},"metadata":{"tags":[]},"execution_count":220}]},{"cell_type":"code","metadata":{"id":"RGGULf3k7Uga","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1615901789335,"user_tz":-210,"elapsed":967,"user":{"displayName":"Erfan Salavati","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggmz2YbEhjRBiZQITcg6T34VeDuIPFZ9DYQw8PaKg=s64","userId":"05241680325615283112"}},"outputId":"9150d98c-ba93-4635-fe1a-dd634c5ba647"},"source":["train.shape\r\n","test.shape\r\n","train['Gender']"],"execution_count":221,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0        Male\n","1        Male\n","2        Male\n","3        Male\n","4        Male\n","        ...  \n","609    Female\n","610      Male\n","611      Male\n","612      Male\n","613    Female\n","Name: Gender, Length: 614, dtype: object"]},"metadata":{"tags":[]},"execution_count":221}]},{"cell_type":"markdown","metadata":{"id":"WNAmEYF_NpIK"},"source":["# Indexing and Subsetting"]},{"cell_type":"code","metadata":{"id":"lqQ1o4QZNsWJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1615901792017,"user_tz":-210,"elapsed":768,"user":{"displayName":"Erfan Salavati","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggmz2YbEhjRBiZQITcg6T34VeDuIPFZ9DYQw8PaKg=s64","userId":"05241680325615283112"}},"outputId":"1d37e79d-57d4-4c5b-fff3-444d935780a2"},"source":["train['Gender']\r\n","train.loc[300:310]\r\n","\r\n","train['Gender'].isnull().sum()\r\n","train.isnull().sum()\r\n","\r\n"],"execution_count":222,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Loan_ID               0\n","Gender               13\n","Married               3\n","Dependents           15\n","Education             0\n","Self_Employed        32\n","ApplicantIncome       0\n","CoapplicantIncome     0\n","LoanAmount           22\n","Loan_Amount_Term     14\n","Credit_History       50\n","Property_Area         0\n","Loan_Status           0\n","dtype: int64"]},"metadata":{"tags":[]},"execution_count":222}]},{"cell_type":"code","metadata":{"id":"QFS1ZxzPNyMW","colab":{"base_uri":"https://localhost:8080/","height":218},"executionInfo":{"status":"ok","timestamp":1615901795550,"user_tz":-210,"elapsed":1392,"user":{"displayName":"Erfan Salavati","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggmz2YbEhjRBiZQITcg6T34VeDuIPFZ9DYQw8PaKg=s64","userId":"05241680325615283112"}},"outputId":"86192b8c-b278-480a-878c-c490e4081ffe"},"source":["train[train['Gender'].isnull()]\r\n","\r\n","train[(train['Gender']=='Male')&(train['Dependents']=='3+')&((train['ApplicantIncome']>10000))]"],"execution_count":223,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Loan_ID</th>\n","      <th>Gender</th>\n","      <th>Married</th>\n","      <th>Dependents</th>\n","      <th>Education</th>\n","      <th>Self_Employed</th>\n","      <th>ApplicantIncome</th>\n","      <th>CoapplicantIncome</th>\n","      <th>LoanAmount</th>\n","      <th>Loan_Amount_Term</th>\n","      <th>Credit_History</th>\n","      <th>Property_Area</th>\n","      <th>Loan_Status</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>34</th>\n","      <td>LP001100</td>\n","      <td>Male</td>\n","      <td>No</td>\n","      <td>3+</td>\n","      <td>Graduate</td>\n","      <td>No</td>\n","      <td>12500</td>\n","      <td>3000.0</td>\n","      <td>320.0</td>\n","      <td>360.0</td>\n","      <td>1.0</td>\n","      <td>Rural</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>155</th>\n","      <td>LP001536</td>\n","      <td>Male</td>\n","      <td>Yes</td>\n","      <td>3+</td>\n","      <td>Graduate</td>\n","      <td>No</td>\n","      <td>39999</td>\n","      <td>0.0</td>\n","      <td>600.0</td>\n","      <td>180.0</td>\n","      <td>0.0</td>\n","      <td>Semiurban</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>324</th>\n","      <td>LP002065</td>\n","      <td>Male</td>\n","      <td>Yes</td>\n","      <td>3+</td>\n","      <td>Graduate</td>\n","      <td>No</td>\n","      <td>15000</td>\n","      <td>0.0</td>\n","      <td>300.0</td>\n","      <td>360.0</td>\n","      <td>1.0</td>\n","      <td>Rural</td>\n","      <td>Y</td>\n","    </tr>\n","    <tr>\n","      <th>409</th>\n","      <td>LP002317</td>\n","      <td>Male</td>\n","      <td>Yes</td>\n","      <td>3+</td>\n","      <td>Graduate</td>\n","      <td>No</td>\n","      <td>81000</td>\n","      <td>0.0</td>\n","      <td>360.0</td>\n","      <td>360.0</td>\n","      <td>0.0</td>\n","      <td>Rural</td>\n","      <td>N</td>\n","    </tr>\n","    <tr>\n","      <th>557</th>\n","      <td>LP002795</td>\n","      <td>Male</td>\n","      <td>Yes</td>\n","      <td>3+</td>\n","      <td>Graduate</td>\n","      <td>Yes</td>\n","      <td>10139</td>\n","      <td>0.0</td>\n","      <td>260.0</td>\n","      <td>360.0</td>\n","      <td>1.0</td>\n","      <td>Semiurban</td>\n","      <td>Y</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["      Loan_ID Gender Married  ... Credit_History Property_Area Loan_Status\n","34   LP001100   Male      No  ...            1.0         Rural           N\n","155  LP001536   Male     Yes  ...            0.0     Semiurban           Y\n","324  LP002065   Male     Yes  ...            1.0         Rural           Y\n","409  LP002317   Male     Yes  ...            0.0         Rural           N\n","557  LP002795   Male     Yes  ...            1.0     Semiurban           Y\n","\n","[5 rows x 13 columns]"]},"metadata":{"tags":[]},"execution_count":223}]},{"cell_type":"markdown","metadata":{"id":"11cTUmolD6OK"},"source":["# Single Features"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":282},"id":"CjUKGynG8c6p","executionInfo":{"status":"ok","timestamp":1615898929279,"user_tz":-210,"elapsed":1211,"user":{"displayName":"Erfan Salavati","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggmz2YbEhjRBiZQITcg6T34VeDuIPFZ9DYQw8PaKg=s64","userId":"05241680325615283112"}},"outputId":"8b92ec10-235a-4489-ee9f-68094caf03ee"},"source":["pd.unique(train['Gender'])\r\n","train['Gender'].isnull().sum()\r\n","train['Gender'].value_counts()\r\n","train['Gender'].value_counts().plot(kind='bar')\r\n","train['Gender'].hist()\r\n","train['Dependents'].value_counts().plot(kind='bar')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f5b5f21ea10>"]},"metadata":{"tags":[]},"execution_count":185},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":282},"id":"-MOUp_qHEv7S","executionInfo":{"status":"ok","timestamp":1615899058305,"user_tz":-210,"elapsed":1440,"user":{"displayName":"Erfan Salavati","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggmz2YbEhjRBiZQITcg6T34VeDuIPFZ9DYQw8PaKg=s64","userId":"05241680325615283112"}},"outputId":"e16ca48a-fe2b-4028-93f9-0afc82b55995"},"source":["train['LoanAmount'].max()\r\n","train['LoanAmount'].hist(bins=np.arange(0,700,20))"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f5b5f0fd290>"]},"metadata":{"tags":[]},"execution_count":188},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"0j0Qt8NIGN16","executionInfo":{"status":"ok","timestamp":1615899335355,"user_tz":-210,"elapsed":9773,"user":{"displayName":"Erfan Salavati","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggmz2YbEhjRBiZQITcg6T34VeDuIPFZ9DYQw8PaKg=s64","userId":"05241680325615283112"}},"outputId":"e2967edc-58fd-48bb-9207-6864e0a44798"},"source":["for col in train.columns:\r\n","  plt.figure()\r\n","  plt.axes(title=col)\r\n","  train[col].hist()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 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\n","text/plain":["<Figure size 432x288 with 1 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\n","text/plain":["<Figure size 432x288 with 1 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\n","text/plain":["<Figure size 432x288 with 1 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure 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\n","text/plain":["<Figure 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BvbtmuBc4GdwGPAW0c6YknSvMwY/O1N2hxg8znT9C/gbfMclyRpgfiXu5LUGYNfkjpj8EtSZwx+SeqMwS9JnTH4JakzBr8kdcbgl6TOGPyS1BmDX5I6Y/BLUmcMfknqjMEvSZ0x+CWpMwa/JHXG4Jekzhj8ktQZg1+SOmPwS1JnDH5J6ozBL0mdMfglqTMGvyR1xuCXpM4Y/JLUGYNfkjpj8EtSZwx+SeqMwS9JnTH4JakzBr8kdWbG4E/y4SR7ktwx1HZckuuTfK19Pba1J8kHkuxMcluSly3k4CVJB282V/wfBdbu17YJ2FZVpwLb2jrAa4FT22Mj8KHRDFOSNCozBn9V/SXw9/s1nwdc3pYvB84fav9YDdwErEhy0qgGK0mav1TVzJ2S1cDVVfXitv5wVa1oywH2VtWKJFcDl1TV59q2bcC7qurmafa5kcFvBYyPj798y5Yt0x573759jI2NzeHUDi3WwRrA4tTg9t2PLOj+n87pJx8zYx+/D56qwZo1a3ZU1cTBPv/w+Q6gqirJzK8e3/+8zcBmgImJiZqcnJy23/bt2znQtp5YB2sAi1ODizZds6D7fzq71k3O2Mfvg/nXYK539TwwNYXTvu5p7buBVUP9VrY2SdIyMdfg3wqsb8vrgauG2i9sd/ecDTxSVffNc4ySpBGacaonySeASeCEJPcCvwFcAlyRZANwN/DG1v1a4FxgJ/AY8NYFGLMkaR5mDP6qevMBNp0zTd8C3jbfQUmSFo5/uStJnTH4JakzBr8kdcbgl6TOGPyS1BmDX5I6Y/BLUmcMfknqjMEvSZ0x+CWpMwa/JHXG4Jekzhj8ktQZg1+SOmPwS1JnDH5J6ozBL0mdmfF/4JKGrd50zZIcd9clr1uS40qHIq/4JakzBr8kdcbgl6TOGPyS1BmDX5I6Y/BLUmcMfknqjMEvSZ0x+CWpMwa/JHXG4JekzvhZPZK6t1SfQQVL8zlUBr+0TE0XRu88/QkuWsKQ0qHBqR5J6syCXPEnWQu8HzgM+IOqumQhjrPUFvPXw+ErPT+iWNJ8jDz4kxwGfBB4DXAv8MUkW6vqK6M+lvqxetM1SzLN4YusDkULccV/JrCzqr4BkGQLcB6wIMG/lG/KLJUez1nS6KSqRrvD5AJgbVX9fFt/C3BWVf3Cfv02Ahvb6o8CXz3ALk8AHhzpIH8wWQdrANYArAE8VYMXVNWJB/vkJburp6o2A5tn6pfk5qqaWIQhLWvWwRqANQBrAPOvwULc1bMbWDW0vrK1SZKWgYUI/i8CpyZ5YZJnAm8Cti7AcSRJczDyqZ6qeiLJLwB/weB2zg9X1Z3z2OWM00GdsA7WAKwBWAOYZw1G/uauJGl58y93JakzBr8kdWZZB3+StUm+mmRnkk1LPZ6FkuTDSfYkuWOo7bgk1yf5Wvt6bGtPkg+0mtyW5GVLN/LRSbIqyY1JvpLkziRvb+3d1CHJUUm+kOTLrQbvae0vTPL5dq6fbDdNkOTItr6zbV+9lOMfpSSHJbklydVtvasaJNmV5PYktya5ubWN7Gdh2Qb/0Ec/vBY4DXhzktOWdlQL5qPA2v3aNgHbqupUYFtbh0E9Tm2PjcCHFmmMC+0J4J1VdRpwNvC29u/dUx0eB15dVS8BzgDWJjkbeC9waVWdAuwFNrT+G4C9rf3S1u9Q8XbgrqH1HmuwpqrOGLpff3Q/C1W1LB/AK4C/GFq/GLh4qce1gOe7GrhjaP2rwElt+STgq235vwNvnq7fofQArmLweU9d1gF4NvAl4CwGf6F5eGt/8ueCwZ1zr2jLh7d+Weqxj+DcV7ZgezVwNZAOa7ALOGG/tpH9LCzbK37gZOCeofV7W1svxqvqvrZ8PzDelg/5urRf118KfJ7O6tCmOG4F9gDXA18HHq6qJ1qX4fN8sgZt+yPA8Ys74gXxPuBXgO+19ePprwYFfCbJjvbxNjDCnwX/I5YfAFVVSbq47zbJGPBp4B1V9Q9JntzWQx2q6rvAGUlWAFcCP7bEQ1pUSX4a2FNVO5JMLvV4ltBPVNXuJM8Frk/y/4Y3zvdnYTlf8ff+0Q8PJDkJoH3d09oP2bokOYJB6H+8qv60NXdXB4Cqehi4kcG0xookUxdpw+f5ZA3a9mOAhxZ5qKP2KuANSXYBWxhM97yfvmpAVe1uX/cwuAA4kxH+LCzn4O/9ox+2Auvb8noGc95T7Re2d/LPBh4Z+vXvB1YGl/aXAXdV1e8MbeqmDklObFf6JHkWg/c47mLwAnBB67Z/DaZqcwFwQ7VJ3h9UVXVxVa2sqtUMfuZvqKp1dFSDJEcnec7UMvBTwB2M8mdhqd/EmOENjnOBv2Iwz/nupR7PAp7nJ4D7gO8wmJ/bwGCechvwNeCzwHGtbxjc7fR14HZgYqnHP6Ia/ASDec3bgFvb49ye6gD8c+CWVoM7gF9v7S8CvgDsBP4EOLK1H9XWd7btL1rqcxhxPSaBq3urQTvXL7fHnVPZN8qfBT+yQZI6s5yneiRJC8Dgl6TOGPyS1BmDX5I6Y/BLUmcMfknqjMEvSZ35/5puHDa4sGH/AAAAAElFTkSuQmCC\n","text/plain":["<Figure 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\n","text/plain":["<Figure size 432x288 with 1 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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":282},"id":"iQFQkoqe9jph","executionInfo":{"status":"ok","timestamp":1615881733746,"user_tz":-210,"elapsed":1015,"user":{"displayName":"Erfan Salavati","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggmz2YbEhjRBiZQITcg6T34VeDuIPFZ9DYQw8PaKg=s64","userId":"05241680325615283112"}},"outputId":"303f4330-04f7-41b6-9ec9-83de9be5996b"},"source":["train.isnull().sum()\r\n","\r\n","train.hist(figsize=(20,12))\r\n","\r\n","import matplotlib.pyplot as plt\r\n","for col in train.columns:\r\n","  plt.figure()\r\n","  plt.axes(title=col)\r\n","  train[col].hist()\r\n","\r\n","train['LoanAmount'].hist(bins=np.arange(0,500,10))"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f5b62632a50>"]},"metadata":{"tags":[]},"execution_count":69},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXEAAAD4CAYAAAAaT9YAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAARZUlEQVR4nO3dYYxldXnH8e9TUKGM3QXByWaXdDBuNIQtKDcIwTQzEA0VI7wgREPs0mwzb9TQdJt2adM2Jm2KL5DSpmncFOM2oQ4UJUto1G5XpqYvBHcEHXClrHSoTHQn6uzqGKJd+/TFnKXDeu/OmTv3zp3/Pd9PMpl7/uece59n7t3fnvnPOfdGZiJJKtOvDLoASVL3DHFJKpghLkkFM8QlqWCGuCQV7NyNfLCLL744x8bGutr3pz/9KRdccEFvCyqAfTdLU/uG5vZep++ZmZkfZOYl7dZtaIiPjY1x5MiRrvadnp5mfHy8twUVwL6bpal9Q3N7r9N3RLzUaZ3TKZJUMENckgpmiEtSwQxxSSqYIS5JBTPEJalghrgkFcwQl6SCGeKSVLANvWJTvTO271/WvM/cPTf3oRJJg+SRuCQVzBCXpILVCvGI2BoRj0TEtyPiaERcFxEXRcShiHih+n5hv4uVJL1W3SPx+4EvZubbgSuBo8A+4HBm7gQOV8uSpA20aohHxBbgN4EHADLz55l5ArgFOFBtdgC4tV9FSpLai8w8+wYRVwH7gW+xfBQ+A9wFzGfm1mqbABZPL5+x/yQwCTA6Onr11NRUV4UuLS0xMjLS1b4l69T37PzJNd/Xru1belHShvD5bp6m9l6n74mJiZnMbLVbVyfEW8BXgesz88mIuB/4MfCxlaEdEYuZedZ58VarlX4oxNp06nvYTzH0+W6epvZe80MhOoZ4nTnxl4GXM/PJavkR4J3A8YjYVj3ANmChbtGSpN5YNcQz8/vAdyPibdXQjSxPrTwG7K7GdgMH+1KhJKmjuldsfgx4MCJeD7wI/A7L/wE8HBF7gJeA2/tToiSpk1ohnpnPAO3mY27sbTmSpLXwik1JKpghLkkFM8QlqWCGuCQVzBCXpIIZ4pJUMENckgpmiEtSwfyMzQbp9KZZJb0xlqTX8khckgpmiEtSwQxxSSqYIS5JBTPEJalghrgkFcwQl6SCGeKSVDBDXJIKZohLUsEMcUkqmCEuSQUzxCWpYIa4JBXMEJekghniklSwWh8KERFzwE+AXwCnMrMVERcBDwFjwBxwe2Yu9qdMSVI7azkSn8jMqzKzVS3vAw5n5k7gcLUsSdpA65lOuQU4UN0+ANy6/nIkSWsRmbn6RhH/BSwCCXwqM/dHxInM3FqtD2Dx9PIZ+04CkwCjo6NXT01NdVXo0tISIyMjXe1bsk59z86f7Nlj7Nq+pWf31Ss+383T1N7r9D0xMTGzYhbkNep+UPK7M3M+It4MHIqIb69cmZkZEW3/N8jM/cB+gFarlePj4zUf8rWmp6fpdt+Sder7zg4fetyNuTt++f4Hzee7eZra+3r7rjWdkpnz1fcF4FHgGuB4RGwDqL4vdF2FJKkrq4Z4RFwQEW88fRt4L/As8Biwu9psN3CwX0VKktqrM50yCjy6PO3NucA/ZeYXI+JrwMMRsQd4Cbi9f2VKktpZNcQz80XgyjbjPwRu7EdRkqR6vGJTkgpmiEtSwQxxSSqYIS5JBTPEJalghrgkFcwQl6SCGeKSVDBDXJIKZohLUsHqvhWtBmR2/mRP33ZW0nDxSFySCmaIS1LBDHFJKpghLkkFM8QlqWCGuCQVzBCXpIIZ4pJUMENckgpmiEtSwQxxSSqYIS5JBTPEJalgtd/FMCLOAY4A85n5/oi4DJgC3gTMAB/OzJ/3p8zhN9bhnQr37trgQiQVZS1H4ncBR1csfwK4LzPfCiwCe3pZmCRpdbVCPCJ2ADcD/1AtB3AD8Ei1yQHg1n4UKEnqLDJz9Y0iHgH+Cngj8AfAncBXq6NwIuJS4AuZeUWbfSeBSYDR0dGrp6amuip0aWmJkZGRrvYtwez8ybbjo+fD8Vf6+9i7tm/p7wN0Ydif706a2jc0t/c6fU9MTMxkZqvdulXnxCPi/cBCZs5ExPhaC8zM/cB+gFarlePja74LAKanp+l23xJ0+vSevbtOce9sfz+Aae6O8b7efzeG/fnupKl9Q3N7X2/fddLheuADEfE+4Dzg14D7ga0RcW5mngJ2APNdVyFJ6sqqc+KZeXdm7sjMMeCDwJcz8w7gCeC2arPdwMG+VSlJams954n/EfD7EXGM5dMMH+hNSZKkutY02ZqZ08B0dftF4JrelyRJqssrNiWpYIa4JBXMEJekghniklQwQ1ySCmaIS1LBDHFJKpghLkkFM8QlqWCGuCQVzBCXpIL1942qVbROn/s5d8/NA70vSf/PI3FJKpghLkkFM8QlqWCGuCQVzBCXpIIZ4pJUMENckgpmiEtSwQxxSSqYIS5JBTPEJalghrgkFWzVEI+I8yLiqYj4RkQ8FxEfr8Yvi4gnI+JYRDwUEa/vf7mSpJXqHIn/DLghM68ErgJuiohrgU8A92XmW4FFYE//ypQktbNqiOeypWrxddVXAjcAj1TjB4Bb+1KhJKmjWnPiEXFORDwDLACHgO8AJzLzVLXJy8D2/pQoSeokMrP+xhFbgUeBPwU+U02lEBGXAl/IzCva7DMJTAKMjo5ePTU11VWhS0tLjIyMdLVvCWbnT7YdHz0fjr/S38fetX1L2/FONXXa/mzWel/D/nx30tS+obm91+l7YmJiJjNb7dat6ZN9MvNERDwBXAdsjYhzq6PxHcB8h332A/sBWq1Wjo+Pr+UhXzU9PU23+5bgzg6ffLN31ynune3vBzDN3THedrxTTZ22P5u13tewP9+dNLVvaG7v6+27ztkpl1RH4ETE+cB7gKPAE8Bt1Wa7gYNdVyFJ6kqdQ7xtwIGIOIfl0H84Mx+PiG8BUxHxF8DTwAN9rFOS1MaqIZ6Z3wTe0Wb8ReCafhQlSarHKzYlqWCGuCQVzBCXpIIZ4pJUMENckgpmiEtSwQxxSSqYIS5JBevvm3Lol4x1eA+Rkpyth7l7bt7ASiR5JC5JBTPEJalghrgkFcwQl6SCGeKSVDBDXJIK5imGfTIMpxJK2vw8EpekghniklQwQ1ySCmaIS1LBDHFJKpghLkkFM8QlqWCGuCQVzBCXpIKtesVmRFwK/CMwCiSwPzPvj4iLgIeAMWAOuD0zF/tXqvrFq0ulctU5Ej8F7M3My4FrgY9ExOXAPuBwZu4EDlfLkqQNtGqIZ+b3MvPr1e2fAEeB7cAtwIFqswPArf0qUpLUXmRm/Y0jxoCvAFcA/52ZW6vxABZPL5+xzyQwCTA6Onr11NRUV4UuLS0xMjLS1b6DMDt/sif3M3o+HH+lJ3e1IXZt39J2vNPPo9P2pT3fvdLUvqG5vdfpe2JiYiYzW+3W1Q7xiBgB/h34y8z8fEScWBnaEbGYmRee7T5arVYeOXKk1uOdaXp6mvHx8a72HYRezTPv3XWKe2fLebPJTh+U3Onn0Wn70p7vXmlq39Dc3uv0HREdQ7zW2SkR8Trgc8CDmfn5avh4RGyr1m8DFuoWLUnqjTpnpwTwAHA0Mz+5YtVjwG7gnur7wb5UqKJ4pou0ser8nn498GFgNiKeqcb+mOXwfjgi9gAvAbf3p0RJUierhnhm/gcQHVbf2NtyJElr4RWbklQwQ1ySCmaIS1LBDHFJKpghLkkFM8QlqWCGuCQVzBCXpIIZ4pJUMENckgpmiEtSwcp5o+pNyHfskzRoHolLUsEMcUkqmNMpNThtImmz8khckgpmiEtSwQxxSSqYIS5JBTPEJalghrgkFcxTDLUpzc6f5M42p3bO3XPzAKqRNi+PxCWpYIa4JBVs1RCPiE9HxEJEPLti7KKIOBQRL1TfL+xvmZKkduociX8GuOmMsX3A4czcCRyuliVJG2zVEM/MrwA/OmP4FuBAdfsAcGuP65Ik1RCZufpGEWPA45l5RbV8IjO3VrcDWDy93GbfSWASYHR09OqpqamuCl1aWmJkZKSrfeuanT/Z1/vvxuj5cPyVQVfRP7u2b2k7vvCjk2377rT9sNiI1/lm1dTe6/Q9MTExk5mtduvWfYphZmZEdPyfIDP3A/sBWq1Wjo+Pd/U409PTdLtvXe1OaRu0vbtOce/s8J4JOnfHeNvxv33wYNu+O20/LDbidb5ZNbX39fbd7dkpxyNiG0D1faHrCiRJXes2xB8Ddle3dwMHe1OOJGktVv09PSI+C4wDF0fEy8CfA/cAD0fEHuAl4PZ+FiltpLN9CIhXjGqzWTXEM/NDHVbd2ONaJElr5BWbklQwQ1ySCmaIS1LBDHFJKtjwXkWiInQ6E2TvrrVtD545ombySFySCmaIS1LBDHFJKpghLkkFM8QlqWCGuCQVzFMM1VhnO11xrft4eqMGxSNxSSqYIS5JBWvkdEo3v0Zr8xvk8+o0i2AwrwOPxCWpYIa4JBXMEJekgg3tnLjz3trMOr974ynuXONr13n3ZvNIXJIKZohLUsGGdjpF2gw2YlpvkKc39vKxZ+dPtp1Kcrro7DwSl6SCGeKSVLBiplM6/aolqb2mXsHatKtn13UkHhE3RcTzEXEsIvb1qihJUj1dh3hEnAP8HfBbwOXAhyLi8l4VJkla3XqOxK8BjmXmi5n5c2AKuKU3ZUmS6ojM7G7HiNuAmzLzd6vlDwPvysyPnrHdJDBZLb4NeL7LWi8GftDlviWz72Zpat/Q3N7r9P3rmXlJuxV9/8NmZu4H9q/3fiLiSGa2elBSUey7WZraNzS39/X2vZ7plHng0hXLO6oxSdIGWU+Ifw3YGRGXRcTrgQ8Cj/WmLElSHV1Pp2TmqYj4KPAl4Bzg05n5XM8q+2XrnpIplH03S1P7hub2vq6+u/7DpiRp8LzsXpIKZohLUsGKCPFhvrw/Ij4dEQsR8eyKsYsi4lBEvFB9v7Aaj4j4m+rn8M2IeOfgKl+fiLg0Ip6IiG9FxHMRcVc1PtS9R8R5EfFURHyj6vvj1fhlEfFk1d9D1ckCRMQbquVj1fqxQda/XhFxTkQ8HRGPV8tD33dEzEXEbEQ8ExFHqrGevc43fYg34PL+zwA3nTG2DzicmTuBw9UyLP8MdlZfk8Dfb1CN/XAK2JuZlwPXAh+pntdh7/1nwA2ZeSVwFXBTRFwLfAK4LzPfCiwCe6rt9wCL1fh91XYluws4umK5KX1PZOZVK84H793rPDM39RdwHfClFct3A3cPuq4e9zgGPLti+XlgW3V7G/B8dftTwIfabVf6F3AQeE+Tegd+Ffg68C6Wr9g7txp/9TXP8tlf11W3z622i0HX3mW/O6rAugF4HIiG9D0HXHzGWM9e55v+SBzYDnx3xfLL1dgwG83M71W3vw+MVreH8mdR/ar8DuBJGtB7NaXwDLAAHAK+A5zIzFPVJit7e7Xvav1J4E0bW3HP/DXwh8D/Vstvohl9J/CvETFTvQ0J9PB1Xsz7iTdVZmZEDO15oBExAnwO+L3M/HFEvLpuWHvPzF8AV0XEVuBR4O0DLqnvIuL9wEJmzkTE+KDr2WDvzsz5iHgzcCgivr1y5Xpf5yUciTfx8v7jEbENoPq+UI0P1c8iIl7HcoA/mJmfr4Yb0TtAZp4AnmB5GmFrRJw+qFrZ26t9V+u3AD/c4FJ74XrgAxExx/I7nt4A3M/w901mzlffF1j+T/saevg6LyHEm3h5/2PA7ur2bpbni0+P/3b1F+xrgZMrfiUrSiwfcj8AHM3MT65YNdS9R8Ql1RE4EXE+y38HOMpymN9WbXZm36d/HrcBX85qsrQkmXl3Zu7IzDGW/w1/OTPvYMj7jogLIuKNp28D7wWepZev80FP+tf8w8D7gP9kee7wTwZdT497+yzwPeB/WJ7/2sPy3N9h4AXg34CLqm2D5TN1vgPMAq1B17+Ovt/N8lzhN4Fnqq/3DXvvwG8AT1d9Pwv8WTX+FuAp4Bjwz8AbqvHzquVj1fq3DLqHHvwMxoHHm9B31d83qq/nTudXL1/nXnYvSQUrYTpFktSBIS5JBTPEJalghrgkFcwQl6SCGeKSVDBDXJIK9n/SupP/9rPlagAAAABJRU5ErkJggg==\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Vilrh9osEHSD"},"source":["# Pairs of Features"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":198},"id":"0HZCA9paEWRo","executionInfo":{"status":"ok","timestamp":1615900070004,"user_tz":-210,"elapsed":1125,"user":{"displayName":"Erfan Salavati","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggmz2YbEhjRBiZQITcg6T34VeDuIPFZ9DYQw8PaKg=s64","userId":"05241680325615283112"}},"outputId":"34c977bd-91cf-4c95-c6c0-c89f41fa96b0"},"source":["train.columns\r\n","train.groupby('Gender')\r\n","train.groupby(['Gender']).size()\r\n","train.groupby(['Gender']).mean()\r\n","train.groupby(['Gender'])['LoanAmount'].max()\r\n","\r\n","\r\n","\r\n","train.groupby(['Gender','Married'])\r\n","train.groupby(['Gender','Married']).size()\r\n","train.groupby(['Gender','Married']).size().plot.bar()\r\n","train.groupby(['Gender','Married']).size().unstack()\r\n","train.groupby(['Gender','Married']).size().unstack().plot.bar()\r\n","train.groupby(['Gender','Married']).mean()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th></th>\n","      <th>ApplicantIncome</th>\n","      <th>CoapplicantIncome</th>\n","      <th>LoanAmount</th>\n","      <th>Loan_Amount_Term</th>\n","      <th>Credit_History</th>\n","    </tr>\n","    <tr>\n","      <th>Gender</th>\n","      <th>Married</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th rowspan=\"2\" valign=\"top\">Female</th>\n","      <th>No</th>\n","      <td>4503.787500</td>\n","      <td>1020.012500</td>\n","      <td>116.115385</td>\n","      <td>355.012987</td>\n","      <td>0.821918</td>\n","    </tr>\n","    <tr>\n","      <th>Yes</th>\n","      <td>4829.645161</td>\n","      <td>1370.838710</td>\n","      <td>153.322581</td>\n","      <td>349.161290</td>\n","      <td>0.851852</td>\n","    </tr>\n","    <tr>\n","      <th rowspan=\"2\" valign=\"top\">Male</th>\n","      <th>No</th>\n","      <td>5236.146154</td>\n","      <td>1529.430769</td>\n","      <td>136.088000</td>\n","      <td>348.562500</td>\n","      <td>0.845528</td>\n","    </tr>\n","    <tr>\n","      <th>Yes</th>\n","      <td>5529.540616</td>\n","      <td>1828.330308</td>\n","      <td>154.011662</td>\n","      <td>335.931034</td>\n","      <td>0.846626</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                ApplicantIncome  ...  Credit_History\n","Gender Married                   ...                \n","Female No           4503.787500  ...        0.821918\n","       Yes          4829.645161  ...        0.851852\n","Male   No           5236.146154  ...        0.845528\n","       Yes          5529.540616  ...        0.846626\n","\n","[4 rows x 5 columns]"]},"metadata":{"tags":[]},"execution_count":205}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":301},"id":"c9McyMItQLe6","executionInfo":{"status":"ok","timestamp":1615885201130,"user_tz":-210,"elapsed":673,"user":{"displayName":"Erfan Salavati","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggmz2YbEhjRBiZQITcg6T34VeDuIPFZ9DYQw8PaKg=s64","userId":"05241680325615283112"}},"outputId":"0bd466bb-0d83-4403-9297-7967d4dc1073"},"source":["train.groupby(['Gender','Dependents'])\r\n","train.groupby(['Married','Dependents']).size().unstack(level=0).plot.bar()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f5b62c4d190>"]},"metadata":{"tags":[]},"execution_count":111},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":323},"id":"H8Ntc9S5Q7lp","executionInfo":{"status":"ok","timestamp":1615885297856,"user_tz":-210,"elapsed":689,"user":{"displayName":"Erfan Salavati","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggmz2YbEhjRBiZQITcg6T34VeDuIPFZ9DYQw8PaKg=s64","userId":"05241680325615283112"}},"outputId":"c78dc2df-a5be-4292-cd9c-140705fbc59b"},"source":["train.groupby(['Gender','Loan_Status']).size().unstack().plot.bar()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f5b60faaf50>"]},"metadata":{"tags":[]},"execution_count":113},{"output_type":"display_data","data":{"image/png":"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size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":354},"id":"DbCffrGcrEC-","executionInfo":{"status":"ok","timestamp":1615892077811,"user_tz":-210,"elapsed":711,"user":{"displayName":"Erfan Salavati","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggmz2YbEhjRBiZQITcg6T34VeDuIPFZ9DYQw8PaKg=s64","userId":"05241680325615283112"}},"outputId":"94fa67e7-7807-465e-e93b-56659fc02c80"},"source":["train.groupby(['Education','Loan_Status']).size().unstack().plot.bar()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":376},"id":"6pLTtbUBepmS","executionInfo":{"status":"ok","timestamp":1615900364681,"user_tz":-210,"elapsed":1308,"user":{"displayName":"Erfan Salavati","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggmz2YbEhjRBiZQITcg6T34VeDuIPFZ9DYQw8PaKg=s64","userId":"05241680325615283112"}},"outputId":"b436307a-f01f-4774-8d6e-b06e06506c69"},"source":["train['LoanAmount'].hist(by=train['Gender'])\r\n","train['LoanAmount'].hist(by=train['Married'])\r\n","train['LoanAmount'].hist(by=train['Dependents'])"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f5b5fb5bbd0>,\n","        <matplotlib.axes._subplots.AxesSubplot object at 0x7f5b5faa4350>],\n","       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f5b5ec487d0>,\n","        <matplotlib.axes._subplots.AxesSubplot object at 0x7f5b5ec83d50>]],\n","      dtype=object)"]},"metadata":{"tags":[]},"execution_count":208},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 4 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":447},"id":"xTA5kKUtgVJr","executionInfo":{"status":"ok","timestamp":1615900519283,"user_tz":-210,"elapsed":1525,"user":{"displayName":"Erfan Salavati","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggmz2YbEhjRBiZQITcg6T34VeDuIPFZ9DYQw8PaKg=s64","userId":"05241680325615283112"}},"outputId":"f9525f43-3b19-4dca-f213-e49e9ed6e454"},"source":["bins = np.arange(0,500,20)\r\n","grouped = train.groupby(['Gender', pd.cut(train['LoanAmount'], bins)])\r\n","grouped.size().unstack(level=0).plot.bar(figsize=(10,6))"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f5b6522d910>"]},"metadata":{"tags":[]},"execution_count":210},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":447},"id":"hJrZG2TUjOib","executionInfo":{"status":"ok","timestamp":1615900530906,"user_tz":-210,"elapsed":1059,"user":{"displayName":"Erfan Salavati","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggmz2YbEhjRBiZQITcg6T34VeDuIPFZ9DYQw8PaKg=s64","userId":"05241680325615283112"}},"outputId":"0bed8737-f95b-4222-f35d-d76e84e3b3cd"},"source":["bins = np.arange(0,500,40)\r\n","grouped = train.groupby(['Loan_Status', pd.cut(train['LoanAmount'], bins)])\r\n","grouped.size().unstack(level=0).plot.bar(figsize=(10,6))"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f5b627cfe50>"]},"metadata":{"tags":[]},"execution_count":211},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAlYAAAGdCAYAAADQYj31AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3deZRldX3v/fcHGmgRmdsWabABiYpMSjPE4TpwjWAc8EYFHxQwRGIciMNNRJNHyeMQSUxUYpSFYmgjURRFURyDIt5cQQERUERQQBoRWpQWBAzI9/lj726qi+4aunb1Prt4v9aq1ad+e59zPn1WnVPf+u3fkKpCkiRJM7dB3wEkSZLmCgsrSZKkjlhYSZIkdcTCSpIkqSMWVpIkSR2xsJIkSerIvMlOSPIR4NnAzVW1+7hjbwDeDSyoql8mCfA+4FnAHcBRVXXxZM+x7bbb1uLFi9chviRJ0vp10UUX/bKqFqzp2KSFFXAq8H7go2Mbk+wA/BHwszHNBwO7tl/7Ax9s/53Q4sWLufDCC6cQRZIkqV9JrlvbsUkvBVbVecCv1nDoPcBfA2NXGH0e8NFqnA9smWS7aeaVJEkapHUaY5XkecANVfX9cYe2B64f8/2ytk2SJGnOm8qlwNUk2RR4M81lwHWW5BjgGIAdd9xxJg8lSZI0EqZdWAG7ADsB32/GqrMIuDjJfsANwA5jzl3Utt1PVZ0MnAywZMkSNyyUJGkE3H333Sxbtoy77rqr7yi9mz9/PosWLWKjjTaa8n2mXVhV1WXAQ1d+n+RaYEk7K/As4NVJPkEzaH1FVd043eeQJEn9WLZsGQ95yENYvHgxbQfKA1JVccstt7Bs2TJ22mmnKd9v0jFWST4OfBt4VJJlSY6e4PQvAj8FrgY+BLxyykkkSVLv7rrrLrbZZpsHdFEFkIRtttlm2j13k/ZYVdWLJzm+eMztAl41rQSSJGmkPNCLqpXW5XVw5XVJkqSOWFhJkqQJbbbZZuv1+e69916OPfZYdt99d/bYYw/23XdfrrnmGgDe+c53Tukxpnpe1yysJEnSSDn99NP5+c9/zqWXXspll13GmWeeyZZbbglYWEmSpDnokksu4YADDmDPPffk+c9/Pr/+9a8B+NCHPsS+++7LXnvtxZ/8yZ9wxx13AHDUUUdx7LHH8oQnPIGdd96ZM844Y62PfeONN7LddtuxwQZNmbJo0SK22morjjvuOO6880723ntvDj/8cAAOOeQQ9tlnHx772Mdy8sknA9zvvGuvvZbdd79vu+N3v/vdHH/88QCceOKJ7Lbbbuy5554cdthhM35d0ow379eSJUvKvQIlSerfFVdcwWMe85jV2jbbbDNuv/321dr23HNP/uVf/oWnPOUpvOUtb+E3v/kN733ve7nlllvYZpttAPjbv/1bFi5cyGte8xqOOuoofvvb33L66afzox/9iOc+97lcffXVa8ywbNkynvSkJ7Hlllty4IEH8pKXvITHPe5xa8zyq1/9iq233po777yTfffdl29+85tss802q5137bXX8uxnP5vLL78caAqr22+/neOPP56HP/zhXHPNNWyyySbceuutq3rGJno9klxUVUvWlN0eK0mSNC0rVqzg1ltv5SlPeQoARx55JOeddx4Al19+OU9+8pPZY489OO200/jBD36w6n6HHHIIG2ywAbvtths33XTTWh9/0aJFXHnllfz93/89G2ywAQceeCDnnHPOGs898cQT2WuvvTjggAO4/vrrueqqq6b1f9lzzz05/PDD+djHPsa8eeuybvrqZv4I0njHbzHN81fMTg5J0np31FFH8dnPfpa99tqLU089lXPPPXfVsU022WTV7cmumG2yySYcfPDBHHzwwSxcuJDPfvazHHjggaudc+655/Kf//mffPvb32bTTTflqU996hrXnZo3bx733nvvqu/HnnP22Wdz3nnn8fnPf553vOMdXHbZZTMqsOyxkiRJ07LFFluw1VZb8a1vfQuAf//3f1/Ve3Xbbbex3Xbbcffdd3Paaaet0+NffPHF/PznPweaGYKXXnopj3jEIwDYaKONuPvuu4Gm52yrrbZi00035Uc/+hHnn3/+qscYe97ChQu5+eabueWWW/jd737HF77whVWPff311/O0pz2NE044gRUrVtzvkud02WMlSZImdMcdd7Bo0aJV37/+9a9n6dKlvOIVr+COO+5g55135t/+7d8AeNvb3sb+++/PggUL2H///bntttum/Xw333wzL3/5y/nd734HwH777cerX/1qAI455hj23HNPHv/4x/ORj3yEk046icc85jE86lGP4oADDlj1GGPPO+2003jLW97Cfvvtx/bbb8+jH/1oAH7/+9/zkpe8hBUrVlBVHHvssfcbYzVdDl5X97wUKEmDtabB2g9kDl6XJEnqiZcCJUlSLy677DJe+tKXrta2ySabcMEFF/SUaOYsrCRJUi/22GMPLrnkkr5jdMpLgZIkSR2xsJIkSeqIhZUkSVJHLKwkSdKgJeENb3jDqu/HbrK8vjl4XZIkdWbxcWd3+njXvuuPJz1nk0024TOf+QxvetOb2HbbbTt9/umyx0qSJA3avHnzOOaYY3jPe97TdxQLK0mSNHyvetWrOO2001ixot/dPCysJEnS4G2++eYcccQRnHjiib3msLCSJElzwmtf+1pOOeUUfvvb3/aWwcJKkiTNCVtvvTUvetGLOOWUU3rLYGElSZLmjDe84Q388pe/7O35XW5BkiR1ZirLI3Tt9ttvX3V74cKF3HHHHes9w0r2WEmSJHXEwkqSJKkjFlaSJEkdsbCSJEnqiIWVJElSRyysJEmSOmJhJUmSBquqeNKTnsSXvvSlVW2f+tSnOOigg3rJ4zpWkiSpO8dv0fHjTbypchJOOukkXvjCF/K0pz2Ne+65hze/+c18+ctf7jbHFFlYSZKkQdt99915znOewwknnMBvf/tbjjjiCHbZZZdeslhYSZKkwXvrW9/K4x//eDbeeGMuvPDC3nJYWEmSpMF78IMfzKGHHspmm23GJpts0lsOB69LkqQ5YYMNNmCDDfotbSZ99iQfSXJzksvHtP1jkh8luTTJmUm2HHPsTUmuTnJlkmfOVnBJkqRRM5Wy7lRg/JzFrwG7V9WewI+BNwEk2Q04DHhse58PJNmws7SSJEkjbNIxVlV1XpLF49q+Oubb84EXtLefB3yiqn4HXJPkamA/4NudpJUkSaNtkuURZvWpjz++t+deqYsLkX8KrFyVa3vg+jHHlrVtkiRJc96MZgUm+RvgHuC0dbjvMcAxADvuuONMYkjdme7Cdj3+ZSZJGj3r3GOV5Cjg2cDhVVVt8w3ADmNOW9S23U9VnVxVS6pqyYIFC9Y1hiRJ0shYp8IqyUHAXwPPrao7xhw6CzgsySZJdgJ2Bb4z85iSJGl9ua+/5IFtXV6HqSy38HGaweePSrIsydHA+4GHAF9LckmSk9oAPwA+CfwQ+DLwqqr6/bRTSZKkXsyfP59bbrnlAV9cVRW33HIL8+fPn9b9pjIr8MVraD5lgvPfAbxjWikkSdJIWLRoEcuWLWP58uV9R+nd/PnzWbRo0bTu45Y2kiRplY022oiddtqp7xiD5ZY2kiRJHbGwkiRJ6oiFlSRJUkcsrCRJkjpiYSVJktQRCytJkqSOWFhJkiR1xMJKkiSpIxZWkiRJHbGwkiRJ6oiFlSRJUkcsrCRJkjpiYSVJktQRCytJkqSOWFhJkiR1xMJKkiSpIxZWkiRJHbGwkiRJ6oiFlSRJUkcsrCRJkjpiYSVJktQRCytJkqSOWFhJkiR1xMJKkiSpIxZWkiRJHbGwkiRJ6oiFlSRJUkcsrCRJkjpiYSVJktQRCytJkqSOWFhJkiR1xMJKkiSpIxZWkiRJHbGwkiRJ6oiFlSRJUkcsrCRJkjoyaWGV5CNJbk5y+Zi2rZN8LclV7b9bte1JcmKSq5NcmuTxsxlekiRplEylx+pU4KBxbccB51TVrsA57fcABwO7tl/HAB/sJqYkSdLom7SwqqrzgF+Na34esLS9vRQ4ZEz7R6txPrBlku26CitJkjTK1nWM1cKqurG9/QtgYXt7e+D6Mecta9skSZLmvBkPXq+qAmq690tyTJILk1y4fPnymcaQJEnq3boWVjetvMTX/ntz234DsMOY8xa1bfdTVSdX1ZKqWrJgwYJ1jCFJkjQ61rWwOgs4sr19JPC5Me1HtLMDDwBWjLlkKEmSNKfNm+yEJB8Hngpsm2QZ8FbgXcAnkxwNXAe8qD39i8CzgKuBO4CXzUJmSZKkkTRpYVVVL17LoQPXcG4Br5ppKEmSpCFy5XVJkqSOWFhJkiR1xMJKkiSpIxZWkiRJHbGwkiRJ6oiFlSRJUkcsrCRJkjpiYSVJktQRCytJkqSOWFhJkiR1xMJKkiSpIxZWkiRJHbGwkiRJ6oiFlSRJUkcsrCRJkjpiYSVJktQRCytJkqSOWFhJkiR1xMJKkiSpIxZWkiRJHbGwkiRJ6oiFlSRJUkcsrCRJkjpiYSVJktQRCytJkqSOWFhJkiR1xMJKkiSpIxZWkiRJHbGwkiRJ6oiFlSRJUkcsrCRJkjpiYSVJktQRCytJkqSOWFhJkiR1xMJKkiSpIxZWkiRJHbGwkiRJ6siMCqskr0vygySXJ/l4kvlJdkpyQZKrk5yeZOOuwkqSJI2ydS6skmwPHAssqardgQ2Bw4ATgPdU1SOBXwNHdxFUkiRp1M30UuA84EFJ5gGbAjcCTwfOaI8vBQ6Z4XNIkiQNwjoXVlV1A/Bu4Gc0BdUK4CLg1qq6pz1tGbD9TENKkiQNwUwuBW4FPA/YCXg48GDgoGnc/5gkFya5cPny5esaQ5IkaWTM5FLg/wSuqarlVXU38BngicCW7aVBgEXADWu6c1WdXFVLqmrJggULZhBDkiRpNMyksPoZcECSTZMEOBD4IfAN4AXtOUcCn5tZREmSpGGYyRirC2gGqV8MXNY+1snAG4HXJ7ka2AY4pYOckiRJI2/e5KesXVW9FXjruOafAvvN5HElSZKGyJXXJUmSOmJhJUmS1BELK0mSpI5YWEmSJHXEwkqSJKkjFlaSJEkdsbCSJEnqiIWVJElSRyysJEmSOmJhJUmS1BELK0mSpI5YWEmSJHXEwkqSJKkjFlaSJEkdsbCSJEnqiIWVJElSRyysJEmSOmJhJUmS1BELK0mSpI5YWEmSJHXEwkqSJKkjFlaSJEkdsbCSJEnqiIWVJElSRyysJEmSOmJhJUmS1BELK0mSpI5YWEmSJHXEwkqSJKkjFlaSJEkdsbCSJEnqiIWVJElSRyysJEmSOmJhJUmS1BELK0mSpI5YWEmSJHXEwkqSJKkjMyqskmyZ5IwkP0pyRZI/TLJ1kq8luar9d6uuwkqSJI2ymfZYvQ/4clU9GtgLuAI4DjinqnYFzmm/lyRJmvPWubBKsgXwP4BTAKrqv6vqVuB5wNL2tKXAITMNKUmSNAQz6bHaCVgO/FuS7yX5cJIHAwur6sb2nF8AC2caUpIkaQhmUljNAx4PfLCqHgf8lnGX/aqqgFrTnZMck+TCJBcuX758BjEkSZJGw0wKq2XAsqq6oP3+DJpC66Yk2wG0/968pjtX1clVtaSqlixYsGAGMSRJkkbDOhdWVfUL4Pokj2qbDgR+CJwFHNm2HQl8bkYJJUmSBmLeDO//GuC0JBsDPwVeRlOsfTLJ0cB1wItm+BySJEmDMKPCqqouAZas4dCBM3lcSZKkIXLldUmSpI5YWEmSJHXEwkqSJKkjFlaSJEkdsbCSJEnqiIWVJElSR2a6jpWkUXD8FtM8f8Xs5JCkBzh7rCRJkjpiYSVJktQRCytJkqSOWFhJkiR1xMHrmpLFx5095XOvnT+LQSRJGmH2WEmSJHXEwkqSJKkjFlaSJEkdsbCSJEnqiIWVJElSRyysJEmSOmJhJUmS1BELK0mSpI5YWEmSJHXEwkqSJKkjFlaSJEkdsbCSJEnqiIWVJElSRyysJEmSOmJhJUmS1JF5fQeQZtPi486e1vnXzp+lIJKkBwR7rCRJkjpiYSVJktQRCytJkqSOWFhJkiR1xMJKkiSpIxZWkiRJHXG5hVF2/BbTPH/F7OSQJElTYo+VJElSRyysJEmSOjLjwirJhkm+l+QL7fc7JbkgydVJTk+y8cxjSpIkjb4ueqz+ErhizPcnAO+pqkcCvwaO7uA5JEmSRt6MCqski4A/Bj7cfh/g6cAZ7SlLgUNm8hySJElDMdMeq/cCfw3c236/DXBrVd3Tfr8M2H6GzyFJkjQI61xYJXk2cHNVXbSO9z8myYVJLly+fPm6xpAkSRoZM+mxeiLw3CTXAp+guQT4PmDLJCvXx1oE3LCmO1fVyVW1pKqWLFiwYAYxJEmSRsM6F1ZV9aaqWlRVi4HDgK9X1eHAN4AXtKcdCXxuxiklSZIGYDbWsXoj8PokV9OMuTplFp5DkiRp5HSypU1VnQuc297+KbBfF48rSZI0JK68LkmS1BELK0mSpI5YWEmSJHXEwkqSJKkjFlaSJEkdsbCSJEnqiIWVJElSRyysJEmSOmJhJUmS1BELK0mSpI5YWEmSJHXEwkqSJKkjFlaSJEkdsbCSJEnqiIWVJElSRyysJEmSOmJhJUmS1BELK0mSpI5YWEmSJHXEwkqSJKkjFlaSJEkdsbCSJEnqiIWVJElSRyysJEmSOmJhJUmS1BELK0mSpI5YWEmSJHXEwkqSJKkjFlaSJEkdmdd3AElrtvi4s6d87rXzZzGIJGnK7LGSJEnqiIWVJElSR7wUuB5N59IOeHlHkqShscdKkiSpIxZWkiRJHbGwkiRJ6oiFlSRJUkfWubBKskOSbyT5YZIfJPnLtn3rJF9LclX771bdxZUkSRpdM+mxugd4Q1XtBhwAvCrJbsBxwDlVtStwTvu9JEnSnLfOhVVV3VhVF7e3bwOuALYHngcsbU9bChwy05CSJElD0MkYqySLgccBFwALq+rG9tAvgIVdPIckSdKom3FhlWQz4NPAa6vqN2OPVVUBtZb7HZPkwiQXLl++fKYxJEmSejejwirJRjRF1WlV9Zm2+aYk27XHtwNuXtN9q+rkqlpSVUsWLFgwkxiSJEkjYSazAgOcAlxRVf885tBZwJHt7SOBz617PEmSpOGYyV6BTwReClyW5JK27c3Au4BPJjkauA540cwiSpIkDcM6F1ZV9X+ArOXwgev6uJIkSUPlyuuSJEkdsbCSJEnqiIWVJElSRyysJEmSOmJhJUmS1BELK0mSpI7MZB0rSXrgOn6LaZ6/YnZySBop9lhJkiR1xMJKkiSpI14KlNQvL6lJmkPssZIkSeqIhZUkSVJHLKwkSZI6YmElSZLUEQsrSZKkjlhYSZIkdcTCSpIkqSMWVpIkSR2xsJIkSeqIhZUkSVJH5v6WNm6XIa1Xi487e1rnXzt/loJIUg/ssZIkSerI3O+xkqQpmk5vmz1tktbEHitJkqSOWFhJkiR1xMJKkiSpIxZWkiRJHXHwuiQN3LSXuHjXH89SEkn2WEmSJHXEHitJeqBx4WRp1thjJUmS1BELK0mSpI5YWEmSJHXEwkqSJKkjDl6XJPVmWvszDnmZCCcMPGDYYyVJktSRQfZYuQO9JD0A2euz/g35Ne8p+6z1WCU5KMmVSa5OctxsPY8kSdKomJUeqyQbAv8KPANYBnw3yVlV9cPZeD5JktanaW8j5NWTGRvKaz5bPVb7AVdX1U+r6r+BTwDPm6XnkiRJGgmzVVhtD1w/5vtlbZskSdKclarq/kGTFwAHVdWftd+/FNi/ql495pxjgGPabx8FXNl5kMa2wC9n6bFn21CzDzU3DDf7UHPDcLMPNTcMN/tQc8Nwsw81N8xu9kdU1YI1HZitWYE3ADuM+X5R27ZKVZ0MnDxLz79KkguraslsP89sGGr2oeaG4WYfam4Ybvah5obhZh9qbhhu9qHmhv6yz9alwO8CuybZKcnGwGHAWbP0XJIkSSNhVnqsquqeJK8GvgJsCHykqn4wG88lSZI0KmZtgdCq+iLwxdl6/GmY9cuNs2io2YeaG4abfai5YbjZh5obhpt9qLlhuNmHmht6yj4rg9clSZIeiNwrUJIkqSMWVpIkSR0Z5CbMc1GSx0/htLur6rJZD/MAMdTXPMnWUzjt3qq6ddbDSJJWM6fGWCX5zWSnADdW1R+sjzzTkeQ2mmUqMsFpO1XV4vWTaGqSTGUZjV9V1VGznWW6Bvya3wX8nIlzb1hVO66nSFM21PfoUHPDcLMPNTdAkkuncNryqjpw1sNMw8A/z0cm+1zrsfpJVT1uohOSfG99hZmm71bV0yc6IcnX11eYaXgM8GcTHA/NhtyjaKiv+RUD/jkf6nt0qLlhuNmHmhuaZYaeNcHxMJprOw7583xkss+1Hqudq+qnMz1HU5fkRVX1yZmeo6lLMr+q7prpOX0Y6nt0qLlhuNmHmhsgyZOq6v/M9Jz1bcif56OUfU4VVislWch9mz7fUFU39ZlnqpJsARzEmOzAVxwrM3uG+ponCbAfq+f+Tg3kDT3g9+ggc8Nwsw8190orx0RW1a/6zqL1Y04VVkn2Bk4CtuC+vQkXAbcCr6yqi/vKNpkkRwBvBb7K6tmfAfxdVX20r2wTaQuTNwGHAA8FCrgZ+BzwrlEuUAb8mv8R8AHgKlbP/Uian/Ov9pVtMkN9jw41Nww3+1BzAyTZEfgH4ECavAE2B74OHFdV1/aXbu0G/nk+Otmras58AZcA+6+h/QDg+33nmyT7lcCWa2jfCvhx3/kmyP0V4I3Aw8a0Paxt+2rf+eboa34FsHgN7TvRjL/qPeME2Qf5Hh1q7iFnH2ruNuO3gUNpJpGsbNuQZt/c8/vON0HuIX+ej0z2udZjdVVV7bqWY1dX1SPXd6apSvJjYN+qWjGufQvgwrX9v/qW5MqqetR0j42CAb/mVwGPqap7xrVvDPxwxH/OB/keHWpuGG72oeaGSbOv9VjfBv55PjLZ59qswC8lORv4KHB927YDcATw5d5STc07gIuTfJX7su9Ic1nqbb2lmtx1Sf4aWFrt2Id2TMRR3Pf/GFVDfc0/Anw3ySdY/ef8MOCU3lJNzVDfo0PNDcPNPtTcABcl+QCwlNWzHwmM6kxGGPbn+chkn1M9VgBJDgaex+qDes+qZlPokZZkK+CZ3H8g9a/7SzWxNvNxNK/5Q9vmm2imEp9QIz5gc4ivOUCS3YDncv+f8x/2l2pqhvoeTfIs1vyaj3RuGPRrPtTcGwNHs4bswClV9bu+sk1kyJ/na8ge4Bf0kH3OFVbjJXloVd3cd46pSDJv5eWdJJsBjwZ+Oso/zHNJks2BXWle85EurFaaCzOOhvQelaTJzKm9ApNsPf4L+E6SrTK1bUB6k+Qo4KYkP27/SrsUOAH4fpIX9xpuEkkeneTAJA8e135QX5mmIsnHkmzb3n4mcDnNa35Jkhf2Gm4CSXZM8okkNwMX0PyM39y2Le433cSG+h5Nsm+Sb7Q/Mzsk+VqSW5N8N8mEi1j2LcmGSf48yduSPGHcsb/tK9dkkrx6zPtzlyTnJfl1kguS7NF3vokkmde+5l9Kcmn79aUkr0iyUd/5piOjuUjy/bSfJ29JcnQab07yhST/2PZmrb8sc6nHKsm9wHXjmhcBy4Cqqp3Xf6qpSXIZ8DTgIcD3gcdV1U/aa8Rfq6o9ew24FkmOBV5FM1Ntb+Avq+pz7bGLq2oq+/H1IsllVbVHe/v/Av9PVV3bfpifU1V79ZtwzZJ8G3gvcEZV/b5t2xB4IfDaqjqgz3wTGep7NMl3aJbm2JJmGv3rquqMJAcCb6+qP+w14ASSfBjYFPgO8FLgm1X1+vbYyL5Hk/ygqh7b3j4b+HBVnZnkqcA7quqJvQacQJKP0yyzsJTmZxuan/Mjga2r6tC+sk0k99+KJ8Af0MygZlR/DwEk+SJwGc2yFo9pb3+SZszsXlX1vPWVZa4NXv8rmhfxr6rdODfJNVW1U7+xpuT3VfVL4JdJbq+qnwBU1U3JRFvC9e7lwD5VdXvbW3JGksVV9T6YcC+7UbBBks2r6jfAvcDPAKrql0lG+b2xbVWdPrahLbA+kWSUB93DcN+jG1XVlwCSnFBVZwBU1TlJ3t1vtEntt/IXYpL3Ax9I8hngxYz2e3Tse/ChVXUmQFWdm+QhPWWaqn3q/nsYLgPOTzMbeVRdC/wGeDtwJ83Px7eA5/SYaaoeXlXPSvMLc1lVPbVt/1aSS9ZnkDl1KbCq/olmr6C3JPnn9s03lC65nyX5+/aD70dJ/inJE5O8Fbix73AT2KCqbgeoZtG7pwIHJ/lnRvtDG+DvgG8k+VPgv4BPJTkyyamM9qyji5J8IMn+SR7efu2fZhbSKM84GvJ79K4kf9ReIq4khwAkeQrw+36jTWrjlTeq6p6qOoZmjaivA5v1lmpyZyQ5NcnOwJlJXpvkEUleRvtH0Aj7VZIXJln1OzbJBkkOBUZ2/GZVPRf4NHAyTS/PtcDdVXVdVY3vaR41G7SX/HYANls5LCLJNox5D6wPc+pS4FhJngu8mWYhxYf1nWcyaQZOv4rml8z7aWaqvYzmssnbq2oki6v2+vvrq+qSMW3zaJYEOLyqNuwt3BQkeSRNr9sf0PyFvAz4bFV9pddgE8iaZxwtAz7PCM84Gm9I79Eke9FcArwXeB3wFzSXdW4Ajqmq/+ox3oSSfAz4WFV9eVz7nwEfrKqRHfOTZuzpXwC7AJvQTJv/LM0srxUT3LVX7S/1E4Cnc18htRX3rbx+TT/JpibNeNm30bzu+1TVop4jTSrNWOT3tt++kubnBprLgn9XVSevtyxztbACSPIgYJequrzvLHNVkkXAPVX1izUce+Io/8JR/3yPaq5re0yoqlv6zjJd7R8Uf1hVJ/WdZSrasaapqnvaP/D3ptlfcr12TMypS4HjVdWdfmDPrqpatqaiqvX99RqmQ0ne0neGiSR5Zjv75RHj2v+0r0xTlftmkW429j2a0Z9Fuir3uPaRzg2QZL8k+7a3d0vy+jTrco20oeYeq6puqapbkozk3qMTqarv0yyaPAhV9fuVSxa1//6vPq72zOkeK/Uryc+qajBvyrFGOd35vVwAAA92SURBVHuSdwJPAi6mGVT63qr6l/bYyM7yguHOIh1qboB2nObBNJe6vwbsD3yDZhLBV6rqHT3GW6uh5gZIctb4JppZ31+HVWOZRk6SE9fQfATN6vdU1bHrN9HUrSF7aGbBrvfsozzzSQOQ5PVrO8RoD4wlyW/Wdgh40PrMMk3PoVmO454kxwP/kWTnqnodoz9hYKizSIeaG+AFNMXgJjQrUS+qqt+0sxkvoNnaaRQNNTc0Syv8EPgwzbjZAEuAf+oz1BQ8H/gm8FXu+7l+MXBRb4mmbk3ZD6OH7HP6UuBKSZYkeXjfOdZFklcmOXSEp/+/k2ZQ5kPGfW3G6P983QrsWlWbj/t6CKM9E3PemO7uW2kKrc2TfIr1PPtlHQx1FulQc0MzBvL3VXUH8JN2eRGq6k6awfijaqi5oSmiLgL+BlhRVecCd1bVN6vqm70mm9huwC+Bg2jWT1wK3FZVS9vbo2xkso/qL+uuvQbYM8mPR3VhtgmE5rLP4TT7lI2ai2lm0d3vr4J21tEo+yjwCJq9sMb7j/WcZTp+kuQpKz+g2zWsjk7yduBP+o02qZuS7L1yFmnbA/Rsmlmko7ya9lBzA/x3kk3bAmWflY1JtmC0C5Sh5qaq7gXe0/6x854kNzGA37dVdRvw2iT7AKelWZh11P9ABkYr+wNqjFWSh7QvvjqS5FHALdUsbjr+2MJqdxlXd9qZdCv/ch9/bPuqumH9p5qaoc4iHWpugCSbrGkJjjQ7DGxX7UKto2aoudckyR8DT6yqN/edZaqShGbZgj+sqpf0nWc6+s4+5wqr9q+Zg1h9R/GvtJdMRlqa/eoOYfXsnxu//owkSRpNc6qwSnIEzX5eX6UpSqAZRPgMmgXCRna6a5L30ixS+VFW31vqCOCqqvrLvrJJkqSpmWuF1ZXA/uN7p9pl7i+o++/dNDLa8V/3y9d2af64qnbtIZYkSZqGQQxKm4aw5n3H7mX0Z+7ctXIhvHH2Be5a32EkSdL0jfwshWl6B3Bxkq/S7CkFzaqxz6DZ92iUHQV8MM2mtCsvBe4ArGiPDUqSVwK3AJ9euTTAUCS5or35r1X1/l7DTMNQcwMk+U/gbprsX+g7z1QNNTcMN/tQc8NwsydZCtxBk3tQu5n0kX1OXQqEVZf9nsn9B6+P7I7iYyV5GGOyT7BdzEhL8irg0cAjRnWV4Ym0+3sdUFVn951lOgac++HAdjTZ/7XvPFM11Nww3OxDzQ3Dzd5eTdkR2K+q3th3nunoI/ucKqySpCb5D03lnFGR5J1Dmp47VEkWsnoxO4glIoaae6UkWwNU1a/6zjIdQ80Nw80+1Nww7OxaN3PtUuA3knyaZomCn61sTLIxzSKbR9LsNXVqP/HWbm17NKXd8HXE92ga5DIRSfYGTgK2YMws0iS3Aq+sqot7CzeBoeYGSLIj8A/AgTQr3yfJ5jR7qB3Xrmo+coaaG4abfai5YbjZ2+WK3kTzef5QmjHLNwOfA941yssWjVT2qpozX8B8mkXB/gv4Oc1eTdcA1wEfotlfrfeca8l+PfAxmuUVjmy/lq+83Xe+CXK/F/gizZ5MT2q/Dmvb3td3vkmyX0Izi3R8+wHA9/vON9dytxm/DRwKbDimbcP2Z+b8vvPNtdxDzj7U3EPODnwFeCPwsDFtD2vbvtp3vqFkn1OXAsdKshGwLc3+TCNbZa/UDlp/G02l/b+r6udJflpVO/ccbUJDXiYiyVVry5fk6qp65PrONBVDzQ2TZl/rsb4NNTcMN/tQc8Nwsye5sqoeNd1jo2CUss+1S4GrVNXdjPZGuqupEdrnaJruSrJvVX13XPsQlon4Uvs6f5T7ZpHuQNNrOMqXMYeaG+CiJB8AlrJ69iOB7/WWanJDzQ3DzT7U3DDc7Ncl+WtgabVjNtuxnEdx3/9jVI1M9jnbYzVkfe9zNB1JHg98EFjTMhGvqjVszjxKkhwMPI/Vx4edVVVf7C/V5Aace2PgaNaQHTil1rA33CgYam4Ybva15F4GfJ4Rzg2Dfs23Ao6jyb2wbf4FTe4TaoQH4I/L/tC2+SZ6yG5hNSKGPqNxriwTIUnSTAzhUtMDxTeSvKadTbJKko2TPL1d5OzInrJNKMn/ALZoe6fmAy9J8qyeY00qyYZJ/jzJ25I8Ydyxv+0r12SSvDrJtu3tXZKcl+TXSS5Iskff+SaSZF77mn8pyaXt15eSvKIdFzkYSX7cd4apSLJzko+0P+ebJflQksuTfCrJ4r7zTSTJM5McneQR49r/tK9MU5Hk+SuXWUiyIMnSJJclOT3Jor7zTaR9zT+Y5Kz264NJDuo717pI8vVenndEO0AecJLMB/4UOBzYiWaK7oNoit+vAh+oqpG7Np9m8+j9aMbrfYVmevGXgKcA36uqv+ox3oSSfBjYFPgO8FLgm1X1+vbYxVX1+D7zrU2SH1TVY9vbZwMfrqozkzwVeEdVPbHXgBNI8nGan+2lrL7Z+JHA1lV1aF/ZJpLkNprp22O3xtqUZkXnqqrNewk2BUnOAz5OszzHS2iWmzkd+CPg8Kp6en/p1i7JO2lmGV8MPAd4b1X9S3tsZN+fAEl+WFW7tbdPB84HPgX8T5rX/Bl95lub9vP8D2jGb459fx4BXFVVf9lXtskkuXR8E83/5UqAqtpzvWWxsBo9Q5rRmOQHwO40ReANwPZVdUf7f/heVe3ea8AJJLl05ZstyTzgAzSv+4tppkQ/rs98azN2hkuS71bVvmOOXbo+P0CmK2uZRTrZsb6lWWduS+CvxgyMvaaqduo32eSSfG/lz3KSn1XVjms6NmqSXEazRM49SbYE/gO4sqpeN8q54X7v0Yuqap8xxy6pqr37S7d2a3sPtuN+R32W91nAb4C3A3fSFFbfoinOqarr1lcWLwWOoKq6u6puHPWiqlXtuK97V37f/nsvo//ztfHKG1V1T1UdQ7NG1NeBzXpLNbkzkpyaZGfgzCSvTfKIJC8DfjbZnXv2qyQvTLLqZyPJBkkOBUZ226lqFuh9H/DxJMe2+YfyV+m9Sf4gzdYemyZZApDkkTRrK42qedXuM9p+Fj4H2DzJpxjz3h1R5yb5/5I8qL39fIAkT6OZ2DOq7mp/TsYb+Vne1Wyd9mngZGCvahZhvbuqrlufRRXYY6UZSnIC8ASasVXn0uwPeD7NpcCfVtUr+ks3sSQfAz5W41aIT/JnwAeramTH/CQ5CvgLYBdgE5rpxJ+lmf0ysh/c7ZieE4Cnc18htSXNjgjHVdU1/SSbmragejXwQmCXqnp4z5EmleRAmt7Ye4GXA68D9gI2B15eVZ/rMd5aJfkC8I9V9c1x7W8H3lxVI/uHW9tj/zc0wzuguZz2W5oZjcfVmJ1BRkkGPssbIMmDadaE3AXYp6rW+5g2CyvNWJI/pOm5Oj/JLsDzaXpOzqiqeye+tx6o0mwYTVXd0neW6UqyHc1lqpFe3mJt2skPv66q3/edZW3a3h6q6s41HNu+qm64/71GT5qtVuYN6ec8c2CWd5K9aJYsOmm9P7eFlWYiGfYyEWuT5BlV9bW+c0zXEHKn2TNtQVX9ZFz7nlU1fgDqyBhqbhhu9vYXPFX1iyQLgCfTjLP6Qb/JJjfk7GMleWdVvbnvHOuir+wWVpqRJOfSXNeecOPrqjq1l4DraPwg36EY9dxJXkSzv+TNwEbAUdWu2j/KM72GmhuGmz3Jn9Ms+Biay8dHAZfTfK78Q1Wd0l+6iQ01eztJY7wjaGYJrhxrOJJGKfuc3dJG681BNOMIPp5kTctEvHcUl4mAVbNI1ngI2GZ9ZpmOoeZuvZlm3MONSfYD/j3Jm6rqTFZfymDUDDU3DDf7q4HH0nyeXAc8su392YpmTN5IFietoWZ/PvBNms/ulT8bLwZGfmwVI5TdwkozUlV30QyM/cCQloloPZlmXZ/bx7WHZm2uUTXU3AAbVtWNAFX1nXaW1BeS7MBoz7Ibam4Ybva7q+oO4I4kP1k5zqeqfp1klHPDcLPvRjPw+yDgf1fVz5O8taqW9pxrKkYmu4WVOlMD2/iaZvbiHeNnHUGzDk0PeaZqqLkBbkuyy8qxPm0vylNpZjQ+ttdkExtqbhhu9kqyUfu58scrG9MspjyyMwJbg8xeVbcBr02yD3BamgWIRzbvWKOU3TFWktabdqbOHVV11bj2jYAXVdVp/SSb2FBzw3Czp9ne6+cr17Ia07498Jiq+s9+kk1uyNlXahcFfSXNzLqX9J1nOvrObmGlB6yhzmgcam4Ybvah5obhZh9qbhhu9qHmhtHKPoguPmmWDHXj66HmhuFmH2puGG72oeaG4WYfam4Yoez2WOkBK2ve+Ho+zTYfo7zx9SBzw3CzDzU3DDf7UHPDcLOvJffYWd4jmRtGK7uFlcSq8SZDmtEIDDc3DDf7UHPDcLMPNTcMN/tQc0P/2S2sJEmSOuIYK0mSpI5YWEmSJHXEwkrSrEsyfpX42XiO1ya5K8kWs/1ck+QY5Ia1krrhGCtJsy7J7VW12Sw/xwXAfwMfqap/m83nmiTHrP9fJY0ue6wk9SLJ3knOT3JpkjPTbFBLkpcn+W6S7yf5dJJN2/ZTk5yY5P8m+WmSF4x5rF2AzYC/pdl4dWX7UUk+m+RrSa5N8uokr0/yvfa5t54ky7lJlrS3t01y7ZjH/UySLye5Ksk/tO3vAh6U5JIkI7miuaTZZWElqS8fBd5YVXsClwFvbds/U1X7VtVewBXA0WPusx3wJODZwLvGtB8GfAL4FvCoJAvHHNsd+F/AvsA7aLZ3eRzwbeCISbJMZG/gUGAP4NAkO1TVcTRTvPeuqsOn8iJImlssrCStd+04qC3HbCS9FPgf7e3dk3wryWU0i/2N3Sj4s1V1b1X9EBhbPL0Y+ERV3Qt8GnjhmGPfqKrbqmo5sAL4fNt+GbB4kiwTOaeqVlTVXcAPgUdM4T6S5rh5fQeQpHFOBQ6pqu8nOQp46phjvxtzOwBJ9gB2Bb6WBGBj4Brg/Wu4z71jvr+XyT8D7+G+P0Dnjzs29nF/P4XHkvQAYI+VpPWuqlYAv07y5LbppcDKHqOHADe2qydP5XLai4Hjq2px+/Vw4OFJptSDNEmWa4F92tsvYGrubrNLegDyLyxJ68OmSZaN+f6faTZEPakdnP5T4GXtsf8XuABY3v77kEke+zDgWePazmzbb5pivrVleTfwySTHAGdP8bFOBi5NcrHjrKQHHpdbkCRJ6oiXAiVJkjpiYSVJktQRCytJkqSOWFhJkiR1xMJKkiSpIxZWkiRJHbGwkiRJ6oiFlSRJUkf+fzO5vmo78U4gAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 720x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":568},"id":"PdgZce4KJq_d","executionInfo":{"status":"ok","timestamp":1615891444296,"user_tz":-210,"elapsed":1522,"user":{"displayName":"Erfan Salavati","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggmz2YbEhjRBiZQITcg6T34VeDuIPFZ9DYQw8PaKg=s64","userId":"05241680325615283112"}},"outputId":"dcfcb711-0b03-47f3-b901-98cdbbcbeec9"},"source":["#train.plot.scatter(x='ApplicantIncome',y='LoanAmount',figsize=(15,9))\r\n","ax = train.plot.scatter(x='ApplicantIncome',y='LoanAmount',figsize=(15,9))\r\n","ax.set_xlim(0,40000)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(0.0, 40000.0)"]},"metadata":{"tags":[]},"execution_count":151},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1080x648 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":568},"id":"-2qFv1zmoxDU","executionInfo":{"status":"ok","timestamp":1615900857595,"user_tz":-210,"elapsed":1386,"user":{"displayName":"Erfan Salavati","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ggmz2YbEhjRBiZQITcg6T34VeDuIPFZ9DYQw8PaKg=s64","userId":"05241680325615283112"}},"outputId":"3272a05c-366f-4444-b35e-ed4297db8e9e"},"source":["color=train['Loan_Status'].replace({'Y':'blue','N':'red'})\r\n","ax = train.plot.scatter(x='ApplicantIncome',y='LoanAmount',c=color,figsize=(15,9))\r\n","ax.set_xlim(0,40000)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(0.0, 40000.0)"]},"metadata":{"tags":[]},"execution_count":215},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1080x648 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]}]}