{ "cells": [ { "cell_type": "markdown", "id": "88aa6117-b727-426f-b0ed-5555dac5bb7c", "metadata": {}, "source": [ "Import Libraries" ] }, { "cell_type": "code", "execution_count": 9, "id": "c5624e07-632a-4634-b918-7b1bc07e00e2", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib \n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "markdown", "id": "17051035-ff97-41da-9ee5-e2526bba6a2d", "metadata": {}, "source": [ "Read Input Data" ] }, { "cell_type": "code", "execution_count": 10, "id": "7da1a5be-a298-43eb-a0a6-c61720a5aeba", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
satisfaction_levellast_evaluationnumber_projectaverage_montly_hourstime_spend_companywork_accidentleftpromotion_last_5yearsis_smokerdepartmentsalary
00.380.532157.03.00yes0NaNsaleslow
10.800.865262.06.00yes0yessalesmedium
20.110.887272.04.00yes0NaNsalesmedium
30.720.875223.05.00yes0NaNsaleslow
40.370.522NaNNaN0yes0nosaleslow
50.410.502NaNNaN0yes0NaNsaleslow
60.100.776247.04.00yes0NaNsaleslow
70.920.855259.05.00yes0NaNsaleslow
80.891.005224.05.00yes0NaNsaleslow
90.420.532142.03.00yes0NaNsaleslow
\n", "
" ], "text/plain": [ " satisfaction_level last_evaluation number_project average_montly_hours \\\n", "0 0.38 0.53 2 157.0 \n", "1 0.80 0.86 5 262.0 \n", "2 0.11 0.88 7 272.0 \n", "3 0.72 0.87 5 223.0 \n", "4 0.37 0.52 2 NaN \n", "5 0.41 0.50 2 NaN \n", "6 0.10 0.77 6 247.0 \n", "7 0.92 0.85 5 259.0 \n", "8 0.89 1.00 5 224.0 \n", "9 0.42 0.53 2 142.0 \n", "\n", " time_spend_company work_accident left promotion_last_5years is_smoker \\\n", "0 3.0 0 yes 0 NaN \n", "1 6.0 0 yes 0 yes \n", "2 4.0 0 yes 0 NaN \n", "3 5.0 0 yes 0 NaN \n", "4 NaN 0 yes 0 no \n", "5 NaN 0 yes 0 NaN \n", "6 4.0 0 yes 0 NaN \n", "7 5.0 0 yes 0 NaN \n", "8 5.0 0 yes 0 NaN \n", "9 3.0 0 yes 0 NaN \n", "\n", " department salary \n", "0 sales low \n", "1 sales medium \n", "2 sales medium \n", "3 sales low \n", "4 sales low \n", "5 sales low \n", "6 sales low \n", "7 sales low \n", "8 sales low \n", "9 sales low " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('uncleandata.csv')\n", "df.head(10)" ] }, { "cell_type": "markdown", "id": "9bddbf17", "metadata": {}, "source": [ "Q1. How many rows are there ?" ] }, { "cell_type": "code", "execution_count": 11, "id": "23f914fe", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The number of rows: 15099\n" ] } ], "source": [ "print(f'The number of rows: {df.shape[0]}')" ] }, { "cell_type": "markdown", "id": "535147e0", "metadata": {}, "source": [ "Q2. How many columns are there? What are they?" ] }, { "cell_type": "code", "execution_count": 12, "id": "03436fab", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The number of columns: 11\n", "['satisfaction_level', 'last_evaluation', 'number_project', 'average_montly_hours', 'time_spend_company', 'work_accident', 'left', 'promotion_last_5years', 'is_smoker', 'department', 'salary']\n" ] } ], "source": [ "print(f'The number of columns: {df.shape[1]}')\n", "columns_detailed = df.columns.to_list()\n", "print(columns_detailed)" ] }, { "cell_type": "markdown", "id": "6740eaf8", "metadata": {}, "source": [ "Q3. How many features? What are they ?" ] }, { "cell_type": "code", "execution_count": 13, "id": "308448b6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of features: 10\n", "satisfaction_level\n", "last_evaluation\n", "number_project\n", "average_montly_hours\n", "time_spend_company\n", "work_accident\n", "promotion_last_5years\n", "is_smoker\n", "department\n", "salary\n" ] } ], "source": [ "target = 'left'\n", "print(f'Number of features: {df.shape[1] - 1}') # Substract 1 to exclude target\n", "for col in df.columns:\n", " if col != target:\n", " print(col)" ] }, { "cell_type": "markdown", "id": "409f463f", "metadata": {}, "source": [ "Q4. How many duplicates if any?" ] }, { "cell_type": "code", "execution_count": 14, "id": "a034c259", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of duplicates: 2840\n" ] } ], "source": [ "result = df.duplicated()\n", "count_duplicate = 0\n", "for item in result:\n", " if item == True:\n", " count_duplicate = count_duplicate + 1\n", "print(f'Number of duplicates: {count_duplicate}')" ] }, { "cell_type": "markdown", "id": "946a8e31", "metadata": {}, "source": [ "Q5. Remove duplicates if there are any." ] }, { "cell_type": "code", "execution_count": 15, "id": "ba5eda59", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of duplicates after removing: 0\n" ] } ], "source": [ "# Remove Duplicates\n", "df.drop_duplicates(inplace = True)\n", "\n", "# Check if Duplicates were removed\n", "result = df.duplicated()\n", "count_duplicate = 0\n", "for item in result:\n", " if item == True:\n", " count_duplicate = count_duplicate + 1\n", "print(f'Number of duplicates after removing: {count_duplicate}')" ] }, { "cell_type": "markdown", "id": "ef3838dc", "metadata": {}, "source": [ "Q6. Print the distributions of each features. What do you see?" ] }, { "cell_type": "code", "execution_count": 16, "id": "013824c6", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# # Set the figure size before creating the plot\n", "# plt.figure(figsize=(25, 10)); # Width: 10 inches, Height: 6 inches\n", "\n", "# Draw historical diagram\n", "feature = df[\"satisfaction_level\"].plot(kind='hist', bins=70);\n", "\n", "# Set title for diagram\n", "feature.set_title('Distribution for satisfaction_level', fontsize=20);\n", "\n", "# Label x-axis and y-axis\n", "feature.set_ylabel('Count', fontsize=16);\n", "feature.set_xlabel('Range of satisfaction_level', fontsize=16);\n", "\n", "# Set x-axis ticks \n", "# plt.xticks(np.arange(min(df[\"satisfaction_level\"]), max(df[\"satisfaction_level\"]), 0.03));\n" ] }, { "cell_type": "code", "execution_count": 17, "id": "652fffea", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# # Set the figure size before creating the plot\n", "# plt.figure(figsize=(25, 10)); # Width: 10 inches, Height: 6 inches\n", "\n", "# Draw historical diagram\n", "feature = df[\"last_evaluation\"].plot(kind='hist', bins=100);\n", "\n", "# Set title for diagram\n", "feature.set_title('Distribution for last_evaluation', fontsize=20);\n", "\n", "# Label x-axis and y-axis\n", "feature.set_ylabel('Count', fontsize=16);\n", "feature.set_xlabel('Range of last_evaluation', fontsize=16);\n", "\n", "# Set x-axis ticks \n", "# plt.xticks(np.arange(min(df[\"last_evaluation\"]), max(df[\"last_evaluation\"]), 0.03));" ] }, { "cell_type": "code", "execution_count": 18, "id": "6be884c7", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# # Set the figure size before creating the plot\n", "# plt.figure(figsize=(25, 10)); # Width: 10 inches, Height: 6 inches\n", "\n", "# Draw historical diagram\n", "feature = df[\"number_project\"].plot(kind='hist', bins=100);\n", "\n", "# Set title for diagram\n", "feature.set_title('Distribution for number_project', fontsize=20);\n", "\n", "# Label x-axis and y-axis\n", "feature.set_ylabel('Count', fontsize=16);\n", "feature.set_xlabel('Range of number_project', fontsize=16);\n", "\n", "# Set x-axis ticks \n", "# plt.xticks(np.arange(min(df[\"number_project\"]), max(df[\"number_project\"]), 1));" ] }, { "cell_type": "code", "execution_count": 19, "id": "46db9a9f", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# # Set the figure size before creating the plot\n", "# plt.figure(figsize=(25, 10)); # Width: 10 inches, Height: 6 inches\n", "\n", "# Draw historical diagram\n", "feature = df[\"average_montly_hours\"].plot(kind='hist', bins=500);\n", "\n", "# Set title for diagram\n", "feature.set_title('Distribution for average_montly_hours', fontsize=20);\n", "\n", "# Label x-axis and y-axis\n", "feature.set_ylabel('Count', fontsize=16);\n", "feature.set_xlabel('Range of average_montly_hours', fontsize=16);\n", "\n", "# Set x-axis ticks \n", "# plt.xticks(np.arange(min(df[\"average_montly_hours\"]), max(df[\"number_project\"]), 1));" ] }, { "cell_type": "code", "execution_count": 20, "id": "a7a0b009", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# # Set the figure size before creating the plot\n", "# plt.figure(figsize=(25, 10)); # Width: 10 inches, Height: 6 inches\n", "\n", "# Draw historical diagram\n", "feature = df[\"time_spend_company\"].plot(kind='hist', bins=24);\n", "\n", "# Set title for diagram\n", "feature.set_title('Distribution for time_spend_company', fontsize=20);\n", "\n", "# Label x-axis and y-axis\n", "feature.set_ylabel('Count', fontsize=16);\n", "feature.set_xlabel('Range of time_spend_company', fontsize=16);\n", "\n", "# Set x-axis ticks \n", "# plt.xticks(np.arange(min(df[\"time_spend_company\"]), max(df[\"time_spend_company\"]), 1));" ] }, { "cell_type": "code", "execution_count": 21, "id": "1b310643", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# # Set the figure size before creating the plot\n", "# plt.figure(figsize=(25, 10)); # Width: 10 inches, Height: 6 inches\n", "\n", "# Draw historical diagram\n", "feature = df[\"work_accident\"].plot(kind='hist', bins=2);\n", "\n", "# Set title for diagram\n", "feature.set_title('Distribution for work_accident', fontsize=20);\n", "\n", "# Label x-axis and y-axis\n", "feature.set_ylabel('Count', fontsize=16);\n", "feature.set_xlabel('Range of work_accident', fontsize=16);\n", "\n", "# Set x-axis ticks \n", "# plt.xticks(np.arange(min(df[\"work_accident\"]), max(df[\"work_accident\"]), 0.5));" ] }, { "cell_type": "code", "execution_count": 22, "id": "f781f79e", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# # Set the figure size before creating the plot\n", "# plt.figure(figsize=(25, 10)); # Width: 10 inches, Height: 6 inches\n", "\n", "# Draw historical diagram\n", "feature = df[\"promotion_last_5years\"].plot(kind='hist');\n", "\n", "# Set title for diagram\n", "feature.set_title('Distribution for promotion_last_5years', fontsize=20);\n", "\n", "# Label x-axis and y-axis\n", "feature.set_ylabel('Count', fontsize=16);\n", "feature.set_xlabel('Range of promotion_last_5years', fontsize=16);\n", "\n", "# Set x-axis ticks \n", "plt.xticks(np.arange(min(df[\"promotion_last_5years\"]), max(df[\"promotion_last_5years\"]), 0.1));" ] }, { "cell_type": "code", "execution_count": 23, "id": "a67ddebb", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkQAAAHYCAYAAACsrPf/AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAABLhklEQVR4nO3deVgVdf//8dcR8CAIKJoChoCJuWDuae67kWkumZqZWnlXmtWttFi3t1QulWWa3XW3opZ3Wd1pZnYr7pktriVqioo7SCqCuCDC/P7wd86XI4sgBw44z8d1nevizHxm5j1ngRefmfmMxTAMQwAAACZWwdUFAAAAuBqBCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCAAAmB6BCGWexWKRxWJRdHS0q0splLlz59prPnjwYK75nTt3lsViUefOnUu9tuKIjo6279eN4vDhw3r00Ud1yy23yNPT075/ixcvdnVp+brW5wslJzQ0VBaLRSNHjnR1KSgB7q4uADeOtWvXqkuXLrmmu7m5ydfXV35+fgoODlaLFi3Uvn179enTRxUrVnRBpcCVMNSiRQudPHnS1aUAKAPoIUKJy8rKUkpKig4ePKgff/xRs2bN0r333qubb75ZU6ZM0eXLl11SV3ntqXEmM/c2TJkyRSdPnpS7u7tee+01/fzzz9qxY4d27Nihbt26ubo8AKWMHiKUiMcff1xjxoyxP09PT1dKSor++OMPrVq1SitXrtRff/2lSZMm6bvvvtPSpUt100035bmu8nb/4ZEjR96QXerR0dHl5rBlYaxcuVKS1K9fPz377LMurqbwbtTPF+BqBCKUiBo1aigiIiLX9MjISD333HPauXOnhg8frm3btum3337TgAEDtGrVKg6hodQcO3ZMklSvXj0XVwKgLOCQGVyiUaNG+umnn9SsWTNJ0oYNG/Tuu++6uCqYyaVLlyRJHh4eLq4EQFlAIILLVKpUSZ9++qn9qqU33nhDmZmZudpd6yqzM2fOaOrUqbrjjjtUtWpVeXh46KabblLDhg3Vv39/vffee0pOTra3HzlypCwWi9atWydJWrdunX0btkdoaGiBNaxevVqDBg1ScHCwPDw8HNoX9bycPXv26G9/+5vCwsLk6empwMBADRo0SD///HO+y6xdu9a+jbVr1xa4/rxeP9vyo0aNsk8LCwvL9TrkXHdhrzI7ePCg/v73v6tRo0by8fGRl5eXwsPD9eijj2rHjh1FqnXTpk0aOnSobr75ZlmtVtWqVUvDhw/X7t27C1xPfnK+NzYvvfSSwz7ndTjqr7/+0j/+8Q81a9ZMVapUkaenp0JDQzV8+HBt2LChwG1efWXSli1bNHLkSIWFhclqtRb5qr3CfL62bNmihx9+WPXq1ZO3t7c8PT3tFzSMHTtWS5Ysceqh6KJ+B22ufm22bt2qYcOGKTg4WJUqVVLdunU1fvz4XCe+b9y4UYMGDVLt2rXl6empW265Rc8995zOnj17zVqL814Wxuuvv25/f/r27auLFy86zL98+bI+/vhj3XXXXQoKCpLValX16tXVsWNHzZo1K1f7nK4+7zE+Pl5PPPGEwsPD5eXlZcpzAZ3KAJxkzZo1hiRDkjF58uRCL9ezZ0/7cj/99FOu+QWtc9euXUZQUJC9TX6POXPm2JcZMWLENduHhITkW8MLL7xQYPuYmBj79ISEhFw1d+rUyZBkdOrUyVi2bJnh7e2dZw0VKlQw3nzzzTxfs5yv9Zo1awp8ffN6/XIuX9Aj57onT55sn56fefPmGVarNd/1ubm5GdOmTStUrXPmzDHc3d3zXI+Xl5exbt26Avc7Lznfm/weI0aMcFhm+fLlhq+vb4HLjB071sjKyspzmyEhIfb1vvfee3nu0/XuQ16fr5kzZxoVKlS45n6ePXu2SNvNz/V8B21yvjbz5883KlasmOey9erVMxITEw3DMIwZM2YYFoslz3bNmzcvcL+c+V7m5dlnn7WvZ/jw4UZmZqbD/H379hkNGzYscPvh4eHG3r1781x/zt8dixcvzvN3R16fCRQO5xDB5bp3764VK1ZIkn788Ue1bdu20MsOHz5cx48fl4eHh0aPHq3IyEgFBAQoOztbx48f12+//ab//ve/DstMnTpVUVFRGjVqlDZv3qyWLVsqJibGoU1+5zItWrRIf/zxhxo3bqy///3vioiI0IULF7R9+/ai7bSk48eP6/7775e7u7umTZtm/69vzZo1eu2115SWlqYJEyYoNDRUAwYMKPL6C9KqVSvt2LFD3377rf7xj39IkpYvX66goCCHdmFhYYVe5/fff6+RI0fKMAxVrlxZEyZMUPfu3eXu7q6NGzdq+vTpOnnypF544QVVqVJFjz/+eL7rWr58uX799Vfddttteuqpp9S4cWNduHBBixYt0uzZs3X+/HkNHz5c8fHxRTrvrF+/fmrZsqUkqXHjxpJyXwBQtWpV+8/bt29Xnz59dOnSJXl4eGjs2LG655575O3trW3btunVV19VQkKC/vWvf8nb21uvvfZavtvetGmTPvvsMwUHBysqKkotWrRQVlaWfvzxx0LXfy1//PGHoqKilJ2drbCwMD3xxBNq2rSp/P39lZ6ervj4eK1Zs0aLFi1y2jav5zt4td9//12ff/656tatq6ioKDVu3Fhnz57VJ598os8++0x79+5VVFSUBg4cqGeeeUZt2rTRuHHjdOutt+rkyZN6++23tWzZMm3dulVTpkzRq6++mmsbznwvr5adna1HH31UH330kSTpySef1KxZsxx6/xITE9WuXTudOHFCPj4++tvf/qbu3burZs2aSk1N1YoVKzR79mzFx8frzjvv1NatW+Xn55fn9g4fPqwHHnhAXl5emjRpkjp06CA3Nzdt2rRJlStXLnTduIqrExluHNfbQ7Ry5Ur7cg899FCu+fmtc//+/QX+92mTnZ1tnD59Otf0nP9tXYty/AfWrVs34+LFi/m2LWwPkSTDz8/P2LVrV642cXFx9v9kg4KCjIyMDIf5xe0hKmytORXUQ3Tp0iWjVq1ahiSjcuXKxrZt23K1OXjwoBEYGGjv4fnrr7/yrVWScdddd+Xab8MwjClTptjbfPPNNwXWXJDCfFZbtWpl79lavnx5rvmnT5+2/8dfoUIFIy4uLlcbW6+CJKNx48ZGSkrKdddsGAW/Z5MmTTIkGd7e3kZSUlK+6zhz5ky+vSBFUdzvYM7Xpm3btsa5c+dytRk0aJD9PfD39zcGDhxoXL582aHN5cuXjTZt2hiSjGrVquXqmTEM576XOXuIMjIyjIEDB9r3Izo6Os/X4O677zYkGcHBwcb+/fvzbLN161Z7r88//vGPXPNz/u4ICgoyDh06lOd6cH04hwguV61aNfvPKSkphV4uKSnJ/nPHjh3zbWexWBz+6y+OChUq6KOPPpLVanXK+iZNmqQGDRrkmt6oUSO9+OKLkq70JH377bdO2V5JWbRokf2qrRdffFFNmzbN1SYkJEQzZsyQJJ0/fz5Xr1xOnp6eiomJybP358knn7RPd2bvytV+++03bdq0SZL0yCOPqGfPnrnaVK1aVR988IGkK70E17ow4F//+peqVKni9FptbN+JevXqqWbNmvm28/PzU4UKxf/178zv4EcffSQvL69c0229d1lZWbp48aI++OADubm5ObRxc3PT3/72N0nSqVOntGvXLof5JfFeSleGE+ndu7f++9//ymKxaM6cOZo8eXKudnFxcVq6dKkk6Z133lGdOnXyXF+zZs00duxYSdInn3xS4LZfffVV1a5d+5o1ovAIRHC5nF28hTkp0iYwMND+89y5c51ZUr7atWuX64Tr62WxWDRixIh8548aNcre5W4bM6esstVnsVj00EMP5dtu0KBB9sMABe1Tjx49VKNGjTzn+fj4KDw8XJJ04MCB6y35mnLW9/DDD+fbrl27dvZQW9A+BQcHq0OHDs4rMA+278SuXbv022+/lei2cm5PKt53sEmTJnn+YyBJt912m/3nHj16yN/fP9912Fz9uXD2eylJp0+fVvfu3bVy5Uq5u7vr008/1RNPPJFnW9s/NF5eXurdu3eB67UFy+PHj+vIkSN5tqlYsaIGDRpU4HpQdAQiuFzOEOTr61vo5cLCwux/YN566y01atRI//znP7V69WqdP3/e6XVKjr+ciyssLEzVq1fPd/5NN91kD19xcXFO225JsNUXGhqab5CRrvwitw21UNA+1a9fv8Dt2f4oFiVAF5Wtvpw156d169aSrlz1Y7uc/2rO/OzkZ+jQofLw8FBGRobatWunPn366N///rd27txZIgOcOus7WNBYUDl71Arb7urPhbPfy8TERHXs2FG//vqrKlWqpEWLFmnYsGH5rnPz5s2SrvSMuru757qaM+fj7rvvti+Xswcup/DwcHl6eha4Hyg6AhFcLucltfn995efzz//XHfccYekK/8Vv/LKK+rWrZuqVKmiTp066d///neBl7EWlbMOvUkqMDjY2A57nD592mnbLQm2+go6TGMTEBDgsExe8jp0kpPtcE9WVlZhSywyW33+/v5ydy/4+hPbPhmGke9hX2d+dvJTv359ff7556pataouX76spUuX6vHHH1dERIRq1Kih4cOHO/0wozO+gwW93zkP7RW23dWfC2e/lytWrNDOnTslXRm2IWeIyUteQw4URn6hsjQ+S2ZEIILLbdu2zf7zrbfeWqRla9WqpY0bN2rlypUaM2aMGjVqJIvFoszMTK1fv97+x2Dv3r1OqfXqcxeKozDjz5TEf/UliX3KnzM/OwUZOHCgEhIS9P7772vAgAH2W+KcPHlSn332mTp27KiRI0cqOzvbKdsr7e9gcTjrvWzXrp09/EdHR2v9+vUFtrcFtLCwMPv98grzsF0RebXS+iyZDZfdw+ViY2PtP7dv3/661tGtWzf7DTlPnTqllStX6oMPPtDq1au1f/9+DR482CF4lQUnTpy4Zhvbf5ZX95zl/G+4oD9s586du87qisZWX35d/DnZ9ruovYGlzVbfqVOndPny5QJ7Fmz75MwT+IvDz89Pf/vb3+wnGu/atUtLlizRnDlzdPz4cc2bN0/NmjXTU0895bRtluXvoLPfy7p16+qDDz5Qly5dlJycrN69e+uHH37I9/eX7cKREydOqH79+tfspYJr0EMEl4qLi9OqVaskXTnpNL//iIqiWrVqGjx4sFatWqW+fftKujIGSXx8vEO7oo4Q7GwJCQk6depUvvP/+usv+6izV98XzsfHx/5zQVfm7dmzp8AanPUa2Oo7ePBggYcHMjMz7X8U87rXXVliq+/SpUvX/ENuO4E5PDy8TN6Pr2HDhnr++ef1yy+/yNvbW5L05Zdfltj2CvsdLC0l8V42bNhQq1atUvXq1ZWenq677ror39HlbectnT9/Xj/99NP17AJKAYEILnPhwgU9+OCD9i7qqKgop//nZPuPVVKu4f9tJyVmZGQ4dZuFZRiG5s+fn+/8uXPn2l+b7t27O8zLOWCi7YTNvPznP/8psIacJ2YW53Ww1WcYRoGXC3/99ddKTU11WKasylnfxx9/nG+7n3/+2X6Zd1nfp+DgYPuJyVd/H0pKQd/B0lJS72VERIRWrVqlatWq6ezZs7rzzjv166+/5mp3zz332H9+/fXXi1I6ShGBCC6xa9cutW/f3v7fWqdOnQocuTgv27dvL3CEaMMwHC4Hv/pyedslwwcOHHDZeS2vvPJKnr04u3fv1tSpUyVdqTPnL1TpyhU1tquWYmJi8jxBef369Xr77bcL3H7Oy6b3799f5Ppt+vfvbx/letq0afr9999ztTly5IiioqIkXTk5Nud91Mqi22+/Xa1atZJ0ZYycnId2bVJTU/Xoo49KunIYs6ifYWdbvHixzpw5k+/8I0eO6M8//5RUtFHI81Pc72BpKcn38rbbbtPKlSvl7++vtLQ09erVK9c/Ka1atbKPfbRs2bI8xyrK6eDBg/r8888LtX04DwcyUSKSk5MdLqs+d+6cUlJS9Mcff2jVqlWKjY21h5A2bdro66+/LvJdx7dv365Ro0apVatW6tOnj5o3b66AgABlZmYqISFBMTEx9l9899xzj8Mff0lq27atYmJilJycrPHjx+uBBx6wj5Hj4eGhkJCQ4rwE1xQeHq7k5GS1adNGzz33nP3WHWvXrtWrr75q70mZM2dOnl33Y8aM0WOPPaYTJ06oQ4cOmjRpkm699VadPn1aS5cu1XvvvaeWLVsWeJPYZs2aydPTUxcvXtSkSZPk7u6u0NBQ+zlKtWrVUqVKla65Lx4eHvrggw/Up08fnT17Vu3bt9czzzyjbt262W/d8eqrr9oPp73xxhsFDjlQVnzwwQdq3bq1Ll26pN69e2vcuHHq06ePKleubL/dg23Mm6ioKJcfBpw1a5aGDRum3r17q2vXrmrQoIH8/PyUkpKizZs3a86cObpw4YIkOSW8Ffc7WJpK8r1s2rSpVq5cqW7duiklJUU9e/bUqlWrHC7xj4mJUcuWLZWYmKiXX35Zy5cv10MPPaTGjRvL09NTp06d0h9//KH//e9/Wr16tfr166ehQ4c6/XVAAVwwOjZuUIW9YajtcdNNNxlTp07Nc5j9nGztr77FQmFu1CnJaN++vXHq1Klc6z179qxRp06dPJcp6Oau11KUm7suXbrU8PLyyrOGChUqGG+88Ua+28nKyjL69euX735HREQYx48fv2btOW9IefWjqDd3nTt3rtNu7lqQotx2pbjbKukbghZVQZ+vnLd2uN734HpruZ7vYGFfm8K8VwkJCfZ2MTExebYp6fdy8+bNRpUqVQxJhr+/v7F9+3aH+QcPHrTfQuRaj1GjRuVavzM+98gfPUQocRUqVJCPj4/8/PwUEhKiFi1aqEOHDrr77ruLdQLq/fffr9DQUMXGxurHH3/U0aNHdeLECV2+fFk1atRQ8+bNNWTIEA0ePDjP2xRUrlzZftPRFStW6NChQyU2oGN+evfurc2bN2vGjBlavXq1EhMTVaVKFXXo0EETJkywj++SlwoVKujrr7/W+++/r7lz59rPfbjllls0ePBgPf3009ccz0e6cguA8PBwzZ8/Xzt37lRqaup1j+8zYsQIderUSbNmzdKKFSt0+PBhZWdnKygoSF27dtW4cePsN1UtL3r27Kl9+/Zp1qxZWrZsmQ4cOKCMjAzVrFlTHTp00GOPPXbdV0c625dffqmVK1cqNjZW27dvV1JSkk6ePClPT0+FhoaqY8eOeuyxx5z2HhT3O1jaSvq9bNGihVasWKEePXrYR7JevXq1/fUOCQnRr7/+qm+//VYLFy7Ur7/+qhMnTigzM1NVqlRReHi47rjjDvXt27fERzVHbhbDKGeDggAAADiZ6yM7AACAixGIAACA6RGIAACA6XFSNQCYWM7hMYri5ptvdrjDPFDecVI1AJjY9d6+JSYmRiNHjnRuMYALccgMAACYHj1EhZSdna3jx4/Lx8fH5TcFBQAAhWMYhs6ePaugoKACx8PiHKJCOn78uIKDg11dBgAAuA5HjhzRzTffnO98AlEh+fj4SLrygvr6+rq4GgAAUBhpaWkKDg62/x3PD4GokGyHyXx9fQlEAACUM9c63YWTqgEAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOm5u7oAADCLFs/Md3UJQJmzZcaDri5BEj1EAAAABCIAAAACEQAAMD0CEQAAML0yH4jWr1+vPn36KCgoSBaLRYsXL3aYb7FY8nzMmDHD3qZz58655g8ZMqSU9wQAAJRVZT4QnTt3Tk2aNNE777yT5/zExESHxyeffCKLxaKBAwc6tBs9erRDu/fff780ygcAAOVAmb/sPjIyUpGRkfnODwgIcHj+7bffqkuXLqpTp47DdC8vr1xtAQAApHLQQ1QUJ06c0Pfff6+HH34417wFCxaoevXqatSokaKionT27FkXVAgAAMqiMt9DVBTz5s2Tj4+PBgwY4DB92LBhCgsLU0BAgOLi4jRx4kT9/vvvio2NzXddGRkZysjIsD9PS0srsboBAIBr3VCB6JNPPtGwYcPk6enpMH306NH2nyMiIhQeHq6WLVtq69atat68eZ7rmj59ul566aUSrRcAAJQNN8whsx9//FF79uzRI488cs22zZs3l4eHh+Lj4/NtM3HiRKWmptofR44ccWa5AACgDLlheog+/vhjtWjRQk2aNLlm2507dyozM1OBgYH5trFarbJarc4sEQAAlFFlPhClp6dr37599ucJCQnavn27/P39Vbt2bUlXzu/56quv9Oabb+Zafv/+/VqwYIHuuusuVa9eXbt27dKECRPUrFkztWvXrtT2AwAAlF1lPhBt3rxZXbp0sT8fP368JGnEiBGaO3euJOmLL76QYRgaOnRoruUrVqyoVatWafbs2UpPT1dwcLB69+6tyZMny83NrVT2AQAAlG0WwzAMVxdRHqSlpcnPz0+pqany9fV1dTkAyqEWz8x3dQlAmbNlxoMluv7C/v2+YU6qBgAAuF4EIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHoEIgAAYHplPhCtX79effr0UVBQkCwWixYvXuwwf+TIkbJYLA6PNm3aOLTJyMjQuHHjVL16dXl7e6tv3746evRoKe4FAAAoy8p8IDp37pyaNGmid955J982d955pxITE+2PZcuWOcx/+umntWjRIn3xxRfasGGD0tPTdffddysrK6ukywcAAOWAu6sLuJbIyEhFRkYW2MZqtSogICDPeampqfr444/16aefqnv37pKkzz77TMHBwVq5cqV69erl9JoBAED5UuZ7iApj7dq1qlGjhurVq6fRo0crOTnZPm/Lli3KzMxUz5497dOCgoIUERGhjRs35rvOjIwMpaWlOTwAAMCNqdwHosjISC1YsECrV6/Wm2++qU2bNqlr167KyMiQJCUlJalixYqqWrWqw3I1a9ZUUlJSvuudPn26/Pz87I/g4OAS3Q8AAOA6Zf6Q2bUMHjzY/nNERIRatmypkJAQff/99xowYEC+yxmGIYvFku/8iRMnavz48fbnaWlphCIAAG5Q5b6H6GqBgYEKCQlRfHy8JCkgIECXLl1SSkqKQ7vk5GTVrFkz3/VYrVb5+vo6PAAAwI3phgtEp06d0pEjRxQYGChJatGihTw8PBQbG2tvk5iYqLi4OLVt29ZVZQIAgDKkzB8yS09P1759++zPExIStH37dvn7+8vf31/R0dEaOHCgAgMDdfDgQb3wwguqXr26+vfvL0ny8/PTww8/rAkTJqhatWry9/dXVFSUGjdubL/qDAAAmFuZD0SbN29Wly5d7M9t5/WMGDFC7733nnbs2KH58+frzJkzCgwMVJcuXbRw4UL5+PjYl3nrrbfk7u6u++67TxcuXFC3bt00d+5cubm5lfr+AACAssdiGIbh6iLKg7S0NPn5+Sk1NZXziQBclxbPzHd1CUCZs2XGgyW6/sL+/b7hziECAAAoKgIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwvTIfiNavX68+ffooKChIFotFixcvts/LzMzUc889p8aNG8vb21tBQUF68MEHdfz4cYd1dO7cWRaLxeExZMiQUt4TAABQVpX5QHTu3Dk1adJE77zzTq5558+f19atWzVp0iRt3bpV33zzjfbu3au+ffvmajt69GglJibaH++//35plA8AAMoBd1cXcC2RkZGKjIzMc56fn59iY2Mdps2ZM0e33367Dh8+rNq1a9une3l5KSAgoERrBQAA5VOZ7yEqqtTUVFksFlWpUsVh+oIFC1S9enU1atRIUVFROnv2bIHrycjIUFpamsMDAADcmMp8D1FRXLx4Uc8//7zuv/9++fr62qcPGzZMYWFhCggIUFxcnCZOnKjff/89V+9STtOnT9dLL71UGmUDAAAXu2ECUWZmpoYMGaLs7Gy9++67DvNGjx5t/zkiIkLh4eFq2bKltm7dqubNm+e5vokTJ2r8+PH252lpaQoODi6Z4gEAgEvdEIEoMzNT9913nxISErR69WqH3qG8NG/eXB4eHoqPj883EFmtVlmt1pIoFwAAlDHlPhDZwlB8fLzWrFmjatWqXXOZnTt3KjMzU4GBgaVQIQAAKOvKfCBKT0/Xvn377M8TEhK0fft2+fv7KygoSPfee6+2bt2qpUuXKisrS0lJSZIkf39/VaxYUfv379eCBQt01113qXr16tq1a5cmTJigZs2aqV27dq7aLQAAUIaU+UC0efNmdenSxf7cdl7PiBEjFB0drSVLlkiSmjZt6rDcmjVr1LlzZ1WsWFGrVq3S7NmzlZ6eruDgYPXu3VuTJ0+Wm5tbqe0HAAAou8p8IOrcubMMw8h3fkHzJCk4OFjr1q1zdlkAAOAGcsONQwQAAFBUBCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6BCIAAGB6xQpE8+fP1/LlywvVdsWKFZo/f35xNgcAAFAiihWIRo4cqWnTphWq7fTp0zVq1KjibA4AAKBEFPuQmWEYTm0HAABQ2krtHKKkpCR5e3uX1uYAAAAKzb0ojQ8fPqyDBw86TEtNTdX69evzXebChQtat26d9u7dq9atW19XkQAAACWpSIEoJiZGL7/8ssO0uLg4denSpcDlbIfLnn766aJVBwAAUAqKFIhCQ0PVsWNH+/N169bJ19dXTZs2zbO9xWJRpUqVVKdOHQ0ePFjt27cvVrEAAAAloUiBaMSIERoxYoT9eYUKFdS4cWOtWbPG6YUBAACUliIFoqutWbNGfn5+zqoFAADAJYoViDp16uSsOgAAAFymWIEop9TUVB04cEDp6ekFjjmU8xwkAACAsqDYgWj9+vV6/vnn9euvv16zrcVi0eXLl4u7SQAAAKcq9jlEd955pzIzM2W1WhUaGqoaNWqoQgXuGQsAAMqPYgWiyZMnKzMzU8OGDdOsWbNUrVo1Z9UFAABQaooViLZu3aoqVapo7ty5cnNzc1ZNAAAApapYx7YqVqyounXrlmgYWr9+vfr06aOgoCBZLBYtXrzYYb5hGIqOjlZQUJAqVaqkzp07a+fOnQ5tMjIyNG7cOFWvXl3e3t7q27evjh49WmI1AwCA8qVYgah169Y6ePBgid7J/ty5c2rSpIneeeedPOe//vrrmjlzpt555x1t2rRJAQEB6tGjh86ePWtv8/TTT2vRokX64osvtGHDBqWnp+vuu+9WVlZWidUNAADKj2IFosmTJys1NVVvvPGGs+rJJTIyUlOmTNGAAQNyzTMMQ7NmzdKLL76oAQMGKCIiQvPmzdP58+f1n//8R9KV4QA+/vhjvfnmm+revbuaNWumzz77TDt27NDKlStLrG4AAFB+FOscoqCgIM2cOVMTJkzQxo0b9fDDD+uWW26Rt7d3vsvUrl27OJt0kJCQoKSkJPXs2dM+zWq1qlOnTtq4caMeffRRbdmyRZmZmQ5tgoKCFBERoY0bN6pXr155rjsjI0MZGRn252lpaU6rGwAAlC3FCkShoaGyWCwyDENLlizRkiVLCmzv7HGIkpKSJEk1a9Z0mF6zZk0dOnTI3qZixYqqWrVqrja25fMyffp0vfTSS06rFQAAlF3FCkS1a9eWxWJxVi3X7eoaDMO4Zl3XajNx4kSNHz/e/jwtLU3BwcHFKxQAAJRJxQpEBw8edFIZ1ycgIEDSlV6gwMBA+/Tk5GR7r1FAQIAuXbqklJQUh16i5ORktW3bNt91W61WWa3WEqocAACUJeV6SOmwsDAFBAQoNjbWPu3SpUtat26dPey0aNFCHh4eDm0SExMVFxdXYCACAADm4bSbu5aU9PR07du3z/48ISFB27dvl7+/v2rXrq2nn35a06ZNU3h4uMLDwzVt2jR5eXnp/vvvlyT5+fnp4Ycf1oQJE1StWjX5+/srKipKjRs3Vvfu3V21WwAAoAwpViA6fPhwkZcp6lVmmzdvVpcuXezPbef1jBgxQnPnztWzzz6rCxcuaMyYMUpJSVHr1q21YsUK+fj42Jd566235O7urvvuu08XLlxQt27dGF0bAADYWYxijKpYoUKFIp1UXZ7vdp+WliY/Pz+lpqbK19fX1eUAKIdaPDPf1SUAZc6WGQ+W6PoL+/e7xK4yO3funE6ePClJ8vDwUFBQUHE2BQAAUGJK9CqztLQ0ffjhh3rllVd0//33a+rUqcXZHAAAQIko0ZOqfX19NWHCBDVq1Ei9e/dW/fr1NXz48JLcJAAAQJGVymX3d955p0JCQjR79uzS2BwAAECRlNo4RFWqVNGff/5ZWpsDAAAotFIJRMnJydq9e7c8PT1LY3MAAABFUqKB6OTJk/rhhx8UGRmpS5cuMRAiAAAok4p1UnVhBzY0DEMBAQF69dVXi7M5AACAElGsQHStMR29vb1Vp04dRUZGKioqStWrVy/O5gAAAEpEsQJRdna2s+oAAABwmXJ9t3sAAABnIBABAADTc8pI1RkZGfr888+1YsUK7d27V2fPnpWPj4/q1aunXr16aciQIbJarc7YFAAAgNMVOxBt3bpVgwYN0sGDB3OdZL1161YtXLhQr7zyir788ks1b968uJsDAABwumIFoqNHj6pHjx5KSUlR9erVNXr0aDVq1Eg1a9bUiRMntHPnTn300Uc6cOCAevXqpe3bt6tWrVrOqh0AAMApihWIpk+frpSUFA0YMECffvqpKlWqlKvNpEmTNHz4cP33v//V9OnT9c477xRnkwAAAE5XrJOqf/jhB3l7e2vu3Ll5hiFJ8vT0VExMjLy9vbVs2bLibA4AAKBEFCsQHT9+XA0aNFDlypULbFe5cmU1aNBAiYmJxdkcAABAiShWIPLx8dGJEycK1fbEiRPy9vYuzuYAAABKRLECUYsWLXT06FF98cUXBbb7/PPPdeTIEbVs2bI4mwMAACgRxQpE48aNk2EYGjFihCZMmKCEhASH+QkJCRo/frxGjRoli8WiJ598sljFAgAAlIRiBaLevXvrueeeU2ZmpmbNmqW6devKy8tLISEh8vLyUt26dTV79mxdunRJzz//vO666y5n1Q0AAOA0xb51x/Tp07VkyRLdcccdslgsunjxoo4cOaKLFy/KYrGoXbt2+u677zR16lRn1AsAAOB0Trl1x9133627775b586d0759+5Senq7KlSurbt26nEgNAADKvCIHop07d2r//v2qUaOG2rRp4zDP29tbTZo0cZj2yy+/KDk5WXXr1lXDhg2LVy0AAEAJKFIgOn/+vHr27KmTJ09qzZo1hVomOztb9957r4KCgrRnzx5u8goAAMqcIp1D9PnnnysxMVEPP/yw2rZtW6hl2rZtq9GjR+vIkSPXvDwfAADAFYoUiBYvXnxdl88//fTTMgxD//3vf4u0HAAAQGkoUiDatm2bAgMDVb9+/SJtJDw8XLVq1dK2bduKtBwAAEBpKFIgOnnypGrVqnVdGwoKCtLJkyeva1kAAICSVKRA5OnpqQsXLlzXhi5cuKCKFSte17IAAAAlqUiBKDAwUPv371dGRkaRNpKRkaH9+/crKCioSMsBAACUhiIFog4dOujixYv6+uuvi7SRr776ShcuXFCHDh2KtBwAAEBpKFIgGjlypAzD0HPPPacjR44UapnDhw/r2WeflcVi0YgRI66rSAAAgJJUpEDUtm1bDRo0SMePH1fr1q311VdfKTs7O8+22dnZ+vLLL9WmTRudOHFCAwcOVLt27ZxSNAAAgDMV+dYdc+fO1bFjx7Rx40YNGTJEN910k9q1a6ewsDB5e3vr3LlzSkhI0MaNG5WcnCzDMHTHHXdo7ty5JVA+AABA8RU5EFWqVElr165VdHS05syZo+TkZC1atEgWi8XexjAMSVLlypU1btw4RUdHy8PDw3lVAwAAONF13e3e3d1dU6ZM0bPPPqvvv/9eGzdu1LFjx3T27Fn5+PioVq1aatu2re666y75+fk5u2YAAACnuq5AZOPr66uhQ4dq6NChzqrnuoSGhurQoUO5po8ZM0b/+te/NHLkSM2bN89hXuvWrfXLL7+UVokAAKAMK1YgKis2bdqkrKws+/O4uDj16NFDgwYNsk+78847FRMTY3/OIJEAAMDmhghEN910k8PzV199Vbfccos6depkn2a1WhUQEFDapQEAgHKgSJfdlweXLl3SZ599poceesjhRO+1a9eqRo0aqlevnkaPHq3k5OQC15ORkaG0tDSHBwAAuDHdcIFo8eLFOnPmjEaOHGmfFhkZqQULFmj16tV68803tWnTJnXt2rXAW5BMnz5dfn5+9kdwcHApVA8AAFzBYtiukb9B9OrVSxUrVtR3332Xb5vExESFhIToiy++0IABA/Jsk5GR4RCY0tLSFBwcrNTUVPn6+jq9bgA3vhbPzHd1CUCZs2XGgyW6/rS0NPn5+V3z7/cNcQ6RzaFDh7Ry5Up98803BbYLDAxUSEiI4uPj821jtVpltVqdXSIAACiDbqhDZjExMapRo4Z69+5dYLtTp07pyJEjCgwMLKXKAABAWXbDBKLs7GzFxMRoxIgRcnf/v46v9PR0RUVF6eeff9bBgwe1du1a9enTR9WrV1f//v1dWDEAACgrbphDZitXrtThw4f10EMPOUx3c3PTjh07NH/+fJ05c0aBgYHq0qWLFi5cKB8fHxdVCwAAypIbJhD17NlTeZ0fXqlSJS1fvtwFFQEAgPLihjlkBgAAcL0IRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPTcXV0AHLV4Zr6rSwDKnC0zHnR1CQBucPQQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yv3gSg6OloWi8XhERAQYJ9vGIaio6MVFBSkSpUqqXPnztq5c6cLKwYAAGVNuQ9EktSoUSMlJibaHzt27LDPe/311zVz5ky988472rRpkwICAtSjRw+dPXvWhRUDAICy5IYIRO7u7goICLA/brrpJklXeodmzZqlF198UQMGDFBERITmzZun8+fP6z//+Y+LqwYAAGXFDRGI4uPjFRQUpLCwMA0ZMkQHDhyQJCUkJCgpKUk9e/a0t7VarerUqZM2btxY4DozMjKUlpbm8AAAADemch+IWrdurfnz52v58uX68MMPlZSUpLZt2+rUqVNKSkqSJNWsWdNhmZo1a9rn5Wf69Ony8/OzP4KDg0tsHwAAgGuV+0AUGRmpgQMHqnHjxurevbu+//57SdK8efPsbSwWi8MyhmHkmna1iRMnKjU11f44cuSI84sHAABlQrkPRFfz9vZW48aNFR8fb7/a7OreoOTk5Fy9RlezWq3y9fV1eAAAgBvTDReIMjIytHv3bgUGBiosLEwBAQGKjY21z7906ZLWrVuntm3burBKAABQlpT7u91HRUWpT58+ql27tpKTkzVlyhSlpaVpxIgRslgsevrppzVt2jSFh4crPDxc06ZNk5eXl+6//35Xlw4AAMqIch+Ijh49qqFDh+rkyZO66aab1KZNG/3yyy8KCQmRJD377LO6cOGCxowZo5SUFLVu3VorVqyQj4+PiysHAABlRbkPRF988UWB8y0Wi6KjoxUdHV06BQEAgHLnhjuHCAAAoKgIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPTKfSCaPn26WrVqJR8fH9WoUUP9+vXTnj17HNqMHDlSFovF4dGmTRsXVQwAAMqach+I1q1bp7Fjx+qXX35RbGysLl++rJ49e+rcuXMO7e68804lJibaH8uWLXNRxQAAoKxxd3UBxfW///3P4XlMTIxq1KihLVu2qGPHjvbpVqtVAQEBpV0eAAAoB8p9D9HVUlNTJUn+/v4O09euXasaNWqoXr16Gj16tJKTkwtcT0ZGhtLS0hweAADgxnRDBSLDMDR+/Hi1b99eERER9umRkZFasGCBVq9erTfffFObNm1S165dlZGRke+6pk+fLj8/P/sjODi4NHYBAAC4QLk/ZJbTE088oT/++EMbNmxwmD548GD7zxEREWrZsqVCQkL0/fffa8CAAXmua+LEiRo/frz9eVpaGqEIAIAb1A0TiMaNG6clS5Zo/fr1uvnmmwtsGxgYqJCQEMXHx+fbxmq1ymq1OrtMAABQBpX7QGQYhsaNG6dFixZp7dq1CgsLu+Yyp06d0pEjRxQYGFgKFQIAgLKu3J9DNHbsWH322Wf6z3/+Ix8fHyUlJSkpKUkXLlyQJKWnpysqKko///yzDh48qLVr16pPnz6qXr26+vfv7+LqAQBAWVDue4jee+89SVLnzp0dpsfExGjkyJFyc3PTjh07NH/+fJ05c0aBgYHq0qWLFi5cKB8fHxdUDAAAyppyH4gMwyhwfqVKlbR8+fJSqgYAAJRH5f6QGQAAQHERiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOkRiAAAgOmZKhC9++67CgsLk6enp1q0aKEff/zR1SUBAIAywDSBaOHChXr66af14osvatu2berQoYMiIyN1+PBhV5cGAABczDSBaObMmXr44Yf1yCOPqEGDBpo1a5aCg4P13nvvubo0AADgYqYIRJcuXdKWLVvUs2dPh+k9e/bUxo0bXVQVAAAoK9xdXUBpOHnypLKyslSzZk2H6TVr1lRSUlKey2RkZCgjI8P+PDU1VZKUlpZWcoVKysq4UKLrB8qjkv7elRa+30BuJf39tq3fMIwC25kiENlYLBaH54Zh5JpmM336dL300ku5pgcHB5dIbQDy5zfnMVeXAKCElNb3++zZs/Lz88t3vikCUfXq1eXm5parNyg5OTlXr5HNxIkTNX78ePvz7OxsnT59WtWqVcs3ROHGkZaWpuDgYB05ckS+vr6uLgeAE/H9NhfDMHT27FkFBQUV2M4UgahixYpq0aKFYmNj1b9/f/v02NhY3XPPPXkuY7VaZbVaHaZVqVKlJMtEGeTr68svTOAGxffbPArqGbIxRSCSpPHjx2v48OFq2bKl7rjjDn3wwQc6fPiwHnuMrngAAMzONIFo8ODBOnXqlF5++WUlJiYqIiJCy5YtU0hIiKtLAwAALmaaQCRJY8aM0ZgxY1xdBsoBq9WqyZMn5zpsCqD84/uNvFiMa12HBgAAcIMzxcCMAAAABSEQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQAQAA0yMQwTTmz5+vatWqKSMjw2H6wIED9eCDD0qSvvvuO7Vo0UKenp6qU6eOXnrpJV2+fNneNjo6WrVr15bValVQUJCefPLJUt0HAIXXuXNnPfnkk3r22Wfl7++vgIAARUdH2+cfPnxY99xzjypXrixfX1/dd999OnHihOsKhksRiGAagwYNUlZWlpYsWWKfdvLkSS1dulSjRo3S8uXL9cADD+jJJ5/Url279P7772vu3LmaOnWqJOnrr7/WW2+9pffff1/x8fFavHixGjdu7KrdAVAI8+bNk7e3t3799Ve9/vrrevnllxUbGyvDMNSvXz+dPn1a69atU2xsrPbv36/Bgwe7umS4CAMzwlTGjBmjgwcPatmyZZKk2bNn6+2339a+ffvUqVMnRUZGauLEifb2n332mZ599lkdP35cM2fO1Pvvv6+4uDh5eHi4ahcAFFLnzp2VlZWlH3/80T7t9ttvV9euXdWtWzdFRkYqISFBwcHBkqRdu3apUaNG+u2339SqVStXlQ0XoYcIpjJ69GitWLFCx44dkyTFxMRo5MiRslgs2rJli15++WVVrlzZ/hg9erQSExN1/vx5DRo0SBcuXFCdOnU0evRoLVq0yOFwGoCy57bbbnN4HhgYqOTkZO3evVvBwcH2MCRJDRs2VJUqVbR79+7SLhNlgKnuZQY0a9ZMTZo00fz589WrVy/t2LFD3333nSQpOztbL730kgYMGJBrOU9PTwUHB2vPnj2KjY3VypUrNWbMGM2YMUPr1q2jxwgoo67+blosFmVnZ8swDFksllzt85uOGx+BCKbzyCOP6K233tKxY8fUvXt3+3+IzZs31549e1S3bt18l61UqZL69u2rvn37auzYsapfv7527Nih5s2bl1b5AJygYcOGOnz4sI4cOeJwyCw1NVUNGjRwcXVwBQIRTGfYsGGKiorShx9+qPnz59un//Of/9Tdd9+t4OBgDRo0SBUqVNAff/yhHTt2aMqUKZo7d66ysrLUunVreXl56dNPP1WlSpUUEhLiwr0BcD26d++u2267TcOGDdOsWbN0+fJljRkzRp06dVLLli1dXR5cgHOIYDq+vr4aOHCgKleurH79+tmn9+rVS0uXLlVsbKxatWqlNm3aaObMmfbAU6VKFX344Ydq166dbrvtNq1atUrfffedqlWr5qI9AXC9LBaLFi9erKpVq6pjx47q3r276tSpo4ULF7q6NLgIV5nBlHr06KEGDRro7bffdnUpAIAygEAEUzl9+rRWrFihYcOGadeuXbr11ltdXRIAoAzgHCKYSvPmzZWSkqLXXnuNMAQAsKOHCAAAmB4nVQMAANMjEAEAANMjEAEAANMjEAEAANMjEAG4oaxdu1ZdunSRr6+vLBaLLBaLDh48eM3lbG1xbXPnzpXFYtHIkSNdXQrgNFx2D5Sw0NBQHTp0yGGa1WpVYGCg2rVrp6eeekqtWrVyUXU3lp07d6pXr166dOmSwsLC7Hc69/T0dHFlAMo6AhFQSsLDw1WjRg1JUmpqqvbt26cFCxboiy++UExMjIYPH+7iCsu/jz/+WJcuXdK4ceOKPAo541IB5sYhM6CUvPDCC9qwYYM2bNigHTt26Pjx47r33nuVlZWlsWPHKiUlxdUllnt//vmnJCkyMvK6lrUtD8B8CESAi1StWlUff/yxvL29dfbsWa1YscLVJZV7Fy5ckCRVqlTJxZUAKG8IRIAL+fr6ql69epKU54m/sbGxeuKJJ9SkSRP5+/vL09NTt9xyix5//HEdPnw4z3WOHDlSFotFc+fO1fHjx/XQQw8pMDBQnp6eatSokf71r3/lW8+lS5c0bdo03XrrrfL09FStWrX02GOP6a+//lJ0dLQsFouio6PzXPbPP//UQw89pNDQUFmtVlWrVk29e/fW6tWri/y6SFJmZqbmzJmj22+/Xb6+vvL29laTJk00depUnT9/Ps99Xrt2rSSpS5cu9pOkC3vib34nVZ86dUpRUVGqX7++PD095e3trdDQUN1555169913r2vfbDZs2KD+/fsrICBAHh4e8vf3V4MGDfTII4/ol19+yXMf586dq0OHDumBBx5QzZo1VblyZd1xxx2KjY21t92xY4cGDhyoGjVqyMvLSx07dsy1vqv38dlnn9Wtt96qSpUqqWrVqurcubMWLFigot7M4OjRo2rQoIEsFoseffRRZWdn2+edPn1aL774oiIiIuTt7S0fHx+1adNGH374oUO7vPY5ISFBI0eOVK1ateTu7p7v5xC4bgaAEhUSEmJIMmJiYvKcf+uttxqSjLfffjvXPDc3N8NisRg1atQwmjZtakRERBje3t6GJKNatWrGzp07cy0zYsQIQ5IRHR1tBAQEGJ6enkbz5s2NoKAgQ5IhyZgyZUqu5TIzM41evXrZ29x6661G06ZNDXd3dyM0NNQYN26cIcmYPHlyrmUXLlxoVKxY0ZBk+Pj4GE2bNjUCAgIMSYbFYslz3wpy/vx5o2vXrvZaGjRoYNx2221GhQoVDElG06ZNjZMnT9rbT5061WjXrp3h6+trSDIiIiKMdu3aGe3atTOmTp1aqG3atpXTmTNnjFtuucWQZFSsWNFo2LCh0bx5c6NGjRqGxWIx/Pz8irRfOS1evNi+P9WqVTOaN29u1K9f3/7+PvXUUw7tbe/rP//5T6N69eqGt7e30aJFC6N69eqGJMPd3d1YtWqV8eOPPxre3t5GlSpVjBYtWhh+fn6GJMPLy8uIi4vLVUd8fLwRHBxs38fmzZsbderUsb8eDz74oJGdne2wTExMjCHJGDFihMP0ffv2GaGhoYYkIyoqymFeXFycUatWLYfX8pZbbjEsFoshybj33ntzbce2z88//7xRpUoVw2q12l+n6Ojo637tgbwQiIASVlAg2rt3r+Hu7m5IMtavX59r/vvvv28cO3bMYdr58+eNqVOnGpKMzp0751rG9kfEw8PDuPfee42UlBT7vHfffdeQZHh6ejpMNwzDmDFjhiHJ8Pf3N3766Sf79MOHDxvNmjUzPDw88gxEv//+u2G1Wg1PT0/jgw8+MLKysuzzlixZYvj6+hpubm7G9u3bC3iVHE2YMMGQZAQFBRlbtmyxT4+Pjzfq169vSDLuu+++XMt16tTJkGSsWbOm0NuyySsQvfHGG4Yko2fPnsapU6cc5h06dMh46623irwdm4iICEOS8e677xqXL1+2T8/OzjbWrFljLFmyxKF9zvd1yJAhRlpammEYhpGVlWWMGTPGkGQ0adLECA0NNcaPH29kZGQYhmEYFy9eNPr06ZPna5adnW20bNnSkGR06tTJSEpKss/74Ycf7OHs3XffdVgur0C0Y8cOewh++eWXHdqnp6fbg+WTTz5ppKam2uft3LnTaNSokSHJeOedd/LcZzc3N6Nv374O78GFCxeu+RoDRUEgAkpYXoEoNTXViI2NNRo2bGhIMtq1a1fk9bZv396QZBw9etRhuu2PSEBAgJGenp5ruebNmxuSjG+++cY+LSsry/7f+2effZZrmfj4eMPNzS3PQDRgwABDkjF79uw865wzZ44hyXjooYcKtV+pqamGl5eXIclYtGhRrvm//fabvedp3759DvOcHYgeffRRQ5Lx7bffFnl912K1Wo2qVasWur3tfQ0MDDTOnTvnMO/MmTOGp6enIclo1qxZrp6WP//805Bk+Pr6OkyPjY01JBlWq9VITEzMtc3XX3/dkGSEhIQ4rPPqQPTbb78Z/v7+hsViyfNz8PbbbxuSjP79++e5b7///rthsViMOnXq5LnP+X2WAWfiHCKglIwaNcp+noqfn5969OihP//8U4MHD9Z3332X73KbN2/W888/r759+6pTp05q37692rdvr71790qS/vjjjzyXGzp0qLy9vXNNt415dODAAfu0Xbt26dixY/L29tagQYNyLVO3bl116NAh1/RLly5p2bJlcnNzy/dcnb59+0qS1q1bl+8+5rRhwwadP39etWvX1j333JNn/XfccYcMw3A4b6YkBAcHS5IWLVqky5cvO33dZ86cKfI+DB06VF5eXg7T/Pz8FBYWJun/Pmc52c4NSktL06lTp+zTbSfyDxo0SAEBAbm29dhjj8lqterQoUPas2dPnvWsW7dO3bp1U2pqqj755BM9+eSTudp88803kqRHHnkkz3XcdtttCg0N1YEDB3T06NFc8wcOHJjnZxlwJsYhAkqJbRwiwzCUlJSkAwcOyMPDQ61atVLVqlVztTcMQ0888cQ1T9w9ffp0ntNvueWWPKfbxkJKT0+3T4uPj5ck1a9fXxUrVsxzudtuu81+0rLN3r17dfHiRVWsWFF33XVXnssZ//+k3GPHjuW/E1et01ZLfiNHN2rUSD///LO9bUkZNWqUZsyYoblz5+qHH37QnXfeqQ4dOqhLly6qU6dOsdb997//XWPHjlXPnj3VokULde/eXe3bt1enTp3k4+OT73L5va833XSTdu/eXeD8w4cPKz09XdWqVZP0f691w4YN81zGx8dHwcHB2rdvn/bu3av69es7zP/tt9+0cOFCZWdna+HChRo4cGCe69mxY4ck6Z///KemTZuWZ5uTJ09KuvI5ufnmmx3mNWjQIM9lAGciEAGl5IUXXnDoRfnpp5/Ur18/RUVFqWbNmnrggQcc2n/66ad699135e3trRkzZqhHjx6qVauW/ZLyBx54QAsWLFBmZmae28vvP+oKFa50DBs5rh46d+6cJBX4hziveampqZKu9BT99NNP+S4rSRcvXixwvo0tqNmCW15q1qwpSTp79myh1nm9goKC9PPPP2vSpEn6/vvvNW/ePM2bN0+S1KZNG82cOVN33HHHda17zJgx8vHx0ZtvvqktW7Zoy5Yteu211+Tp6anhw4drxowZ8vPzy7Xc1b1DNrbweK35Od/3wr7W+/bty/O1PnbsmC5evCh/f/8CB7a0fU62bNmSbxsb29AJOdE7hNLAITPARdq1a6cPP/xQkvTUU08pLS3NYf6CBQskSW+++aYef/xx1a1b12F8nSNHjjitFtsfnJy9RlfL6w9i5cqVJUm1atWSceWcxAIfhWFbZ3Jycr5tTpw4IangAOcsDRo00Ndff60zZ85ozZo1io6OVv369fXLL7+oZ8+ehbpPWn6GDx+u7du3KzExUV988YUefvhhubu768MPP8wVkEtCcV/r/v376+9//7tOnz6t7t2753tYzbad+Pj4a35GOnfuXMy9Aq4PgQhwoX79+qlNmzY6ffq0Zs6c6TDP9oe2bdu2uZbLzMzU7t27nVaHbSykP//8M98eJ9thj5zCw8Pl4eGhxMTEfA/dXW8tu3fvzjdE7dy506FtabBarercubMmT56suLg4tWvXTunp6fr888+Lve6AgAANHjxYH330kX799VdVqFBBS5cuVWJiohMqz5/t9du1a1ee88+ePWsP3vm91jNnztTYsWN14sQJde3aVfv27cvVxnZILi4uzhllAyWCQAS42PPPPy9Jevvttx16aGy9Qbb/0HOKiYnRX3/95bQaGjRooFq1aik9PV1ff/11rvkHDhzQjz/+mGu6l5eXevXqpezs7CLfOyw/7du3l5eXl44cOaJvv/021/zNmzfr559/lsViUY8ePZyyzaJyc3Ozn5x+/Phxp667YcOG9kNlzl731Xr16iVJ+uqrr5SUlJRr/vvvv6+MjAyFhIQUeEhszpw5Gj16tI4fP65u3brlupnxgAEDJF35jBe2pxAobQQiwMX69u2rBg0aKCUlRe+99559evv27SVJ//jHPxzCz//+9z8988wzTr2De4UKFfT0009Lkp588kmHUY2PHj2q++67L98TnF955RVZrVZNmTJFr776aq5zQBITEzV79mz9+9//LlQtvr6+evzxxyVJTzzxhLZt22aft3//fo0YMUKSdN999+V7ArGzvPjii/r444915swZh+lxcXH68ssvJUnNmzcv8nrT0tI0ZMgQrV271mGE5qysLL399ttKSUmRt7d3id9wtmvXrmrVqpUyMjI0dOhQh0NnK1as0EsvvSTpSmjP7/2Xrpyf9O9//1sPPvigDh8+rK5duzpcLfboo4+qTp06WrNmjYYNG5ar5ys9PV1ffvmlxo8f7+Q9BIqg1C7wB0zqWiNVG4ZhfPzxx/bxVmwDzh06dMjw9/c3JBmVKlUymjZtah8FuEuXLsawYcPyXK9t7Jb8tjd58uQ8xxPKzMw0evbsaR+Pp379+kazZs1yjVR99aB7hmEY33zzjX3sIE9PT6Np06bG7bffbh8BWZLx3HPPFfo1O3/+vNGlSxf7sg0bNjSaNGliHwupSZMmDiNV2zh7HKJ77rnHkGRUqFDBqFu3rnH77bcbdevWtbft0qWLkZmZWeRtpaSk2Nfh7e1tNGnSxGjZsqV91GmLxWJ8+OGHDstc63291r7bPocJCQkO0+Pj442bb77ZPh5R8+bNHfZx+PDhhR6p+vLly8aQIUMMSUZ4eLjD2Ea7d+82wsLC7K9ngwYNjNatWxv16tWzv6+tW7cu0j4DzkQPEVAGPPDAAwoKClJSUpI++eQTSVLt2rX1888/a8CAAapYsaL+/PNPeXp66qWXXtL//vc/ubs79yJRd3d3fffdd5oyZYrCw8N14MABJSUlacSIEfr1119ltVol5X9y7a5du/TUU08pNDRUe/bs0a5du+Tl5aX+/ftr3rx59kODhVGpUiUtX75cs2fPVsuWLXXo0CHt3btXDRs21JQpU7Rx40b7peMl6R//+Ieef/55tWrVSunp6dq+fbsuXLigTp06af78+VqxYsV1vQ8+Pj769NNPNXz4cAUHB+vgwYPauXOn/P399cADD2jbtm35jtnjbHXr1tW2bdsUFRWl2rVra+fOnUpOTlbHjh316aefat68eQX2DuXk5uamTz/9VAMHDlR8fLy6detm792sX7++fv/9d7366qtq1aqVjh07pu3bt+vSpUvq1KmT3njjDX3xxRcluatAgSyGwQFdANfWp08fLV26VIsWLVK/fv1cXQ4AOBWBCMA1HT16VHXr1tXly5d19OjRPEc1BoDyjENmAOymTJliH7XaZs+ePbrnnnuUkZGhe+65hzAE4IZEDxEAu9DQUB06dEjVq1dXaGioUlNT7QGpTp06Wr9+vWrVquXiKsueTz75xH7uV2Fs2LChBKsBcD24dQcAu0mTJumrr75SXFyc4uLiVKFCBTVq1Ej9+vXThAkT8rznGqTDhw9f89YlAMo2eogAAIDpcQ4RAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwPQIRAAAwvf8Ht3uZVvzm8qgAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# # Set the figure size before creating the plot\n", "# plt.figure(figsize=(25, 10)); # Width: 10 inches, Height: 6 inches\n", "\n", "# Draw historical diagram (when data is not numeric => using value_counts)\n", "feature = sns.countplot(x=df[\"is_smoker\"])\n", "\n", "# Set title for diagram\n", "feature.set_title('Distribution for is_smoker', fontsize=20);\n", "\n", "# Label x-axis and y-axis\n", "feature.set_ylabel('Count', fontsize=16);\n", "feature.set_xlabel('Range of is_smoker', fontsize=16);\n", "\n", "# Set x-axis ticks \n", "# plt.xticks(np.arange(min(df[\"is_smoker\"]), max(df[\"is_smoker\"]), 0.5));" ] }, { "cell_type": "code", "execution_count": 24, "id": "242c3dbd", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set the figure size before creating the plot\n", "plt.figure(figsize=(25, 7)); # Width: 10 inches, Height: 6 inches\n", "\n", "# Draw historical diagram (when data is not numeric => using value_counts)\n", "feature = sns.countplot(x=df[\"department\"])\n", "\n", "# Set title for diagram\n", "feature.set_title('Distribution for department', fontsize=20);\n", "\n", "# Label x-axis and y-axis\n", "feature.set_ylabel('Count', fontsize=16);\n", "feature.set_xlabel('Range of department', fontsize=16);\n", "\n", "# Set x-axis ticks \n", "# plt.xticks(np.arange(min(df[\"department\"]), max(df[\"department\"]), 0.5));" ] }, { "cell_type": "code", "execution_count": 25, "id": "23d15569", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# # Set the figure size before creating the plot\n", "# plt.figure(figsize=(25, 7)); # Width: 10 inches, Height: 6 inches\n", "\n", "# Draw historical diagram (when data is not numeric => using value_counts)\n", "feature = sns.countplot(x=df[\"salary\"])\n", "\n", "# Set title for diagram\n", "feature.set_title('Distribution for salary', fontsize=20);\n", "\n", "# Label x-axis and y-axis\n", "feature.set_ylabel('Count', fontsize=16);\n", "feature.set_xlabel('Range of salary', fontsize=16);\n", "\n", "# Set x-axis ticks \n", "# plt.xticks(np.arange(min(df[\"salary\"]), max(df[\"salary\"]), 0.5));" ] }, { "cell_type": "markdown", "id": "843dc798", "metadata": {}, "source": [ "Q7.How many missing values are there? What features have missing values?" ] }, { "cell_type": "code", "execution_count": 26, "id": "37463d44", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The number of missing values of satisfaction_level: 0\n", "The number of missing values of last_evaluation: 0\n", "The number of missing values of number_project: 0\n", "The number of missing values of average_montly_hours: 368\n", "The number of missing values of time_spend_company: 150\n", "The number of missing values of work_accident: 0\n", "The number of missing values of left: 0\n", "The number of missing values of promotion_last_5years: 0\n", "The number of missing values of is_smoker: 12024\n", "The number of missing values of department: 0\n", "The number of missing values of salary: 0\n", "The total number of missing values for entire data: 12542\n" ] } ], "source": [ "# Count total missing values for each columns \n", "num_miss_values = []\n", "for col in df.columns:\n", " print(f'The number of missing values of {col}: {df[col].isna().sum()}')\n", "\n", "# Count total missing values for entire data\n", "print(f'The total number of missing values for entire data: {df.isna().sum().sum()}')" ] }, { "cell_type": "markdown", "id": "0b00e524", "metadata": {}, "source": [ "Q8. Drop the features with largest number of missing values and fill up the rest of the features with missing values with mean. \n", "Can you explain why did we drop the feature with largest portion of missing values in this case?" ] }, { "cell_type": "markdown", "id": "00d9931b", "metadata": {}, "source": [ "1. Drop the features with largest number of missing values." ] }, { "cell_type": "code", "execution_count": 27, "id": "85dc8050", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
satisfaction_levellast_evaluationnumber_projectaverage_montly_hourstime_spend_companywork_accidentleftpromotion_last_5yearsdepartmentsalary
00.380.532157.03.00yes0saleslow
10.800.865262.06.00yes0salesmedium
20.110.887272.04.00yes0salesmedium
30.720.875223.05.00yes0saleslow
40.370.522NaNNaN0yes0saleslow
50.410.502NaNNaN0yes0saleslow
60.100.776247.04.00yes0saleslow
70.920.855259.05.00yes0saleslow
80.891.005224.05.00yes0saleslow
90.420.532142.03.00yes0saleslow
\n", "
" ], "text/plain": [ " satisfaction_level last_evaluation number_project average_montly_hours \\\n", "0 0.38 0.53 2 157.0 \n", "1 0.80 0.86 5 262.0 \n", "2 0.11 0.88 7 272.0 \n", "3 0.72 0.87 5 223.0 \n", "4 0.37 0.52 2 NaN \n", "5 0.41 0.50 2 NaN \n", "6 0.10 0.77 6 247.0 \n", "7 0.92 0.85 5 259.0 \n", "8 0.89 1.00 5 224.0 \n", "9 0.42 0.53 2 142.0 \n", "\n", " time_spend_company work_accident left promotion_last_5years department \\\n", "0 3.0 0 yes 0 sales \n", "1 6.0 0 yes 0 sales \n", "2 4.0 0 yes 0 sales \n", "3 5.0 0 yes 0 sales \n", "4 NaN 0 yes 0 sales \n", "5 NaN 0 yes 0 sales \n", "6 4.0 0 yes 0 sales \n", "7 5.0 0 yes 0 sales \n", "8 5.0 0 yes 0 sales \n", "9 3.0 0 yes 0 sales \n", "\n", " salary \n", "0 low \n", "1 medium \n", "2 medium \n", "3 low \n", "4 low \n", "5 low \n", "6 low \n", "7 low \n", "8 low \n", "9 low " ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Find columns having largest number of missing values\n", "to_delete_columns = []\n", "for col in df.columns:\n", " if df[col].isna().sum() == df[df.columns].isna().sum().max():\n", " to_delete_columns.append(col)\n", "\n", "# Delete those columns\n", "clean_data = df.drop(columns= to_delete_columns)\n", "\n", "# View new data\n", "clean_data.head(10)" ] }, { "cell_type": "markdown", "id": "7c7a676b", "metadata": {}, "source": [ "2. Fill up the rest of the features with missing values with mean." ] }, { "cell_type": "code", "execution_count": 28, "id": "3c61541c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
satisfaction_levellast_evaluationnumber_projectaverage_montly_hourstime_spend_companywork_accidentleftpromotion_last_5yearsdepartmentsalary
00.380.532157.0000003.0000000yes0saleslow
10.800.865262.0000006.0000000yes0salesmedium
20.110.887272.0000004.0000000yes0salesmedium
30.720.875223.0000005.0000000yes0saleslow
40.370.522200.5117323.3800480yes0saleslow
.................................
149680.400.472128.0000003.0000000yes0salesmedium
149690.430.462157.0000003.0000000yes0salesmedium
149900.890.885228.0000005.0000001yes0supportlow
149930.760.836293.0000006.0000000yes0supportlow
149950.370.482160.0000003.0000000yes0supportlow
\n", "

12259 rows × 10 columns

\n", "
" ], "text/plain": [ " satisfaction_level last_evaluation number_project \\\n", "0 0.38 0.53 2 \n", "1 0.80 0.86 5 \n", "2 0.11 0.88 7 \n", "3 0.72 0.87 5 \n", "4 0.37 0.52 2 \n", "... ... ... ... \n", "14968 0.40 0.47 2 \n", "14969 0.43 0.46 2 \n", "14990 0.89 0.88 5 \n", "14993 0.76 0.83 6 \n", "14995 0.37 0.48 2 \n", "\n", " average_montly_hours time_spend_company work_accident left \\\n", "0 157.000000 3.000000 0 yes \n", "1 262.000000 6.000000 0 yes \n", "2 272.000000 4.000000 0 yes \n", "3 223.000000 5.000000 0 yes \n", "4 200.511732 3.380048 0 yes \n", "... ... ... ... ... \n", "14968 128.000000 3.000000 0 yes \n", "14969 157.000000 3.000000 0 yes \n", "14990 228.000000 5.000000 1 yes \n", "14993 293.000000 6.000000 0 yes \n", "14995 160.000000 3.000000 0 yes \n", "\n", " promotion_last_5years department salary \n", "0 0 sales low \n", "1 0 sales medium \n", "2 0 sales medium \n", "3 0 sales low \n", "4 0 sales low \n", "... ... ... ... \n", "14968 0 sales medium \n", "14969 0 sales medium \n", "14990 0 support low \n", "14993 0 support low \n", "14995 0 support low \n", "\n", "[12259 rows x 10 columns]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Only fill up numeric columns\n", "for col in clean_data.columns:\n", " # Check if the column contains numeric data\n", " if pd.api.types.is_numeric_dtype(clean_data[col]): \n", " # Calculate the average value of the numeric column\n", " avg_val = clean_data[col].mean()\n", " \n", " # Fill NaN values in the column with the calculated average\n", " clean_data[col] = clean_data[col].fillna(avg_val)\n", "\n", "# View data after filling up\n", "clean_data" ] }, { "cell_type": "markdown", "id": "506c7405", "metadata": {}, "source": [ "Q9. Show that there are no missing values in the data at this point." ] }, { "cell_type": "code", "execution_count": 29, "id": "a5f466c6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The number of missing value for each 'NUMERIC' column:\n", "satisfaction_level: 0\n", "last_evaluation: 0\n", "number_project: 0\n", "average_montly_hours: 0\n", "time_spend_company: 0\n", "work_accident: 0\n", "promotion_last_5years: 0\n" ] } ], "source": [ "print(\"The number of missing value for each 'NUMERIC' column:\")\n", "for col in clean_data.columns:\n", " # Check if the column contains numeric data\n", " if pd.api.types.is_numeric_dtype(clean_data[col]): \n", " print(f'{col}: {clean_data[col].isna().sum()}')" ] }, { "cell_type": "markdown", "id": "5851e5a1", "metadata": {}, "source": [ "Q10. Feature \"left\" has values 'yes' and 'no'.Convert those values into integer values, 1 and 0." ] }, { "cell_type": "code", "execution_count": 30, "id": "db0cbba5", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
satisfaction_levellast_evaluationnumber_projectaverage_montly_hourstime_spend_companywork_accidentleftpromotion_last_5yearsdepartmentsalary
00.380.532157.0000003.000000010saleslow
10.800.865262.0000006.000000010salesmedium
20.110.887272.0000004.000000010salesmedium
30.720.875223.0000005.000000010saleslow
40.370.522200.5117323.380048010saleslow
.................................
149680.400.472128.0000003.000000010salesmedium
149690.430.462157.0000003.000000010salesmedium
149900.890.885228.0000005.000000110supportlow
149930.760.836293.0000006.000000010supportlow
149950.370.482160.0000003.000000010supportlow
\n", "

12259 rows × 10 columns

\n", "
" ], "text/plain": [ " satisfaction_level last_evaluation number_project \\\n", "0 0.38 0.53 2 \n", "1 0.80 0.86 5 \n", "2 0.11 0.88 7 \n", "3 0.72 0.87 5 \n", "4 0.37 0.52 2 \n", "... ... ... ... \n", "14968 0.40 0.47 2 \n", "14969 0.43 0.46 2 \n", "14990 0.89 0.88 5 \n", "14993 0.76 0.83 6 \n", "14995 0.37 0.48 2 \n", "\n", " average_montly_hours time_spend_company work_accident left \\\n", "0 157.000000 3.000000 0 1 \n", "1 262.000000 6.000000 0 1 \n", "2 272.000000 4.000000 0 1 \n", "3 223.000000 5.000000 0 1 \n", "4 200.511732 3.380048 0 1 \n", "... ... ... ... ... \n", "14968 128.000000 3.000000 0 1 \n", "14969 157.000000 3.000000 0 1 \n", "14990 228.000000 5.000000 1 1 \n", "14993 293.000000 6.000000 0 1 \n", "14995 160.000000 3.000000 0 1 \n", "\n", " promotion_last_5years department salary \n", "0 0 sales low \n", "1 0 sales medium \n", "2 0 sales medium \n", "3 0 sales low \n", "4 0 sales low \n", "... ... ... ... \n", "14968 0 sales medium \n", "14969 0 sales medium \n", "14990 0 support low \n", "14993 0 support low \n", "14995 0 support low \n", "\n", "[12259 rows x 10 columns]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clean_data['left'] = clean_data['left'].map({'yes': 1, 'no': 0})\n", "clean_data" ] }, { "cell_type": "markdown", "id": "c55949e9", "metadata": {}, "source": [ "Q11. Save the resulting data into a file." ] }, { "cell_type": "code", "execution_count": 31, "id": "08ff1a52", "metadata": {}, "outputs": [], "source": [ "clean_data.to_csv('clean_data.csv', index = False)" ] }, { "cell_type": "markdown", "id": "70c3a912", "metadata": {}, "source": [ "Q12. What else do you observe in in this data set." ] }, { "cell_type": "code", "execution_count": 32, "id": "a544ba0d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(clean_data[clean_data.columns])" ] }, { "cell_type": "markdown", "id": "e4681291", "metadata": {}, "source": [ "Q13. Divide the data into training set(80%) and test set(20%) and show the number of data points in each by following" ] }, { "cell_type": "markdown", "id": "547c85dc", "metadata": {}, "source": [ "1. Uniform sampling" ] }, { "cell_type": "code", "execution_count": 33, "id": "bb501d92", "metadata": {}, "outputs": [], "source": [ "uniform_training_set, uniform_testing_set = train_test_split(clean_data,test_size=0.2, random_state=42)" ] }, { "cell_type": "markdown", "id": "19c6ed7d", "metadata": {}, "source": [ "2. Stratified sampling based on the ratio of \"yes\" and \"no\" values of feature \"left\"" ] }, { "cell_type": "code", "execution_count": 34, "id": "67d1e56c", "metadata": {}, "outputs": [], "source": [ "stratified_training_set,stratified_testing_set = train_test_split(clean_data,test_size=0.2,stratify=clean_data['left'])" ] }, { "cell_type": "markdown", "id": "9b717e7a", "metadata": {}, "source": [ "3. How would you do the test set and training set sampling and why ?" ] }, { "cell_type": "markdown", "id": "6b40f550", "metadata": {}, "source": [] } ], "metadata": { "kernelspec": { "display_name": "base", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 5 }