"
],
"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": {
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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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OnDkj/b9x48Z6rVu7dm1ER0dj3759mDhxIpo3bw6FQoHc3FwcOnRI+iBX/dorK3Nzc4NsB0CJxp8x9S9yffGYdDPkuaPLgwcPMGrUKGRmZsLe3h4hISE4duwYUlNTkZ2dDSEEhBD466+/pHW0xT506FAkJCTgu+++w5AhQ6TH6ty/fx8bNmzAyy+/jODgYBQUFBj9mAor/MW2ceNG6dlzxU0LFy7U2NaQIUNga2sLQP2yWX5+PrZu3QoACAwM1PpIoYsXL2LChAnIy8tDrVq18N///hcxMTF48OABcnJypHpevXq1tI6pzvuxY8ciISFBuky1d+9eJCUl4dmzZ1Kcheu1POKsip8TxsDb7mUoMjJS+n9JBkvTpkePHtIDOR88eIB9+/Zh1apV2L9/P65du4YRI0aoJV4Vwd27d4sto/pF/GLLWeHOrEV9KT19+rSU0elHFV9Jfimrjlvf1sDyporvwYMHyMvLK7KVSHVMhuzAXxo//fQTHj16BADYvn07evXqpbVcSS7fODk54Z133pEur8XHx2Pnzp0ICwvDnTt3sHbtWrRs2RJTp041WPzFKXwDhkKh0Pp4oJJydHRE//798eOPP+Knn35CWFgYrKyssH//fuk81nW5LCIiAnl5eTA3N0dUVJTWGyMA/W4SeZEh3uMXL16UBg79+OOPsWjRIq3lyutyXlX8nDAmthDJTGxsrPRr1dPTUxojpixcXFwwYsQI/PXXXxgwYACA5+PJvDhyraFHCNZXQkICHjx4oHP5vXv3pJGuX/zgd3BwkP5f1IfZpUuXiozBUHWgii8xMbHIyxq5ublSYlqWL7PyoIovJyen2GRa1fm4YcOGJh3vJC4uDsDzLxFdyRCg3henpJo1a4bZs2fj+PHjUCqVAIAff/xRrYyx31OF+7qoxi4rC1XCk5aWhj///BPA/7UWKZVKjXGUVFT17O/vrzMZAkpXzyqGeI+r4gSAN954Q2e54uLk54RpMCGSkaysLPzrX/+SmkZnzpxZbF8NfalajQDNzoI2NjYAnt91YQpCCGlwOW0iIiKkuunZs6fassIDoRX1YabrDhoVVR0AZasHVXxCCKxZs0ZnuW3btiE9PV1tnYqqcHyFL3286NixY4iPj9dYxxTy8vIAPP9b6mpVyMzMLPK8K46np6f0QFxd7ylVDIbWoEEDNGvWDACwZcuWEj2CpCh9+vSRWiA2btyIZ8+eYfv27QCeD+KpSvxepKrnom7eSElJKdNwGYZ4j6viBIqO9dtvvy0yFn5OmAYTIpmIj49H586dpV8BXbt2LXJEUm3Onj1b5JgZQgi12zxfvF1edXvx9evXTXa9+tNPP9X6C+/ChQtS87a7u7vGL9Vq1apJdy2Fh4dr7Xh46NAhfPXVV0Xuv/DQBdeuXdM7fpXBgwdLo9cuXrxY6627SUlJmDlzJoDnnSELj4hbEbVr1w5t27YFAPzwww9ql3ZV0tPT8e677wJ4folD33PY0FS3GT99+hTbtm3TWJ6fn4+33noLd+7c0bmNX375Rbrspk1SUhIuXrwIQHOEYhcXF6mFrCznU1FUIyY/e/YMQ4YMwb1793SWzc7OxooVK3TeWGFpaYlhw4YBAH777Tds2rQJGRkZAIq+u0xVz5cvX9b6HLDMzEyMGjWqTB2UDfEeV8UJAGvXrtVaZuXKlcWOk8TPCdNgH6IqIjU1Ve12yadPnyItLQ3nzp3DX3/9hcjISCkJ6dChA7Zt26b3U8fPnj2LcePGoW3btujfvz9atWoFNzc35ObmIiEhAeHh4dKX2MCBA9Xe1ADQqVMnhIeHIzU1FdOnT8eYMWOksS8sLS3h5eVVliooVsOGDZGamooOHTrgo48+kh7dERUVhSVLlki/kFR9G140ceJETJgwAXfv3kWXLl0wb948NG7cGA8fPsTvv/+OlStXok2bNkU+JLZly5awsbHBs2fPMG/ePFhYWMDb21vqv1C7dm2p42lRLC0tsWrVKvTv3x+PHz9G586d8eGHH6JHjx7SkPxLliyRmsm/+OKLIoccqChWrVqF9u3bIycnB3379sWUKVPQv39/2NvbS4/uUI1xMnPmTJM37w8fPhxz5sxBdnY2goODcfbsWfTs2ROOjo6Ii4tDWFgYYmJiEBAQgKNHj2rdxvLlyzF69GjpUQ9NmzaFk5MT0tLScPr0aYSFhUlf9C8mgBYWFmjbti2OHj2KNWvWoGXLlmjRooX03nZ2di5zn5CRI0diz549WLt2LWJiYtCsWTO8++676Nq1K2rWrImnT5/i2rVrOHz4MLZv346HDx/iX//6l87tjRkzBt999x2ysrKkB7jWrFmzyEuOY8eORVhYGAoKCvDaa69h1qxZ6NSpE2xsbBATE4Nly5bhypUrRdZzSZT1Pd6yZUv4+voiNjYWK1euxKNHjzB69Gi4u7sjKSkJGzZswLZt24qNk58TJlJeQ2KT4ZX0QYCqqWbNmmLRokUaw+q/SFX+xWHpS/KgTgCic+fO4sGDBxrbffz4sahXr57WdYp6uGtx9Hm46++//y7s7Oy0xmBmZia++OILnfvJz88XgwYN0nncvr6+4s6dO8XGPmvWLJ3b0PehjREREQZ7aGNR9HnsSln3ZciHuxpCcefXmjVrinww64gRI9Qel/PiYyEKP1qmNH/H33//XSgUCq3rGerhrnl5eWLWrFnC3Ny82FiVSqXIzMzUua2CggK1x6sAEJMnTy42hgULFhS53xkzZuj1WaCNId7jZ86cEdWrV9e5DT8/P35OVFC8ZFYFmZmZwcnJCXXr1kWXLl0wbdo0/Pzzz7h16xbmzJlT6n5Do0aNwoEDBzBnzhx06dIFPj4+sLOzg5WVFerUqYMBAwZg06ZNOHjwoNZfpfb29oiOjsbUqVPRtGnTYse0MIa+ffvi9OnTGDduHLy8vGBlZYVatWph6NChOHLkiPSLVRszMzNs27YN33zzDdq2bQulUgmlUomXXnoJixYtwokTJzRaxbRZsmQJvv/+e3Tp0gXOzs5luj08KCgIFy9elOpUqVTC1tYW9evXx9tvv40zZ87g448/LvX2TSEwMBBXr17FnDlz0KJFCzg6OsLa2hp169bF6NGjcfjwYXz99dcmeYyFNuPGjcPhw4cxaNAg1KxZE5aWlnB3d8err76KrVu3YsuWLUX+jX/88Uds3LgRwcHBaNGiBdzc3GBhYQF7e3v4+vpi4sSJRf4d+/bti7/++gsDBw6Eh4eH3i2/JWFubo7PPvsM8fHxmDFjBlq2bInq1avD3NwcDg4OaN68OUaPHo21a9ciOTm5yNYLhUKh8WgObY/qeNG///1v7Nq1C4GBgahevbr0uTNkyBDs3bsXX3zxRZmP0xDv8RYtWuDs2bOYMGECvLy8YGlpCWdnZ7Rr1w5ffPEFTp48yc+JCkohBAcfICIiInmrGD+xiIiIiEyICRERERHJHhMiIiIikj3edk9EVEXl5uYWO3q6Lj4+PjoHSiSqitipmoioikpMTNQYzLGkDhw4II3VRSQHvGRGREREsscWohIqKCjAnTt34ODgYPKHlBIREVHJCCHw+PFjeHh4FDl+GfsQldCdO3fg6elp6jCIiIioFJKSklCnTh2dy5kQlZCDgwOA5xXq6Oho4miIiIioJDIyMuDp6Sl9j+vChKiEVJfJHB0dmRARERFVMsV1d2GnaiIiIpI9JkREREQke0yIiIiISPaYEBEREZHsMSEiIiIi2WNCRERERLLHhIiIiIhkjwkRERERyR4TIiIiIpI9JkREREQke0yIiIiISPaYEBEREZHsMSEiIiIi2WNCRERERLLHhIiIiIhkz8LUARDR//GevUtjXuKSviaIhIhIXthCRERERLLHhIiIiIhkjwkRERERyR4TIiIiIpI9JkREREQke0yIiIiISPaYEBEREZHsMSEiIiIi2WNCRERERLLHkapJ1jgyNBERAWwhIiIiImJCRERERMRLZkTF4GU1IqKqjy1EREREJHtMiIiIiEj2mBARERGR7DEhIiIiItljQkRERESyx4SIiIiIZI8JEREREckeEyIiIiKSPSZEREREJHtMiIiIiEj2mBARERGR7DEhIiIiItljQkRERESyx4SIiIiIZM/C1AEQyZn37F2mDoGIiMCEiKhKeDGxSlzS10SREBFVTrxkRkRERLLHhIiIiIhkjwkRERERyR77EBEZCfv1EBFVHmwhIiIiItljQkRERESyx4SIiIiIZI99iIgqGQ7mSERkeBW+hSg0NBRt27aFg4MDatWqhUGDBuHSpUtqZYKDg6FQKNSmDh06qJXJzs7GlClTUKNGDSiVSgwYMAC3bt0qz0MhIiKiCqrCJ0QHDx7EpEmTcPz4cURGRiIvLw+BgYF4+vSpWrlXX30VycnJ0rR792615dOmTcOOHTuwZcsWHDlyBE+ePEG/fv2Qn59fnodDREREFVCFv2T2559/qr0ODw9HrVq1EBMTg5dfflmab21tDTc3N63bSE9Px+rVq7F+/Xr07NkTALBhwwZ4enpi37596N27t/EOgIiIiCq8Ct9C9KL09HQAgLOzs9r8qKgo1KpVC40aNcLbb7+N1NRUaVlMTAxyc3MRGBgozfPw8ICvry+io6O17ic7OxsZGRlqExEREVVNFb6FqDAhBKZPn47OnTvD19dXmt+nTx8MGzYMXl5eSEhIwLx58/DKK68gJiYG1tbWSElJgZWVFapXr662PVdXV6SkpGjdV2hoKBYsWGDU46Hyxw7JRGQq2j5/OGBrxVGpEqLJkyfj3LlzOHLkiNr8ESNGSP/39fVFmzZt4OXlhV27dmHIkCE6tyeEgEKh0Lrs448/xvTp06XXGRkZ8PT0LOMREBERUUVUaS6ZTZkyBTt37sSBAwdQp06dIsu6u7vDy8sLV65cAQC4ubkhJycHaWlpauVSU1Ph6uqqdRvW1tZwdHRUm4iIiKhqqvAJkRACkydPxvbt27F//374+PgUu86DBw+QlJQEd3d3AEDr1q1haWmJyMhIqUxycjJiY2PRqVMno8VORERElUOFv2Q2adIkbNq0Cb/++iscHBykPj9OTk6wtbXFkydPEBISgqFDh8Ld3R2JiYmYM2cOatSogcGDB0tlx48fjxkzZsDFxQXOzs6YOXMm/Pz8pLvOiIiISL4qfEK0cuVKAEC3bt3U5oeHhyM4OBjm5uY4f/481q1bh0ePHsHd3R3du3fH1q1b4eDgIJVftmwZLCwsMHz4cGRlZaFHjx6IiIiAubl5eR4OERGVE3ZiJn1U+IRICFHkcltbW+zZs6fY7djY2CAsLAxhYWGGCo2IiIiqiArfh4iIiIjI2JgQERERkexV+EtmRERE5enFvkfsdyQPbCEiIiIi2WMLERERURnxjrbKjy1EREREJHtsISIyAD40loiocmMLEREREckeEyIiIiKSPSZEREREJHtMiIiIiEj2mBARERGR7DEhIiIiItljQkRERESyx4SIiIiIZI8DMxIRVQJ8NASRcbGFiIiIiGSPCRERERHJHi+ZERERmciLl0J5GdR02EJEREREsseEiIiIiGSPl8yIiEi2tN29R/LEFiIiIiKSPSZEREREJHu8ZEYkUxzojyoznr9kaEyIiIiIqMSq6lABvGRGREREsseEiIiIiGSPCRERERHJHvsQERHJHDsoE7GFiIiIiIgJERERERETIiIiIpI9JkREREQke0yIiIiISPZ4lxlVGVV19FQiImMw1N2FVeUuRSZERERU4Wn70iUyJCZERERUbqpKawJVPexDRERERLLHFiIiIqJKjn0oy44JEREREQGQd2LFhIiIqJJifxx5kHOSUp7Yh4iIiIhkjwkRERERyR4vmRGRSfAyABFVJEyIiKjKY/JFRMXhJTMiIiKSPbYQEckEH31AJB+V4Q7EitZyyxYiIiIikj0mRERERCR7vGRGRBVCZWjiJ6Kqq8K3EIWGhqJt27ZwcHBArVq1MGjQIFy6dEmtjBACISEh8PDwgK2tLbp164a4uDi1MtnZ2ZgyZQpq1KgBpVKJAQMG4NatW+V5KERVkvfsXRoTEVFlU+ETooMHD2LSpEk4fvw4IiMjkZeXh8DAQDx9+lQq8/nnn2Pp0qX4+uuvcerUKbi5uaFXr154/PixVGbatGnYsWMHtmzZgiNHjuDJkyfo168f8vPzTXFYRERVDpNjqswq/CWzP//8U+11eHg4atWqhZiYGLz88ssQQmD58uWYO3cuhgwZAgBYu3YtXF1dsWnTJrz77rtIT0/H6tWrsX79evTs2RMAsGHDBnh6emLfvn3o3bt3uR8XERERVRwVPiF6UXp6OgDA2dkZAJCQkICUlBQEBgZKZaytrdG1a1dER0fj3XffRUxMDHJzc9XKeHh4wNfXF9HR0VoTouzsbGRnZ0uvMzIyjHVIREREVVplaC2sVAmREALTp09H586d4evrCwBISUkBALi6uqqVdXV1xY0bN6QyVlZWqF69ukYZ1fovCg0NxYIFCwx9CESyUNHGFyEiKk6lSogmT56Mc+fO4ciRIxrLFAqF2mshhMa8FxVV5uOPP8b06dOl1xkZGfD09CxF1EREVZOhfvUzgaaKoMJ3qlaZMmUKdu7ciQMHDqBOnTrSfDc3NwDQaOlJTU2VWo3c3NyQk5ODtLQ0nWVeZG1tDUdHR7WJiIiIqqYKnxAJITB58mRs374d+/fvh4+Pj9pyHx8fuLm5ITIyUpqXk5ODgwcPolOnTgCA1q1bw9LSUq1McnIyYmNjpTJEREQkXxX+ktmkSZOwadMm/Prrr3BwcJBagpycnGBrawuFQoFp06Zh8eLFaNiwIRo2bIjFixfDzs4Oo0aNksqOHz8eM2bMgIuLC5ydnTFz5kz4+flJd50RERGRfFX4hGjlypUAgG7duqnNDw8PR3BwMABg1qxZyMrKwsSJE5GWlob27dtj7969cHBwkMovW7YMFhYWGD58OLKystCjRw9ERETA3Ny8vA6FiCow9mMhkrcKnxAJIYoto1AoEBISgpCQEJ1lbGxsEBYWhrCwMANGR0RUsfGRKEQlU+ETIiIiooqmMoyrQ/qp8J2qiYiIiIyNLUREVKmx7w8RGQITIiIiE2M/HyLT4yUzIiIikj0mRERERCR7TIiIiIhI9pgQERERkeyxUzUR6cTOvkQkF2whIiIiItljCxERUSmVtgWNoxwTVTxsISIiIiLZY0JEREREssdLZkREpIGPRCG5YQsRERERyR4TIiIiIpI9JkREREQke0yIiIiISPbYqZqIKg2O30NExsIWIiIiIpI9thAREWnB57gRyQtbiIiIiEj2mBARERGR7DEhIiIiItljHyIiIgPiIy+IKie2EBEREZHslSkhWrduHfbs2VOisnv37sW6devKsjsiIiIioyhTQhQcHIzFixeXqGxoaCjGjRtXlt0RERERGUWZL5kJIQxajoiIiKi8lVsfopSUFCiVyvLaHREREVGJ6XWX2c2bN5GYmKg2Lz09HYcOHdK5TlZWFg4ePIjLly+jffv2pQqSiIiIyJj0SojCw8Pxn//8R21ebGwsunfvXuR6qstl06ZN0y86IiIionKgV0Lk7e2Nl19+WXp98OBBODo6okWLFlrLKxQK2Nraol69ehgxYgQ6d+5cpmCJiIiIjEGvhCgoKAhBQUHSazMzM/j5+eHAgQMGD4yIiIiovJRppOoDBw7AycnJULEQERERmUSZEqKuXbsaKg4iIiIikzHYs8zS09Nx/fp1PHnypMgxhwr3QSIiIiKqCMqcEB06dAizZ8/GiRMnii2rUCiQl5dX1l0SERERGVSZ+xC9+uqryM3NhbW1Nby9vVGrVi2YmfGZsURERFR5lCkhmj9/PnJzczF69GgsX74cLi4uhoqLiIiIqNyUKSH6+++/Ua1aNURERMDc3NxQMRERERGVqzJd27KyskKDBg2YDBEREVGlVqaEqH379khMTOST7ImIiKhSK1NCNH/+fKSnp+OLL74wVDxERERE5a5MfYg8PDywdOlSzJgxA9HR0Rg/fjzq168PpVKpc526deuWZZdEREREBlemhMjb2xsKhQJCCOzcuRM7d+4ssjzHISIiIqKKqEwJUd26daFQKAwVCxEREZFJlCkhSkxMNFAYRERERKbDIaWJiIhI9pgQERERkeyV6ZLZzZs39V6Hd5kRERFRRVOmFiJvb2/4+PiUeKpXr57e+zh06BD69+8PDw8PKBQK/PLLL2rLg4ODoVAo1KYOHTqolcnOzsaUKVNQo0YNKJVKDBgwALdu3SrLoRMREVEVYrS7zJ4+fYr79+8DACwtLeHh4VGqfTx9+hT+/v4YN24chg4dqrXMq6++ivDwcOm1lZWV2vJp06bht99+w5YtW+Di4oIZM2agX79+iImJ4WNHiIiIyLh3mWVkZOD777/Hp59+ilGjRmHRokV676NPnz7o06dPkWWsra3h5uamdVl6ejpWr16N9evXo2fPngCADRs2wNPTE/v27UPv3r31jomIiIiqFqN2qnZ0dMSMGTOwZcsWLFmyBOvXrzfKfqKiolCrVi00atQIb7/9NlJTU6VlMTExyM3NRWBgoDTPw8MDvr6+iI6O1rnN7OxsZGRkqE1ERERUNZXLXWavvvoqvLy88OWXXxp823369MHGjRuxf/9+/O9//8OpU6fwyiuvIDs7GwCQkpICKysrVK9eXW09V1dXpKSk6NxuaGgonJycpMnT09PgsRMREVHFUKZLZvqoVq0aLl68aPDtjhgxQvq/r68v2rRpAy8vL+zatQtDhgzRuZ4QoshRtj/++GNMnz5dep2RkcGkiIiIqIoqlxai1NRUXLhwATY2Nkbfl7u7O7y8vHDlyhUAgJubG3JycpCWlqYRk6urq87tWFtbw9HRUW0iIiKiqsmoCdH9+/fxxx9/oE+fPsjJyZE6NRvTgwcPkJSUBHd3dwBA69atYWlpicjISKlMcnIyYmNj0alTJ6PHQ0RERBVfmS6ZlfSWdSEE3NzcsGTJEr338eTJE1y9elV6nZCQgLNnz8LZ2RnOzs4ICQnB0KFD4e7ujsTERMyZMwc1atTA4MGDAQBOTk4YP348ZsyYARcXFzg7O2PmzJnw8/MrlwSNiIiIKr4yJURCiCKXK5VK1KtXD3369MHMmTNRo0YNvfdx+vRpdO/eXXqt6tcTFBSElStX4vz581i3bh0ePXoEd3d3dO/eHVu3boWDg4O0zrJly2BhYYHhw4cjKysLPXr0QEREBMcgIiIiIgBlTIgKCgoMFYdO3bp1KzLx2rNnT7HbsLGxQVhYGMLCwgwZGhEREVURfLgrERERyR4TIiIiIpI9g4xDlJ2djc2bN2Pv3r24fPkyHj9+DAcHBzRq1Ai9e/fGG2+8AWtra0PsioiIiMjgypwQ/f333xg2bBgSExM1+vr8/fff2Lp1Kz799FP8+OOPaNWqVVl3R0RERGRwZUqIbt26hV69eiEtLQ01atTA22+/jebNm8PV1RV3795FXFwcfvjhB1y/fh29e/fG2bNnUbt2bUPFTkRERGQQZUqIQkNDkZaWhiFDhmD9+vWwtbXVKDNv3jyMHTsWP//8M0JDQ/H111+XZZdEREREBlemTtV//PEHlEolIiIitCZDwPNb3sPDw6FUKrF79+6y7I6IiIjIKMqUEN25cwdNmzaFvb19keXs7e3RtGlTJCcnl2V3REREREZRpktmDg4OuHv3bonK3r17F0qlsiy7I5nwnr1LY17ikr4miISIiOSiTC1ErVu3xq1bt7Bly5Yiy23evBlJSUlo06ZNWXZHREREZBRlSoimTJkCIQSCgoIwY8YMJCQkqC1PSEjA9OnTMW7cOCgUCrz//vtlCpaIiIjIGMqUEPXt2xcfffQRcnNzsXz5cjRo0AB2dnbw8vKCnZ0dGjRogC+//BI5OTmYPXs2XnvtNUPFTURERGQwZX50R2hoKHbu3ImOHTtCoVDg2bNnSEpKwrNnz6BQKBAQEIDffvsNixYtMkS8RERERAZnkEd39OvXD/369cPTp09x9epVPHnyBPb29mjQoAE7UhMREVGFp3dCFBcXh2vXrqFWrVro0KGD2jKlUgl/f3+1ecePH0dqaioaNGiAZs2alS1aIiIiIiPQKyHKzMxEYGAg7t+/jwMHDpRonYKCArz++uvw8PDApUuX+JBXIiIiqnD06kO0efNmJCcnY/z48ejUqVOJ1unUqRPefvttJCUlFXt7PhEREZEp6JUQ/fLLL6W6fX7atGkQQuDnn3/Waz0iIiKi8qBXQnTmzBm4u7ujSZMmeu2kYcOGqF27Ns6cOaPXekRERETlQa+E6P79+6hdu3apduTh4YH79++Xal0iIiIiY9IrIbKxsUFWVlapdpSVlQUrK6tSrUtERERkTHolRO7u7rh27Rqys7P12kl2djauXbsGDw8PvdYjIiIiKg96JURdunTBs2fPsG3bNr128tNPPyErKwtdunTRaz0iIiKi8qBXQhQcHAwhBD766CMkJSWVaJ2bN29i1qxZUCgUCAoKKlWQRERERMakV0LUqVMnDBs2DHfu3EH79u3x008/oaCgQGvZgoIC/Pjjj+jQoQPu3r2LoUOHIiAgwCBBExERERmS3o/uiIiIwO3btxEdHY033ngDNWvWREBAAHx8fKBUKvH06VMkJCQgOjoaqampEEKgY8eOiIiIMEL4RERERGWnd0Jka2uLqKgohISEICwsDKmpqdixYwcUCoVURggBALC3t8eUKVMQEhICS0tLw0VNsuc9e5epQyAioiqkVE+7t7CwwMKFCzFr1izs2rUL0dHRuH37Nh4/fgwHBwfUrl0bnTp1wmuvvQYnJydDx0xERERkUKVKiFQcHR0xcuRIjBw50lDxEBEREZU7vTpVExEREVVFTIiIiIhI9pgQERERkewxISIiIiLZY0JEREREsseEiIiIiGSPCRERERHJHhMiIiIikj0mRERERCR7TIiIiIhI9pgQERERkewxISIiIiLZY0JEREREsseEiIiIiGSPCRERERHJHhMiIiIikj0mRERERCR7TIiIiIhI9pgQERERkewxISIiIiLZY0JEREREslfhE6JDhw6hf//+8PDwgEKhwC+//KK2XAiBkJAQeHh4wNbWFt26dUNcXJxamezsbEyZMgU1atSAUqnEgAEDcOvWrXI8CiIiIqrIKnxC9PTpU/j7++Prr7/Wuvzzzz/H0qVL8fXXX+PUqVNwc3NDr1698PjxY6nMtGnTsGPHDmzZsgVHjhzBkydP0K9fP+Tn55fXYRAREVEFZmHqAIrTp08f9OnTR+syIQSWL1+OuXPnYsiQIQCAtWvXwtXVFZs2bcK7776L9PR0rF69GuvXr0fPnj0BABs2bICnpyf27duH3r17l9uxEBERUcVU4VuIipKQkICUlBQEBgZK86ytrdG1a1dER0cDAGJiYpCbm6tWxsPDA76+vlIZIiIikrcK30JUlJSUFACAq6ur2nxXV1fcuHFDKmNlZYXq1atrlFGtr012djays7Ol1xkZGYYKm4iIiCqYSt1CpKJQKNReCyE05r2ouDKhoaFwcnKSJk9PT4PESkRERBVPpU6I3NzcAECjpSc1NVVqNXJzc0NOTg7S0tJ0ltHm448/Rnp6ujQlJSUZOHoiIiKqKCp1QuTj4wM3NzdERkZK83JycnDw4EF06tQJANC6dWtYWlqqlUlOTkZsbKxURhtra2s4OjqqTURERFQ1Vfg+RE+ePMHVq1el1wkJCTh79iycnZ1Rt25dTJs2DYsXL0bDhg3RsGFDLF68GHZ2dhg1ahQAwMnJCePHj8eMGTPg4uICZ2dnzJw5E35+ftJdZ0RERCRvFT4hOn36NLp37y69nj59OgAgKCgIERERmDVrFrKysjBx4kSkpaWhffv22Lt3LxwcHKR1li1bBgsLCwwfPhxZWVno0aMHIiIiYG5uXu7HQ0RERBVPhU+IunXrBiGEzuUKhQIhISEICQnRWcbGxgZhYWEICwszQoRERERU2VXqPkREREREhsCEiIiIiGSPCRERERHJHhMiIiIikj0mRERERCR7TIiIiIhI9pgQERERkewxISIiIiLZY0JEREREsseEiIiIiGSPCRERERHJHhMiIiIikj0mRERERCR7TIiIiIhI9pgQERERkewxISIiIiLZY0JEREREsseEiIiIiGSPCRERERHJnoWpAyDynr3L1CEQEZHMsYWIiIiIZI8JEREREckeEyIiIiKSPSZEREREJHtMiIiIiEj2mBARERGR7DEhIiIiItljQkRERESyx4SIiIiIZI8JEREREckeEyIiIiKSPSZEREREJHtMiIiIiEj2mBARERGR7DEhIiIiItljQkRERESyx4SIiIiIZI8JEREREckeEyIiIiKSPSZEREREJHtMiIiIiEj2mBARERGR7DEhIiIiItljQkRERESyx4SIiIiIZI8JEREREckeEyIiIiKSPSZEREREJHtMiIiIiEj2mBARERGR7DEhIiIiItmr9AlRSEgIFAqF2uTm5iYtF0IgJCQEHh4esLW1Rbdu3RAXF2fCiImIiKiisTB1AIbQvHlz7Nu3T3ptbm4u/f/zzz/H0qVLERERgUaNGmHhwoXo1asXLl26BAcHB1OEW+F4z96lMS9xSV8TREJERGQalb6FCAAsLCzg5uYmTTVr1gTwvHVo+fLlmDt3LoYMGQJfX1+sXbsWmZmZ2LRpk4mjJiIiooqiSiREV65cgYeHB3x8fPDGG2/g+vXrAICEhASkpKQgMDBQKmttbY2uXbsiOjraVOESERFRBVPpL5m1b98e69atQ6NGjXD37l0sXLgQnTp1QlxcHFJSUgAArq6uauu4urrixo0bRW43Ozsb2dnZ0uuMjAzDB09EREQVQqVPiPr06SP938/PDx07dkT9+vWxdu1adOjQAQCgUCjU1hFCaMx7UWhoKBYsWGD4gCsAbX2GiIiI5KxKXDIrTKlUws/PD1euXJHuNlO1FKmkpqZqtBq96OOPP0Z6ero0JSUlGS1mbbxn71KbiIiIyHiqXEKUnZ2NCxcuwN3dHT4+PnBzc0NkZKS0PCcnBwcPHkSnTp2K3I61tTUcHR3VJiIiIqqaKv0ls5kzZ6J///6oW7cuUlNTsXDhQmRkZCAoKAgKhQLTpk3D4sWL0bBhQzRs2BCLFy+GnZ0dRo0aZerQiYiIqIKo9AnRrVu3MHLkSNy/fx81a9ZEhw4dcPz4cXh5eQEAZs2ahaysLEycOBFpaWlo37499u7dyzGIiIiISFLpE6ItW7YUuVyhUCAkJAQhISHlE5AJcYBFIiKi0qn0CRGVDyZbRERUlTEhqsRMfffZi/tngkRERJVVlbvLjIiIiEhfTIiIiIhI9pgQERERkewxISIiIiLZY0JEREREsseEiIiIiGSPCRERERHJHhMiIiIikj0mRERERCR7HKmajIqjWRMRUWXAFiIiIiKSPSZEREREJHtMiIiIiEj2mBARERGR7DEhIiIiItljQkRERESyx4SIiIiIZI8JEREREckeEyIiIiKSPSZEREREJHtMiIiIiEj2mBARERGR7DEhIiIiItljQkRERESyx4SIiIiIZI8JEREREckeEyIiIiKSPSZEREREJHtMiIiIiEj2mBARERGR7FmYOgACvGfvMnUIREREssYWIiIiIpI9JkREREQke0yIiIiISPaYEBEREZHsMSEiIiIi2WNCRERERLLHhIiIiIhkjwkRERERyR4TIiIiIpI9JkREREQke0yIiIiISPaYEBEREZHsMSEiIiIi2WNCRERERLLHhIiIiIhkjwkRERERyR4TIiIiIpI9JkREREQke7JKiFasWAEfHx/Y2NigdevWOHz4sKlDIiIiogpANgnR1q1bMW3aNMydOxdnzpxBly5d0KdPH9y8edPUoREREZGJySYhWrp0KcaPH4+33noLTZs2xfLly+Hp6YmVK1eaOjQiIiIyMVkkRDk5OYiJiUFgYKDa/MDAQERHR5soKiIiIqooLEwdQHm4f/8+8vPz4erqqjbf1dUVKSkpWtfJzs5Gdna29Do9PR0AkJGRYfD4CrIziy2jbb/luZ6h9lXR4intvipaPOW5r4oWT2n2VdHiMdS+SrpeRT8Onr9F76uixWPMfRmCartCiKILChm4ffu2ACCio6PV5i9cuFA0btxY6zrz588XADhx4sSJEydOVWBKSkoqMleQRQtRjRo1YG5urtEalJqaqtFqpPLxxx9j+vTp0uuCggI8fPgQLi4uUCgURo3X2DIyMuDp6YmkpCQ4OjqaOpwKg/WiG+tGO9aLdqwX3Vg32hmzXoQQePz4MTw8PIosJ4uEyMrKCq1bt0ZkZCQGDx4szY+MjMTAgQO1rmNtbQ1ra2u1edWqVTNmmOXO0dGRb0gtWC+6sW60Y71ox3rRjXWjnbHqxcnJqdgyskiIAGD69OkYO3Ys2rRpg44dO2LVqlW4efMmJkyYYOrQiIiIyMRkkxCNGDECDx48wH/+8x8kJyfD19cXu3fvhpeXl6lDIyIiIhOTTUIEABMnTsTEiRNNHYbJWVtbY/78+RqXBOWO9aIb60Y71ot2rBfdWDfaVYR6UQhR3H1oRERERFWbLAZmJCIiIioKEyIiIiKSPSZEREREJHtMiIiIiEj2mBBVQStWrICPjw9sbGzQunVrHD58uETrHT16FBYWFmjRooVxAzQhfeomKioKCoVCY7p48WI5Rlw+9D1nsrOzMXfuXHh5ecHa2hr169fHmjVryina8qVP3QQHB2s9Z5o3b16OEZcPfc+ZjRs3wt/fH3Z2dnB3d8e4cePw4MGDcoq2fOlbN9988w2aNm0KW1tbNG7cGOvWrSunSMvPoUOH0L9/f3h4eEChUOCXX34pdp2DBw+idevWsLGxQb169fDtt98aN0jDPC2MKootW7YIS0tL8f3334v4+HgxdepUoVQqxY0bN4pc79GjR6JevXoiMDBQ+Pv7l0+w5Uzfujlw4IAAIC5duiSSk5OlKS8vr5wjN67SnDMDBgwQ7du3F5GRkSIhIUGcOHFCHD16tByjLh/61s2jR4/UzpWkpCTh7Ows5s+fX76BG5m+9XL48GFhZmYmvvzyS3H9+nVx+PBh0bx5czFo0KByjtz49K2bFStWCAcHB7FlyxZx7do1sXnzZmFvby927txZzpEb1+7du8XcuXPFzz//LACIHTt2FFn++vXrws7OTkydOlXEx8eL77//XlhaWopt27YZLUYmRFVMu3btxIQJE9TmNWnSRMyePbvI9UaMGCE++eQTMX/+/CqbEOlbN6qEKC0trRyiMx196+WPP/4QTk5O4sGDB+URnkmV9v2ksmPHDqFQKERiYqIxwjMZfevlv//9r6hXr57avK+++krUqVPHaDGair5107FjRzFz5ky1eVOnThUBAQFGi9HUSpIQzZo1SzRp0kRt3rvvvis6dOhgtLh4yawKycnJQUxMDAIDA9XmBwYGIjo6Wud64eHhuHbtGubPn2/sEE2mtHUDAC1btoS7uzt69OiBAwcOGDPMcleaetm5cyfatGmDzz//HLVr10ajRo0wc+ZMZGVllUfI5aYs54zK6tWr0bNnzyo1In5p6qVTp064desWdu/eDSEE7t69i23btqFv377lEXK5KU3dZGdnw8bGRm2era0tTp48idzcXKPFWtEdO3ZMox579+6N06dPG61emBBVIffv30d+fj5cXV3V5ru6uiIlJUXrOleuXMHs2bOxceNGWFhU3YHLS1M37u7uWLVqFX7++Wds374djRs3Ro8ePXDo0KHyCLlclKZerl+/jiNHjiA2NhY7duzA8uXLsW3bNkyaNKk8Qi43pambwpKTk/HHH3/grbfeMlaIJlGaeunUqRM2btyIESNGwMrKCm5ubqhWrRrCwsLKI+RyU5q66d27N3744QfExMRACIHTp09jzZo1yM3Nxf3798sj7AopJSVFaz3m5eUZrV6q7jegjCkUCrXXQgiNeQCQn5+PUaNGYcGCBWjUqFF5hWdSJa0bAGjcuDEaN24sve7YsSOSkpLwxRdf4OWXXzZqnOVNn3opKCiAQqHAxo0bpSdIL126FK+//jq++eYb2NraGj3e8qRP3RQWERGBatWqYdCgQUaKzLT0qZf4+Hi8//77+Pe//43evXsjOTkZH374ISZMmIDVq1eXR7jlSp+6mTdvHlJSUtChQwcIIeDq6org4GB8/vnnMDc3L49wKyxt9ahtvqGwhagKqVGjBszNzTV+iaSmpmpk2gDw+PFjnD59GpMnT4aFhQUsLCzwn//8B//88w8sLCywf//+8grd6PStG106dOiAK1euGDo8kylNvbi7u6N27dpSMgQATZs2hRACt27dMmq85aks54wQAmvWrMHYsWNhZWVlzDDLXWnqJTQ0FAEBAfjwww/x0ksvoXfv3lixYgXWrFmD5OTk8gi7XJSmbmxtbbFmzRpkZmYiMTERN2/ehLe3NxwcHFCjRo3yCLtCcnNz01qPFhYWcHFxMco+mRBVIVZWVmjdujUiIyPV5kdGRqJTp04a5R0dHXH+/HmcPXtWmiZMmIDGjRvj7NmzaN++fXmFbnT61o0uZ86cgbu7u6HDM5nS1EtAQADu3LmDJ0+eSPMuX74MMzMz1KlTx6jxlqeynDMHDx7E1atXMX78eGOGaBKlqZfMzEyYmal/3ahaP0QVepxmWc4ZS0tL1KlTB+bm5tiyZQv69eunUWdy0rFjR4163Lt3L9q0aQNLS0vj7NRo3bXJJFS3fK5evVrEx8eLadOmCaVSKd3lMnv2bDF27Fid61flu8z0rZtly5aJHTt2iMuXL4vY2Fgxe/ZsAUD8/PPPpjoEo9C3Xh4/fizq1KkjXn/9dREXFycOHjwoGjZsKN566y1THYLRlPb9NGbMGNG+ffvyDrfc6Fsv4eHhwsLCQqxYsUJcu3ZNHDlyRLRp00a0a9fOVIdgNPrWzaVLl8T69evF5cuXxYkTJ8SIESOEs7OzSEhIMNERGMfjx4/FmTNnxJkzZwQAsXTpUnHmzBlpOIIX60V12/0HH3wg4uPjxerVq3nbPenvm2++EV5eXsLKykq0atVKHDx4UFoWFBQkunbtqnPdqpwQCaFf3Xz22Weifv36wsbGRlSvXl107txZ7Nq1ywRRG5++58yFCxdEz549ha2trahTp46YPn26yMzMLOeoy4e+dfPo0SNha2srVq1aVc6Rli996+Wrr74SzZo1E7a2tsLd3V2MHj1a3Lp1q5yjLh/61E18fLxo0aKFsLW1FY6OjmLgwIHi4sWLJojauFTDmLw4BQUFCSG0nzNRUVGiZcuWwsrKSnh7e4uVK1caNUaFEFWovZKIiIioFOR7gZKIiIjo/2NCRERERLLHhIiIiIhkjwkRERERyR4TIiIiIpI9JkREREQke0yIiIiISPaYEBGR0URFRaF79+5wdHSEQqGAQqFAYmJiseupypLxRUREQKFQIDg42NShFKtbt25QKBSIiooydShUBfFp9yQr3t7euHHjhto8a2truLu7IyAgAFOnTkXbtm1NFF3VEhcXh969eyMnJwc+Pj546aWXAAA2NjYmjqxoUVFRiIqKQrdu3dCtWzdThyMbrHcyNSZEJEsNGzZErVq1AADp6em4evUqNm7ciC1btiA8PBxjx441cYSV3+rVq5GTk4MpU6bgq6++MnU4JRYVFYUFCxYAAL+Yy1FJ6r1u3bpo3Lgx7OzsyjEykgteMiNZmjNnDo4cOYIjR47g/PnzuHPnDl5//XXk5+dj0qRJSEtLM3WIld7FixcBAH369DFxJFRVrFu3DhcvXkS7du1MHQpVQUyIiABUr14dq1evhlKpxOPHj7F3715Th1TpZWVlAQBsbW1NHAkRUfGYEBH9f46OjmjUqBEAaO34GxkZicmTJ8Pf3x/Ozs6wsbFB/fr18d577+HmzZtatxkcHAyFQoGIiAjcuXMHb775Jtzd3WFjY4PmzZvjm2++0RlPTk4OFi9ejMaNG8PGxga1a9fGhAkTcO/ePYSEhEChUCAkJETruhcvXsSbb74Jb29vWFtbw8XFBX379sX+/fv1rhcAyM3NRVhYGNq1awdHR0colUr4+/tj0aJFyMzM1HrMqo6v3bt3lzpJl7Xj7vXr1/HZZ5+hW7du8PT0hLW1NWrWrIlXX30Vu3bt0rnekSNHMHjwYLi5ucHS0hLOzs5o2rQp3nrrLRw/flwqp1AopMs2CxYskOIua+xCCGzZsgW9evWCi4sLrK2tUa9ePbz//vtISUlRK/v1119DoVCgX79+Orf38OFDWFlZwdLSEg8ePJDmHz9+HLNmzUKbNm1Qq1YtWFtbw9PTE2PHjkVcXJxeMRfX2ToqKgoKhULr5S193yslrfeiOlULIbBhwwZ07doV1apVg62tLZo0aYKPPvoIDx8+1HoMhTvv//HHH3j55Zfh4OAAJycn9OnTB2fOnCm6kqhqEUQy4uXlJQCI8PBwrcsbN24sAIivvvpKY5m5ublQKBSiVq1aokWLFsLX11colUoBQLi4uIi4uDiNdYKCggQAERISItzc3ISNjY1o1aqV8PDwEAAEALFw4UKN9XJzc0Xv3r2lMo0bNxYtWrQQFhYWwtvbW0yZMkUAEPPnz9dYd+vWrcLKykoAEA4ODqJFixbCzc1NABAKhULrsRUlMzNTvPLKK1IsTZs2FS+99JIwMzMTAESLFi3E/fv3pfKLFi0SAQEBwtHRUQAQvr6+IiAgQAQEBIhFixaVaJ+qfb1o/PjxAoCwt7cXjRo1Em3atBHu7u5S+SVLlmis88svv0ixuri4iFatWokmTZpIf7upU6dKZQMCAoSnp6cAIDw9PaW49Yn9RTk5OWLYsGFSjB4eHsLf31/Y2dkJAMLd3V1cunRJKp+amiosLCyEpaWlePDggdZtfvfddwKAeO2119Tm169fXzpOX19f4e/vL5ycnAQAYWtrKw4cOKCxrfDwcAFABAUFlWi+yoEDBwQA0bVrV41l+r5XSlrvXbt2FQA0jqOgoECMGjVKquN69eqJVq1aSe8DLy8vce3aNY04VeVXrlwpFAqFcHd3F61atZJitbe3FxcuXNB6/FT1MCEiWSkqIbp8+bKwsLAQAMShQ4c0ln/33Xfi9u3bavMyMzPFokWLBADRrVs3jXVUCZGlpaV4/fXXRVpamrRsxYoVAoCwsbFRmy+EEP/9738FAOHs7CyOHj0qzb9586Zo2bKlsLS01JoQ/fPPP8La2lrY2NiIVatWifz8fGnZzp07haOjozA3Nxdnz54topbUzZgxQ/oij4mJkeZfuXJFNGnSRAAQw4cP11hP15dXSehKiHbv3i2OHz8uCgoK1OYfOnRIuLu7C3Nzc3H16lW1Zb6+vgKAWLFihcjLy5PmFxQUiAMHDoidO3eqlZ8/f77OZLM0Zs+eLQCIli1bijNnzkjzMzMzxcSJEwUA0aZNG7V1VMnwd999p3Wb3bp1EwDEhg0b1OavXbtW44s/NzdX/PDDD8LCwkLUq1dP7ZwQwjgJUWneKyWpd13nVFhYmPQDYO/evdL85ORkERAQIACI9u3ba2xPdZ7Z2dmpfSZkZGSIHj16CABixIgROuOhqoUJEcmKtoQoPT1dREZGimbNmgkAIiAgQO/tdu7cWQAQt27dUpuvSojc3NzEkydPNNZr1aqVACC2b98uzcvPzxe1a9fW+oUnxPNExNzcXOuXx5AhQwQA8eWXX2qNU/XF8eabb5bouNLT06WWjB07dmgsP3nypNTy9GIiYoyEqCg//PCDAKDRkmNtbS2qV69e4u0YMiFKTU0V1tbWwtHRUSQlJWksz8/PF23bttVIwteuXaszcbh9+7YwMzMTdnZ24vHjxyWOZcyYMQKAWoIthHESoqLoeq+UNiEqKCiQWpeWLVumsc6tW7eklqK//vpLbZnqPJsyZYrGeufOnRMAhJOTkz6HR5UYb7snWRo3bhzGjRunNs/MzAwjRozAypUrda53+vRpbNu2DfHx8UhPT0d+fj4A4MqVKwCAc+fOoXbt2hrrjRw5EkqlUmN+27Zt8ffff+P69evSvPj4eNy+fRtKpRLDhg3TWKdBgwbo0qWLRj+KnJwc7N69G+bm5jr7fQwYMABTpkzBwYMHdR5jYUeOHEFmZibq1q2LgQMHao2/Y8eOOHbsGCIjI1G/fv0Sbbcs7t27h02bNuHEiRNITU3Fs2fPADwfPgEA/vnnH7Xynp6euHbtGiIjI9GrVy+jx1fY7t27kZ2djQEDBqBOnToay83MzNCvXz+cOnUKBw8eRJcuXQAAgwcPxoQJE3Do0CHcuXMHHh4e0jpbt25FQUEB+vfvD3t7e41tXrx4EZs3b8b58+fx8OFD5OXlAYDUd+eff/5Bp06djHG4akr7XtHXhQsXkJSUBBsbG7z99tsay2vXro2hQ4di8+bN2Lt3L1555RWNMm+99ZbGPD8/P9jY2CA9PR0PHjyAi4tLmWOlio0JEcmSahwiIQRSUlJw/fp1WFpaom3btqhevbpGeSEEJk+ejBUrVhS5XV2dN3UlCqqxkJ48eSLNU31hNGnSBFZWVlrXe+mllzQSosuXL+PZs2ewsrLCa6+9pnU9IQQA4Pbt27oP4oVtqmLRNXJ08+bNcezYMamsMe3duxfDhw+Xkh9tXvwbfPDBB5g0aRICAwPRunVr9OzZE507d0bXrl3h4OBg1HjPnz8P4Hln586dO2stc/fuXQDqfxMHBwf069cPP/30E7Zu3YoPPvhAWrZ582YAz5PsF4WGhuKTTz5BQUGBzph0naOGUtb3ir5U513dunW1/ugAnp+jhcu+SNf7s2bNmkhKSsKTJ0+YEMkA7zIjWVKNQ3T06FFcu3YNR44cgYODA2bOnIkNGzZolF+/fj1WrFgBpVKJFStW4MqVK8jMzIR4ftkZo0ePBvD8bixtdH1Qm5k9fwuqEhUAePr0KQAU+WWtbZkqScjJycHRo0e1TtHR0QAgtaoUR5WoqRI3bVxdXQEAjx8/LtE2S+vRo0d44403kJ6ejn/96184fvw40tLSkJ+fDyEEIiMjAWj+DSZOnIh169bB398fMTEx+Oyzz9C/f3/UqlUL77zzTpHJVVmptp2UlKTzb3L16lUA/zdMgcqoUaMA/F8CBADXrl3DqVOnUK1aNY3xnQ4dOoQ5c+ZAoVAgNDQUcXFxePLkCQoKCiCEwNy5cwHoPkcNpazvFX0Z4hzV5/1JVRcTIiIAAQEB+P777wEAU6dORUZGhtryjRs3AgD+97//4b333kODBg3UxtdJSkoyWCyqD+fCrUYv0vbBrrp8Urt2benLp6ipJFTbTE1N1VlG1cJh7NaWP/74A2lpaejYsSMiIiLQvn17VKtWTfrSKupvMHbsWJw9exbJycnYsmULxo8fDwsLC3z//fcYM2aM0WJW1d/cuXOL/XtERESordunTx9Uq1YNp06dkpImVXI0dOhQjdZD1Tn64YcfYvbs2WjWrBmUSqXUsqfvOapaT9e5okrcX1Se7xWgYp2jVLkxISL6/wYNGoQOHTrg4cOHWLp0qdoy1bhE2vpe5Obm4sKFCwaLQzUW0sWLF3X+ilZdiimsYcOGsLS0RHJyssEuR6hiuXDhgs4vRtX4NqqyxqL6G3Ts2FHr5bsX+w5p4+bmhhEjRuCHH37AiRMnYGZmht9//x3JyclSGUM+VLZZs2YAgNjYWL3Xtba2xpAhQwD8XyKk+lfVelRYUecoULL6KUyVmN+7d0/rclWSpk8cRb1XSlvvqvPu5s2bOn9ElNc5SpUbEyKiQmbPng0A+Oqrr9Q+XFW/cFW/NAsLDw/X+aVRGk2bNkXt2rXx5MkTbNu2TWP59evXcfjwYY35dnZ26N27NwoKCgz27LDOnTvDzs4OSUlJ+PXXXzWWnz59GseOHYNCoTB6h+Wi/gYPHjzA6tWr9dpes2bN4OTkBAC4c+eOxn5evIRVGn379oWVlRV2794t9Q3TR+HLZv/88w/i4+Ph7u6udTDEoupn7969eidE9erVAwCcPXtW6pitUlBQgPDwcK3rlfa9Utp6b9q0KerWrYtnz57hhx9+0Fh+584d/PzzzwCA3r1767VtkhcmRESFDBgwAE2bNkVaWpra3WaqDrGffPKJ2gf6n3/+iQ8//NCgT3A3MzPDtGnTAADvv/++2kjKt27dwvDhw3X+mv70009hbW2NhQsXYsmSJRpfLsnJyfjyyy/x7bffligWR0dHvPfeewCAyZMnq43ce+3aNQQFBQEAhg8fbvQ7zFR3YP3444/Yt2+fND85ORlDhw7V+NIGgIyMDLzxxhuIiopS62icn5+Pr776CmlpaVAqlWjcuLG0TJUIREdHa92mPjw8PDBt2jTk5uaid+/eGh3hhRA4efIk3nvvPbU7DVW6d+8Od3d3XLhwQUrWR4wYIV0mLEx1ji5ZsgQJCQnS/FOnTuHNN9/U+xz19/eHh4cHkpOTMX/+fKmF8NmzZ5g2bRri4+O1rlfa90pp612hUODDDz8EAMyfPx9//fWXtOzu3bt44403kJOTgw4dOqB79+4l3i7JkNFv7CeqQIobqVoIIVavXi2NHZSVlSWEEOLGjRvC2dlZGvG3RYsWwtvbWwAQ3bt3F6NHj9a6XdU4RLr2p2vsldzcXBEYGCiNk9KkSRPRsmVLjZGq//Of/2hsc/v27dLYQTY2NqJFixaiXbt20lgtAMRHH31U4jrLzMwU3bt3l9Zt1qyZ8Pf3l8ZC8vf3VxupWsUY4xC9/vrr0rIGDRpIo3c7ODiI5cuXa4yLk5aWJpVXKpXC399ftGnTRtSoUUMaP+n7779X20d6erqoXr26NIp0QECA6Nq1qwgNDdX7OIR4/rdUjQGkOq/atWsn/P39hYODgzRf14jI06ZNk8oAECdOnNBaLj09XdSrV08AEFZWVsLPz08aeb1Zs2Zi+vTpWs+1osYbWr9+vbTfmjVrijZt2ghHR0dhb28vvvjiC63jEJX2vVKSei/pSNUNGjRQG6m6bt26RY5UrYvq8yIhIUFnGao62EJE9IIxY8bAw8MDKSkpWLNmDYDnt/QeO3YMQ4YMgZWVFS5evAgbGxssWLAAf/75JywsDDuChYWFBX777TcsXLgQDRs2xPXr15GSkoKgoCCcOHEC1tbWALR3Eh08eDDi4+MxdepUeHt749KlS4iPj4ednR0GDx6MtWvXSq0NJWFra4s9e/bgyy+/RJs2bXDjxg1cvnwZzZo1w8KFCxEdHV1utyRv3LgR8+bNg7e3N27cuIGUlBS8/vrrOHXqFPz9/TXKOzg4YP369Rg7diw8PT2RmJiIuLg4ODs7Y8yYMThz5ozGGDSOjo7Yu3cv+vTpg+zsbBw7dgwHDx7ExYsXSxWzhYUF1q9fj127dmHQoEEAgDNnziA5ORmNGjXC5MmTERUVpbN/S+H+QvXr19f5pHdHR0ccOXIE//rXv+Do6IhLly4hJycH06dPx7Fjx0rVoXjMmDH48ccf0bp1azx+/BjXr19Hjx49cOLECbRu3VrrOqV9r5Sl3hUKBTZs2IB169ahS5cuSE1NRVxcHLy8vPDhhx/i77//llqgiHRRCMH7CYkqm/79++P333/Hjh07pC9ZIiIqPSZERJXMrVu30KBBA+Tl5eHWrVtwc3MzdUhERJUeL5kRVVALFy7UuDPp0qVLGDhwILKzszFw4EAmQ0REBsIWIqIKStVPpkaNGvD29kZ6erqUINWrVw+HDh0yyLOgqGRU/ZVKau7cuRqjSRNRxcVnmRFVUPPmzcNPP/2E2NhYxMbGwszMDM2bN8egQYMwY8YMrc9cI+N59uwZjh49WuLy2sbhIaKKiy1EREREJHvsQ0RERESyx4SIiIiIZI8JEREREckeEyIiIiKSPSZEREREJHtMiIiIiEj2mBARERGR7DEhIiIiItljQkRERESy9/8ALlQWorA1o8wAAAAASUVORK5CYII=",
"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": 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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 (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": [
"