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@Prathmeshp20
Created October 5, 2021 18:36
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Assignment14_Company.ipynb
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{
"cells": [
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import pandas as pd\nimport matplotlib.pyplot as plt\nfrom sklearn import datasets\nimport numpy as np\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.tree import DecisionTreeClassifier\nfrom sklearn import tree\nfrom sklearn import preprocessing",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "company = pd.read_csv('C:/Users/Prathmesh/Downloads/Company_Data.csv')",
"execution_count": 2,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "company.head()",
"execution_count": 3,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 3,
"data": {
"text/plain": " Sales CompPrice Income Advertising Population Price ShelveLoc Age \\\n0 9.50 138 73 11 276 120 Bad 42 \n1 11.22 111 48 16 260 83 Good 65 \n2 10.06 113 35 10 269 80 Medium 59 \n3 7.40 117 100 4 466 97 Medium 55 \n4 4.15 141 64 3 340 128 Bad 38 \n\n Education Urban US \n0 17 Yes Yes \n1 10 Yes Yes \n2 12 Yes Yes \n3 14 Yes Yes \n4 13 Yes No ",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Sales</th>\n <th>CompPrice</th>\n <th>Income</th>\n <th>Advertising</th>\n <th>Population</th>\n <th>Price</th>\n <th>ShelveLoc</th>\n <th>Age</th>\n <th>Education</th>\n <th>Urban</th>\n <th>US</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>9.50</td>\n <td>138</td>\n <td>73</td>\n <td>11</td>\n <td>276</td>\n <td>120</td>\n <td>Bad</td>\n <td>42</td>\n <td>17</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>1</th>\n <td>11.22</td>\n <td>111</td>\n <td>48</td>\n <td>16</td>\n <td>260</td>\n <td>83</td>\n <td>Good</td>\n <td>65</td>\n <td>10</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>2</th>\n <td>10.06</td>\n <td>113</td>\n <td>35</td>\n <td>10</td>\n <td>269</td>\n <td>80</td>\n <td>Medium</td>\n <td>59</td>\n <td>12</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>3</th>\n <td>7.40</td>\n <td>117</td>\n <td>100</td>\n <td>4</td>\n <td>466</td>\n <td>97</td>\n <td>Medium</td>\n <td>55</td>\n <td>14</td>\n <td>Yes</td>\n <td>Yes</td>\n </tr>\n <tr>\n <th>4</th>\n <td>4.15</td>\n <td>141</td>\n <td>64</td>\n <td>3</td>\n <td>340</td>\n <td>128</td>\n <td>Bad</td>\n <td>38</td>\n <td>13</td>\n <td>Yes</td>\n <td>No</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "company1 = pd.get_dummies(company, columns = ['ShelveLoc', 'Urban', 'US'])",
"execution_count": 4,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "company1['High'] = company1.Sales.map(lambda x: 1 if x>8 else 0)",
"execution_count": 5,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "company1.head()",
"execution_count": 6,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 6,
"data": {
"text/plain": " Sales CompPrice Income Advertising Population Price Age Education \\\n0 9.50 138 73 11 276 120 42 17 \n1 11.22 111 48 16 260 83 65 10 \n2 10.06 113 35 10 269 80 59 12 \n3 7.40 117 100 4 466 97 55 14 \n4 4.15 141 64 3 340 128 38 13 \n\n ShelveLoc_Bad ShelveLoc_Good ShelveLoc_Medium Urban_No Urban_Yes \\\n0 1 0 0 0 1 \n1 0 1 0 0 1 \n2 0 0 1 0 1 \n3 0 0 1 0 1 \n4 1 0 0 0 1 \n\n US_No US_Yes High \n0 0 1 1 \n1 0 1 1 \n2 0 1 1 \n3 0 1 0 \n4 1 0 0 ",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>Sales</th>\n <th>CompPrice</th>\n <th>Income</th>\n <th>Advertising</th>\n <th>Population</th>\n <th>Price</th>\n <th>Age</th>\n <th>Education</th>\n <th>ShelveLoc_Bad</th>\n <th>ShelveLoc_Good</th>\n <th>ShelveLoc_Medium</th>\n <th>Urban_No</th>\n <th>Urban_Yes</th>\n <th>US_No</th>\n <th>US_Yes</th>\n <th>High</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>9.50</td>\n <td>138</td>\n <td>73</td>\n <td>11</td>\n <td>276</td>\n <td>120</td>\n <td>42</td>\n <td>17</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>1</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>1</th>\n <td>11.22</td>\n <td>111</td>\n <td>48</td>\n <td>16</td>\n <td>260</td>\n <td>83</td>\n <td>65</td>\n <td>10</td>\n <td>0</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>1</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>2</th>\n <td>10.06</td>\n <td>113</td>\n <td>35</td>\n <td>10</td>\n <td>269</td>\n <td>80</td>\n <td>59</td>\n <td>12</td>\n <td>0</td>\n <td>0</td>\n <td>1</td>\n <td>0</td>\n <td>1</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n </tr>\n <tr>\n <th>3</th>\n <td>7.40</td>\n <td>117</td>\n <td>100</td>\n <td>4</td>\n <td>466</td>\n <td>97</td>\n <td>55</td>\n <td>14</td>\n <td>0</td>\n <td>0</td>\n <td>1</td>\n <td>0</td>\n <td>1</td>\n <td>0</td>\n <td>1</td>\n <td>0</td>\n </tr>\n <tr>\n <th>4</th>\n <td>4.15</td>\n <td>141</td>\n <td>64</td>\n <td>3</td>\n <td>340</td>\n <td>128</td>\n <td>38</td>\n <td>13</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n <td>0</td>\n <td>1</td>\n <td>1</td>\n <td>0</td>\n <td>0</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "x = company1.iloc[:,1:15]\ny = company1['High']",
"execution_count": 7,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "company1.High.value_counts()",
"execution_count": 8,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 8,
"data": {
"text/plain": "0 236\n1 164\nName: High, dtype: int64"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "colnames = list(company1.columns)\ncolnames",
"execution_count": 9,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 9,
"data": {
"text/plain": "['Sales',\n 'CompPrice',\n 'Income',\n 'Advertising',\n 'Population',\n 'Price',\n 'Age',\n 'Education',\n 'ShelveLoc_Bad',\n 'ShelveLoc_Good',\n 'ShelveLoc_Medium',\n 'Urban_No',\n 'Urban_Yes',\n 'US_No',\n 'US_Yes',\n 'High']"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.2, random_state = 40)",
"execution_count": 10,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "model = DecisionTreeClassifier(criterion = 'entropy', max_depth = 6)\nmodel.fit(x_train, y_train)",
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 11,
"data": {
"text/plain": "DecisionTreeClassifier(criterion='entropy', max_depth=6)"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "tree.plot_tree(model);",
"execution_count": 12,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "fn = ['CompPrice',\n 'Income',\n 'Advertising',\n 'Population',\n 'Price',\n 'Age',\n 'Education',\n 'ShelveLoc_Bad',\n 'ShelveLoc_Good',\n 'ShelveLoc_Medium',\n 'Urban_No',\n 'Urban_Yes',\n 'US_No',\n 'US_Yes']\ncn = ['High', 'Low']\nfog, axes = plt.subplots(nrows = 1, ncols = 1, figsize= (4,4), dpi=400)\ntree.plot_tree(model,\n feature_names = fn,\n class_names = cn,\n filled = True);",
"execution_count": 23,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1600x1600 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "preds = model.predict(x_test)\npd.Series(preds).value_counts()",
"execution_count": 14,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 14,
"data": {
"text/plain": "0 52\n1 28\ndtype: int64"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "preds",
"execution_count": 15,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 15,
"data": {
"text/plain": "array([1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1,\n 0, 1, 0, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1,\n 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1,\n 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0], dtype=int64)"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "pd.crosstab(y_test,preds)",
"execution_count": 16,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 16,
"data": {
"text/plain": "col_0 0 1\nHigh \n0 44 9\n1 8 19",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th>col_0</th>\n <th>0</th>\n <th>1</th>\n </tr>\n <tr>\n <th>High</th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>44</td>\n <td>9</td>\n </tr>\n <tr>\n <th>1</th>\n <td>8</td>\n <td>19</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "np.mean(preds==y_test)",
"execution_count": 17,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 17,
"data": {
"text/plain": "0.7875"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.8.5",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"gist": {
"id": "",
"data": {
"description": "Assignment14_Company.ipynb",
"public": true
}
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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