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ML-For-Beginners/2-Regression/4-Logistic/solution/notebook.ipynb

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"source": [
"## Logistic Regression - Lesson 4\n",
"\n",
"Load up required libraries and dataset. Convert the data to a dataframe containing a subset of the data: \n",
"\n",
"Let's look at the relationship between color and variety"
],
"cell_type": "markdown",
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 152,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" City Name Type Package Variety Sub Variety Grade Date \\\n",
"0 BALTIMORE NaN 24 inch bins NaN NaN NaN 4/29/17 \n",
"1 BALTIMORE NaN 24 inch bins NaN NaN NaN 5/6/17 \n",
"2 BALTIMORE NaN 24 inch bins HOWDEN TYPE NaN NaN 9/24/16 \n",
"3 BALTIMORE NaN 24 inch bins HOWDEN TYPE NaN NaN 9/24/16 \n",
"4 BALTIMORE NaN 24 inch bins HOWDEN TYPE NaN NaN 11/5/16 \n",
"\n",
" Low Price High Price Mostly Low ... Unit of Sale Quality Condition \\\n",
"0 270.0 280.0 270.0 ... NaN NaN NaN \n",
"1 270.0 280.0 270.0 ... NaN NaN NaN \n",
"2 160.0 160.0 160.0 ... NaN NaN NaN \n",
"3 160.0 160.0 160.0 ... NaN NaN NaN \n",
"4 90.0 100.0 90.0 ... NaN NaN NaN \n",
"\n",
" Appearance Storage Crop Repack Trans Mode Unnamed: 24 Unnamed: 25 \n",
"0 NaN NaN NaN E NaN NaN NaN \n",
"1 NaN NaN NaN E NaN NaN NaN \n",
"2 NaN NaN NaN N NaN NaN NaN \n",
"3 NaN NaN NaN N NaN NaN NaN \n",
"4 NaN NaN NaN N NaN NaN NaN \n",
"\n",
"[5 rows x 26 columns]"
],
"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>City Name</th>\n <th>Type</th>\n <th>Package</th>\n <th>Variety</th>\n <th>Sub Variety</th>\n <th>Grade</th>\n <th>Date</th>\n <th>Low Price</th>\n <th>High Price</th>\n <th>Mostly Low</th>\n <th>...</th>\n <th>Unit of Sale</th>\n <th>Quality</th>\n <th>Condition</th>\n <th>Appearance</th>\n <th>Storage</th>\n <th>Crop</th>\n <th>Repack</th>\n <th>Trans Mode</th>\n <th>Unnamed: 24</th>\n <th>Unnamed: 25</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>BALTIMORE</td>\n <td>NaN</td>\n <td>24 inch bins</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>4/29/17</td>\n <td>270.0</td>\n <td>280.0</td>\n <td>270.0</td>\n <td>...</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>E</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>1</th>\n <td>BALTIMORE</td>\n <td>NaN</td>\n <td>24 inch bins</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>5/6/17</td>\n <td>270.0</td>\n <td>280.0</td>\n <td>270.0</td>\n <td>...</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>E</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>2</th>\n <td>BALTIMORE</td>\n <td>NaN</td>\n <td>24 inch bins</td>\n <td>HOWDEN TYPE</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>9/24/16</td>\n <td>160.0</td>\n <td>160.0</td>\n <td>160.0</td>\n <td>...</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>N</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>3</th>\n <td>BALTIMORE</td>\n <td>NaN</td>\n <td>24 inch bins</td>\n <td>HOWDEN TYPE</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>9/24/16</td>\n <td>160.0</td>\n <td>160.0</td>\n <td>160.0</td>\n <td>...</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>N</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n </tr>\n <tr>\n <th>4</th>\n <td>BALTIMORE</td>\n <td>NaN</td>\n <td>24 inch bins</td>\n <td>HOWDEN TYPE</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>11/5/16</td>\n <td>90.0</td>\n <td>100.0</td>\n <td>90.0</td>\n <td>...</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>N</td>\n <td>NaN</td>\n <td>NaN</td>\n <td>NaN</td>\n </tr>\n </tbody>\n</table>\n<p>5 rows × 26 columns</p>\n</div>"
},
"metadata": {},
"execution_count": 152
}
],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"pumpkins = pd.read_csv('../../data/US-pumpkins.csv')\n",
"\n",
"pumpkins.head()\n"
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
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level0 col2\" >Variety</th> <th class=\"col_heading level0 col3\" >Origin</th> <th class=\"col_heading level0 col4\" >Item Size</th> <th class=\"col_heading level0 col5\" >Color</th> </tr></thead><tbody>\n <tr>\n <th id=\"T_57469588_8801_11eb_b5c3_f218988e26cdlevel0_row0\" class=\"row_heading level0 row0\" >City Name</th>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow0_col0\" class=\"data row0 col0\" >1.000000</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow0_col1\" class=\"data row0 col1\" >0.145078</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow0_col2\" class=\"data row0 col2\" >-0.009344</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow0_col3\" class=\"data row0 col3\" >0.200548</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow0_col4\" class=\"data row0 col4\" >-0.189651</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow0_col5\" class=\"data row0 col5\" >-0.028224</td>\n </tr>\n <tr>\n <th id=\"T_57469588_8801_11eb_b5c3_f218988e26cdlevel0_row1\" class=\"row_heading level0 row1\" >Package</th>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow1_col0\" class=\"data row1 col0\" >0.145078</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow1_col1\" class=\"data row1 col1\" >1.000000</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow1_col2\" class=\"data row1 col2\" >-0.330067</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow1_col3\" class=\"data row1 col3\" >0.048547</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow1_col4\" class=\"data row1 col4\" >-0.301333</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow1_col5\" class=\"data row1 col5\" >-0.270385</td>\n </tr>\n <tr>\n <th id=\"T_57469588_8801_11eb_b5c3_f218988e26cdlevel0_row2\" class=\"row_heading level0 row2\" >Variety</th>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow2_col0\" class=\"data row2 col0\" >-0.009344</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow2_col1\" class=\"data row2 col1\" >-0.330067</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow2_col2\" class=\"data row2 col2\" >1.000000</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow2_col3\" class=\"data row2 col3\" >0.294407</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow2_col4\" class=\"data row2 col4\" >0.105008</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow2_col5\" class=\"data row2 col5\" >0.051986</td>\n </tr>\n <tr>\n <th id=\"T_57469588_8801_11eb_b5c3_f218988e26cdlevel0_row3\" class=\"row_heading level0 row3\" >Origin</th>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow3_col0\" class=\"data row3 col0\" >0.200548</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow3_col1\" class=\"data row3 col1\" >0.048547</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow3_col2\" class=\"data row3 col2\" >0.294407</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow3_col3\" class=\"data row3 col3\" >1.000000</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow3_col4\" class=\"data row3 col4\" >-0.061450</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow3_col5\" class=\"data row3 col5\" >0.073486</td>\n </tr>\n <tr>\n <th id=\"T_57469588_8801_11eb_b5c3_f218988e26cdlevel0_row4\" class=\"row_heading level0 row4\" >Item Size</th>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow4_col0\" class=\"data row4 col0\" >-0.189651</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow4_col1\" class=\"data row4 col1\" >-0.301333</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow4_col2\" class=\"data row4 col2\" >0.105008</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow4_col3\" class=\"data row4 col3\" >-0.061450</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow4_col4\" class=\"data row4 col4\" >1.000000</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow4_col5\" class=\"data row4 col5\" >0.224603</td>\n </tr>\n <tr>\n <th id=\"T_57469588_8801_11eb_b5c3_f218988e26cdlevel0_row5\" class=\"row_heading level0 row5\" >Color</th>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow5_col0\" class=\"data row5 col0\" >-0.028224</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow5_col1\" class=\"data row5 col1\" >-0.270385</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow5_col2\" class=\"data row5 col2\" >0.051986</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow5_col3\" class=\"data row5 col3\" >0.073486</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow5_col4\" class=\"data row5 col4\" >0.224603</td>\n <td id=\"T_57469588_8801_11eb_b5c3_f218988e26cdrow5_col5\" class=\"data row5 col5\" >1.000000</td>\n </tr>\n </tbody></table>"
},
"metadata": {},
"execution_count": 153
}
],
"source": [
"from sklearn.preprocessing import LabelEncoder\n",
"new_columns = ['Color','Origin','Item Size','Variety','City Name','Package']\n",
"\n",
"new_pumpkins = pumpkins.drop([c for c in pumpkins.columns if c not in new_columns], axis=1)\n",
"\n",
"new_pumpkins.dropna(inplace=True)\n",
"\n",
"new_pumpkins = new_pumpkins.apply(LabelEncoder().fit_transform)\n",
"\n",
"corr = new_pumpkins.corr()\n",
"corr.style.background_gradient(cmap='coolwarm')"
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"<class 'pandas.core.frame.DataFrame'>\nInt64Index: 586 entries, 23 to 1693\nData columns (total 6 columns):\n # Column Non-Null Count Dtype\n--- ------ -------------- -----\n 0 City Name 586 non-null int64\n 1 Package 586 non-null int64\n 2 Variety 586 non-null int64\n 3 Origin 586 non-null int64\n 4 Item Size 586 non-null int64\n 5 Color 586 non-null int64\ndtypes: int64(6)\nmemory usage: 32.0 KB\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"City Name 586\n",
"Package 586\n",
"Variety 586\n",
"Origin 586\n",
"Item Size 586\n",
"Color 586\n",
"dtype: int64"
]
},
"metadata": {},
"execution_count": 154
}
],
"source": [
"new_pumpkins.info()\n",
"new_pumpkins.count()"
]
},
{
"cell_type": "code",
"execution_count": 155,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<BarContainer object of 586 artists>"
]
},
"metadata": {},
"execution_count": 155
},
{
"output_type": "display_data",
"data": {
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},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"plt.bar('Color','Item Size',data=new_pumpkins)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
]
}
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