Compare commits
2
Commits
| Author | SHA1 | Date | |
|---|---|---|---|
 isakg22
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294d01df0d | ||
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isakg22
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a7e44e5e89 |
@@ -2,19 +2,246 @@
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 5,
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"execution_count": 1,
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"id": "45bdce35",
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"metadata": {},
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"outputs": [
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{
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"ename": "ModuleNotFoundError",
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"evalue": "No module named 'sklearn'",
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"output_type": "error",
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"traceback": [
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"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
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"\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)",
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"Cell \u001b[0;32mIn[5], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdatasets\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m fetch_openml\n\u001b[1;32m 3\u001b[0m mushroom \u001b[38;5;241m=\u001b[39m fetch_openml(data_id\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m43922\u001b[39m, as_frame\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m 5\u001b[0m X \u001b[38;5;241m=\u001b[39m mushroom\u001b[38;5;241m.\u001b[39mdata\n",
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"\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'sklearn'"
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Feature data: (8124, 22)\n",
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"Target data: (8124,)\n"
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]
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},
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>cap_shape</th>\n",
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" <th>cap_surface</th>\n",
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" <th>cap_color</th>\n",
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" <th>bruises</th>\n",
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" <th>odor</th>\n",
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" <th>gill_attachment</th>\n",
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" <th>gill_spacing</th>\n",
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" <th>gill_size</th>\n",
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" <th>gill_color</th>\n",
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" <th>stalk_shape</th>\n",
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" <th>...</th>\n",
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" <th>stalk_surface_below_ring</th>\n",
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" <th>stalk_color_above_ring</th>\n",
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" <th>stalk_color_below_ring</th>\n",
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" <th>veil_type</th>\n",
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" <th>veil_color</th>\n",
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" <th>ring_number</th>\n",
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" <th>ring_type</th>\n",
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" <th>spore-print-color</th>\n",
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" <th>population</th>\n",
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" <th>habitat</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>x</td>\n",
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" <td>s</td>\n",
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" <td>n</td>\n",
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" <td>t</td>\n",
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" <td>p</td>\n",
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" <td>f</td>\n",
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" <td>c</td>\n",
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" <td>n</td>\n",
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" <td>k</td>\n",
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" <td>e</td>\n",
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" <td>...</td>\n",
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" <td>s</td>\n",
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" <td>w</td>\n",
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" <td>w</td>\n",
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" <td>p</td>\n",
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" <td>w</td>\n",
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" <td>o</td>\n",
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" <td>p</td>\n",
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" <td>k</td>\n",
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" <td>s</td>\n",
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" <td>u</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>x</td>\n",
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" <td>s</td>\n",
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" <td>y</td>\n",
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" <td>t</td>\n",
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" <td>a</td>\n",
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" <td>f</td>\n",
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" <td>c</td>\n",
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" <td>b</td>\n",
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" <td>k</td>\n",
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" <td>e</td>\n",
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" <td>...</td>\n",
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" <td>s</td>\n",
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" <td>w</td>\n",
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" <td>w</td>\n",
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" <td>p</td>\n",
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" <td>w</td>\n",
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" <td>o</td>\n",
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" <td>p</td>\n",
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" <td>n</td>\n",
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" <td>n</td>\n",
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" <td>g</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>b</td>\n",
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" <td>s</td>\n",
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" <td>w</td>\n",
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" <td>t</td>\n",
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" <td>l</td>\n",
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" <td>f</td>\n",
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" <td>c</td>\n",
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" <td>b</td>\n",
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" <td>n</td>\n",
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" <td>e</td>\n",
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" <td>...</td>\n",
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" <td>s</td>\n",
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" <td>w</td>\n",
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" <td>w</td>\n",
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" <td>p</td>\n",
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" <td>w</td>\n",
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" <td>o</td>\n",
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" <td>p</td>\n",
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" <td>n</td>\n",
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" <td>n</td>\n",
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" <td>m</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>x</td>\n",
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" <td>y</td>\n",
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" <td>w</td>\n",
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" <td>t</td>\n",
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" <td>p</td>\n",
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" <td>f</td>\n",
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" <td>c</td>\n",
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" <td>n</td>\n",
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" <td>n</td>\n",
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" <td>e</td>\n",
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" <td>...</td>\n",
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" <td>s</td>\n",
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" <td>w</td>\n",
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" <td>w</td>\n",
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" <td>p</td>\n",
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" <td>w</td>\n",
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" <td>o</td>\n",
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" <td>p</td>\n",
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" <td>k</td>\n",
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" <td>s</td>\n",
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" <td>u</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>x</td>\n",
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" <td>s</td>\n",
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" <td>g</td>\n",
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" <td>f</td>\n",
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" <td>n</td>\n",
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" <td>f</td>\n",
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" <td>w</td>\n",
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" <td>b</td>\n",
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" <td>k</td>\n",
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" <td>t</td>\n",
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" <td>...</td>\n",
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" <td>s</td>\n",
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" <td>w</td>\n",
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" <td>w</td>\n",
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" <td>p</td>\n",
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" <td>w</td>\n",
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" <td>o</td>\n",
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" <td>e</td>\n",
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" <td>n</td>\n",
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" <td>a</td>\n",
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" <td>g</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"<p>5 rows × 22 columns</p>\n",
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"</div>"
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],
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"text/plain": [
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" cap_shape cap_surface cap_color bruises odor gill_attachment gill_spacing \\\n",
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"0 x s n t p f c \n",
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"1 x s y t a f c \n",
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"2 b s w t l f c \n",
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"3 x y w t p f c \n",
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"4 x s g f n f w \n",
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"\n",
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" gill_size gill_color stalk_shape ... stalk_surface_below_ring \\\n",
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"0 n k e ... s \n",
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"1 b k e ... s \n",
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"2 b n e ... s \n",
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"3 n n e ... s \n",
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"4 b k t ... s \n",
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"\n",
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" stalk_color_above_ring stalk_color_below_ring veil_type veil_color \\\n",
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"0 w w p w \n",
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"1 w w p w \n",
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"2 w w p w \n",
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"3 w w p w \n",
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"4 w w p w \n",
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"\n",
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" ring_number ring_type spore-print-color population habitat \n",
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"0 o p k s u \n",
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"1 o p n n g \n",
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"2 o p n n m \n",
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"3 o p k s u \n",
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"4 o e n a g \n",
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"\n",
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"[5 rows x 22 columns]"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"text/plain": [
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"0 p\n",
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"1 e\n",
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"2 e\n",
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"3 p\n",
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"4 e\n",
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"Name: class, dtype: category\n",
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"Categories (2, str): ['e', 'p']"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"class\n",
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"e 4208\n",
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"p 3916\n",
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"Name: count, dtype: int64\n"
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]
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}
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],
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@@ -35,19 +262,23 @@
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"execution_count": 2,
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"id": "69e1a254",
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"metadata": {},
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"outputs": [
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{
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"ename": "NameError",
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"evalue": "name 'X' is not defined",
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"output_type": "error",
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"traceback": [
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"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
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"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
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"Cell \u001b[0;32mIn[3], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMissing cells:\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[43mX\u001b[49m\u001b[38;5;241m.\u001b[39misna()\u001b[38;5;241m.\u001b[39msum()\u001b[38;5;241m.\u001b[39msum())\n\u001b[1;32m 2\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRows with missing cells:\u001b[39m\u001b[38;5;124m\"\u001b[39m, X\u001b[38;5;241m.\u001b[39misna()\u001b[38;5;241m.\u001b[39many(axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m)\u001b[38;5;241m.\u001b[39msum())\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28mprint\u001b[39m(X[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstalk_root\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mvalue_counts(dropna\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m))\n",
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"\u001b[0;31mNameError\u001b[0m: name 'X' is not defined"
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Missing cells: 0\n",
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"Rows with missing cells: 0\n",
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"stalk_root\n",
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"b 3776\n",
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"? 2480\n",
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"e 1120\n",
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"c 556\n",
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"r 192\n",
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"Name: count, dtype: int64\n"
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]
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}
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],
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@@ -56,30 +287,11 @@
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"print(\"Rows with missing cells:\", X.isna().any(axis=1).sum())\n",
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"print(X[\"stalk_root\"].value_counts(dropna=False))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "a3459b1e",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"hello\n"
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]
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}
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],
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"source": [
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"a = \"hello\"\n",
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"print(a)"
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": ".venv (3.9.6)",
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"display_name": ".venv (3.12.10)",
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"language": "python",
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"name": "python3"
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},
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@@ -93,7 +305,7 @@
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.9.6"
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"version": "3.12.10"
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}
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},
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"nbformat": 4,
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Reference in New Issue
Block a user