MasteringJupyterLab/week2_analysis.ipynb

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{
"cells": [
{
"metadata": {
"ExecuteTime": {
"end_time": "2026-05-07T05:07:13.728020100Z",
"start_time": "2026-05-07T05:07:13.150936200Z"
}
},
"cell_type": "code",
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"# Загрузка\n",
"df = pd.read_csv('train.csv')\n",
"\n",
"# Анализ\n",
"print(f\"Формат данных: {df.shape}\")\n",
"df.info()\n",
"print(\"\\nСтатистика по всем столбцам:\")\n",
"display(df.describe())\n",
"\n",
"# Визуализация\n",
"plt.figure(figsize=(18, 5))\n",
"\n",
"# histplot: Гистограмма пульса (Столбец 2)\n",
"plt.subplot(1, 3, 1)\n",
"sns.histplot(df['heart_rate'], kde=True, color='red')\n",
"plt.title('Распределение пульса')\n",
"\n",
"# scatterplot: Акселерометр 16g vs 6g на руке (Столбцы 4 и 7)\n",
"plt.subplot(1, 3, 2)\n",
"sns.scatterplot(data=df, x='accel16_hand_x', y='accel6_hand_x', alpha=0.4)\n",
"plt.title('Сравнение датчиков ускорения (Рука)')\n",
"\n",
"# boxplot: Температура на лодыжке по видам активности (Столбец 37)\n",
"plt.subplot(1, 3, 3)\n",
"sns.boxplot(data=df, x='activityID', y='temp_ankle', hue='activityID', palette='Set2', legend=False)\n",
"plt.title('Температура на лодыжке')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
],
"id": "736569fcf9fa5fbe",
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Формат данных: (1000, 42)\n",
"<class 'pandas.DataFrame'>\n",
"RangeIndex: 1000 entries, 0 to 999\n",
"Data columns (total 42 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 timestamp 1000 non-null float64\n",
" 1 heart_rate 1000 non-null int64 \n",
" 2 temp_hand 1000 non-null float64\n",
" 3 accel16_hand_x 1000 non-null float64\n",
" 4 accel16_hand_y 1000 non-null float64\n",
" 5 accel16_hand_z 1000 non-null float64\n",
" 6 accel6_hand_x 1000 non-null float64\n",
" 7 accel6_hand_y 1000 non-null float64\n",
" 8 accel6_hand_z 1000 non-null float64\n",
" 9 gyro_hand_x 1000 non-null float64\n",
" 10 gyro_hand_y 1000 non-null float64\n",
" 11 gyro_hand_z 1000 non-null float64\n",
" 12 mag_hand_x 1000 non-null float64\n",
" 13 mag_hand_y 1000 non-null float64\n",
" 14 mag_hand_z 1000 non-null float64\n",
" 15 temp_chest 1000 non-null float64\n",
" 16 accel16_chest_x 1000 non-null float64\n",
" 17 accel16_chest_y 1000 non-null float64\n",
" 18 accel16_chest_z 1000 non-null float64\n",
" 19 accel6_chest_x 1000 non-null float64\n",
" 20 accel6_chest_y 1000 non-null float64\n",
" 21 accel6_chest_z 1000 non-null float64\n",
" 22 gyro_chest_x 1000 non-null float64\n",
" 23 gyro_chest_y 1000 non-null float64\n",
" 24 gyro_chest_z 1000 non-null float64\n",
" 25 mag_chest_x 1000 non-null float64\n",
" 26 mag_chest_y 1000 non-null float64\n",
" 27 mag_chest_z 1000 non-null float64\n",
" 28 temp_ankle 1000 non-null float64\n",
" 29 accel16_ankle_x 1000 non-null float64\n",
" 30 accel16_ankle_y 1000 non-null float64\n",
" 31 accel16_ankle_z 1000 non-null float64\n",
" 32 accel6_ankle_x 1000 non-null float64\n",
" 33 accel6_ankle_y 1000 non-null float64\n",
" 34 accel6_ankle_z 1000 non-null float64\n",
" 35 gyro_ankle_x 1000 non-null float64\n",
" 36 gyro_ankle_y 1000 non-null float64\n",
" 37 gyro_ankle_z 1000 non-null float64\n",
" 38 mag_ankle_x 1000 non-null float64\n",
" 39 mag_ankle_y 1000 non-null float64\n",
" 40 mag_ankle_z 1000 non-null float64\n",
" 41 activityID 1000 non-null int64 \n",
"dtypes: float64(40), int64(2)\n",
"memory usage: 328.3 KB\n",
"\n",
"Статистика по всем столбцам:\n"
]
},
{
"data": {
"text/plain": [
" timestamp heart_rate temp_hand accel16_hand_x accel16_hand_y \\\n",
"count 1000.000000 1000.000000 1000.000000 1000.000000 1000.000000 \n",
"mean 50.000000 79.295000 0.010554 -0.020648 0.037391 \n",
"std 28.910854 14.689989 0.996127 1.022218 0.997351 \n",
"min 0.000000 35.000000 -3.374471 -2.970979 -3.176164 \n",
"25% 25.000000 69.000000 -0.642122 -0.722184 -0.628378 \n",
"50% 50.000000 79.000000 0.028576 -0.063646 0.067745 \n",
"75% 75.000000 90.000000 0.673403 0.652235 0.721442 \n",
"max 100.000000 132.000000 3.182667 3.203255 3.292881 \n",
"\n",
" accel16_hand_z accel6_hand_x accel6_hand_y accel6_hand_z \\\n",
"count 1000.000000 1000.000000 1000.000000 1000.000000 \n",
"mean 0.066307 0.010228 0.002065 0.021149 \n",
"std 0.975654 1.006938 1.001411 1.016788 \n",
"min -2.824279 -2.870443 -3.030154 -3.724587 \n",
"25% -0.586103 -0.660532 -0.694987 -0.661534 \n",
"50% 0.079909 0.015143 0.051955 0.028678 \n",
"75% 0.738830 0.688159 0.644010 0.737363 \n",
"max 3.015030 3.051547 3.025235 3.188923 \n",
"\n",
" gyro_hand_x ... accel6_ankle_x accel6_ankle_y accel6_ankle_z \\\n",
"count 1000.000000 ... 1000.000000 1000.000000 1000.000000 \n",
"mean 0.023470 ... -0.034896 0.016354 0.032700 \n",
"std 0.983413 ... 0.984047 0.969503 0.971939 \n",
"min -2.650302 ... -3.637932 -2.866673 -2.655303 \n",
"25% -0.668698 ... -0.691033 -0.648397 -0.650166 \n",
"50% 0.057136 ... -0.053984 -0.007071 0.067896 \n",
"75% 0.683776 ... 0.626849 0.703987 0.692102 \n",
"max 2.875052 ... 2.687371 3.368760 3.514938 \n",
"\n",
" gyro_ankle_x gyro_ankle_y gyro_ankle_z mag_ankle_x mag_ankle_y \\\n",
"count 1000.000000 1000.000000 1000.000000 1000.000000 1000.000000 \n",
"mean 0.028261 0.004826 -0.018364 -0.009615 -0.026932 \n",
"std 1.011231 0.992017 0.980319 1.021223 1.008553 \n",
"min -3.572404 -3.409959 -3.053975 -4.419222 -3.286644 \n",
"25% -0.638339 -0.647489 -0.661125 -0.721414 -0.681954 \n",
"50% -0.016097 0.023290 -0.040842 -0.008310 -0.062580 \n",
"75% 0.752337 0.716662 0.637016 0.680124 0.649942 \n",
"max 2.724208 3.057118 2.890546 3.096515 3.259839 \n",
"\n",
" mag_ankle_z activityID \n",
"count 1000.000000 1000.000000 \n",
"mean -0.014465 3.027000 \n",
"std 1.014758 1.411476 \n",
"min -3.447134 1.000000 \n",
"25% -0.720184 2.000000 \n",
"50% 0.012370 3.000000 \n",
"75% 0.698880 4.000000 \n",
"max 3.082151 5.000000 \n",
"\n",
"[8 rows x 42 columns]"
],
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>timestamp</th>\n",
" <th>heart_rate</th>\n",
" <th>temp_hand</th>\n",
" <th>accel16_hand_x</th>\n",
" <th>accel16_hand_y</th>\n",
" <th>accel16_hand_z</th>\n",
" <th>accel6_hand_x</th>\n",
" <th>accel6_hand_y</th>\n",
" <th>accel6_hand_z</th>\n",
" <th>gyro_hand_x</th>\n",
" <th>...</th>\n",
" <th>accel6_ankle_x</th>\n",
" <th>accel6_ankle_y</th>\n",
" <th>accel6_ankle_z</th>\n",
" <th>gyro_ankle_x</th>\n",
" <th>gyro_ankle_y</th>\n",
" <th>gyro_ankle_z</th>\n",
" <th>mag_ankle_x</th>\n",
" <th>mag_ankle_y</th>\n",
" <th>mag_ankle_z</th>\n",
" <th>activityID</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>1000.000000</td>\n",
" <td>1000.000000</td>\n",
" <td>1000.000000</td>\n",
" <td>1000.000000</td>\n",
" <td>1000.000000</td>\n",
" <td>1000.000000</td>\n",
" <td>1000.000000</td>\n",
" <td>1000.000000</td>\n",
" <td>1000.000000</td>\n",
" <td>1000.000000</td>\n",
" <td>...</td>\n",
" <td>1000.000000</td>\n",
" <td>1000.000000</td>\n",
" <td>1000.000000</td>\n",
" <td>1000.000000</td>\n",
" <td>1000.000000</td>\n",
" <td>1000.000000</td>\n",
" <td>1000.000000</td>\n",
" <td>1000.000000</td>\n",
" <td>1000.000000</td>\n",
" <td>1000.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>50.000000</td>\n",
" <td>79.295000</td>\n",
" <td>0.010554</td>\n",
" <td>-0.020648</td>\n",
" <td>0.037391</td>\n",
" <td>0.066307</td>\n",
" <td>0.010228</td>\n",
" <td>0.002065</td>\n",
" <td>0.021149</td>\n",
" <td>0.023470</td>\n",
" <td>...</td>\n",
" <td>-0.034896</td>\n",
" <td>0.016354</td>\n",
" <td>0.032700</td>\n",
" <td>0.028261</td>\n",
" <td>0.004826</td>\n",
" <td>-0.018364</td>\n",
" <td>-0.009615</td>\n",
" <td>-0.026932</td>\n",
" <td>-0.014465</td>\n",
" <td>3.027000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>28.910854</td>\n",
" <td>14.689989</td>\n",
" <td>0.996127</td>\n",
" <td>1.022218</td>\n",
" <td>0.997351</td>\n",
" <td>0.975654</td>\n",
" <td>1.006938</td>\n",
" <td>1.001411</td>\n",
" <td>1.016788</td>\n",
" <td>0.983413</td>\n",
" <td>...</td>\n",
" <td>0.984047</td>\n",
" <td>0.969503</td>\n",
" <td>0.971939</td>\n",
" <td>1.011231</td>\n",
" <td>0.992017</td>\n",
" <td>0.980319</td>\n",
" <td>1.021223</td>\n",
" <td>1.008553</td>\n",
" <td>1.014758</td>\n",
" <td>1.411476</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.000000</td>\n",
" <td>35.000000</td>\n",
" <td>-3.374471</td>\n",
" <td>-2.970979</td>\n",
" <td>-3.176164</td>\n",
" <td>-2.824279</td>\n",
" <td>-2.870443</td>\n",
" <td>-3.030154</td>\n",
" <td>-3.724587</td>\n",
" <td>-2.650302</td>\n",
" <td>...</td>\n",
" <td>-3.637932</td>\n",
" <td>-2.866673</td>\n",
" <td>-2.655303</td>\n",
" <td>-3.572404</td>\n",
" <td>-3.409959</td>\n",
" <td>-3.053975</td>\n",
" <td>-4.419222</td>\n",
" <td>-3.286644</td>\n",
" <td>-3.447134</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>25.000000</td>\n",
" <td>69.000000</td>\n",
" <td>-0.642122</td>\n",
" <td>-0.722184</td>\n",
" <td>-0.628378</td>\n",
" <td>-0.586103</td>\n",
" <td>-0.660532</td>\n",
" <td>-0.694987</td>\n",
" <td>-0.661534</td>\n",
" <td>-0.668698</td>\n",
" <td>...</td>\n",
" <td>-0.691033</td>\n",
" <td>-0.648397</td>\n",
" <td>-0.650166</td>\n",
" <td>-0.638339</td>\n",
" <td>-0.647489</td>\n",
" <td>-0.661125</td>\n",
" <td>-0.721414</td>\n",
" <td>-0.681954</td>\n",
" <td>-0.720184</td>\n",
" <td>2.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>50.000000</td>\n",
" <td>79.000000</td>\n",
" <td>0.028576</td>\n",
" <td>-0.063646</td>\n",
" <td>0.067745</td>\n",
" <td>0.079909</td>\n",
" <td>0.015143</td>\n",
" <td>0.051955</td>\n",
" <td>0.028678</td>\n",
" <td>0.057136</td>\n",
" <td>...</td>\n",
" <td>-0.053984</td>\n",
" <td>-0.007071</td>\n",
" <td>0.067896</td>\n",
" <td>-0.016097</td>\n",
" <td>0.023290</td>\n",
" <td>-0.040842</td>\n",
" <td>-0.008310</td>\n",
" <td>-0.062580</td>\n",
" <td>0.012370</td>\n",
" <td>3.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>75.000000</td>\n",
" <td>90.000000</td>\n",
" <td>0.673403</td>\n",
" <td>0.652235</td>\n",
" <td>0.721442</td>\n",
" <td>0.738830</td>\n",
" <td>0.688159</td>\n",
" <td>0.644010</td>\n",
" <td>0.737363</td>\n",
" <td>0.683776</td>\n",
" <td>...</td>\n",
" <td>0.626849</td>\n",
" <td>0.703987</td>\n",
" <td>0.692102</td>\n",
" <td>0.752337</td>\n",
" <td>0.716662</td>\n",
" <td>0.637016</td>\n",
" <td>0.680124</td>\n",
" <td>0.649942</td>\n",
" <td>0.698880</td>\n",
" <td>4.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>100.000000</td>\n",
" <td>132.000000</td>\n",
" <td>3.182667</td>\n",
" <td>3.203255</td>\n",
" <td>3.292881</td>\n",
" <td>3.015030</td>\n",
" <td>3.051547</td>\n",
" <td>3.025235</td>\n",
" <td>3.188923</td>\n",
" <td>2.875052</td>\n",
" <td>...</td>\n",
" <td>2.687371</td>\n",
" <td>3.368760</td>\n",
" <td>3.514938</td>\n",
" <td>2.724208</td>\n",
" <td>3.057118</td>\n",
" <td>2.890546</td>\n",
" <td>3.096515</td>\n",
" <td>3.259839</td>\n",
" <td>3.082151</td>\n",
" <td>5.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>8 rows × 42 columns</p>\n",
"</div>"
]
},
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"output_type": "display_data",
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},
{
"data": {
"text/plain": [
"<Figure size 1800x500 with 3 Axes>"
],
"image/png": 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},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
}
],
"execution_count": 8
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.14.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}