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Merge pull request 'lab_3' (#5) from lab_3 into main

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Reviewed-on: #5
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Arutunyan-Dmitry 2024-12-14 08:48:13 +04:00
commit 881e300918
3 changed files with 55241 additions and 14 deletions
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lab_2/laba2.ipynb
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@ -594,26 +594,18 @@
},
{
"cell_type": "code",
"execution_count": 270,
"execution_count": 1,
"metadata": {},
"outputs": [
{
"ename": "AssertionError",
"evalue": "",
"ename": "NameError",
"evalue": "name 'y_train' is not defined",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mAssertionError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[1;32mIn[270], line 18\u001b[0m\n\u001b[0;32m 15\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 16\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mВыборка \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m сбалансирована, аугментация не требуется.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m---> 18\u001b[0m \u001b[43mcheck_augmentation_need\u001b[49m\u001b[43m(\u001b[49m\u001b[43my_train\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mобучающей\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m 19\u001b[0m check_augmentation_need(y_val, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mвалидационной\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 20\u001b[0m check_augmentation_need(y_test, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mтестовой\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
"Cell \u001b[1;32mIn[270], line 3\u001b[0m, in \u001b[0;36mcheck_augmentation_need\u001b[1;34m(data, name)\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcheck_augmentation_need\u001b[39m(data, name):\n\u001b[0;32m 2\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Проверка необходимости аугментации данных\"\"\"\u001b[39;00m\n\u001b[1;32m----> 3\u001b[0m quantiles \u001b[38;5;241m=\u001b[39m \u001b[43mdata\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mquantile\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0.25\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0.5\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0.75\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 4\u001b[0m mean \u001b[38;5;241m=\u001b[39m data\u001b[38;5;241m.\u001b[39mmean()\n\u001b[0;32m 5\u001b[0m std \u001b[38;5;241m=\u001b[39m data\u001b[38;5;241m.\u001b[39mstd()\n",
"File \u001b[1;32mc:\\Users\\salih\\OneDrive\\Рабочий стол\\3 курас\\МИИ\\laba1\\AIM-PIbd-31-Yaruskin-S-A\\aimenv\\Lib\\site-packages\\pandas\\core\\series.py:2887\u001b[0m, in \u001b[0;36mSeries.quantile\u001b[1;34m(self, q, interpolation)\u001b[0m\n\u001b[0;32m 2883\u001b[0m \u001b[38;5;66;03m# We dispatch to DataFrame so that core.internals only has to worry\u001b[39;00m\n\u001b[0;32m 2884\u001b[0m \u001b[38;5;66;03m# about 2D cases.\u001b[39;00m\n\u001b[0;32m 2885\u001b[0m df \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mto_frame()\n\u001b[1;32m-> 2887\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mdf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mquantile\u001b[49m\u001b[43m(\u001b[49m\u001b[43mq\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mq\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minterpolation\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minterpolation\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnumeric_only\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[0;32m 2888\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m result\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m2\u001b[39m:\n\u001b[0;32m 2889\u001b[0m result \u001b[38;5;241m=\u001b[39m result\u001b[38;5;241m.\u001b[39miloc[:, \u001b[38;5;241m0\u001b[39m]\n",
"File \u001b[1;32mc:\\Users\\salih\\OneDrive\\Рабочий стол\\3 курас\\МИИ\\laba1\\AIM-PIbd-31-Yaruskin-S-A\\aimenv\\Lib\\site-packages\\pandas\\core\\frame.py:12191\u001b[0m, in \u001b[0;36mDataFrame.quantile\u001b[1;34m(self, q, axis, numeric_only, interpolation, method)\u001b[0m\n\u001b[0;32m 12187\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m 12188\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mInvalid method: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mmethod\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m. Method must be in \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mvalid_method\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 12189\u001b[0m )\n\u001b[0;32m 12190\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m method \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msingle\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m> 12191\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[43mdata\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_mgr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mquantile\u001b[49m\u001b[43m(\u001b[49m\u001b[43mqs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mq\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minterpolation\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minterpolation\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 12192\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m method \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtable\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[0;32m 12193\u001b[0m valid_interpolation \u001b[38;5;241m=\u001b[39m {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnearest\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlower\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhigher\u001b[39m\u001b[38;5;124m\"\u001b[39m}\n",
"File \u001b[1;32mc:\\Users\\salih\\OneDrive\\Рабочий стол\\3 курас\\МИИ\\laba1\\AIM-PIbd-31-Yaruskin-S-A\\aimenv\\Lib\\site-packages\\pandas\\core\\internals\\managers.py:1549\u001b[0m, in \u001b[0;36mBlockManager.quantile\u001b[1;34m(self, qs, interpolation)\u001b[0m\n\u001b[0;32m 1545\u001b[0m new_axes \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39maxes)\n\u001b[0;32m 1546\u001b[0m new_axes[\u001b[38;5;241m1\u001b[39m] \u001b[38;5;241m=\u001b[39m Index(qs, dtype\u001b[38;5;241m=\u001b[39mnp\u001b[38;5;241m.\u001b[39mfloat64)\n\u001b[0;32m 1548\u001b[0m blocks \u001b[38;5;241m=\u001b[39m [\n\u001b[1;32m-> 1549\u001b[0m \u001b[43mblk\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mquantile\u001b[49m\u001b[43m(\u001b[49m\u001b[43mqs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mqs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minterpolation\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minterpolation\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m blk \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mblocks\n\u001b[0;32m 1550\u001b[0m ]\n\u001b[0;32m 1552\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mtype\u001b[39m(\u001b[38;5;28mself\u001b[39m)(blocks, new_axes)\n",
"File \u001b[1;32mc:\\Users\\salih\\OneDrive\\Рабочий стол\\3 курас\\МИИ\\laba1\\AIM-PIbd-31-Yaruskin-S-A\\aimenv\\Lib\\site-packages\\pandas\\core\\internals\\blocks.py:1891\u001b[0m, in \u001b[0;36mBlock.quantile\u001b[1;34m(self, qs, interpolation)\u001b[0m\n\u001b[0;32m 1888\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m2\u001b[39m\n\u001b[0;32m 1889\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m is_list_like(qs) \u001b[38;5;66;03m# caller is responsible for this\u001b[39;00m\n\u001b[1;32m-> 1891\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mquantile_compat\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvalues\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43masarray\u001b[49m\u001b[43m(\u001b[49m\u001b[43mqs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_values\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minterpolation\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1892\u001b[0m \u001b[38;5;66;03m# ensure_block_shape needed for cases where we start with EA and result\u001b[39;00m\n\u001b[0;32m 1893\u001b[0m \u001b[38;5;66;03m# is ndarray, e.g. IntegerArray, SparseArray\u001b[39;00m\n\u001b[0;32m 1894\u001b[0m result \u001b[38;5;241m=\u001b[39m ensure_block_shape(result, ndim\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m)\n",
"File \u001b[1;32mc:\\Users\\salih\\OneDrive\\Рабочий стол\\3 курас\\МИИ\\laba1\\AIM-PIbd-31-Yaruskin-S-A\\aimenv\\Lib\\site-packages\\pandas\\core\\array_algos\\quantile.py:41\u001b[0m, in \u001b[0;36mquantile_compat\u001b[1;34m(values, qs, interpolation)\u001b[0m\n\u001b[0;32m 39\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m quantile_with_mask(values, mask, fill_value, qs, interpolation)\n\u001b[0;32m 40\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m---> 41\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mvalues\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_quantile\u001b[49m\u001b[43m(\u001b[49m\u001b[43mqs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minterpolation\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[1;32mc:\\Users\\salih\\OneDrive\\Рабочий стол\\3 курас\\МИИ\\laba1\\AIM-PIbd-31-Yaruskin-S-A\\aimenv\\Lib\\site-packages\\pandas\\core\\arrays\\_mixins.py:519\u001b[0m, in \u001b[0;36mNDArrayBackedExtensionArray._quantile\u001b[1;34m(self, qs, interpolation)\u001b[0m\n\u001b[0;32m 515\u001b[0m fill_value \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_internal_fill_value\n\u001b[0;32m 517\u001b[0m res_values \u001b[38;5;241m=\u001b[39m quantile_with_mask(arr, mask, fill_value, qs, interpolation)\n\u001b[1;32m--> 519\u001b[0m res_values \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_cast_quantile_result\u001b[49m\u001b[43m(\u001b[49m\u001b[43mres_values\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 520\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_from_backing_data(res_values)\n",
"File \u001b[1;32mc:\\Users\\salih\\OneDrive\\Рабочий стол\\3 курас\\МИИ\\laba1\\AIM-PIbd-31-Yaruskin-S-A\\aimenv\\Lib\\site-packages\\pandas\\core\\arrays\\categorical.py:2480\u001b[0m, in \u001b[0;36mCategorical._cast_quantile_result\u001b[1;34m(self, res_values)\u001b[0m\n\u001b[0;32m 2478\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_cast_quantile_result\u001b[39m(\u001b[38;5;28mself\u001b[39m, res_values: np\u001b[38;5;241m.\u001b[39mndarray) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m np\u001b[38;5;241m.\u001b[39mndarray:\n\u001b[0;32m 2479\u001b[0m \u001b[38;5;66;03m# make sure we have correct itemsize for resulting codes\u001b[39;00m\n\u001b[1;32m-> 2480\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m res_values\u001b[38;5;241m.\u001b[39mdtype \u001b[38;5;241m==\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_ndarray\u001b[38;5;241m.\u001b[39mdtype\n\u001b[0;32m 2481\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m res_values\n",
"\u001b[1;31mAssertionError\u001b[0m: "
"\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[1;32mIn[1], line 18\u001b[0m\n\u001b[0;32m 15\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 16\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mВыборка \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m сбалансирована, аугментация не требуется.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m---> 18\u001b[0m check_augmentation_need(\u001b[43my_train\u001b[49m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mобучающей\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 19\u001b[0m check_augmentation_need(y_val, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mвалидационной\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 20\u001b[0m check_augmentation_need(y_test, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mтестовой\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
"\u001b[1;31mNameError\u001b[0m: name 'y_train' is not defined"
]
}
],

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