lab_4/lab4.ipynb

@@ -331,34 +331,6 @@
     "    frac_test=0.25,\n",
     "    random_state=None,\n",
     ") -> Tuple[DataFrame, DataFrame, DataFrame, DataFrame, DataFrame, DataFrame]:\n",
-    "    \"\"\"\n",
-    "    Splits a Pandas dataframe into three subsets (train, val, and test)\n",
-    "    following fractional ratios provided by the user, where each subset is\n",
-    "    stratified by the values in a specific column (that is, each subset has\n",
-    "    the same relative frequency of the values in the column). It performs this\n",
-    "    splitting by running train_test_split() twice.\n",
-    "\n",
-    "    Parameters\n",
-    "    ----------\n",
-    "    df_input : Pandas dataframe\n",
-    "        Input dataframe to be split.\n",
-    "    stratify_colname : str\n",
-    "        The name of the column that will be used for stratification. Usually\n",
-    "        this column would be for the label.\n",
-    "    frac_train : float\n",
-    "    frac_val   : float\n",
-    "    frac_test  : float\n",
-    "        The ratios with which the dataframe will be split into train, val, and\n",
-    "        test data. The values should be expressed as float fractions and should\n",
-    "        sum to 1.0.\n",
-    "    random_state : int, None, or RandomStateInstance\n",
-    "        Value to be passed to train_test_split().\n",
-    "\n",
-    "    Returns\n",
-    "    -------\n",
-    "    df_train, df_val, df_test :\n",
-    "        Dataframes containing the three splits.\n",
-    "    \"\"\"\n",
     "\n",
     "    if frac_train + frac_val + frac_test != 1.0:\n",
     "        raise ValueError(\n",
@@ -1688,16 +1660,53 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Model: knn\n",
+      "Model: knn\n"
-      "Model: random_forest\n",
+     ]
-      "Model: mlp\n"
+    },
+    {
+     "ename": "ValueError",
+     "evalue": "A given column is not a column of the dataframe",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "File \u001b[1;32md:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_4\\venv\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:3805\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   3804\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 3805\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcasted_key\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   3806\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n",
+      "File \u001b[1;32mindex.pyx:167\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
+      "File \u001b[1;32mindex.pyx:196\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
+      "File \u001b[1;32mpandas\\\\_libs\\\\hashtable_class_helper.pxi:7081\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
+      "File \u001b[1;32mpandas\\\\_libs\\\\hashtable_class_helper.pxi:7089\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
+      "\u001b[1;31mKeyError\u001b[0m: 'avg_glucose_level'",
+      "\nThe above exception was the direct cause of the following exception:\n",
+      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "File \u001b[1;32md:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_4\\venv\\Lib\\site-packages\\sklearn\\utils\\_indexing.py:361\u001b[0m, in \u001b[0;36m_get_column_indices\u001b[1;34m(X, key)\u001b[0m\n\u001b[0;32m    360\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m col \u001b[38;5;129;01min\u001b[39;00m columns:\n\u001b[1;32m--> 361\u001b[0m     col_idx \u001b[38;5;241m=\u001b[39m \u001b[43mall_columns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcol\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    362\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(col_idx, numbers\u001b[38;5;241m.\u001b[39mIntegral):\n",
+      "File \u001b[1;32md:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_4\\venv\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:3812\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   3811\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m InvalidIndexError(key)\n\u001b[1;32m-> 3812\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[0;32m   3813\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[0;32m   3814\u001b[0m     \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[0;32m   3815\u001b[0m     \u001b[38;5;66;03m#  InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[0;32m   3816\u001b[0m     \u001b[38;5;66;03m#  the TypeError.\u001b[39;00m\n",
+      "\u001b[1;31mKeyError\u001b[0m: 'avg_glucose_level'",
+      "\nThe above exception was the direct cause of the following exception:\n",
+      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "Cell \u001b[1;32mIn[22], line 8\u001b[0m\n\u001b[0;32m      5\u001b[0m model \u001b[38;5;241m=\u001b[39m class_models[model_name][\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[0;32m      7\u001b[0m model_pipeline \u001b[38;5;241m=\u001b[39m Pipeline([(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpipeline\u001b[39m\u001b[38;5;124m\"\u001b[39m, pipeline_end), (\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m, model)])\n\u001b[1;32m----> 8\u001b[0m model_pipeline \u001b[38;5;241m=\u001b[39m \u001b[43mmodel_pipeline\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX_train\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_train\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvalues\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mravel\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m     10\u001b[0m y_train_predict \u001b[38;5;241m=\u001b[39m model_pipeline\u001b[38;5;241m.\u001b[39mpredict(X_train)\n\u001b[0;32m     11\u001b[0m y_test_probs \u001b[38;5;241m=\u001b[39m model_pipeline\u001b[38;5;241m.\u001b[39mpredict_proba(X_test)[:, \u001b[38;5;241m1\u001b[39m]\n",
+      "File \u001b[1;32md:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_4\\venv\\Lib\\site-packages\\sklearn\\base.py:1473\u001b[0m, in \u001b[0;36m_fit_context.<locals>.decorator.<locals>.wrapper\u001b[1;34m(estimator, *args, **kwargs)\u001b[0m\n\u001b[0;32m   1466\u001b[0m     estimator\u001b[38;5;241m.\u001b[39m_validate_params()\n\u001b[0;32m   1468\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m config_context(\n\u001b[0;32m   1469\u001b[0m     skip_parameter_validation\u001b[38;5;241m=\u001b[39m(\n\u001b[0;32m   1470\u001b[0m         prefer_skip_nested_validation \u001b[38;5;129;01mor\u001b[39;00m global_skip_validation\n\u001b[0;32m   1471\u001b[0m     )\n\u001b[0;32m   1472\u001b[0m ):\n\u001b[1;32m-> 1473\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfit_method\u001b[49m\u001b[43m(\u001b[49m\u001b[43mestimator\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[1;32md:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_4\\venv\\Lib\\site-packages\\sklearn\\pipeline.py:469\u001b[0m, in \u001b[0;36mPipeline.fit\u001b[1;34m(self, X, y, **params)\u001b[0m\n\u001b[0;32m    426\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Fit the model.\u001b[39;00m\n\u001b[0;32m    427\u001b[0m \n\u001b[0;32m    428\u001b[0m \u001b[38;5;124;03mFit all the transformers one after the other and sequentially transform the\u001b[39;00m\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    466\u001b[0m \u001b[38;5;124;03m    Pipeline with fitted steps.\u001b[39;00m\n\u001b[0;32m    467\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m    468\u001b[0m routed_params \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_method_params(method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfit\u001b[39m\u001b[38;5;124m\"\u001b[39m, props\u001b[38;5;241m=\u001b[39mparams)\n\u001b[1;32m--> 469\u001b[0m Xt \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_fit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrouted_params\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    470\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m _print_elapsed_time(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPipeline\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_log_message(\u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msteps) \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m1\u001b[39m)):\n\u001b[0;32m    471\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_final_estimator \u001b[38;5;241m!=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpassthrough\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n",
+      "File \u001b[1;32md:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_4\\venv\\Lib\\site-packages\\sklearn\\pipeline.py:406\u001b[0m, in \u001b[0;36mPipeline._fit\u001b[1;34m(self, X, y, routed_params)\u001b[0m\n\u001b[0;32m    404\u001b[0m     cloned_transformer \u001b[38;5;241m=\u001b[39m clone(transformer)\n\u001b[0;32m    405\u001b[0m \u001b[38;5;66;03m# Fit or load from cache the current transformer\u001b[39;00m\n\u001b[1;32m--> 406\u001b[0m X, fitted_transformer \u001b[38;5;241m=\u001b[39m \u001b[43mfit_transform_one_cached\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    407\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcloned_transformer\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    408\u001b[0m \u001b[43m    \u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    409\u001b[0m \u001b[43m    \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    410\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[0;32m    411\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmessage_clsname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mPipeline\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[0;32m    412\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmessage\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_log_message\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstep_idx\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    413\u001b[0m \u001b[43m    \u001b[49m\u001b[43mparams\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrouted_params\u001b[49m\u001b[43m[\u001b[49m\u001b[43mname\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    414\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    415\u001b[0m \u001b[38;5;66;03m# Replace the transformer of the step with the fitted\u001b[39;00m\n\u001b[0;32m    416\u001b[0m \u001b[38;5;66;03m# transformer. This is necessary when loading the transformer\u001b[39;00m\n\u001b[0;32m    417\u001b[0m \u001b[38;5;66;03m# from the cache.\u001b[39;00m\n\u001b[0;32m    418\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msteps[step_idx] \u001b[38;5;241m=\u001b[39m (name, fitted_transformer)\n",
+      "File \u001b[1;32md:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_4\\venv\\Lib\\site-packages\\joblib\\memory.py:312\u001b[0m, in \u001b[0;36mNotMemorizedFunc.__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m    311\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__call__\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m--> 312\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[1;32md:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_4\\venv\\Lib\\site-packages\\sklearn\\pipeline.py:1310\u001b[0m, in \u001b[0;36m_fit_transform_one\u001b[1;34m(transformer, X, y, weight, message_clsname, message, params)\u001b[0m\n\u001b[0;32m   1308\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m _print_elapsed_time(message_clsname, message):\n\u001b[0;32m   1309\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(transformer, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfit_transform\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[1;32m-> 1310\u001b[0m         res \u001b[38;5;241m=\u001b[39m \u001b[43mtransformer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit_transform\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfit_transform\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m{\u001b[49m\u001b[43m}\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1311\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m   1312\u001b[0m         res \u001b[38;5;241m=\u001b[39m transformer\u001b[38;5;241m.\u001b[39mfit(X, y, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mparams\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfit\u001b[39m\u001b[38;5;124m\"\u001b[39m, {}))\u001b[38;5;241m.\u001b[39mtransform(\n\u001b[0;32m   1313\u001b[0m             X, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mparams\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtransform\u001b[39m\u001b[38;5;124m\"\u001b[39m, {})\n\u001b[0;32m   1314\u001b[0m         )\n",
+      "File \u001b[1;32md:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_4\\venv\\Lib\\site-packages\\sklearn\\base.py:1473\u001b[0m, in \u001b[0;36m_fit_context.<locals>.decorator.<locals>.wrapper\u001b[1;34m(estimator, *args, **kwargs)\u001b[0m\n\u001b[0;32m   1466\u001b[0m     estimator\u001b[38;5;241m.\u001b[39m_validate_params()\n\u001b[0;32m   1468\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m config_context(\n\u001b[0;32m   1469\u001b[0m     skip_parameter_validation\u001b[38;5;241m=\u001b[39m(\n\u001b[0;32m   1470\u001b[0m         prefer_skip_nested_validation \u001b[38;5;129;01mor\u001b[39;00m global_skip_validation\n\u001b[0;32m   1471\u001b[0m     )\n\u001b[0;32m   1472\u001b[0m ):\n\u001b[1;32m-> 1473\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfit_method\u001b[49m\u001b[43m(\u001b[49m\u001b[43mestimator\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[1;32md:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_4\\venv\\Lib\\site-packages\\sklearn\\pipeline.py:533\u001b[0m, in \u001b[0;36mPipeline.fit_transform\u001b[1;34m(self, X, y, **params)\u001b[0m\n\u001b[0;32m    490\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Fit the model and transform with the final estimator.\u001b[39;00m\n\u001b[0;32m    491\u001b[0m \n\u001b[0;32m    492\u001b[0m \u001b[38;5;124;03mFit all the transformers one after the other and sequentially transform\u001b[39;00m\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    530\u001b[0m \u001b[38;5;124;03m    Transformed samples.\u001b[39;00m\n\u001b[0;32m    531\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m    532\u001b[0m routed_params \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_method_params(method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfit_transform\u001b[39m\u001b[38;5;124m\"\u001b[39m, props\u001b[38;5;241m=\u001b[39mparams)\n\u001b[1;32m--> 533\u001b[0m Xt \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_fit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrouted_params\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    535\u001b[0m last_step \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_final_estimator\n\u001b[0;32m    536\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m _print_elapsed_time(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPipeline\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_log_message(\u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msteps) \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m1\u001b[39m)):\n",
+      "File \u001b[1;32md:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_4\\venv\\Lib\\site-packages\\sklearn\\pipeline.py:406\u001b[0m, in \u001b[0;36mPipeline._fit\u001b[1;34m(self, X, y, routed_params)\u001b[0m\n\u001b[0;32m    404\u001b[0m     cloned_transformer \u001b[38;5;241m=\u001b[39m clone(transformer)\n\u001b[0;32m    405\u001b[0m \u001b[38;5;66;03m# Fit or load from cache the current transformer\u001b[39;00m\n\u001b[1;32m--> 406\u001b[0m X, fitted_transformer \u001b[38;5;241m=\u001b[39m \u001b[43mfit_transform_one_cached\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    407\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcloned_transformer\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    408\u001b[0m \u001b[43m    \u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    409\u001b[0m \u001b[43m    \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    410\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[0;32m    411\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmessage_clsname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mPipeline\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[0;32m    412\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmessage\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_log_message\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstep_idx\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    413\u001b[0m \u001b[43m    \u001b[49m\u001b[43mparams\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrouted_params\u001b[49m\u001b[43m[\u001b[49m\u001b[43mname\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    414\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    415\u001b[0m \u001b[38;5;66;03m# Replace the transformer of the step with the fitted\u001b[39;00m\n\u001b[0;32m    416\u001b[0m \u001b[38;5;66;03m# transformer. This is necessary when loading the transformer\u001b[39;00m\n\u001b[0;32m    417\u001b[0m \u001b[38;5;66;03m# from the cache.\u001b[39;00m\n\u001b[0;32m    418\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msteps[step_idx] \u001b[38;5;241m=\u001b[39m (name, fitted_transformer)\n",
+      "File \u001b[1;32md:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_4\\venv\\Lib\\site-packages\\joblib\\memory.py:312\u001b[0m, in \u001b[0;36mNotMemorizedFunc.__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m    311\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__call__\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m--> 312\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[1;32md:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_4\\venv\\Lib\\site-packages\\sklearn\\pipeline.py:1310\u001b[0m, in \u001b[0;36m_fit_transform_one\u001b[1;34m(transformer, X, y, weight, message_clsname, message, params)\u001b[0m\n\u001b[0;32m   1308\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m _print_elapsed_time(message_clsname, message):\n\u001b[0;32m   1309\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(transformer, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfit_transform\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[1;32m-> 1310\u001b[0m         res \u001b[38;5;241m=\u001b[39m \u001b[43mtransformer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit_transform\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mfit_transform\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m{\u001b[49m\u001b[43m}\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1311\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m   1312\u001b[0m         res \u001b[38;5;241m=\u001b[39m transformer\u001b[38;5;241m.\u001b[39mfit(X, y, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mparams\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfit\u001b[39m\u001b[38;5;124m\"\u001b[39m, {}))\u001b[38;5;241m.\u001b[39mtransform(\n\u001b[0;32m   1313\u001b[0m             X, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mparams\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtransform\u001b[39m\u001b[38;5;124m\"\u001b[39m, {})\n\u001b[0;32m   1314\u001b[0m         )\n",
+      "File \u001b[1;32md:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_4\\venv\\Lib\\site-packages\\sklearn\\utils\\_set_output.py:316\u001b[0m, in \u001b[0;36m_wrap_method_output.<locals>.wrapped\u001b[1;34m(self, X, *args, **kwargs)\u001b[0m\n\u001b[0;32m    314\u001b[0m \u001b[38;5;129m@wraps\u001b[39m(f)\n\u001b[0;32m    315\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mwrapped\u001b[39m(\u001b[38;5;28mself\u001b[39m, X, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m--> 316\u001b[0m     data_to_wrap \u001b[38;5;241m=\u001b[39m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    317\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(data_to_wrap, \u001b[38;5;28mtuple\u001b[39m):\n\u001b[0;32m    318\u001b[0m         \u001b[38;5;66;03m# only wrap the first output for cross decomposition\u001b[39;00m\n\u001b[0;32m    319\u001b[0m         return_tuple \u001b[38;5;241m=\u001b[39m (\n\u001b[0;32m    320\u001b[0m             _wrap_data_with_container(method, data_to_wrap[\u001b[38;5;241m0\u001b[39m], X, \u001b[38;5;28mself\u001b[39m),\n\u001b[0;32m    321\u001b[0m             \u001b[38;5;241m*\u001b[39mdata_to_wrap[\u001b[38;5;241m1\u001b[39m:],\n\u001b[0;32m    322\u001b[0m         )\n",
+      "File \u001b[1;32md:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_4\\venv\\Lib\\site-packages\\sklearn\\base.py:1473\u001b[0m, in \u001b[0;36m_fit_context.<locals>.decorator.<locals>.wrapper\u001b[1;34m(estimator, *args, **kwargs)\u001b[0m\n\u001b[0;32m   1466\u001b[0m     estimator\u001b[38;5;241m.\u001b[39m_validate_params()\n\u001b[0;32m   1468\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m config_context(\n\u001b[0;32m   1469\u001b[0m     skip_parameter_validation\u001b[38;5;241m=\u001b[39m(\n\u001b[0;32m   1470\u001b[0m         prefer_skip_nested_validation \u001b[38;5;129;01mor\u001b[39;00m global_skip_validation\n\u001b[0;32m   1471\u001b[0m     )\n\u001b[0;32m   1472\u001b[0m ):\n\u001b[1;32m-> 1473\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfit_method\u001b[49m\u001b[43m(\u001b[49m\u001b[43mestimator\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[1;32md:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_4\\venv\\Lib\\site-packages\\sklearn\\compose\\_column_transformer.py:968\u001b[0m, in \u001b[0;36mColumnTransformer.fit_transform\u001b[1;34m(self, X, y, **params)\u001b[0m\n\u001b[0;32m    965\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_validate_transformers()\n\u001b[0;32m    966\u001b[0m n_samples \u001b[38;5;241m=\u001b[39m _num_samples(X)\n\u001b[1;32m--> 968\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_validate_column_callables\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    969\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_validate_remainder(X)\n\u001b[0;32m    971\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m _routing_enabled():\n",
+      "File \u001b[1;32md:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_4\\venv\\Lib\\site-packages\\sklearn\\compose\\_column_transformer.py:536\u001b[0m, in \u001b[0;36mColumnTransformer._validate_column_callables\u001b[1;34m(self, X)\u001b[0m\n\u001b[0;32m    534\u001b[0m         columns \u001b[38;5;241m=\u001b[39m columns(X)\n\u001b[0;32m    535\u001b[0m     all_columns\u001b[38;5;241m.\u001b[39mappend(columns)\n\u001b[1;32m--> 536\u001b[0m     transformer_to_input_indices[name] \u001b[38;5;241m=\u001b[39m \u001b[43m_get_column_indices\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcolumns\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    538\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_columns \u001b[38;5;241m=\u001b[39m all_columns\n\u001b[0;32m    539\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_transformer_to_input_indices \u001b[38;5;241m=\u001b[39m transformer_to_input_indices\n",
+      "File \u001b[1;32md:\\code\\mai\\labs\\AIM-PIbd-31-Bakalskaya-E-D\\lab_4\\venv\\Lib\\site-packages\\sklearn\\utils\\_indexing.py:369\u001b[0m, in \u001b[0;36m_get_column_indices\u001b[1;34m(X, key)\u001b[0m\n\u001b[0;32m    366\u001b[0m         column_indices\u001b[38;5;241m.\u001b[39mappend(col_idx)\n\u001b[0;32m    368\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m--> 369\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mA given column is not a column of the dataframe\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01me\u001b[39;00m\n\u001b[0;32m    371\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m column_indices\n",
+      "\u001b[1;31mValueError\u001b[0m: A given column is not a column of the dataframe"
      ]
     }
    ],
@@ -1753,9 +1762,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['model', 'pipeline', 'train_preds', 'preds', 'RMSE_train', 'RMSE_test', 'RMAE_test', 'R2_test']\n"
+     ]
+    },
     {
      "ename": "KeyError",
      "evalue": "'Confusion_matrix'",
@@ -1763,7 +1779,7 @@
      "traceback": [
       "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
       "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
-      "Cell \u001b[1;32mIn[19], line 19\u001b[0m\n\u001b[0;32m     16\u001b[0m fig, ax \u001b[38;5;241m=\u001b[39m plt\u001b[38;5;241m.\u001b[39msubplots(\u001b[38;5;241m2\u001b[39m, \u001b[38;5;241m2\u001b[39m, figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m12\u001b[39m, \u001b[38;5;241m10\u001b[39m))\n\u001b[0;32m     18\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m index, (key, model_info) \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(class_models\u001b[38;5;241m.\u001b[39mitems()):\n\u001b[1;32m---> 19\u001b[0m     c_matrix \u001b[38;5;241m=\u001b[39m \u001b[43mmodel_info\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mConfusion_matrix\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\n\u001b[0;32m     21\u001b[0m     \u001b[38;5;66;03m# Генерация кастомных цветов\u001b[39;00m\n\u001b[0;32m     22\u001b[0m     disp \u001b[38;5;241m=\u001b[39m ConfusionMatrixDisplay(\n\u001b[0;32m     23\u001b[0m         confusion_matrix\u001b[38;5;241m=\u001b[39mc_matrix, display_labels\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNot stroke\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mStroke\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[0;32m     24\u001b[0m     )\n",
+      "Cell \u001b[1;32mIn[21], line 8\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m index, (key, model_info) \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(class_models\u001b[38;5;241m.\u001b[39mitems()):\n\u001b[0;32m      7\u001b[0m     \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;28mlist\u001b[39m(model_info\u001b[38;5;241m.\u001b[39mkeys()))\n\u001b[1;32m----> 8\u001b[0m     c_matrix \u001b[38;5;241m=\u001b[39m \u001b[43mmodel_info\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mConfusion_matrix\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\n\u001b[0;32m     10\u001b[0m     disp \u001b[38;5;241m=\u001b[39m ConfusionMatrixDisplay(\n\u001b[0;32m     11\u001b[0m         confusion_matrix\u001b[38;5;241m=\u001b[39mc_matrix, display_labels\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNot stroke\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mStroke\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[0;32m     12\u001b[0m     )\u001b[38;5;241m.\u001b[39mplot(ax\u001b[38;5;241m=\u001b[39max\u001b[38;5;241m.\u001b[39mflat[index])\n\u001b[0;32m     14\u001b[0m     disp\u001b[38;5;241m.\u001b[39max_\u001b[38;5;241m.\u001b[39mset_title(key)\n",
       "\u001b[1;31mKeyError\u001b[0m: 'Confusion_matrix'"
      ]
     },
@@ -1781,30 +1797,17 @@
    "source": [
     "from sklearn.metrics import ConfusionMatrixDisplay\n",
     "import matplotlib.pyplot as plt\n",
-    "import numpy as np\n",
-    "\n",
-    "# Цветовая схема: светло-голубой для правильных, бледно-красный для ошибок\n",
-    "def custom_color_map(c_matrix):\n",
-    "    colors = np.empty_like(c_matrix, dtype=str)\n",
-    "    for i in range(c_matrix.shape[0]):\n",
-    "        for j in range(c_matrix.shape[1]):\n",
-    "            if i == j:\n",
-    "                colors[i, j] = \"#add8e6\"  # Светло-голубой\n",
-    "            else:\n",
-    "                colors[i, j] = \"#f08080\"  # Бледно-красный\n",
-    "    return colors\n",
     "\n",
     "fig, ax = plt.subplots(2, 2, figsize=(12, 10))\n",
     "\n",
     "for index, (key, model_info) in enumerate(class_models.items()):\n",
+    "    print(list(model_info.keys()))\n",
     "    c_matrix = model_info[\"Confusion_matrix\"]\n",
-    "\n",
+    "    \n",
-    "    # Генерация кастомных цветов\n",
     "    disp = ConfusionMatrixDisplay(\n",
     "        confusion_matrix=c_matrix, display_labels=[\"Not stroke\", \"Stroke\"]\n",
-    "    )\n",
+    "    ).plot(ax=ax.flat[index])\n",
-    "    disp.plot(ax=ax.flat[index], cmap=custom_color_map(c_matrix), colorbar=False)\n",
+    "    \n",
-    "\n",
     "    disp.ax_.set_title(key)\n",
     "\n",
     "if len(class_models) < len(ax.flat):\n",
@@ -1812,7 +1815,8 @@
     "        fig.delaxes(ax.flat[i])\n",
     "\n",
     "plt.subplots_adjust(top=0.9, bottom=0.1, hspace=0.4, wspace=0.3)\n",
-    "plt.show()\n"
+    "\n",
+    "plt.show()"
    ]
   },
   {

lab_5/requirements.txt

@@ -0,0 +1,70 @@
+asttokens==2.4.1
+certifi==2024.8.30
+charset-normalizer==3.4.0
+cloudpickle==3.1.0
+colorama==0.4.6
+comm==0.2.2
+contourpy==1.3.0
+cycler==0.12.1
+debugpy==1.8.5
+decorator==5.1.1
+executing==2.1.0
+featuretools==1.31.0
+filelock==3.16.1
+fonttools==4.53.1
+fsspec==2024.10.0
+holidays==0.59
+huggingface-hub==0.26.2
+idna==3.10
+imbalanced-learn==0.12.4
+importlib_resources==6.4.5
+ipykernel==6.29.5
+ipython==8.27.0
+jedi==0.19.1
+Jinja2==3.1.4
+joblib==1.4.2
+jupyter_client==8.6.2
+jupyter_core==5.7.2
+kiwisolver==1.4.7
+MarkupSafe==3.0.2
+matplotlib==3.9.2
+matplotlib-inline==0.1.7
+nest-asyncio==1.6.0
+numpy==2.1.1
+packaging==24.1
+pandas==2.2.2
+parso==0.8.4
+pillow==10.4.0
+platformdirs==4.3.3
+prompt_toolkit==3.0.47
+psutil==6.0.0
+pure_eval==0.2.3
+Pygments==2.18.0
+pyparsing==3.1.4
+python-dateutil==2.9.0.post0
+python-utils==3.9.0
+pytz==2024.2
+pywin32==306
+PyYAML==6.0.2
+pyzmq==26.2.0
+regex==2024.11.6
+requests==2.32.3
+safetensors==0.4.5
+scikit-learn==1.5.2
+scipy==1.14.1
+seaborn==0.13.2
+setuptools==75.3.0
+six==1.16.0
+smogn==0.1.2
+stack-data==0.6.3
+threadpoolctl==3.5.0
+tokenizers==0.20.3
+tornado==6.4.1
+tqdm==4.66.5
+traitlets==5.14.3
+transformers==4.46.2
+typing_extensions==4.12.2
+tzdata==2024.1
+urllib3==2.2.3
+wcwidth==0.2.13
+woodwork==0.31.0

lab_5/vev/Scripts/Activate.ps1

@@ -0,0 +1,502 @@
+<#
+.Synopsis
+Activate a Python virtual environment for the current PowerShell session.
+
+.Description
+Pushes the python executable for a virtual environment to the front of the
+$Env:PATH environment variable and sets the prompt to signify that you are
+in a Python virtual environment. Makes use of the command line switches as
+well as the `pyvenv.cfg` file values present in the virtual environment.
+
+.Parameter VenvDir
+Path to the directory that contains the virtual environment to activate. The
+default value for this is the parent of the directory that the Activate.ps1
+script is located within.
+
+.Parameter Prompt
+The prompt prefix to display when this virtual environment is activated. By
+default, this prompt is the name of the virtual environment folder (VenvDir)
+surrounded by parentheses and followed by a single space (ie. '(.venv) ').
+
+.Example
+Activate.ps1
+Activates the Python virtual environment that contains the Activate.ps1 script.
+
+.Example
+Activate.ps1 -Verbose
+Activates the Python virtual environment that contains the Activate.ps1 script,
+and shows extra information about the activation as it executes.
+
+.Example
+Activate.ps1 -VenvDir C:\Users\MyUser\Common\.venv
+Activates the Python virtual environment located in the specified location.
+
+.Example
+Activate.ps1 -Prompt "MyPython"
+Activates the Python virtual environment that contains the Activate.ps1 script,
+and prefixes the current prompt with the specified string (surrounded in
+parentheses) while the virtual environment is active.
+
+.Notes
+On Windows, it may be required to enable this Activate.ps1 script by setting the
+execution policy for the user. You can do this by issuing the following PowerShell
+command:
+
+PS C:\> Set-ExecutionPolicy -ExecutionPolicy RemoteSigned -Scope CurrentUser
+
+For more information on Execution Policies: 
+https://go.microsoft.com/fwlink/?LinkID=135170
+
+#>
+Param(
+    [Parameter(Mandatory = $false)]
+    [String]
+    $VenvDir,
+    [Parameter(Mandatory = $false)]
+    [String]
+    $Prompt
+)
+
+<# Function declarations --------------------------------------------------- #>
+
+<#
+.Synopsis
+Remove all shell session elements added by the Activate script, including the
+addition of the virtual environment's Python executable from the beginning of
+the PATH variable.
+
+.Parameter NonDestructive
+If present, do not remove this function from the global namespace for the
+session.
+
+#>
+function global:deactivate ([switch]$NonDestructive) {
+    # Revert to original values
+
+    # The prior prompt:
+    if (Test-Path -Path Function:_OLD_VIRTUAL_PROMPT) {
+        Copy-Item -Path Function:_OLD_VIRTUAL_PROMPT -Destination Function:prompt
+        Remove-Item -Path Function:_OLD_VIRTUAL_PROMPT
+    }
+
+    # The prior PYTHONHOME:
+    if (Test-Path -Path Env:_OLD_VIRTUAL_PYTHONHOME) {
+        Copy-Item -Path Env:_OLD_VIRTUAL_PYTHONHOME -Destination Env:PYTHONHOME
+        Remove-Item -Path Env:_OLD_VIRTUAL_PYTHONHOME
+    }
+
+    # The prior PATH:
+    if (Test-Path -Path Env:_OLD_VIRTUAL_PATH) {
+        Copy-Item -Path Env:_OLD_VIRTUAL_PATH -Destination Env:PATH
+        Remove-Item -Path Env:_OLD_VIRTUAL_PATH
+    }
+
+    # Just remove the VIRTUAL_ENV altogether:
+    if (Test-Path -Path Env:VIRTUAL_ENV) {
+        Remove-Item -Path env:VIRTUAL_ENV
+    }
+
+    # Just remove VIRTUAL_ENV_PROMPT altogether.
+    if (Test-Path -Path Env:VIRTUAL_ENV_PROMPT) {
+        Remove-Item -Path env:VIRTUAL_ENV_PROMPT
+    }
+
+    # Just remove the _PYTHON_VENV_PROMPT_PREFIX altogether:
+    if (Get-Variable -Name "_PYTHON_VENV_PROMPT_PREFIX" -ErrorAction SilentlyContinue) {
+        Remove-Variable -Name _PYTHON_VENV_PROMPT_PREFIX -Scope Global -Force
+    }
+
+    # Leave deactivate function in the global namespace if requested:
+    if (-not $NonDestructive) {
+        Remove-Item -Path function:deactivate
+    }
+}
+
+<#
+.Description
+Get-PyVenvConfig parses the values from the pyvenv.cfg file located in the
+given folder, and returns them in a map.
+
+For each line in the pyvenv.cfg file, if that line can be parsed into exactly
+two strings separated by `=` (with any amount of whitespace surrounding the =)
+then it is considered a `key = value` line. The left hand string is the key,
+the right hand is the value.
+
+If the value starts with a `'` or a `"` then the first and last character is
+stripped from the value before being captured.
+
+.Parameter ConfigDir
+Path to the directory that contains the `pyvenv.cfg` file.
+#>
+function Get-PyVenvConfig(
+    [String]
+    $ConfigDir
+) {
+    Write-Verbose "Given ConfigDir=$ConfigDir, obtain values in pyvenv.cfg"
+
+    # Ensure the file exists, and issue a warning if it doesn't (but still allow the function to continue).
+    $pyvenvConfigPath = Join-Path -Resolve -Path $ConfigDir -ChildPath 'pyvenv.cfg' -ErrorAction Continue
+
+    # An empty map will be returned if no config file is found.
+    $pyvenvConfig = @{ }
+
+    if ($pyvenvConfigPath) {
+
+        Write-Verbose "File exists, parse `key = value` lines"
+        $pyvenvConfigContent = Get-Content -Path $pyvenvConfigPath
+
+        $pyvenvConfigContent | ForEach-Object {
+            $keyval = $PSItem -split "\s*=\s*", 2
+            if ($keyval[0] -and $keyval[1]) {
+                $val = $keyval[1]
+
+                # Remove extraneous quotations around a string value.
+                if ("'""".Contains($val.Substring(0, 1))) {
+                    $val = $val.Substring(1, $val.Length - 2)
+                }
+
+                $pyvenvConfig[$keyval[0]] = $val
+                Write-Verbose "Adding Key: '$($keyval[0])'='$val'"
+            }
+        }
+    }
+    return $pyvenvConfig
+}
+
+
+<# Begin Activate script --------------------------------------------------- #>
+
+# Determine the containing directory of this script
+$VenvExecPath = Split-Path -Parent $MyInvocation.MyCommand.Definition
+$VenvExecDir = Get-Item -Path $VenvExecPath
+
+Write-Verbose "Activation script is located in path: '$VenvExecPath'"
+Write-Verbose "VenvExecDir Fullname: '$($VenvExecDir.FullName)"
+Write-Verbose "VenvExecDir Name: '$($VenvExecDir.Name)"
+
+# Set values required in priority: CmdLine, ConfigFile, Default
+# First, get the location of the virtual environment, it might not be
+# VenvExecDir if specified on the command line.
+if ($VenvDir) {
+    Write-Verbose "VenvDir given as parameter, using '$VenvDir' to determine values"
+}
+else {
+    Write-Verbose "VenvDir not given as a parameter, using parent directory name as VenvDir."
+    $VenvDir = $VenvExecDir.Parent.FullName.TrimEnd("\\/")
+    Write-Verbose "VenvDir=$VenvDir"
+}
+
+# Next, read the `pyvenv.cfg` file to determine any required value such
+# as `prompt`.
+$pyvenvCfg = Get-PyVenvConfig -ConfigDir $VenvDir
+
+# Next, set the prompt from the command line, or the config file, or
+# just use the name of the virtual environment folder.
+if ($Prompt) {
+    Write-Verbose "Prompt specified as argument, using '$Prompt'"
+}
+else {
+    Write-Verbose "Prompt not specified as argument to script, checking pyvenv.cfg value"
+    if ($pyvenvCfg -and $pyvenvCfg['prompt']) {
+        Write-Verbose "  Setting based on value in pyvenv.cfg='$($pyvenvCfg['prompt'])'"
+        $Prompt = $pyvenvCfg['prompt'];
+    }
+    else {
+        Write-Verbose "  Setting prompt based on parent's directory's name. (Is the directory name passed to venv module when creating the virtual environment)"
+        Write-Verbose "  Got leaf-name of $VenvDir='$(Split-Path -Path $venvDir -Leaf)'"
+        $Prompt = Split-Path -Path $venvDir -Leaf
+    }
+}
+
+Write-Verbose "Prompt = '$Prompt'"
+Write-Verbose "VenvDir='$VenvDir'"
+
+# Deactivate any currently active virtual environment, but leave the
+# deactivate function in place.
+deactivate -nondestructive
+
+# Now set the environment variable VIRTUAL_ENV, used by many tools to determine
+# that there is an activated venv.
+$env:VIRTUAL_ENV = $VenvDir
+
+if (-not $Env:VIRTUAL_ENV_DISABLE_PROMPT) {
+
+    Write-Verbose "Setting prompt to '$Prompt'"
+
+    # Set the prompt to include the env name
+    # Make sure _OLD_VIRTUAL_PROMPT is global
+    function global:_OLD_VIRTUAL_PROMPT { "" }
+    Copy-Item -Path function:prompt -Destination function:_OLD_VIRTUAL_PROMPT
+    New-Variable -Name _PYTHON_VENV_PROMPT_PREFIX -Description "Python virtual environment prompt prefix" -Scope Global -Option ReadOnly -Visibility Public -Value $Prompt
+
+    function global:prompt {
+        Write-Host -NoNewline -ForegroundColor Green "($_PYTHON_VENV_PROMPT_PREFIX) "
+        _OLD_VIRTUAL_PROMPT
+    }
+    $env:VIRTUAL_ENV_PROMPT = $Prompt
+}
+
+# Clear PYTHONHOME
+if (Test-Path -Path Env:PYTHONHOME) {
+    Copy-Item -Path Env:PYTHONHOME -Destination Env:_OLD_VIRTUAL_PYTHONHOME
+    Remove-Item -Path Env:PYTHONHOME
+}
+
+# Add the venv to the PATH
+Copy-Item -Path Env:PATH -Destination Env:_OLD_VIRTUAL_PATH
+$Env:PATH = "$VenvExecDir$([System.IO.Path]::PathSeparator)$Env:PATH"
+
+# SIG # Begin signature block
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+# SIG # End signature block

lab_5/vev/Scripts/activate

@@ -0,0 +1,70 @@
+# This file must be used with "source bin/activate" *from bash*
+# You cannot run it directly
+
+deactivate () {
+    # reset old environment variables
+    if [ -n "${_OLD_VIRTUAL_PATH:-}" ] ; then
+        PATH="${_OLD_VIRTUAL_PATH:-}"
+        export PATH
+        unset _OLD_VIRTUAL_PATH
+    fi
+    if [ -n "${_OLD_VIRTUAL_PYTHONHOME:-}" ] ; then
+        PYTHONHOME="${_OLD_VIRTUAL_PYTHONHOME:-}"
+        export PYTHONHOME
+        unset _OLD_VIRTUAL_PYTHONHOME
+    fi
+
+    # Call hash to forget past commands. Without forgetting
+    # past commands the $PATH changes we made may not be respected
+    hash -r 2> /dev/null
+
+    if [ -n "${_OLD_VIRTUAL_PS1:-}" ] ; then
+        PS1="${_OLD_VIRTUAL_PS1:-}"
+        export PS1
+        unset _OLD_VIRTUAL_PS1
+    fi
+
+    unset VIRTUAL_ENV
+    unset VIRTUAL_ENV_PROMPT
+    if [ ! "${1:-}" = "nondestructive" ] ; then
+    # Self destruct!
+        unset -f deactivate
+    fi
+}
+
+# unset irrelevant variables
+deactivate nondestructive
+
+# on Windows, a path can contain colons and backslashes and has to be converted:
+if [ "${OSTYPE:-}" = "cygwin" ] || [ "${OSTYPE:-}" = "msys" ] ; then
+    # transform D:\path\to\venv to /d/path/to/venv on MSYS
+    # and to /cygdrive/d/path/to/venv on Cygwin
+    export VIRTUAL_ENV=$(cygpath "D:\code\mai\labs\AIM-PIbd-31-Bakalskaya-E-D\lab_5\vev")
+else
+    # use the path as-is
+    export VIRTUAL_ENV="D:\code\mai\labs\AIM-PIbd-31-Bakalskaya-E-D\lab_5\vev"
+fi
+
+_OLD_VIRTUAL_PATH="$PATH"
+PATH="$VIRTUAL_ENV/Scripts:$PATH"
+export PATH
+
+# unset PYTHONHOME if set
+# this will fail if PYTHONHOME is set to the empty string (which is bad anyway)
+# could use `if (set -u; : $PYTHONHOME) ;` in bash
+if [ -n "${PYTHONHOME:-}" ] ; then
+    _OLD_VIRTUAL_PYTHONHOME="${PYTHONHOME:-}"
+    unset PYTHONHOME
+fi
+
+if [ -z "${VIRTUAL_ENV_DISABLE_PROMPT:-}" ] ; then
+    _OLD_VIRTUAL_PS1="${PS1:-}"
+    PS1="(vev) ${PS1:-}"
+    export PS1
+    VIRTUAL_ENV_PROMPT="(vev) "
+    export VIRTUAL_ENV_PROMPT
+fi
+
+# Call hash to forget past commands. Without forgetting
+# past commands the $PATH changes we made may not be respected
+hash -r 2> /dev/null

lab_5/vev/Scripts/activate.bat

@@ -0,0 +1,34 @@
+@echo off
+
+rem This file is UTF-8 encoded, so we need to update the current code page while executing it
+for /f "tokens=2 delims=:." %%a in ('"%SystemRoot%\System32\chcp.com"') do (
+    set _OLD_CODEPAGE=%%a
+)
+if defined _OLD_CODEPAGE (
+    "%SystemRoot%\System32\chcp.com" 65001 > nul
+)
+
+set VIRTUAL_ENV=D:\code\mai\labs\AIM-PIbd-31-Bakalskaya-E-D\lab_5\vev
+
+if not defined PROMPT set PROMPT=$P$G
+
+if defined _OLD_VIRTUAL_PROMPT set PROMPT=%_OLD_VIRTUAL_PROMPT%
+if defined _OLD_VIRTUAL_PYTHONHOME set PYTHONHOME=%_OLD_VIRTUAL_PYTHONHOME%
+
+set _OLD_VIRTUAL_PROMPT=%PROMPT%
+set PROMPT=(vev) %PROMPT%
+
+if defined PYTHONHOME set _OLD_VIRTUAL_PYTHONHOME=%PYTHONHOME%
+set PYTHONHOME=
+
+if defined _OLD_VIRTUAL_PATH set PATH=%_OLD_VIRTUAL_PATH%
+if not defined _OLD_VIRTUAL_PATH set _OLD_VIRTUAL_PATH=%PATH%
+
+set PATH=%VIRTUAL_ENV%\Scripts;%PATH%
+set VIRTUAL_ENV_PROMPT=(vev) 
+
+:END
+if defined _OLD_CODEPAGE (
+    "%SystemRoot%\System32\chcp.com" %_OLD_CODEPAGE% > nul
+    set _OLD_CODEPAGE=
+)

lab_5/vev/Scripts/deactivate.bat

@@ -0,0 +1,22 @@
+@echo off
+
+if defined _OLD_VIRTUAL_PROMPT (
+    set "PROMPT=%_OLD_VIRTUAL_PROMPT%"
+)
+set _OLD_VIRTUAL_PROMPT=
+
+if defined _OLD_VIRTUAL_PYTHONHOME (
+    set "PYTHONHOME=%_OLD_VIRTUAL_PYTHONHOME%"
+    set _OLD_VIRTUAL_PYTHONHOME=
+)
+
+if defined _OLD_VIRTUAL_PATH (
+    set "PATH=%_OLD_VIRTUAL_PATH%"
+)
+
+set _OLD_VIRTUAL_PATH=
+
+set VIRTUAL_ENV=
+set VIRTUAL_ENV_PROMPT=
+
+:END

lab_5/vev/Scripts/pywin32_postinstall.py

@@ -0,0 +1,783 @@
+# postinstall script for pywin32
+#
+# copies PyWinTypesxx.dll and PythonCOMxx.dll into the system directory,
+# and creates a pth file
+import glob
+import os
+import shutil
+import sys
+import sysconfig
+
+try:
+    import winreg as winreg
+except:
+    import winreg
+
+# Send output somewhere so it can be found if necessary...
+import tempfile
+
+tee_f = open(os.path.join(tempfile.gettempdir(), "pywin32_postinstall.log"), "w")
+
+
+class Tee:
+    def __init__(self, file):
+        self.f = file
+
+    def write(self, what):
+        if self.f is not None:
+            try:
+                self.f.write(what.replace("\n", "\r\n"))
+            except IOError:
+                pass
+        tee_f.write(what)
+
+    def flush(self):
+        if self.f is not None:
+            try:
+                self.f.flush()
+            except IOError:
+                pass
+        tee_f.flush()
+
+
+# For some unknown reason, when running under bdist_wininst we will start up
+# with sys.stdout as None but stderr is hooked up. This work-around allows
+# bdist_wininst to see the output we write and display it at the end of
+# the install.
+if sys.stdout is None:
+    sys.stdout = sys.stderr
+
+sys.stderr = Tee(sys.stderr)
+sys.stdout = Tee(sys.stdout)
+
+com_modules = [
+    # module_name,                      class_names
+    ("win32com.servers.interp", "Interpreter"),
+    ("win32com.servers.dictionary", "DictionaryPolicy"),
+    ("win32com.axscript.client.pyscript", "PyScript"),
+]
+
+# Is this a 'silent' install - ie, avoid all dialogs.
+# Different than 'verbose'
+silent = 0
+
+# Verbosity of output messages.
+verbose = 1
+
+root_key_name = "Software\\Python\\PythonCore\\" + sys.winver
+
+try:
+    # When this script is run from inside the bdist_wininst installer,
+    # file_created() and directory_created() are additional builtin
+    # functions which write lines to Python23\pywin32-install.log. This is
+    # a list of actions for the uninstaller, the format is inspired by what
+    # the Wise installer also creates.
+    file_created
+    is_bdist_wininst = True
+except NameError:
+    is_bdist_wininst = False  # we know what it is not - but not what it is :)
+
+    def file_created(file):
+        pass
+
+    def directory_created(directory):
+        pass
+
+    def get_root_hkey():
+        try:
+            winreg.OpenKey(
+                winreg.HKEY_LOCAL_MACHINE, root_key_name, 0, winreg.KEY_CREATE_SUB_KEY
+            )
+            return winreg.HKEY_LOCAL_MACHINE
+        except OSError:
+            # Either not exist, or no permissions to create subkey means
+            # must be HKCU
+            return winreg.HKEY_CURRENT_USER
+
+
+try:
+    create_shortcut
+except NameError:
+    # Create a function with the same signature as create_shortcut provided
+    # by bdist_wininst
+    def create_shortcut(
+        path, description, filename, arguments="", workdir="", iconpath="", iconindex=0
+    ):
+        import pythoncom
+        from win32com.shell import shell
+
+        ilink = pythoncom.CoCreateInstance(
+            shell.CLSID_ShellLink,
+            None,
+            pythoncom.CLSCTX_INPROC_SERVER,
+            shell.IID_IShellLink,
+        )
+        ilink.SetPath(path)
+        ilink.SetDescription(description)
+        if arguments:
+            ilink.SetArguments(arguments)
+        if workdir:
+            ilink.SetWorkingDirectory(workdir)
+        if iconpath or iconindex:
+            ilink.SetIconLocation(iconpath, iconindex)
+        # now save it.
+        ipf = ilink.QueryInterface(pythoncom.IID_IPersistFile)
+        ipf.Save(filename, 0)
+
+    # Support the same list of "path names" as bdist_wininst.
+    def get_special_folder_path(path_name):
+        from win32com.shell import shell, shellcon
+
+        for maybe in """
+            CSIDL_COMMON_STARTMENU CSIDL_STARTMENU CSIDL_COMMON_APPDATA
+            CSIDL_LOCAL_APPDATA CSIDL_APPDATA CSIDL_COMMON_DESKTOPDIRECTORY
+            CSIDL_DESKTOPDIRECTORY CSIDL_COMMON_STARTUP CSIDL_STARTUP
+            CSIDL_COMMON_PROGRAMS CSIDL_PROGRAMS CSIDL_PROGRAM_FILES_COMMON
+            CSIDL_PROGRAM_FILES CSIDL_FONTS""".split():
+            if maybe == path_name:
+                csidl = getattr(shellcon, maybe)
+                return shell.SHGetSpecialFolderPath(0, csidl, False)
+        raise ValueError("%s is an unknown path ID" % (path_name,))
+
+
+def CopyTo(desc, src, dest):
+    import win32api
+    import win32con
+
+    while 1:
+        try:
+            win32api.CopyFile(src, dest, 0)
+            return
+        except win32api.error as details:
+            if details.winerror == 5:  # access denied - user not admin.
+                raise
+            if silent:
+                # Running silent mode - just re-raise the error.
+                raise
+            full_desc = (
+                "Error %s\n\n"
+                "If you have any Python applications running, "
+                "please close them now\nand select 'Retry'\n\n%s"
+                % (desc, details.strerror)
+            )
+            rc = win32api.MessageBox(
+                0, full_desc, "Installation Error", win32con.MB_ABORTRETRYIGNORE
+            )
+            if rc == win32con.IDABORT:
+                raise
+            elif rc == win32con.IDIGNORE:
+                return
+            # else retry - around we go again.
+
+
+# We need to import win32api to determine the Windows system directory,
+# so we can copy our system files there - but importing win32api will
+# load the pywintypes.dll already in the system directory preventing us
+# from updating them!
+# So, we pull the same trick pywintypes.py does, but it loads from
+# our pywintypes_system32 directory.
+def LoadSystemModule(lib_dir, modname):
+    # See if this is a debug build.
+    import importlib.machinery
+    import importlib.util
+
+    suffix = "_d" if "_d.pyd" in importlib.machinery.EXTENSION_SUFFIXES else ""
+    filename = "%s%d%d%s.dll" % (
+        modname,
+        sys.version_info[0],
+        sys.version_info[1],
+        suffix,
+    )
+    filename = os.path.join(lib_dir, "pywin32_system32", filename)
+    loader = importlib.machinery.ExtensionFileLoader(modname, filename)
+    spec = importlib.machinery.ModuleSpec(name=modname, loader=loader, origin=filename)
+    mod = importlib.util.module_from_spec(spec)
+    spec.loader.exec_module(mod)
+
+
+def SetPyKeyVal(key_name, value_name, value):
+    root_hkey = get_root_hkey()
+    root_key = winreg.OpenKey(root_hkey, root_key_name)
+    try:
+        my_key = winreg.CreateKey(root_key, key_name)
+        try:
+            winreg.SetValueEx(my_key, value_name, 0, winreg.REG_SZ, value)
+            if verbose:
+                print("-> %s\\%s[%s]=%r" % (root_key_name, key_name, value_name, value))
+        finally:
+            my_key.Close()
+    finally:
+        root_key.Close()
+
+
+def UnsetPyKeyVal(key_name, value_name, delete_key=False):
+    root_hkey = get_root_hkey()
+    root_key = winreg.OpenKey(root_hkey, root_key_name)
+    try:
+        my_key = winreg.OpenKey(root_key, key_name, 0, winreg.KEY_SET_VALUE)
+        try:
+            winreg.DeleteValue(my_key, value_name)
+            if verbose:
+                print("-> DELETE %s\\%s[%s]" % (root_key_name, key_name, value_name))
+        finally:
+            my_key.Close()
+        if delete_key:
+            winreg.DeleteKey(root_key, key_name)
+            if verbose:
+                print("-> DELETE %s\\%s" % (root_key_name, key_name))
+    except OSError as why:
+        winerror = getattr(why, "winerror", why.errno)
+        if winerror != 2:  # file not found
+            raise
+    finally:
+        root_key.Close()
+
+
+def RegisterCOMObjects(register=True):
+    import win32com.server.register
+
+    if register:
+        func = win32com.server.register.RegisterClasses
+    else:
+        func = win32com.server.register.UnregisterClasses
+    flags = {}
+    if not verbose:
+        flags["quiet"] = 1
+    for module, klass_name in com_modules:
+        __import__(module)
+        mod = sys.modules[module]
+        flags["finalize_register"] = getattr(mod, "DllRegisterServer", None)
+        flags["finalize_unregister"] = getattr(mod, "DllUnregisterServer", None)
+        klass = getattr(mod, klass_name)
+        func(klass, **flags)
+
+
+def RegisterHelpFile(register=True, lib_dir=None):
+    if lib_dir is None:
+        lib_dir = sysconfig.get_paths()["platlib"]
+    if register:
+        # Register the .chm help file.
+        chm_file = os.path.join(lib_dir, "PyWin32.chm")
+        if os.path.isfile(chm_file):
+            # This isn't recursive, so if 'Help' doesn't exist, we croak
+            SetPyKeyVal("Help", None, None)
+            SetPyKeyVal("Help\\Pythonwin Reference", None, chm_file)
+            return chm_file
+        else:
+            print("NOTE: PyWin32.chm can not be located, so has not " "been registered")
+    else:
+        UnsetPyKeyVal("Help\\Pythonwin Reference", None, delete_key=True)
+    return None
+
+
+def RegisterPythonwin(register=True, lib_dir=None):
+    """Add (or remove) Pythonwin to context menu for python scripts.
+    ??? Should probably also add Edit command for pys files also.
+    Also need to remove these keys on uninstall, but there's no function
+        like file_created to add registry entries to uninstall log ???
+    """
+    import os
+
+    if lib_dir is None:
+        lib_dir = sysconfig.get_paths()["platlib"]
+    classes_root = get_root_hkey()
+    ## Installer executable doesn't seem to pass anything to postinstall script indicating if it's a debug build,
+    pythonwin_exe = os.path.join(lib_dir, "Pythonwin", "Pythonwin.exe")
+    pythonwin_edit_command = pythonwin_exe + ' -edit "%1"'
+
+    keys_vals = [
+        (
+            "Software\\Microsoft\\Windows\\CurrentVersion\\App Paths\\Pythonwin.exe",
+            "",
+            pythonwin_exe,
+        ),
+        (
+            "Software\\Classes\\Python.File\\shell\\Edit with Pythonwin",
+            "command",
+            pythonwin_edit_command,
+        ),
+        (
+            "Software\\Classes\\Python.NoConFile\\shell\\Edit with Pythonwin",
+            "command",
+            pythonwin_edit_command,
+        ),
+    ]
+
+    try:
+        if register:
+            for key, sub_key, val in keys_vals:
+                ## Since winreg only uses the character Api functions, this can fail if Python
+                ##  is installed to a path containing non-ascii characters
+                hkey = winreg.CreateKey(classes_root, key)
+                if sub_key:
+                    hkey = winreg.CreateKey(hkey, sub_key)
+                winreg.SetValueEx(hkey, None, 0, winreg.REG_SZ, val)
+                hkey.Close()
+        else:
+            for key, sub_key, val in keys_vals:
+                try:
+                    if sub_key:
+                        hkey = winreg.OpenKey(classes_root, key)
+                        winreg.DeleteKey(hkey, sub_key)
+                        hkey.Close()
+                    winreg.DeleteKey(classes_root, key)
+                except OSError as why:
+                    winerror = getattr(why, "winerror", why.errno)
+                    if winerror != 2:  # file not found
+                        raise
+    finally:
+        # tell windows about the change
+        from win32com.shell import shell, shellcon
+
+        shell.SHChangeNotify(
+            shellcon.SHCNE_ASSOCCHANGED, shellcon.SHCNF_IDLIST, None, None
+        )
+
+
+def get_shortcuts_folder():
+    if get_root_hkey() == winreg.HKEY_LOCAL_MACHINE:
+        try:
+            fldr = get_special_folder_path("CSIDL_COMMON_PROGRAMS")
+        except OSError:
+            # No CSIDL_COMMON_PROGRAMS on this platform
+            fldr = get_special_folder_path("CSIDL_PROGRAMS")
+    else:
+        # non-admin install - always goes in this user's start menu.
+        fldr = get_special_folder_path("CSIDL_PROGRAMS")
+
+    try:
+        install_group = winreg.QueryValue(
+            get_root_hkey(), root_key_name + "\\InstallPath\\InstallGroup"
+        )
+    except OSError:
+        vi = sys.version_info
+        install_group = "Python %d.%d" % (vi[0], vi[1])
+    return os.path.join(fldr, install_group)
+
+
+# Get the system directory, which may be the Wow64 directory if we are a 32bit
+# python on a 64bit OS.
+def get_system_dir():
+    import win32api  # we assume this exists.
+
+    try:
+        import pythoncom
+        import win32process
+        from win32com.shell import shell, shellcon
+
+        try:
+            if win32process.IsWow64Process():
+                return shell.SHGetSpecialFolderPath(0, shellcon.CSIDL_SYSTEMX86)
+            return shell.SHGetSpecialFolderPath(0, shellcon.CSIDL_SYSTEM)
+        except (pythoncom.com_error, win32process.error):
+            return win32api.GetSystemDirectory()
+    except ImportError:
+        return win32api.GetSystemDirectory()
+
+
+def fixup_dbi():
+    # We used to have a dbi.pyd with our .pyd files, but now have a .py file.
+    # If the user didn't uninstall, they will find the .pyd which will cause
+    # problems - so handle that.
+    import win32api
+    import win32con
+
+    pyd_name = os.path.join(os.path.dirname(win32api.__file__), "dbi.pyd")
+    pyd_d_name = os.path.join(os.path.dirname(win32api.__file__), "dbi_d.pyd")
+    py_name = os.path.join(os.path.dirname(win32con.__file__), "dbi.py")
+    for this_pyd in (pyd_name, pyd_d_name):
+        this_dest = this_pyd + ".old"
+        if os.path.isfile(this_pyd) and os.path.isfile(py_name):
+            try:
+                if os.path.isfile(this_dest):
+                    print(
+                        "Old dbi '%s' already exists - deleting '%s'"
+                        % (this_dest, this_pyd)
+                    )
+                    os.remove(this_pyd)
+                else:
+                    os.rename(this_pyd, this_dest)
+                    print("renamed '%s'->'%s.old'" % (this_pyd, this_pyd))
+                    file_created(this_pyd + ".old")
+            except os.error as exc:
+                print("FAILED to rename '%s': %s" % (this_pyd, exc))
+
+
+def install(lib_dir):
+    import traceback
+
+    # The .pth file is now installed as a regular file.
+    # Create the .pth file in the site-packages dir, and use only relative paths
+    # We used to write a .pth directly to sys.prefix - clobber it.
+    if os.path.isfile(os.path.join(sys.prefix, "pywin32.pth")):
+        os.unlink(os.path.join(sys.prefix, "pywin32.pth"))
+    # The .pth may be new and therefore not loaded in this session.
+    # Setup the paths just in case.
+    for name in "win32 win32\\lib Pythonwin".split():
+        sys.path.append(os.path.join(lib_dir, name))
+    # It is possible people with old versions installed with still have
+    # pywintypes and pythoncom registered.  We no longer need this, and stale
+    # entries hurt us.
+    for name in "pythoncom pywintypes".split():
+        keyname = "Software\\Python\\PythonCore\\" + sys.winver + "\\Modules\\" + name
+        for root in winreg.HKEY_LOCAL_MACHINE, winreg.HKEY_CURRENT_USER:
+            try:
+                winreg.DeleteKey(root, keyname + "\\Debug")
+            except WindowsError:
+                pass
+            try:
+                winreg.DeleteKey(root, keyname)
+            except WindowsError:
+                pass
+    LoadSystemModule(lib_dir, "pywintypes")
+    LoadSystemModule(lib_dir, "pythoncom")
+    import win32api
+
+    # and now we can get the system directory:
+    files = glob.glob(os.path.join(lib_dir, "pywin32_system32\\*.*"))
+    if not files:
+        raise RuntimeError("No system files to copy!!")
+    # Try the system32 directory first - if that fails due to "access denied",
+    # it implies a non-admin user, and we use sys.prefix
+    for dest_dir in [get_system_dir(), sys.prefix]:
+        # and copy some files over there
+        worked = 0
+        try:
+            for fname in files:
+                base = os.path.basename(fname)
+                dst = os.path.join(dest_dir, base)
+                CopyTo("installing %s" % base, fname, dst)
+                if verbose:
+                    print("Copied %s to %s" % (base, dst))
+                # Register the files with the uninstaller
+                file_created(dst)
+                worked = 1
+                # Nuke any other versions that may exist - having
+                # duplicates causes major headaches.
+                bad_dest_dirs = [
+                    os.path.join(sys.prefix, "Library\\bin"),
+                    os.path.join(sys.prefix, "Lib\\site-packages\\win32"),
+                ]
+                if dest_dir != sys.prefix:
+                    bad_dest_dirs.append(sys.prefix)
+                for bad_dest_dir in bad_dest_dirs:
+                    bad_fname = os.path.join(bad_dest_dir, base)
+                    if os.path.exists(bad_fname):
+                        # let exceptions go here - delete must succeed
+                        os.unlink(bad_fname)
+            if worked:
+                break
+        except win32api.error as details:
+            if details.winerror == 5:
+                # access denied - user not admin - try sys.prefix dir,
+                # but first check that a version doesn't already exist
+                # in that place - otherwise that one will still get used!
+                if os.path.exists(dst):
+                    msg = (
+                        "The file '%s' exists, but can not be replaced "
+                        "due to insufficient permissions.  You must "
+                        "reinstall this software as an Administrator" % dst
+                    )
+                    print(msg)
+                    raise RuntimeError(msg)
+                continue
+            raise
+    else:
+        raise RuntimeError(
+            "You don't have enough permissions to install the system files"
+        )
+
+    # Pythonwin 'compiles' config files - record them for uninstall.
+    pywin_dir = os.path.join(lib_dir, "Pythonwin", "pywin")
+    for fname in glob.glob(os.path.join(pywin_dir, "*.cfg")):
+        file_created(fname[:-1] + "c")  # .cfg->.cfc
+
+    # Register our demo COM objects.
+    try:
+        try:
+            RegisterCOMObjects()
+        except win32api.error as details:
+            if details.winerror != 5:  # ERROR_ACCESS_DENIED
+                raise
+            print("You do not have the permissions to install COM objects.")
+            print("The sample COM objects were not registered.")
+    except Exception:
+        print("FAILED to register the Python COM objects")
+        traceback.print_exc()
+
+    # There may be no main Python key in HKCU if, eg, an admin installed
+    # python itself.
+    winreg.CreateKey(get_root_hkey(), root_key_name)
+
+    chm_file = None
+    try:
+        chm_file = RegisterHelpFile(True, lib_dir)
+    except Exception:
+        print("Failed to register help file")
+        traceback.print_exc()
+    else:
+        if verbose:
+            print("Registered help file")
+
+    # misc other fixups.
+    fixup_dbi()
+
+    # Register Pythonwin in context menu
+    try:
+        RegisterPythonwin(True, lib_dir)
+    except Exception:
+        print("Failed to register pythonwin as editor")
+        traceback.print_exc()
+    else:
+        if verbose:
+            print("Pythonwin has been registered in context menu")
+
+    # Create the win32com\gen_py directory.
+    make_dir = os.path.join(lib_dir, "win32com", "gen_py")
+    if not os.path.isdir(make_dir):
+        if verbose:
+            print("Creating directory %s" % (make_dir,))
+        directory_created(make_dir)
+        os.mkdir(make_dir)
+
+    try:
+        # create shortcuts
+        # CSIDL_COMMON_PROGRAMS only available works on NT/2000/XP, and
+        # will fail there if the user has no admin rights.
+        fldr = get_shortcuts_folder()
+        # If the group doesn't exist, then we don't make shortcuts - its
+        # possible that this isn't a "normal" install.
+        if os.path.isdir(fldr):
+            dst = os.path.join(fldr, "PythonWin.lnk")
+            create_shortcut(
+                os.path.join(lib_dir, "Pythonwin\\Pythonwin.exe"),
+                "The Pythonwin IDE",
+                dst,
+                "",
+                sys.prefix,
+            )
+            file_created(dst)
+            if verbose:
+                print("Shortcut for Pythonwin created")
+            # And the docs.
+            if chm_file:
+                dst = os.path.join(fldr, "Python for Windows Documentation.lnk")
+                doc = "Documentation for the PyWin32 extensions"
+                create_shortcut(chm_file, doc, dst)
+                file_created(dst)
+                if verbose:
+                    print("Shortcut to documentation created")
+        else:
+            if verbose:
+                print("Can't install shortcuts - %r is not a folder" % (fldr,))
+    except Exception as details:
+        print(details)
+
+    # importing win32com.client ensures the gen_py dir created - not strictly
+    # necessary to do now, but this makes the installation "complete"
+    try:
+        import win32com.client  # noqa
+    except ImportError:
+        # Don't let this error sound fatal
+        pass
+    print("The pywin32 extensions were successfully installed.")
+
+    if is_bdist_wininst:
+        # Open a web page with info about the .exe installers being deprecated.
+        import webbrowser
+
+        try:
+            webbrowser.open("https://mhammond.github.io/pywin32_installers.html")
+        except webbrowser.Error:
+            print("Please visit https://mhammond.github.io/pywin32_installers.html")
+
+
+def uninstall(lib_dir):
+    # First ensure our system modules are loaded from pywin32_system, so
+    # we can remove the ones we copied...
+    LoadSystemModule(lib_dir, "pywintypes")
+    LoadSystemModule(lib_dir, "pythoncom")
+
+    try:
+        RegisterCOMObjects(False)
+    except Exception as why:
+        print("Failed to unregister COM objects: %s" % (why,))
+
+    try:
+        RegisterHelpFile(False, lib_dir)
+    except Exception as why:
+        print("Failed to unregister help file: %s" % (why,))
+    else:
+        if verbose:
+            print("Unregistered help file")
+
+    try:
+        RegisterPythonwin(False, lib_dir)
+    except Exception as why:
+        print("Failed to unregister Pythonwin: %s" % (why,))
+    else:
+        if verbose:
+            print("Unregistered Pythonwin")
+
+    try:
+        # remove gen_py directory.
+        gen_dir = os.path.join(lib_dir, "win32com", "gen_py")
+        if os.path.isdir(gen_dir):
+            shutil.rmtree(gen_dir)
+            if verbose:
+                print("Removed directory %s" % (gen_dir,))
+
+        # Remove pythonwin compiled "config" files.
+        pywin_dir = os.path.join(lib_dir, "Pythonwin", "pywin")
+        for fname in glob.glob(os.path.join(pywin_dir, "*.cfc")):
+            os.remove(fname)
+
+        # The dbi.pyd.old files we may have created.
+        try:
+            os.remove(os.path.join(lib_dir, "win32", "dbi.pyd.old"))
+        except os.error:
+            pass
+        try:
+            os.remove(os.path.join(lib_dir, "win32", "dbi_d.pyd.old"))
+        except os.error:
+            pass
+
+    except Exception as why:
+        print("Failed to remove misc files: %s" % (why,))
+
+    try:
+        fldr = get_shortcuts_folder()
+        for link in ("PythonWin.lnk", "Python for Windows Documentation.lnk"):
+            fqlink = os.path.join(fldr, link)
+            if os.path.isfile(fqlink):
+                os.remove(fqlink)
+                if verbose:
+                    print("Removed %s" % (link,))
+    except Exception as why:
+        print("Failed to remove shortcuts: %s" % (why,))
+    # Now remove the system32 files.
+    files = glob.glob(os.path.join(lib_dir, "pywin32_system32\\*.*"))
+    # Try the system32 directory first - if that fails due to "access denied",
+    # it implies a non-admin user, and we use sys.prefix
+    try:
+        for dest_dir in [get_system_dir(), sys.prefix]:
+            # and copy some files over there
+            worked = 0
+            for fname in files:
+                base = os.path.basename(fname)
+                dst = os.path.join(dest_dir, base)
+                if os.path.isfile(dst):
+                    try:
+                        os.remove(dst)
+                        worked = 1
+                        if verbose:
+                            print("Removed file %s" % (dst))
+                    except Exception:
+                        print("FAILED to remove %s" % (dst,))
+            if worked:
+                break
+    except Exception as why:
+        print("FAILED to remove system files: %s" % (why,))
+
+
+# NOTE: If this script is run from inside the bdist_wininst created
+# binary installer or uninstaller, the command line args are either
+# '-install' or '-remove'.
+
+# Important: From inside the binary installer this script MUST NOT
+# call sys.exit() or raise SystemExit, otherwise not only this script
+# but also the installer will terminate! (Is there a way to prevent
+# this from the bdist_wininst C code?)
+
+
+def verify_destination(location):
+    if not os.path.isdir(location):
+        raise argparse.ArgumentTypeError('Path "{}" does not exist!'.format(location))
+    return location
+
+
+def main():
+    import argparse
+
+    parser = argparse.ArgumentParser(
+        formatter_class=argparse.RawDescriptionHelpFormatter,
+        description="""A post-install script for the pywin32 extensions.
+
+    * Typical usage:
+
+    > python pywin32_postinstall.py -install
+
+    If you installed pywin32 via a .exe installer, this should be run
+    automatically after installation, but if it fails you can run it again.
+
+    If you installed pywin32 via PIP, you almost certainly need to run this to
+    setup the environment correctly.
+
+    Execute with script with a '-install' parameter, to ensure the environment
+    is setup correctly.
+    """,
+    )
+    parser.add_argument(
+        "-install",
+        default=False,
+        action="store_true",
+        help="Configure the Python environment correctly for pywin32.",
+    )
+    parser.add_argument(
+        "-remove",
+        default=False,
+        action="store_true",
+        help="Try and remove everything that was installed or copied.",
+    )
+    parser.add_argument(
+        "-wait",
+        type=int,
+        help="Wait for the specified process to terminate before starting.",
+    )
+    parser.add_argument(
+        "-silent",
+        default=False,
+        action="store_true",
+        help='Don\'t display the "Abort/Retry/Ignore" dialog for files in use.',
+    )
+    parser.add_argument(
+        "-quiet",
+        default=False,
+        action="store_true",
+        help="Don't display progress messages.",
+    )
+    parser.add_argument(
+        "-destination",
+        default=sysconfig.get_paths()["platlib"],
+        type=verify_destination,
+        help="Location of the PyWin32 installation",
+    )
+
+    args = parser.parse_args()
+
+    if not args.quiet:
+        print("Parsed arguments are: {}".format(args))
+
+    if not args.install ^ args.remove:
+        parser.error("You need to either choose to -install or -remove!")
+
+    if args.wait is not None:
+        try:
+            os.waitpid(args.wait, 0)
+        except os.error:
+            # child already dead
+            pass
+
+    silent = args.silent
+    verbose = not args.quiet
+
+    if args.install:
+        install(args.destination)
+
+    if args.remove:
+        if not is_bdist_wininst:
+            uninstall(args.destination)
+
+
+if __name__ == "__main__":
+    main()

lab_5/vev/Scripts/pywin32_testall.py

@@ -0,0 +1,124 @@
+"""A test runner for pywin32"""
+import os
+import site
+import subprocess
+import sys
+
+# locate the dirs based on where this script is - it may be either in the
+# source tree, or in an installed Python 'Scripts' tree.
+this_dir = os.path.dirname(__file__)
+site_packages = [
+    site.getusersitepackages(),
+] + site.getsitepackages()
+
+failures = []
+
+
+# Run a test using subprocess and wait for the result.
+# If we get an returncode != 0, we know that there was an error, but we don't
+# abort immediately - we run as many tests as we can.
+def run_test(script, cmdline_extras):
+    dirname, scriptname = os.path.split(script)
+    # some tests prefer to be run from their directory.
+    cmd = [sys.executable, "-u", scriptname] + cmdline_extras
+    print("--- Running '%s' ---" % script)
+    sys.stdout.flush()
+    result = subprocess.run(cmd, check=False, cwd=dirname)
+    print("*** Test script '%s' exited with %s" % (script, result.returncode))
+    sys.stdout.flush()
+    if result.returncode:
+        failures.append(script)
+
+
+def find_and_run(possible_locations, extras):
+    for maybe in possible_locations:
+        if os.path.isfile(maybe):
+            run_test(maybe, extras)
+            break
+    else:
+        raise RuntimeError(
+            "Failed to locate a test script in one of %s" % possible_locations
+        )
+
+
+def main():
+    import argparse
+
+    code_directories = [this_dir] + site_packages
+
+    parser = argparse.ArgumentParser(
+        description="A script to trigger tests in all subprojects of PyWin32."
+    )
+    parser.add_argument(
+        "-no-user-interaction",
+        default=False,
+        action="store_true",
+        help="(This is now the default - use `-user-interaction` to include them)",
+    )
+
+    parser.add_argument(
+        "-user-interaction",
+        action="store_true",
+        help="Include tests which require user interaction",
+    )
+
+    parser.add_argument(
+        "-skip-adodbapi",
+        default=False,
+        action="store_true",
+        help="Skip the adodbapi tests; useful for CI where there's no provider",
+    )
+
+    args, remains = parser.parse_known_args()
+
+    # win32, win32ui / Pythonwin
+
+    extras = []
+    if args.user_interaction:
+        extras += ["-user-interaction"]
+    extras.extend(remains)
+    scripts = [
+        "win32/test/testall.py",
+        "Pythonwin/pywin/test/all.py",
+    ]
+    for script in scripts:
+        maybes = [os.path.join(directory, script) for directory in code_directories]
+        find_and_run(maybes, extras)
+
+    # win32com
+    maybes = [
+        os.path.join(directory, "win32com", "test", "testall.py")
+        for directory in [
+            os.path.join(this_dir, "com"),
+        ]
+        + site_packages
+    ]
+    extras = remains + ["1"]  # only run "level 1" tests in CI
+    find_and_run(maybes, extras)
+
+    # adodbapi
+    if not args.skip_adodbapi:
+        maybes = [
+            os.path.join(directory, "adodbapi", "test", "adodbapitest.py")
+            for directory in code_directories
+        ]
+        find_and_run(maybes, remains)
+        # This script has a hard-coded sql server name in it, (and markh typically
+        # doesn't have a different server to test on) but there is now supposed to be a server out there on the Internet
+        # just to run these tests, so try it...
+        maybes = [
+            os.path.join(directory, "adodbapi", "test", "test_adodbapi_dbapi20.py")
+            for directory in code_directories
+        ]
+        find_and_run(maybes, remains)
+
+    if failures:
+        print("The following scripts failed")
+        for failure in failures:
+            print(">", failure)
+        sys.exit(1)
+    print("All tests passed \\o/")
+
+
+if __name__ == "__main__":
+    main()

lab_5/vev/pyvenv.cfg

@@ -0,0 +1,5 @@
+home = C:\Users\elena\AppData\Local\Programs\Python\Python312
+include-system-site-packages = false
+version = 3.12.6
+executable = C:\Users\elena\AppData\Local\Programs\Python\Python312\python.exe
+command = C:\Users\elena\AppData\Local\Programs\Python\Python312\python.exe -m venv D:\code\mai\labs\AIM-PIbd-31-Bakalskaya-E-D\lab_5\vev

lab_5/vev/share/jupyter/kernels/python3/kernel.json

@@ -0,0 +1,14 @@
+{
+ "argv": [
+  "python",
+  "-m",
+  "ipykernel_launcher",
+  "-f",
+  "{connection_file}"
+ ],
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "metadata": {
+  "debugger": true
+ }
+}

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lab_5/vev/share/man/man1/ipython.1

@@ -0,0 +1,60 @@
+.\"                                      Hey, EMACS: -*- nroff -*-
+.\" First parameter, NAME, should be all caps
+.\" Second parameter, SECTION, should be 1-8, maybe w/ subsection
+.\" other parameters are allowed: see man(7), man(1)
+.TH IPYTHON 1 "July 15, 2011"
+.\" Please adjust this date whenever revising the manpage.
+.\"
+.\" Some roff macros, for reference:
+.\" .nh        disable hyphenation
+.\" .hy        enable hyphenation
+.\" .ad l      left justify
+.\" .ad b      justify to both left and right margins
+.\" .nf        disable filling
+.\" .fi        enable filling
+.\" .br        insert line break
+.\" .sp <n>    insert n+1 empty lines
+.\" for manpage-specific macros, see man(7) and groff_man(7)
+.\" .SH        section heading
+.\" .SS        secondary section heading
+.\"
+.\"
+.\" To preview this page as plain text: nroff -man ipython.1
+.\"
+.SH NAME
+ipython \- Tools for Interactive Computing in Python.
+.SH SYNOPSIS
+.B ipython
+.RI [ options ] " files" ...
+
+.B ipython subcommand
+.RI [ options ] ...
+
+.SH DESCRIPTION
+An interactive Python shell with automatic history (input and output), dynamic
+object introspection, easier configuration, command completion, access to the
+system shell, integration with numerical and scientific computing tools,
+web notebook, Qt console, and more.
+
+For more information on how to use IPython, see 'ipython \-\-help',
+or 'ipython \-\-help\-all' for all available command\(hyline options.
+
+.SH "ENVIRONMENT VARIABLES"
+.sp
+.PP
+\fIIPYTHONDIR\fR
+.RS 4
+This is the location where IPython stores all its configuration files.  The default
+is $HOME/.ipython if IPYTHONDIR is not defined.
+
+You can see the computed value of IPYTHONDIR with `ipython locate`.
+
+.SH FILES
+
+IPython uses various configuration files stored in profiles within IPYTHONDIR.
+To generate the default configuration files and start configuring IPython,
+do 'ipython profile create', and edit '*_config.py' files located in
+IPYTHONDIR/profile_default.
+
+.SH AUTHORS
+IPython is written by the IPython Development Team <https://github.com/ipython/ipython>.

lab_5/vev/share/man/man1/ttx.1

@@ -0,0 +1,225 @@
+.Dd May 18, 2004
+.\" ttx is not specific to any OS, but contrary to what groff_mdoc(7)
+.\" seems to imply, entirely omitting the .Os macro causes 'BSD' to
+.\" be used, so I give a zero-width space as its argument.
+.Os \&
+.\" The "FontTools Manual" argument apparently has no effect in
+.\" groff 1.18.1. I think it is a bug in the -mdoc groff package.
+.Dt TTX 1 "FontTools Manual"
+.Sh NAME
+.Nm ttx
+.Nd tool for manipulating TrueType and OpenType fonts
+.Sh SYNOPSIS
+.Nm
+.Bk
+.Op Ar option ...
+.Ek
+.Bk
+.Ar file ...
+.Ek
+.Sh DESCRIPTION
+.Nm
+is a tool for manipulating TrueType and OpenType fonts.  It can convert
+TrueType and OpenType fonts to and from an
+.Tn XML Ns -based format called
+.Tn TTX .
+.Tn TTX
+files have a
+.Ql .ttx
+extension.
+.Pp
+For each
+.Ar file
+argument it is given,
+.Nm
+detects whether it is a
+.Ql .ttf ,
+.Ql .otf
+or
+.Ql .ttx
+file and acts accordingly: if it is a
+.Ql .ttf
+or
+.Ql .otf
+file, it generates a
+.Ql .ttx
+file; if it is a
+.Ql .ttx
+file, it generates a
+.Ql .ttf
+or
+.Ql .otf
+file.
+.Pp
+By default, every output file is created in the same directory as the
+corresponding input file and with the same name except for the
+extension, which is substituted appropriately.
+.Nm
+never overwrites existing files; if necessary, it appends a suffix to
+the output file name before the extension, as in
+.Pa Arial#1.ttf .
+.Ss "General options"
+.Bl -tag -width ".Fl t Ar table"
+.It Fl h
+Display usage information.
+.It Fl d Ar dir
+Write the output files to directory
+.Ar dir
+instead of writing every output file to the same directory as the
+corresponding input file.
+.It Fl o Ar file
+Write the output to
+.Ar file
+instead of writing it to the same directory as the
+corresponding input file.
+.It Fl v
+Be verbose.  Write more messages to the standard output describing what
+is being done.
+.It Fl a
+Allow virtual glyphs ID's on compile or decompile.
+.El
+.Ss "Dump options"
+The following options control the process of dumping font files
+(TrueType or OpenType) to
+.Tn TTX
+files.
+.Bl -tag -width ".Fl t Ar table"
+.It Fl l
+List table information.  Instead of dumping the font to a
+.Tn TTX
+file, display minimal information about each table.
+.It Fl t Ar table
+Dump table
+.Ar table .
+This option may be given multiple times to dump several tables at
+once.  When not specified, all tables are dumped.
+.It Fl x Ar table
+Exclude table
+.Ar table
+from the list of tables to dump.  This option may be given multiple
+times to exclude several tables from the dump.  The
+.Fl t
+and
+.Fl x
+options are mutually exclusive.
+.It Fl s
+Split tables.  Dump each table to a separate
+.Tn TTX
+file and write (under the name that would have been used for the output
+file if the
+.Fl s
+option had not been given) one small
+.Tn TTX
+file containing references to the individual table dump files.  This
+file can be used as input to
+.Nm
+as long as the referenced files can be found in the same directory.
+.It Fl i
+.\" XXX: I suppose OpenType programs (exist and) are also affected.
+Don't disassemble TrueType instructions.  When this option is specified,
+all TrueType programs (glyph programs, the font program and the
+pre-program) are written to the
+.Tn TTX
+file as hexadecimal data instead of
+assembly.  This saves some time and results in smaller
+.Tn TTX
+files.
+.It Fl y Ar n
+When decompiling a TrueType Collection (TTC) file,
+decompile font number
+.Ar n ,
+starting from 0.
+.El
+.Ss "Compilation options"
+The following options control the process of compiling
+.Tn TTX
+files into font files (TrueType or OpenType):
+.Bl -tag -width ".Fl t Ar table"
+.It Fl m Ar fontfile
+Merge the input
+.Tn TTX
+file
+.Ar file
+with
+.Ar fontfile .
+No more than one
+.Ar file
+argument can be specified when this option is used.
+.It Fl b
+Don't recalculate glyph bounding boxes.  Use the values in the
+.Tn TTX
+file as is.
+.El
+.Sh "THE TTX FILE FORMAT"
+You can find some information about the
+.Tn TTX
+file format in
+.Pa documentation.html .
+In particular, you will find in that file the list of tables understood by
+.Nm
+and the relations between TrueType GlyphIDs and the glyph names used in
+.Tn TTX
+files.
+.Sh EXAMPLES
+In the following examples, all files are read from and written to the
+current directory.  Additionally, the name given for the output file
+assumes in every case that it did not exist before
+.Nm
+was invoked.
+.Pp
+Dump the TrueType font contained in
+.Pa FreeSans.ttf
+to
+.Pa FreeSans.ttx :
+.Pp
+.Dl ttx FreeSans.ttf
+.Pp
+Compile
+.Pa MyFont.ttx
+into a TrueType or OpenType font file:
+.Pp
+.Dl ttx MyFont.ttx
+.Pp
+List the tables in
+.Pa FreeSans.ttf
+along with some information:
+.Pp
+.Dl ttx -l FreeSans.ttf
+.Pp
+Dump the
+.Sq cmap
+table from
+.Pa FreeSans.ttf
+to
+.Pa FreeSans.ttx :
+.Pp
+.Dl ttx -t cmap FreeSans.ttf
+.Sh NOTES
+On MS\-Windows and MacOS,
+.Nm
+is available as a graphical application to which files can be dropped.
+.Sh SEE ALSO
+.Pa documentation.html
+.Pp
+.Xr fontforge 1 ,
+.Xr ftinfo 1 ,
+.Xr gfontview 1 ,
+.Xr xmbdfed 1 ,
+.Xr Font::TTF 3pm
+.Sh AUTHORS
+.Nm
+was written by
+.An -nosplit
+.An "Just van Rossum" Aq just@letterror.com .
+.Pp
+This manual page was written by
+.An "Florent Rougon" Aq f.rougon@free.fr
+for the Debian GNU/Linux system based on the existing FontTools
+documentation.  It may be freely used, modified and distributed without
+restrictions.
+.\" For Emacs:
+.\" Local Variables:
+.\" fill-column: 72
+.\" sentence-end: "[.?!][]\"')}]*\\($\\| $\\|   \\|  \\)[   \n]*"
+.\" sentence-end-double-space: t
+.\" End: