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+{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"executionInfo":{"elapsed":803,"status":"ok","timestamp":1623823507527,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"},"user_tz":-180},"id":"oC8_V9-tZKdh"},"outputs":[],"source":["import numpy as np\n","import pandas as pd\n","import matplotlib.pyplot as plt\n"]},{"cell_type":"code","execution_count":2,"metadata":{"executionInfo":{"elapsed":7,"status":"ok","timestamp":1623823507527,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"},"user_tz":-180},"id":"zQWMPoHLYaBe"},"outputs":[],"source":["# Import data from drive libraries\n","# Imported with the help of this https://buomsoo-kim.github.io/colab/2018/04/16/Importing-files-from-Google-Drive-in-Google-Colab.md/\n","from pydrive.auth import GoogleAuth\n","from pydrive.drive import GoogleDrive\n","from google.colab import auth\n","from oauth2client.client import GoogleCredentials"]},{"cell_type":"code","execution_count":3,"metadata":{"executionInfo":{"elapsed":12928,"status":"ok","timestamp":1623823520448,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"},"user_tz":-180},"id":"fFPQ_F7YZG37"},"outputs":[],"source":["# Import data from google drive\n","auth.authenticate_user()\n","gauth = GoogleAuth()\n","gauth.credentials = GoogleCredentials.get_application_default()\n","drive = GoogleDrive(gauth)\n","downloaded = drive.CreateFile({'id':\"1ejiz3wwjDCmTNc1WkDCIEOTckzkhXMJ9\"})   # replace the id with id of file you want to access\n","downloaded.GetContentFile('cadmiumlead.csv')        # replace the file name with your file\n","dataMetalCa = pd.read_csv('cadmiumlead.csv', sep=\";\", decimal=\",\")"]},{"cell_type":"code","execution_count":4,"metadata":{"executionInfo":{"elapsed":875,"status":"ok","timestamp":1623823521320,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"},"user_tz":-180},"id":"MDZ9cxAgZJ_k"},"outputs":[],"source":["# Import data from google drive\n","auth.authenticate_user()\n","gauth = GoogleAuth()\n","gauth.credentials = GoogleCredentials.get_application_default()\n","drive = GoogleDrive(gauth)\n","downloaded = drive.CreateFile({'id':\"1ZogqgsegvT1GoaLiLcCI1Nkvvxg_LyKj\"})   # replace the id with id of file you want to access\n","downloaded.GetContentFile('copperiron.csv')        # replace the file name with your file\n","dataMetalCo = pd.read_csv('copperiron.csv', sep=\";\", decimal=\",\")"]},{"cell_type":"code","execution_count":5,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":419},"executionInfo":{"elapsed":7,"status":"ok","timestamp":1623823521321,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"},"user_tz":-180},"id":"j7L7PO4rZN3n","outputId":"29a262b0-e5fd-4f4f-d495-3d0933a995b6"},"outputs":[{"data":{"text/html":["\u003cdiv\u003e\n","\u003cstyle scoped\u003e\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","\u003c/style\u003e\n","\u003ctable border=\"1\" class=\"dataframe\"\u003e\n","  \u003cthead\u003e\n","    \u003ctr style=\"text-align: right;\"\u003e\n","      \u003cth\u003e\u003c/th\u003e\n","      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 0        0  ...        190        219     146493     192184\n","...      ...   ...  ...      ...  ...        ...        ...        ...        ...\n","1143    5120  4608  512       90  ...       1041       1243       9058       7231\n","1144    5120  5120    0      100  ...       2081       2222      89993     114940\n","1145    5120  5120    0      100  ...       2061       2373      83737     106835\n","1146    5120  5120    0      100  ...       2049       2163      90571     109609\n","1147    5120  5120    0      100  ...       1840       1858      85288     105493\n","\n","[1148 rows x 10 columns]"]},"execution_count":5,"metadata":{"tags":[]},"output_type":"execute_result"}],"source":["dataMetalCa"]},{"cell_type":"code","execution_count":6,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":1160,"status":"ok","timestamp":1623823522476,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"},"user_tz":-180},"id":"dFclmsu2ZnUd","outputId":"0c9e5234-ef97-46f5-c583-9e501d419455"},"outputs":[{"name":"stdout","output_type":"stream","text":["   cTotal  Cd  Pb  w(Cd)/%  ...  mod 2 - 1  mod 2 - 2  mod 3 - 1  mod 3 - 2\n","0       0   0   0        0  ...        171        257     147215     194268\n","1       0   0   0        0  ...        178        243     134302     182504\n","2       0   0   0        0  ...        190        213     146269     185720\n","\n","[3 rows x 10 columns]\n","      cTotal    Cd  Pb  w(Cd)/%  ...  mod 2 - 1  mod 2 - 2  mod 3 - 1  mod 3 - 2\n","1145    5120  5120   0      100  ...       2061       2373      83737     106835\n","1146    5120  5120   0      100  ...       2049       2163      90571     109609\n","1147    5120  5120   0      100  ...       1840       1858      85288     105493\n","\n","[3 rows x 10 columns]\n"]},{"data":{"image/png":"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\n","text/plain":["\u003cFigure size 576x576 with 1 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\n","text/plain":["\u003cFigure size 576x576 with 1 Axes\u003e"]},"metadata":{"tags":[]},"output_type":"display_data"}],"source":["print(dataMetalCa.head(3))\n","print(dataMetalCa.tail(3))\n","\n","\n","f = plt.figure()\n","f.set_figwidth(8)\n","f.set_figheight(8)\n","plt.grid()\n","plt.plot(dataMetalCa['Cd'],dataMetalCa['Pb'], 'o')\n","plt.title('Cadmium Lead')\n","plt.show()\n","\n","f = plt.figure()\n","f.set_figwidth(8)\n","f.set_figheight(8)\n","plt.grid()\n","plt.xscale(\"log\")\n","plt.yscale(\"log\")\n","plt.plot(dataMetalCa['Cd']+1, dataMetalCa['Pb']+1, 'o')  # We need to add 1, because log(0)=undefined. This way the values with zero get mapped also.\n","plt.title('Cadmium Lead Log-Scale')\n","plt.show()"]},{"cell_type":"markdown","metadata":{"id":"7-2xA6JmbmhR"},"source":["Lets see what standardised data would look like?\n","\n","\n"]},{"cell_type":"code","execution_count":7,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":281},"executionInfo":{"elapsed":1492,"status":"ok","timestamp":1623823523966,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"},"user_tz":-180},"id":"jStxPgdPeBXN","outputId":"ae8b27ed-2f4b-44f0-97bf-d61ae5209c64"},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAPoAAAEICAYAAAB2wembAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAWo0lEQVR4nO3df7BcZX3H8feXAAUvKLYhV5IgcSTSUTtF7i3UIk4uNTYKVcdpO0q10urcaSstNtqKsbZalTJORf5A2+KPUgfx1lHo2KTGpuO9hShUclOw/NJQjCWEGlEQcsexjXz7x55N9m72x9ndc57znH0+r5md3OyePee7P777POd5nvM85u6IyHg7puoARKR8SnSRBCjRRRKgRBdJgBJdJAFKdJEEKNFrxswWzOwtQz73b8zsPUXHVBUze6+Z3VB1HHWgRA/AzC4xs11mdtDMHjGzL5nZS0LH4e6/6+7vD3EsM3MzOzPEsaQ/JXrJzGwzcA1wJTAJPBv4GPDqKuOStCjRS2RmzwD+Aniru9/k7kvu/n/u/k/u/sfZNuea2W1m9nhW2l9rZse37GOjmd1vZj80s2sBa3nsUjP7qpl9JHv+g2b2S9n9D5nZATN7U8v215vZB1qeu7Mt3sOlcLbtx7Lax8HsOM8ys2vM7LEsphcN8Z78lJn9lZn9t5l9NzudODF77JlmttXMvpcdY6uZrW157nPM7N/M7Ekz2wGsHPT4qVKil+vFwAnAzT22+QnwRzS+tC8Gfhn4fQAzWwncBPxp9vh/Aee3Pf884BvAzwA3AnPALwBnAm8ArjWzk4aM/zdajv1j4DZgd/b/zwNXD7HPq4DnAWdnMa4B/ix77Bjg74AzaNR8fgRc2/LcG4HF7PjvB96E5OPuupV0A34T+J8Bn/M24Obs798Cbm95zIB9wFuy/18K7Gl5/OcAByZb7vs+cHb29/XAB1qeu7Pt2A6c2bLtx1se+wPgvrZjPd7jdRzeV1v8S8BzW+57MfDtLvs4G3gs+/vZwCFgouXxG4Ebqv6c63A7duRfCunl+8BKMzvW3Q912sDMnkejZJwGngYcS6PUAlgNPNTc1t3dzB5q28V3W/7+UbZd+33Dlujt+xl1v6fSeI2LZkfOQIAVAGb2NOAjwCbgmdnjJ5vZChrvxWPuvtSyv+8Apw8YQ5JUdS/XbTSqvK/psc1fA/cD69396cAWjpyHP0LLF9ka2VHUF3uJRtI19/2sgvbby6M0fiBe4O6nZLdnuHvzB+PtwFnAedl78dJmeDTei2ea2UTL/p4dIOaxoEQvkbv/kMb550fN7DVm9jQzO87MXmFmH8o2Oxl4AjhoZj8L/F7LLrYBLzCz15rZscAfAkUl5F3Zvs82sxOA9xa031bHm9kJzRuNhP048BEzWwVgZmvM7Fey7U+m8UPwuJn9NPDnzR25+3eAXcD7zOz4rHvyV0uIeSwp0Uvm7h8GNtNo1Poejar4ZcA/Zpu8A7gEeJJGEvxDy3MfBX6dRgPW94H1wFcLiutbNHoE/hXYA+zs/Yyh3EMjcZu33wbeCTwA3G5mT2THPyvb/hrgRBol/+3A9rb9XUKj8fEHNH4EPl1CzGPJskYNERljKtFFEqBEF0mAEl0kAUp0kQSUMmBm5cqVvm7dujJ23dXS0hITExP9NxzzGBRHnHGEimFxcfFRdz/1qAfKGG43NTXloc3Pzwc/ZowxuCuOdjHEESoGYJd3yElV3UUSoEQXSYASXSQBSnSRBCjRRRJQyfXoG69eYM+BI5cVr181wY7NG6oIRSQJwUv09iQH2HNgiY1XL4QORSQZwRO9Pcn73S8io9M5ukgClOgiCQie6OtXdR7v2+1+ERld8ETfsXnDUUmtVneRclXSvaakFglL5+giCVCiiyRAiS6SACW6SAKU6CIJUKKLJECJLpKAXP3oZraXxtpgPwEOuft0mUGJSLEGGTAz441F/0SkZlR1F0lArtVUzezbwGOAA3/r7td12GYWmAWYnJycmpubKzjU3g4ePMhJJ50U9JgxxqA44owjVAwzMzOLHU+tO0323n4D1mT/rgLuAl7aa3st4FAtxbFcDHFUvYBDrnN0d384+/eAmd0MnAvcUsxv0OgOT0+1fRugq+FE2vU9RzezCTM7ufk38HLg7rIDy0tz0In0l6dEnwRuNrPm9je6+/ZSoxqA5qAT6a9vorv7g8DPB4hFREqi7jWRBNQ+0TUHnUh/tU90zUEn0l8lc8YVbcfmDSwsLLBhw4aqQxGJUu1LdBHpT4kukgAlukgClOgiCVCiiyRAiS6SACW6SAKU6CIJUKKLJECJLpIAJbpIApToIgkYi4taitY+PZWuhpO6qyTRY06kXnPQxRKjyKCCV91jn8xRc9DJOAqe6EokkfDUGCeSACV6G81BJ+MoeKLHnkiag07GUfBW9x2bN0Td6g5EFYtIEXInupmtAHYBD7v7xaMcVIkkEtYgVffLgfvKCkREypMr0c1sLXAR8IlywxGRMlhjSeU+G5l9HvhL4GTgHZ2q7mY2C8wCTE5OTs3NzRUcam8pLXavOOoXR6gYZmZmFt19+qgHOi2a3noDLgY+lv29Adja7zlTU1Mh1nxfJqXF7vtRHMvFEEeoGIBd3iEn81TdzwdeZWZ7gTngQjO7oZjfHxEJoW+iu/u73H2tu68DXgd8xd3fUHpkIlIYjYwTScBAA2bcfQFYKCUSESlNLSee6DSy7t3nVBiQSORqV3Xvdj37llt1matIN7VL9G7Xre9Xnot0Vcuqex3FfiGPjLfaleh1FPv0WTL+apfo3a5bXx3H5ewdafosqVrtEr3bxBBXXhBxpotUrJbn6J3ObRcWFoLHIVIXtSvR6yj26bNk/CnRA9A8dFK1Wlbd60hJLVVSiS6SACW6SAKU6CIJUKKLJCDJxjiNO5fUJLc+utY/lxQltz66xp1LirQ+ukgC1BgnkoDkEl3jziVFya2PrnHnkqIk10cfh6Su+j2Ueqmke01fyNGoi1AG1bfqbmYnmNnXzewuM7vHzN4XIjDpTj0XMqg8JfqPgQvd/aCZHQfsNLMvufvtJccmIgXpm+jZUqwHs/8el936L6ouItGwRh732chsBbAInAl81N3f2WGbWWAWYHJycmpubq7gUHtLabH7LbcudVywYvUEXHnBRBTvBcTxmcQSR6gYZmZmFt19+qgHOi2a3u0GnALMAy/std3U1FTJy70fLaXF7t3dX/bheT/jnVsP31724SPHjuG9cFccVcQA7PIOOTnoaqqPm9k8sAm4e/Tfn/zUnbRcyq9dBpen1f1UMzsl+/tEYCNwf9mBtar6QhiRustTop8G/H12nn4M8Dl331puWMvF1p2k2oXUTZ5W928ALwoQSy30ql1ojXaJVXIXtYwqttqFSB61SPSqL4QRqbtaJLquOBMZTW0mh4wlqdevmuhYTVftQmJWixI9JqpdSB3VpkSPiZJa6kYlukgClOgiCRjbqrtGr4kcMZYrtWiqpcHph3G8jeVKLRq9NhhdNDT+tFKL6DNJgBrjRBIwlomusfEiywVvjAsxhDSGRSJ6iS02Desdf2O7UkssSd0uxh6B2H8YZXRaqSWwWBu+Uv5MUjCW5+gispwSXSQBUQ+BHcfzRjV8SRWiLdHHdbSWrmeXKkRbolfRaBWqBqGkltCiLdFDG9cahAgo0Q+LtdtLpAh5lmQ63czmzexeM7vHzC4PEZiGsYoUJ0+Jfgh4u7s/H/hF4K1m9vxyw1KjlUiR8izJ9AjwSPb3k2Z2H7AGuLfk2IImtbq9ZJxZY0nlnBubrQNuobE++hNtj80CswCTk5NTc3NzxUWZQxELzW+5dYn9Lbm+egKuvCB/ooda7F5x1C+OUDHMzMwsuvv0UQ90WjS90w04CVgEXttv26mpqfJXfG+T0mL3/SiO5WKII1QMwC7vkJO5+tHN7DjgC8Bn3P2mUX91iu6vPry/7dsK2V/s6jBiMLXPJHZ5Wt0N+CRwn7tfPeoBi+6vTq3/uw6vtw4xpiZPq/v5wBuBC83szuz2ymEPWHR/dWr933V4vXWIMTV5Wt13AhYgFhEpSbRj3eviqPPl3Zo7XuITfAhs0SPeqhxBV8W5aB1GDNYhxtQET/SiR7xVOYKuinPROowYrEOMqRmLOeN2bN7AwsICGzYUu99Y1SFhUvtMYhflOXod+olF6iS6y1Tr1Aerc1Gpi+hK9DLPe4uuKWg+dKmL6BK9LGUtnND6XJ2TSqyiq7qXRaO1JGXRJbrOe0WKF12iqw9WpHhRnqOXkdSaQUZSFmWi99Oppfvd5/R+jlrIj9D7kJ5KEn2UL1q31vMtt8LX+uwili9zlYkW47LNUr7g5+ijDojp1kq+vyaN51UPCFLvQ5qCJ3rqX7TUX79Uo5bn6GXTOWyc9LkML7rutX66tZKvLqjxvOqqddnqOk5h3D+XstVu4olu/eyDzL/eS9lV66oTra7jFHTKM5rgVfde3Vx5q2ad7ltYWCgh2uLF0M0Xe1JL8aKZeKLIbp+qE6mfmGKRNERzjl5U1WzUc7mqq9bSmT6X0UST6EUZ9Qejruew406fy2jUvdaBvjxx0ucyvDxLMn3KzA6Y2d1lBqKqmUh58pTo1wPXAp8u6qDDtLrnbWALeZVae0yrJ/qPty/iOKqyyqD6lujufgvwg6IO2K91fe9VFx2+dUvy1ue0C3Uu1ymm/UsUPoBDA0WkCNZYUrnPRmbrgK3u/sIe28wCswCTk5NTc3NzHbe7dHv3RrHrN3UudfM8J/Ri98O8jlDHCf1edKM4wscwMzOz6O7T7fcX1hjn7tcB1wFMT09710kSs/WyOxnlOYNMzFhIVXiY1zGMIY5T9iSVed+/WCbLjCGOqmMYu+61flQVHo3ev3oK3r3WrbHsWIN1V2xbtl2zlCiyga2ogTmhGv1imwJLY87rKU/32meB24CzzGyfmb15lAN2aiw71uBQW1NBaynRq4Ft49ULrLtiG5duX2LdFduClSydYlo9Uc66chooIqPqW6K7++uLPmj7l7S1JG/VWkqUPT5+GO3HKOvCGiW1jKrW5+jDVCM1MGc0ev/qqdaJPgxVhUej96+eohjrPkwD3Siq+FKO0+i2usbdbpw+k36ime65Pdl7NdCV0RrfL75RvgBVtyXI0VL7TKKZ7hlYNvy1Pcnbt4VyqpFl9BOrSyo+qX0mwUv0ot/gZlK3jzwatlQely9AStVS6W8sG+NSH7215dalpF+/HC2KxrimZsNbp3P2pjwNdLGVyqFHt3VbtaZutZIyxTbisGzRTPfcqvkBDDqCrghl9BOrSyo+qX0mUUz33MmeA0vsveqiZff1HkFXzC9xWdMxj+sXqM5S+kwqn+65W/KOYtRqWd2/AKsnOlffx7VaKv1F0Y/eTes5+yDJV9S0VN3E3qJ95QUTfHA3UccY+3s4boInet4kb9U8D+/VQHfp9qXDkzT0+tKMOlCi1/PffU6+1zPI/odNgJiTJrXBKjGIZtnkPM8b5hLXvMfPG1eZLfqpdAvG1iuSgqi61/rpVJXPc4lrXSgBpCy1HDAzjqWcSJmi7EfPY9hSbtR+cl2PPTq9h+FV0o9+5ru2db1oZVCDjqAbddnmXtuNOsNM1aO1QrWEx7B0dGoqaXUvKsmbidzeINfvEtdRp6Xq94Uc9ktcZQKEbglXUocVzdVrozjk2XJI72mMpBumga6ohrBRE6aqBFBD4HirZWNcJ90u5AhNCSMxqlWiq7FGZDjRLOCQR7/ndTtnbwq1SEQIRZ/L1+31xyjmBsZcJbqZbTKzb5rZA2Z2RdlBjeqQN5K6VRGLRDRvvfrwQ3QdlTGCLrXLNosW+6jGviW6ma0APgpsBPYBd5jZF9393mEOGOpc9ZCz7DLXUItEhGg5L6sdQEk9vNjbZvJU3c8FHnD3BwHMbA54NTBUotfNMB+gEkZikyfR1wAPtfx/H3BeOeEUq3VsfExiPperC72HgzH33qNXzOzXgE3u/pbs/28EznP3y9q2mwVmASYnJ6fm5uY67u93ti/xVAGBD+oY6Hjc9vtXTzSu5266dHv3kvv6Tct/QPIsdr/l1qWOXYHtxx1lH3niCKGsOAZ9D0O8H7F8JjMzM4vuPt1+f54S/WHg9Jb/r83uW8bdrwOuA5ienvZui74/tb34GWXyeIqjW5Y7NdDtX4IP7j5S/V6/u/P18+tXTRy1sH2exe73d3n9+5fo+9ymr23oXaLliSOEsuIY9D0M8X7E/pnkSfQ7gPVm9hwaCf464JJSoyrJsKu4DjRbze5qVnKtiqrQR8T8uvMsm3zIzC4DvgysAD7l7veUHlkJRpmaqpPUZ0pJ/fXXSa5+dHf/Z3d/nrs/190/OMoB2/u3q1BU/+YwLfLjdIlmVV1K4/QehhJ8ZFxRV66Nas+BpeCruEL4K9TGsWqty1wHV6uppAbVb7htpy9MnlVcRxXqCznOVeu6xx/aWCd63rHxw85BF/uyzWVXrTU+vj5qdfVaWYY9Z6/Lss1l0fj4+hjrEn0Qw5ZyrV/q1r7SVJZtVlLXQ1Ilep4qZbdtmg10ea5gi6VUVuu0NCWV6HnO2fccWBr4Ete8xwldKqtqLU2qundwyKtbJKLoBi4ltUBiJfogqjonViksZUi6RN971UVatlmSkHSi90vyQeegWz3RuIqpjss2pzZaL4YY8igqTlXdc8g7B93+JZbNQbf3qosO37olOQzWIl9Gi37IXoIYeiRiiCGPIuNMukQfxDBz0A3yeN42gTJa9EP2EsTQIxFDDHkUGadK9BatiSwyTpToIglIKtHXr5roO1os72iyYUedxbhsc8gRdDGM1oshhjyKjDN4ohdRPe7UMNaqU0K3Lpvcq586bz92p+1WT/TvGhu1n7yMfvaQffcxjBOIIYY8Co3T3Qu/TU1NeWjz8/PBjxljDO6Ko10McYSKAdjlHXIyqaq7SKqU6CIJUKKLJECJLpIAJbpIAvquvTbUTs2+B3yn8B33thJ4NPAxY4wBFEe7GOIIFcMZ7n5q+52lJHoVzGyXd1hcLrUYFEeccVQdg6ruIglQooskYJwS/bqqAyCOGEBxtIshjkpjGJtzdBHpbpxKdBHpQokukoDaJ7qZbTKzb5rZA2Z2RUUxfMrMDpjZ3VUcvyWO081s3szuNbN7zOzyCmI4wcy+bmZ3ZTG8L3QMbfGsMLP/MLOtFcaw18z+08zuNLNdlcRQ53N0M1sBfAvYCOwD7gBe7+73Bo7jpcBB4NPu/sKQx26L4zTgNHffbWYnA4vAa0K+H2ZmwIS7HzSz44CdwOXufnuoGNri2QxMA09394srimEvMO3ulQ3aqXuJfi7wgLs/6O7/C8wBrw4dhLvfAvwg9HE7xPGIu+/O/n4SuA9YEzgGd/eD2X+Py26VlCZmtha4CPhEFcePSd0TfQ3wUMv/9xH4ix0rM1sHvAj49wqOvcLM7gQOADvcPXgMmWuAPwGequj4TQ78i5ktmtlsFQHUPdGlAzM7CfgC8DZ3fyL08d39J+5+NrAWONfMgp/OmNnFwAF3Xwx97A5e4u7nAK8A3pqd6gVV90R/GDi95f9rs/uSlZ0XfwH4jLvfVGUs7v44MA9squDw5wOvys6P54ALzeyGCuLA3R/O/j0A3EzjlDOouif6HcB6M3uOmR0PvA74YsUxVSZrCPskcJ+7X11RDKea2SnZ3yfSaCi9P3Qc7v4ud1/r7utofC++4u5vCB2HmU1kDaOY2QTwciB470ytE93dDwGXAV+m0fD0OXe/J3QcZvZZ4DbgLDPbZ2ZvDh1D5nzgjTRKrzuz2ysDx3AaMG9m36DxQ7zD3Svr2orAJLDTzO4Cvg5sc/ftoYOodfeaiORT6xJdRPJRooskQIkukgAlukgClOgiCVCiiyRAiS6SgP8HR2x6DWpffZgAAAAASUVORK5CYII=\n","text/plain":["\u003cFigure size 288x288 with 1 Axes\u003e"]},"metadata":{"tags":[]},"output_type":"display_data"}],"source":["from scipy.stats import zscore\n","f = plt.figure()\n","f.set_figwidth(4)\n","f.set_figheight(4)\n","plt.grid()\n","plt.plot(zscore(dataMetalCa['Cd']),zscore(dataMetalCa['Pb']), 'o')\n","plt.title('Cadmium Lead')\n","plt.show()"]},{"cell_type":"code","execution_count":7,"metadata":{"executionInfo":{"elapsed":21,"status":"ok","timestamp":1623823523967,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"},"user_tz":-180},"id":"nMN4dZ5Lbrm0"},"outputs":[],"source":[""]},{"cell_type":"markdown","metadata":{"id":"YZwd9tuWalmD"},"source":["Which model is best at given distance? \\\\\n","Which model is best at different places? \\\\\n"]},{"cell_type":"code","execution_count":8,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":419},"executionInfo":{"elapsed":21,"status":"ok","timestamp":1623823523968,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"},"user_tz":-180},"id":"0iqCdpQ38nfe","outputId":"6b3f3821-725c-405f-8d54-58b7eaff0f79"},"outputs":[{"data":{"text/html":["\u003cdiv\u003e\n","\u003cstyle scoped\u003e\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","\u003c/style\u003e\n","\u003ctable border=\"1\" class=\"dataframe\"\u003e\n","  \u003cthead\u003e\n","    \u003ctr style=\"text-align: right;\"\u003e\n","      \u003cth\u003e\u003c/th\u003e\n","      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    ...  ..  ..      ...  ...        ...        ...        ...        ...\n","131      25  23   3       90  ...        221        251      93966     122782\n","132      25  25   0      100  ...        275        556     105861     121689\n","133      25  25   0      100  ...        280        859     104728     132939\n","134      25  25   0      100  ...        295        673     100416     134638\n","135      25  25   0      100  ...        298        604     108533     138828\n","\n","[136 rows x 10 columns]"]},"execution_count":8,"metadata":{"tags":[]},"output_type":"execute_result"}],"source":["# Lets work with a little less data to test with\n","smallerData = dataMetalCa[dataMetalCa['cTotal']\u003c30]\n","smallerData"]},{"cell_type":"code","execution_count":9,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":20,"status":"ok","timestamp":1623823523968,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"},"user_tz":-180},"id":"D9-wdgPRfgAv","outputId":"fb361ed7-ef62-4f96-ac83-a585704b4963"},"outputs":[{"data":{"text/plain":["array([[  7197,  10805,    171,    257, 147215, 194268],\n","       [  6321,  10048,    178,    243, 134302, 182504],\n","       [  5172,   8577,    190,    213, 146269, 185720],\n","       [  3254,   7156,    208,    237, 116719, 155604],\n","       [  7043,   9196,    190,    219, 146493, 192184],\n","       [  7794,  10068,    170,    197, 154636, 201431],\n","       [  8778,  10521,    171,    198, 166047, 217961],\n","       [  8257,  10986,    145,    218, 145719, 201123],\n","       [  8527,  10149,    201,    221, 149876, 168448],\n","       [  7923,  10507,    201,    229, 156381, 180819],\n","       [  8999,  11257,    186,    230, 137085, 164361],\n","       [  9152,  11452,    190,    197, 148037, 175305],\n","     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230568],\n","       [ 11920,  10280,    254,    246, 242081, 226825],\n","       [105018, 132333,    211,    223, 206721, 191927],\n","       [ 13079,  11730,    242,    251, 219935, 212563],\n","       [  8629,  11739,    272,    233, 125560, 156319],\n","       [  8229,  12757,    244,    187, 113518, 150478],\n","       [  9236,  13238,    277,    230,  97110, 134833],\n","       [  8523,  13016,    252,    225, 117884, 160281],\n","       [  9756,  14458,    231,    230, 119967, 149945],\n","       [  8495,  13550,    235,    207, 148018, 189333],\n","       [  9104,  13525,    246,    232, 161349, 202313],\n","       [  8904,  13620,    244,    220, 144606, 190141],\n","       [  8562,  13483,    180,    212, 114373, 143570],\n","       [  9363,  15278,    251,    217, 146418, 190263],\n","       [  8669,  15343,    247,    226, 113466, 143544],\n","       [  9049,  15596,    215,    212, 124767, 149500],\n","       [  9849,  19586,    217,    222, 119562, 150348],\n","       [ 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119567],\n","       [  7293,  12809,    218,    244,  98450, 120291],\n","       [  5128,  11137,    227,    210, 101318, 110901],\n","       [  3216,  11999,    208,    208, 103646, 123823],\n","       [  4105,  12503,    213,    200, 111339, 120599],\n","       [  4929,  12704,    202,    222, 110795, 135354],\n","       [  6879,  12810,    196,    248, 112157, 139832],\n","       [  5170,  13495,    193,    210, 107632, 120135],\n","       [  6689,  14342,    190,    216, 108925, 136817],\n","       [  5232,  13238,    238,    208, 105314, 120298],\n","       [ 14137,  17312,    240,    231, 103645, 136882],\n","       [  6400,  16005,    211,    207, 114117, 145019],\n","       [ 10200,  18699,    232,    175, 116344, 128913],\n","       [  9537,  17169,    219,    186, 104610, 117539],\n","       [  6534,  15359,    227,    191, 101376, 110807],\n","       [  8383,  18211,    205,    215, 112778, 141089],\n","       [ 10925,  18583,    196,    198, 123763, 121008],\n","       [  9741,  19622,    199,    211, 176816, 158145],\n","       [  9237,  18098,    205,    222, 122116, 131677],\n","       [ 11070,  21283,    202,    230, 111439, 137158],\n","       [ 10444,  20671,    202,    263, 111217, 118967],\n","       [  7642,  18941,    222,    191, 112332, 136020],\n","       [ 19408,  20519,    218,    209, 122746, 160472],\n","       [ 21149,  26706,    213,    216, 101691, 118273],\n","       [ 10619,  25197,    219,    278, 137808, 136562],\n","       [  8608,  23315,    212,    246,  96860, 129853],\n","       [ 11902,  22970,    224,    243,  91653, 113795],\n","       [  8737,  24909,    214,    253, 105072, 128091],\n","       [ 15895,  28596,    235,    408, 164398, 154156],\n","       [ 15603,  27968,    238,    397,  97450, 116353],\n","       [ 12292,  26310,    259,    289, 102249, 116000],\n","       [ 17999,  30032,    228,   1958, 108452, 137908],\n","       [ 19511,  32510,    247,    969, 125360, 163120],\n","       [ 15169,  30382,    216,    879, 123482, 156604],\n","       [ 31830,  33134,    243,   1420, 126975, 173538],\n","       [ 29286,  40529,    260,   1385, 113048, 127799],\n","       [ 30704,  40827,    254,   1046, 115044, 148030],\n","       [ 23686,  35940,    524,   1421,  89770, 116152],\n","       [ 18778,  31559,    221,    251,  93966, 122782],\n","       [ 30430,  41649,    275,    556, 105861, 121689],\n","       [ 30506,  40058,    280,    859, 104728, 132939],\n","       [ 26674,  37870,    295,    673, 100416, 134638],\n","       [ 27685,  39620,    298,    604, 108533, 138828]])"]},"execution_count":9,"metadata":{"tags":[]},"output_type":"execute_result"}],"source":["np.array(smallerData[['mod 1 - 1',\t'mod 1 - 2',\t'mod 2 - 1',\t'mod 2 - 2',\t'mod 3 - 1',\t'mod 3 - 2']])"]},{"cell_type":"code","execution_count":10,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":18,"status":"ok","timestamp":1623823523969,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"},"user_tz":-180},"id":"mM5XRTu255oF","outputId":"40ca5edf-682f-491b-c20a-7437391da097"},"outputs":[{"data":{"text/plain":["array([[0.        , 1.41421356, 2.82842712, 4.24264069],\n","       [1.41421356, 0.        , 1.41421356, 2.82842712],\n","       [2.82842712, 1.41421356, 0.        , 1.41421356],\n","       [4.24264069, 2.82842712, 1.41421356, 0.        ]])"]},"execution_count":10,"metadata":{"tags":[]},"output_type":"execute_result"}],"source":["from scipy.spatial import distance\n","distance.squareform(distance.pdist([[1,1],[2,2],[3,3],[4,4]]))"]},{"cell_type":"code","execution_count":11,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":14,"status":"ok","timestamp":1623823523969,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"},"user_tz":-180},"id":"jnLoMAFdA7Mj","outputId":"a806541d-2a72-4024-e954-7b84219b1512"},"outputs":[{"data":{"text/plain":["array([[ 0.,  0.,  0., ..., 25., 25., 25.],\n","       [ 0.,  0.,  0., ..., 25., 25., 25.],\n","       [ 0.,  0.,  0., ..., 25., 25., 25.],\n","       ...,\n","       [25., 25., 25., ...,  0.,  0.,  0.],\n","       [25., 25., 25., ...,  0.,  0.,  0.],\n","       [25., 25., 25., ...,  0.,  0.,  0.]])"]},"execution_count":11,"metadata":{"tags":[]},"output_type":"execute_result"}],"source":["distanceMatrix = distance.squareform(distance.pdist(smallerData[['Cd', 'Pb']]))\n","distanceMatrix"]},{"cell_type":"markdown","metadata":{"id":"SxGgxhx3wWFv"},"source":["Normal nested Leave One Out Cross validation"]},{"cell_type":"code","execution_count":23,"metadata":{"executionInfo":{"elapsed":5,"status":"ok","timestamp":1623823638147,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"},"user_tz":-180},"id":"1vPSWiluaxZF"},"outputs":[],"source":["from scipy.spatial import distance\n","\n","# X: input\n","# Y: output\n","# distanceMatrix: n x n matrix of all distances between points\n","# models: array of skleaarn models to validate\n","def nestedLOOCV(X, Y, models):\n","\n","  testErrors = np.zeros(len(X))  # Test scores\n","  chosenModels = np.zeros(len(X), dtype='object')  # Store models that were chosen in each validation\n","\n","  # Outer loop\n","  for i in range(len(X)):\n","    print(\"Test point\", i ,\"out of\", len(X)-1)\n","    # Test, Train/Validation split \n","    X_test = X[i]\n","    Y_test = Y[i]\n","    X_trainval = np.append(X[:i], X[i+1:],axis=0)\n","    Y_trainval = np.append(Y[:i], Y[i+1:],axis=0)\n","    #print(X_test)\n","    #print(X_trainval)\n","    modelValidationErrors = np.zeros([len(models), len(X_trainval)])  # Setup array for validation scores for each model\n","\n","    # Inner Loop\n","    for j in range(len(X_trainval)):\n","\n","      # Validation, Train split\n","      X_validation = X_trainval[j]\n","      Y_validation = Y_trainval[j]\n","      X_train = np.append(X_trainval[:j], X_trainval[j+1:],axis=0)\n","      Y_train = np.append(Y_trainval[:j], Y_trainval[j+1:],axis=0)\n","\n","      # Train all the models and calculate validation score for each\n","      for m in range(len(models)):\n","        model = models[m].fit(X_train, Y_train)\n","        modelValidationErrors[m][j] = np.abs(model.predict([X_validation])[0] - Y_validation)\n","\n","    # Calculate mean validation score for each model\n","    meanModelValidationError = np.zeros([len(models)])\n","    for m in range(len(models)):\n","      meanModelValidationError[m] = np.mean(modelValidationErrors[m])\n","\n","    # Store the best model. Test model with test point.\n","    chosenModels[i] = models[np.argmin(meanModelValidationError)]\n","    print(\"\\tBest model:\", chosenModels[i], \"\\n\\twith mean validation error:\", np.min(meanModelValidationError))\n","    chosenModels[i].fit(X_trainval,Y_trainval)\n","    testErrors[i] = np.abs(chosenModels[i].predict([X_test])[0] - Y_test)\n","    print(\"\\tTest error\", testErrors[i])\n","\n","  return testErrors, chosenModels"]},{"cell_type":"markdown","metadata":{"id":"uy-pKN5_whwq"},"source":["Lets test models kNN1 to kNN 4"]},{"cell_type":"code","execution_count":24,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":62420,"status":"ok","timestamp":1623823700562,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"},"user_tz":-180},"id":"RlvkQhXp72XK","outputId":"dc6262f2-aae8-4cb2-ea88-4cd7dd51b665"},"outputs":[{"name":"stdout","output_type":"stream","text":["Test point 0 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.325925925925926\n","\tTest error 1.3333333333333333\n","Test point 1 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3456790123456788\n","\tTest error 0.0\n","Test point 2 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3555555555555556\n","\tTest error 1.3333333333333333\n","Test point 3 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 4 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 1.3333333333333333\n","Test point 5 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3308641975308637\n","\tTest error 0.6666666666666666\n","Test point 6 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 7 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 8 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.350617283950617\n","\tTest error 2.0\n","Test point 9 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 10 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.311111111111111\n","\tTest error 6.666666666666667\n","Test point 11 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.360493827160494\n","\tTest error 2.0\n","Test point 12 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3407407407407406\n","\tTest error 0.6666666666666666\n","Test point 13 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 14 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3456790123456788\n","\tTest error 0.0\n","Test point 15 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 16 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.1925925925925926\n","\tTest error 13.5\n","Test point 17 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.316049382716049\n","\tTest error 2.6666666666666665\n","Test point 18 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.316049382716049\n","\tTest error 2.6666666666666665\n","Test point 19 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3308641975308637\n","\tTest error 0.0\n","Test point 20 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 21 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 22 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 23 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 24 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 25 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 26 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 27 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.316049382716049\n","\tTest error 2.6666666666666665\n","Test point 28 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 29 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 30 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 31 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 32 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3296296296296295\n","\tTest error 5.0\n","Test point 33 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3604938271604934\n","\tTest error 0.0\n","Test point 34 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 35 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 36 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3061728395061727\n","\tTest error 4.0\n","Test point 37 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3604938271604934\n","\tTest error 0.0\n","Test point 38 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 39 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3308641975308637\n","\tTest error 0.6666666666666666\n","Test point 40 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 41 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 42 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 43 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 44 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 45 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 46 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.202469135802469\n","\tTest error 18.0\n","Test point 47 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3358024691358024\n","\tTest error 0.0\n","Test point 48 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3209876543209873\n","\tTest error 6.666666666666667\n","Test point 49 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3296296296296295\n","\tTest error 5.0\n","Test point 50 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.306172839506173\n","\tTest error 6.666666666666667\n","Test point 51 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3308641975308637\n","\tTest error 2.6666666666666665\n","Test point 52 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3555555555555556\n","\tTest error 1.3333333333333335\n","Test point 53 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.337037037037037\n","\tTest error 1.0\n","Test point 54 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.311111111111111\n","\tTest error 2.0\n","Test point 55 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.337037037037037\n","\tTest error 1.0\n","Test point 56 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.325925925925926\n","\tTest error 1.0\n","Test point 57 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.359259259259259\n","\tTest error 2.0\n","Test point 58 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3\n","\tTest error 2.0\n","Test point 59 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.350617283950617\n","\tTest error 3.333333333333333\n","Test point 60 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.365432098765432\n","\tTest error 0.666666666666667\n","Test point 61 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.325925925925926\n","\tTest error 3.3333333333333335\n","Test point 62 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3\n","\tTest error 3.0\n","Test point 63 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3209876543209873\n","\tTest error 0.0\n","Test point 64 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3209876543209873\n","\tTest error 0.666666666666667\n","Test point 65 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3160493827160495\n","\tTest error 2.0\n","Test point 66 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.217283950617284\n","\tTest error 5.333333333333334\n","Test point 67 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.25679012345679\n","\tTest error 8.0\n","Test point 68 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.2222222222222223\n","\tTest error 10.0\n","Test point 69 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3308641975308637\n","\tTest error 4.0\n","Test point 70 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3432098765432103\n","\tTest error 3.0\n","Test point 71 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3432098765432103\n","\tTest error 1.0\n","Test point 72 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3407407407407406\n","\tTest error 4.0\n","Test point 73 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.217283950617284\n","\tTest error 12.0\n","Test point 74 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3308641975308637\n","\tTest error 4.0\n","Test point 75 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3654320987654325\n","\tTest error 0.0\n","Test point 76 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3296296296296295\n","\tTest error 3.0\n","Test point 77 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.316049382716049\n","\tTest error 0.6666666666666661\n","Test point 78 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.306172839506173\n","\tTest error 4.666666666666666\n","Test point 79 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.214814814814815\n","\tTest error 12.0\n","Test point 80 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.325925925925926\n","\tTest error 0.6666666666666661\n","Test point 81 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3061728395061727\n","\tTest error 2.666666666666668\n","Test point 82 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3530864197530867\n","\tTest error 1.0\n","Test point 83 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.311111111111111\n","\tTest error 3.333333333333332\n","Test point 84 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.337037037037037\n","\tTest error 3.0\n","Test point 85 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3283950617283944\n","\tTest error 0.0\n","Test point 86 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.311111111111111\n","\tTest error 9.333333333333334\n","Test point 87 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3283950617283953\n","\tTest error 0.0\n","Test point 88 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3086419753086416\n","\tTest error 2.666666666666668\n","Test point 89 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3777777777777778\n","\tTest error 2.0\n","Test point 90 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.325925925925926\n","\tTest error 4.666666666666666\n","Test point 91 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.28641975308642\n","\tTest error 4.666666666666666\n","Test point 92 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3407407407407406\n","\tTest error 1.0\n","Test point 93 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3530864197530863\n","\tTest error 2.6666666666666665\n","Test point 94 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3530864197530863\n","\tTest error 2.6666666666666665\n","Test point 95 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.316049382716049\n","\tTest error 2.6666666666666665\n","Test point 96 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3604938271604934\n","\tTest error 0.3333333333333335\n","Test point 97 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3185185185185184\n","\tTest error 1.333333333333333\n","Test point 98 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3234567901234566\n","\tTest error 4.0\n","Test point 99 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3777777777777778\n","\tTest error 1.333333333333333\n","Test point 100 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3555555555555556\n","\tTest error 1.0\n","Test point 101 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3604938271604934\n","\tTest error 1.333333333333333\n","Test point 102 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3296296296296295\n","\tTest error 1.0\n","Test point 103 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3283950617283953\n","\tTest error 1.0\n","Test point 104 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3\n","\tTest error 4.0\n","Test point 105 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3506172839506174\n","\tTest error 3.0\n","Test point 106 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.345679012345679\n","\tTest error 0.33333333333333304\n","Test point 107 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3074074074074074\n","\tTest error 4.0\n","Test point 108 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3555555555555556\n","\tTest error 1.666666666666666\n","Test point 109 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3333333333333335\n","\tTest error 0.3333333333333339\n","Test point 110 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.28641975308642\n","\tTest error 4.666666666666666\n","Test point 111 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.362962962962963\n","\tTest error 1.0\n","Test point 112 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3333333333333335\n","\tTest error 3.666666666666666\n","Test point 113 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3308641975308637\n","\tTest error 5.333333333333333\n","Test point 114 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3407407407407406\n","\tTest error 3.666666666666666\n","Test point 115 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.2641975308641977\n","\tTest error 5.666666666666667\n","Test point 116 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.303703703703704\n","\tTest error 2.333333333333332\n","Test point 117 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.301234567901235\n","\tTest error 4.333333333333334\n","Test point 118 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.274074074074074\n","\tTest error 5.666666666666666\n","Test point 119 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3333333333333335\n","\tTest error 0.3333333333333339\n","Test point 120 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3209876543209877\n","\tTest error 4.333333333333334\n","Test point 121 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3296296296296295\n","\tTest error 4.0\n","Test point 122 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.362962962962963\n","\tTest error 0.6666666666666679\n","Test point 123 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3185185185185184\n","\tTest error 4.333333333333334\n","Test point 124 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.2913580246913585\n","\tTest error 2.666666666666668\n","Test point 125 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.37283950617284\n","\tTest error 2.333333333333332\n","Test point 126 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.37283950617284\n","\tTest error 2.0\n","Test point 127 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3209876543209877\n","\tTest error 2.0\n","Test point 128 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.311111111111111\n","\tTest error 2.0\n","Test point 129 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.311111111111111\n","\tTest error 3.333333333333332\n","Test point 130 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.316049382716049\n","\tTest error 4.333333333333332\n","Test point 131 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3333333333333335\n","\tTest error 4.333333333333332\n","Test point 132 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.330864197530864\n","\tTest error 0.6666666666666679\n","Test point 133 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3407407407407406\n","\tTest error 0.6666666666666679\n","Test point 134 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.3283950617283953\n","\tTest error 1.6666666666666679\n","Test point 135 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.335802469135803\n","\tTest error 2.333333333333332\n"]}],"source":["from sklearn.neighbors import KNeighborsRegressor\n","kNN1 = KNeighborsRegressor(1)\n","kNN2 = KNeighborsRegressor(2)\n","kNN3 = KNeighborsRegressor(3)\n","kNN4 = KNeighborsRegressor(4)\n","models = [kNN1, kNN2, kNN3, kNN4]\n","X = np.array(smallerData[['mod 1 - 1',\t'mod 1 - 2',\t'mod 2 - 1',\t'mod 2 - 2',\t'mod 3 - 1',\t'mod 3 - 2']])\n","y = np.array(smallerData['Cd'])\n","testErrors, chosenModels = nestedLOOCV(X, y, models)"]},{"cell_type":"code","execution_count":14,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":68,"status":"ok","timestamp":1623823587201,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"},"user_tz":-180},"id":"Od878frLf1Ds","outputId":"0ec27e3b-28a7-4a98-f096-b3949f804485"},"outputs":[{"data":{"text/plain":["(array([2., 3.]), array([ 16, 120]))"]},"execution_count":14,"metadata":{"tags":[]},"output_type":"execute_result"}],"source":["# Lets see what k valuewas best\n","np.mean(testErrors)\n","neighbors = np.array([])\n","for i in range(len(chosenModels)):\n","  neighbors = np.append(neighbors, chosenModels[i].get_params()[\"n_neighbors\"])\n","np.unique(neighbors, return_counts=True)"]},{"cell_type":"markdown","metadata":{"id":"Yrp-HMsTW_vf"},"source":["Spatial"]},{"cell_type":"code","execution_count":25,"metadata":{"executionInfo":{"elapsed":658,"status":"ok","timestamp":1623827501146,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"},"user_tz":-180},"id":"pPO0TlH2u5Ok"},"outputs":[],"source":["from scipy.spatial import distance\n","\n","# X:  input\n","# Y:  output\n","# distanceMatrix:  n x n matrix of all distances between points\n","# d:  dead zone radius\n","# models:  array of skleaarn models to validate\n","\n","def nestedSpatialLOOCV(X, Y, distanceMatrix, d, models):\n","\n","  testErrors = np.zeros(len(X))  # Array to store test absolute errors\n","  chosenModels = np.zeros(len(X), dtype='object')  # Array to store best models in each validation\n","\n","  # Outer loop\n","  for i in range(len(X)):  # i:th point as a test point\n","\n","    print(\"Test point\", i ,\"out of\", len(X)-1, \"with d =\", d)\n","\n","    # Test, Train/Validation split \n","    X_test = X[i]  # Test point\n","    Y_test = Y[i]\n","    omittedTest = np.array([], dtype='int')  # Array to store indexes of points to omit\n","    for k in range(len(X)):  # Take indexes closer d from point i and add to omittedTest\n","      if distanceMatrix[i][k] \u003c= d:\n","        omittedTest = np.append(omittedTest, k)\n","    X_trainval = np.delete(X, omittedTest, axis=0)  # Delete omitted points\n","    Y_trainval = np.delete(Y, omittedTest, axis=0)\n","\n","\n","    modelValidationErrors = np.zeros([len(models), len(X_trainval)])  # Setup array for validation scores for each model\n","\n","    # Inner Loop\n","    for j in range(len(X_trainval)):\n","\n","      # Validation, Train split\n","      X_validation = X_trainval[j]  # Validation point\n","      Y_validation = Y_trainval[j]\n","      omittedVal = np.array([], dtype='int')\n","      for k in range(len(X)):  # Take indexes closer d from point i and j and add to omittedTest\n","        if (distanceMatrix[j][k] \u003c= d) or (distanceMatrix[i][k] \u003c= d):\n","          omittedVal = np.append(omittedVal, k)\n","      X_train = np.delete(X, omittedVal, axis=0)  # Delete omitted points\n","      Y_train = np.delete(Y, omittedVal, axis=0)\n","\n","      # Train all the models and calculate validation score for j:th point and store it\n","      for m in range(len(models)):\n","        model = models[m].fit(X_train, Y_train)\n","        modelValidationErrors[m][j] = np.abs(model.predict([X_validation])[0] - Y_validation)\n","\n","    # Calculate mean validation score for each model\n","    meanModelValidationError = np.zeros([len(models)])\n","    for m in range(len(models)):\n","      meanModelValidationError[m] = np.mean(modelValidationErrors[m])\n","\n","    # Store the best model. Test model with i:th test point. Print results.\n","    chosenModels[i] = models[np.argmin(meanModelValidationError)]\n","    print(\"\\tBest model:\", chosenModels[i], \"\\n\\tWith mean validation error:\", np.min(meanModelValidationError))\n","    chosenModels[i].fit(X_trainval,Y_trainval)\n","    testErrors[i] = np.abs(chosenModels[i].predict([X_test])[0] - Y_test)\n","    print(\"\\tTest error\", testErrors[i])\n","\n","  return testErrors, chosenModels"]},{"cell_type":"code","execution_count":16,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":50589,"status":"ok","timestamp":1623823637783,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"},"user_tz":-180},"id":"7XTRcTsBe3HW","outputId":"6140d88c-bbde-4ab9-8c30-aa42fe748f90"},"outputs":[{"name":"stdout","output_type":"stream","text":["Test point 0 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 2.0\n","Test point 1 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 2.0\n","Test point 2 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 2.0\n","Test point 3 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 0.0\n","Test point 4 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 2.0\n","Test point 5 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 2.0\n","Test point 6 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 2.0\n","Test point 7 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 2.0\n","Test point 8 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 6.0\n","Test point 9 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 10.0\n","Test point 10 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 6.0\n","Test point 11 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 6.0\n","Test point 12 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 2.0\n","Test point 13 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 2.0\n","Test point 14 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 2.0\n","Test point 15 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 2.0\n","Test point 16 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 13.0\n","Test point 17 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 0.0\n","Test point 18 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 0.0\n","Test point 19 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 2.0\n","Test point 20 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 2.0\n","Test point 21 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 2.0\n","Test point 22 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 2.0\n","Test point 23 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 2.0\n","Test point 24 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 10.0\n","Test point 25 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 8.0\n","Test point 26 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 8.0\n","Test point 27 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 8.0\n","Test point 28 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 10.0\n","Test point 29 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 10.0\n","Test point 30 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 2.0\n","Test point 31 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 10.0\n","Test point 32 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 10.0\n","Test point 33 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 16.0\n","Test point 34 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 2.0\n","Test point 35 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 10.0\n","Test point 36 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 12.0\n","Test point 37 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 2.0\n","Test point 38 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 10.0\n","Test point 39 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 2.0\n","Test point 40 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 10.0\n","Test point 41 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 10.0\n","Test point 42 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 2.0\n","Test point 43 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 10.0\n","Test point 44 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 8.0\n","Test point 45 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 8.0\n","Test point 46 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 18.0\n","Test point 47 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.409090909090909\n","\tTest error 10.0\n","Test point 48 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 5.923076923076923\n","\tTest error 8.0\n","Test point 49 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 5.923076923076923\n","\tTest error 0.0\n","Test point 50 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 5.923076923076923\n","\tTest error 15.0\n","Test point 51 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 5.923076923076923\n","\tTest error 8.0\n","Test point 52 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 8.072916666666666\n","\tTest error 12.0\n","Test point 53 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 8.072916666666666\n","\tTest error 2.0\n","Test point 54 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 8.072916666666666\n","\tTest error 2.0\n","Test point 55 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 8.072916666666666\n","\tTest error 2.0\n","Test point 56 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 12.193181818181818\n","\tTest error 10.0\n","Test point 57 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 12.193181818181818\n","\tTest error 4.0\n","Test point 58 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 12.193181818181818\n","\tTest error 10.0\n","Test point 59 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 12.193181818181818\n","\tTest error 10.0\n","Test point 60 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 10.880952380952381\n","\tTest error 8.0\n","Test point 61 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 10.880952380952381\n","\tTest error 6.0\n","Test point 62 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 10.880952380952381\n","\tTest error 6.0\n","Test point 63 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 10.880952380952381\n","\tTest error 6.0\n","Test point 64 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 11.1875\n","\tTest error 8.0\n","Test point 65 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 11.1875\n","\tTest error 8.0\n","Test point 66 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 11.1875\n","\tTest error 8.0\n","Test point 67 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 11.1875\n","\tTest error 8.0\n","Test point 68 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 6.136363636363637\n","\tTest error 10.0\n","Test point 69 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 6.136363636363637\n","\tTest error 1.0\n","Test point 70 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 6.136363636363637\n","\tTest error 5.0\n","Test point 71 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 6.136363636363637\n","\tTest error 9.0\n","Test point 72 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 3.4431818181818183\n","\tTest error 12.0\n","Test point 73 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 3.4431818181818183\n","\tTest error 12.0\n","Test point 74 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 3.4431818181818183\n","\tTest error 12.0\n","Test point 75 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 3.4431818181818183\n","\tTest error 8.0\n","Test point 76 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.8452380952380953\n","\tTest error 8.0\n","Test point 77 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.8452380952380953\n","\tTest error 8.0\n","Test point 78 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.8452380952380953\n","\tTest error 8.0\n","Test point 79 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 2.8452380952380953\n","\tTest error 14.0\n","Test point 80 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 3.5\n","\tTest error 6.0\n","Test point 81 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 3.5\n","\tTest error 10.0\n","Test point 82 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 3.5\n","\tTest error 8.0\n","Test point 83 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 3.5\n","\tTest error 8.0\n","Test point 84 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.15625\n","\tTest error 12.0\n","Test point 85 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.15625\n","\tTest error 5.0\n","Test point 86 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.15625\n","\tTest error 8.0\n","Test point 87 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.15625\n","\tTest error 5.0\n","Test point 88 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.384615384615385\n","\tTest error 7.0\n","Test point 89 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.384615384615385\n","\tTest error 7.0\n","Test point 90 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.384615384615385\n","\tTest error 14.0\n","Test point 91 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.384615384615385\n","\tTest error 10.0\n","Test point 92 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 5.928571428571429\n","\tTest error 10.0\n","Test point 93 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 5.928571428571429\n","\tTest error 8.0\n","Test point 94 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 5.928571428571429\n","\tTest error 8.0\n","Test point 95 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 5.928571428571429\n","\tTest error 8.0\n","Test point 96 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 5.923076923076923\n","\tTest error 7.0\n","Test point 97 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 5.923076923076923\n","\tTest error 10.0\n","Test point 98 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 5.923076923076923\n","\tTest error 10.0\n","Test point 99 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 5.923076923076923\n","\tTest error 7.0\n","Test point 100 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 8.072916666666666\n","\tTest error 8.0\n","Test point 101 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 8.072916666666666\n","\tTest error 8.0\n","Test point 102 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 8.072916666666666\n","\tTest error 8.0\n","Test point 103 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 8.072916666666666\n","\tTest error 8.0\n","Test point 104 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 11.869565217391305\n","\tTest error 6.0\n","Test point 105 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 11.869565217391305\n","\tTest error 8.0\n","Test point 106 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 11.869565217391305\n","\tTest error 8.0\n","Test point 107 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 11.869565217391305\n","\tTest error 8.0\n","Test point 108 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 11.1875\n","\tTest error 7.0\n","Test point 109 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 11.1875\n","\tTest error 0.5\n","Test point 110 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 11.1875\n","\tTest error 7.0\n","Test point 111 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 11.1875\n","\tTest error 0.5\n","Test point 112 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 6.136363636363637\n","\tTest error 8.0\n","Test point 113 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 6.136363636363637\n","\tTest error 9.0\n","Test point 114 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 6.136363636363637\n","\tTest error 9.0\n","Test point 115 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 6.136363636363637\n","\tTest error 3.0\n","Test point 116 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 3.4431818181818183\n","\tTest error 8.0\n","Test point 117 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 3.4431818181818183\n","\tTest error 11.0\n","Test point 118 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 3.4431818181818183\n","\tTest error 15.0\n","Test point 119 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 3.4431818181818183\n","\tTest error 7.0\n","Test point 120 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.184782608695652\n","\tTest error 13.0\n","Test point 121 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.184782608695652\n","\tTest error 8.0\n","Test point 122 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.184782608695652\n","\tTest error 10.0\n","Test point 123 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.184782608695652\n","\tTest error 10.0\n","Test point 124 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.15625\n","\tTest error 7.0\n","Test point 125 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.15625\n","\tTest error 7.0\n","Test point 126 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.15625\n","\tTest error 7.0\n","Test point 127 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.15625\n","\tTest error 7.0\n","Test point 128 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.384615384615385\n","\tTest error 8.0\n","Test point 129 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.384615384615385\n","\tTest error 10.0\n","Test point 130 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.384615384615385\n","\tTest error 8.0\n","Test point 131 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.384615384615385\n","\tTest error 8.0\n","Test point 132 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.642857142857143\n","\tTest error 10.0\n","Test point 133 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.642857142857143\n","\tTest error 10.0\n","Test point 134 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.642857142857143\n","\tTest error 10.0\n","Test point 135 out of 135\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 4.642857142857143\n","\tTest error 11.0\n"]}],"source":["from sklearn.neighbors import KNeighborsRegressor\n","kNN1 = KNeighborsRegressor(1)\n","kNN2 = KNeighborsRegressor(2)\n","kNN3 = KNeighborsRegressor(3)\n","kNN4 = KNeighborsRegressor(4)\n","models = [kNN1, kNN2, kNN3, kNN4]\n","X = np.array(smallerData[['mod 1 - 1',\t'mod 1 - 2',\t'mod 2 - 1',\t'mod 2 - 2',\t'mod 3 - 1',\t'mod 3 - 2']])\n","y = np.array(smallerData['Cd'])\n","distanceMatrix = distance.squareform(distance.pdist(smallerData[['Cd', 'Pb']]))\n","testErrors, chosenModels = nestedSpatialLOOCV(X, y, distanceMatrix, 10, models)"]},{"cell_type":"code","execution_count":17,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":14,"status":"ok","timestamp":1623823637784,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"},"user_tz":-180},"id":"Ndv8uQq11DAs","outputId":"f35b7664-ef48-48c0-a350-2b5baa31dd0d"},"outputs":[{"data":{"text/plain":["7.25"]},"execution_count":17,"metadata":{"tags":[]},"output_type":"execute_result"}],"source":["np.mean(testErrors)"]},{"cell_type":"markdown","metadata":{"id":"rTo1iPqtqrsV"},"source":["Lets try with all the data."]},{"cell_type":"code","execution_count":28,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":237,"status":"ok","timestamp":1623827922935,"user":{"displayName":"Elias Ervelä","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GhcVQbqAobpSX3NE6w5d6aZPU_VzlnsvBC9GkyMtw=s64","userId":"11858975235946053692"},"user_tz":-180},"id":"rWwH6GQgwJiQ","outputId":"dfb3233d-df69-427d-c321-1a20a07ad8e8"},"outputs":[{"name":"stdout","output_type":"stream","text":["[[   0.    0.    0. ... 5120. 5120. 5120.]\n"," [   0.    0.    0. ... 5120. 5120. 5120.]\n"," [   0.    0.    0. ... 5120. 5120. 5120.]\n"," ...\n"," [5120. 5120. 5120. ...    0.    0.    0.]\n"," [5120. 5120. 5120. ...    0.    0.    0.]\n"," [5120. 5120. 5120. ...    0.    0.    0.]]\n"]}],"source":["kNN1 = KNeighborsRegressor(1)\n","kNN2 = KNeighborsRegressor(2)\n","kNN3 = KNeighborsRegressor(3)\n","kNN4 = KNeighborsRegressor(4)\n","kNN5 = KNeighborsRegressor(5)\n","kNN6 = KNeighborsRegressor(6)\n","kNN7 = KNeighborsRegressor(7)\n","models = [kNN1, kNN2, kNN3, kNN4, kNN5, kNN7]\n","X = np.array(dataMetalCa[['mod 1 - 1',\t'mod 1 - 2',\t'mod 2 - 1',\t'mod 2 - 2',\t'mod 3 - 1',\t'mod 3 - 2']])\n","y = np.array(dataMetalCa['Cd'])\n","distanceMatrix = distance.squareform(distance.pdist(dataMetalCa[['Cd', 'Pb']]))\n","print(distanceMatrix)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"background_save":true,"base_uri":"https://localhost:8080/"},"id":"zOpcuZRyrM2x"},"outputs":[{"name":"stdout","output_type":"stream","text":["\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n","\tTest error 1.0\n","Test point 251 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 30.564285714285713\n","\tTest error 2.0\n","Test point 252 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 28.693950177935942\n","\tTest error 1578.0\n","Test point 253 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 28.693950177935942\n","\tTest error 605.0\n","Test point 254 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 28.693950177935942\n","\tTest error 5.0\n","Test point 255 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 28.693950177935942\n","\tTest error 3.0\n","Test point 256 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 28.822321428571428\n","\tTest error 600.0\n","Test point 257 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 28.822321428571428\n","\tTest error 363.0\n","Test point 258 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 28.822321428571428\n","\tTest error 23.0\n","Test point 259 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 28.822321428571428\n","\tTest error 766.0\n","Test point 260 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 31.23843416370107\n","\tTest error 275.0\n","Test point 261 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 31.23843416370107\n","\tTest error 12.0\n","Test point 262 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 31.23843416370107\n","\tTest error 35.0\n","Test point 263 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 31.23843416370107\n","\tTest error 275.0\n","Test point 264 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 39.0273851590106\n","\tTest error 270.0\n","Test point 265 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 39.0273851590106\n","\tTest error 31.0\n","Test point 266 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 39.0273851590106\n","\tTest error 52.0\n","Test point 267 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 39.0273851590106\n","\tTest error 30.0\n","Test point 268 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 44.575438596491225\n","\tTest error 5.0\n","Test point 269 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 44.575438596491225\n","\tTest error 10.0\n","Test point 270 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 44.575438596491225\n","\tTest error 5.0\n","Test point 271 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 44.575438596491225\n","\tTest error 0.0\n","Test point 272 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 44.14575971731449\n","\tTest error 1.0\n","Test point 273 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 44.14575971731449\n","\tTest error 1.0\n","Test point 274 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 44.14575971731449\n","\tTest error 6.0\n","Test point 275 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 44.14575971731449\n","\tTest error 2.0\n","Test point 276 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 44.10865724381625\n","\tTest error 0.0\n","Test point 277 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 44.10865724381625\n","\tTest error 3.0\n","Test point 278 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 44.10865724381625\n","\tTest error 7.0\n","Test point 279 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 44.10865724381625\n","\tTest error 7.0\n","Test point 280 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 35.701241134751776\n","\tTest error 1.0\n","Test point 281 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 35.701241134751776\n","\tTest error 4.0\n","Test point 282 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 35.701241134751776\n","\tTest error 4.0\n","Test point 283 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 35.701241134751776\n","\tTest error 1.0\n","Test point 284 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 42.81007067137809\n","\tTest error 2.0\n","Test point 285 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 42.81007067137809\n","\tTest error 3.0\n","Test point 286 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 42.81007067137809\n","\tTest error 1.0\n","Test point 287 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 42.81007067137809\n","\tTest error 1.0\n","Test point 288 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 38.82332155477032\n","\tTest error 2.0\n","Test point 289 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 38.82332155477032\n","\tTest error 0.0\n","Test point 290 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 38.82332155477032\n","\tTest error 0.0\n","Test point 291 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 38.82332155477032\n","\tTest error 0.0\n","Test point 292 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 42.540636042402824\n","\tTest error 6.0\n","Test point 293 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 42.540636042402824\n","\tTest error 978.0\n","Test point 294 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 42.540636042402824\n","\tTest error 2.0\n","Test point 295 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 42.540636042402824\n","\tTest error 6.0\n","Test point 296 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 39.0363475177305\n","\tTest error 4.0\n","Test point 297 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 39.0363475177305\n","\tTest error 4.0\n","Test point 298 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 39.0363475177305\n","\tTest error 19.0\n","Test point 299 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 39.0363475177305\n","\tTest error 244.0\n","Test point 300 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 41.688162544169614\n","\tTest error 12.0\n","Test point 301 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 41.688162544169614\n","\tTest error 1.0\n","Test point 302 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 41.688162544169614\n","\tTest error 1.0\n","Test point 303 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 41.688162544169614\n","\tTest error 29.0\n","Test point 304 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 42.75971731448763\n","\tTest error 12.0\n","Test point 305 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 42.75971731448763\n","\tTest error 12.0\n","Test point 306 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 42.75971731448763\n","\tTest error 24.0\n","Test point 307 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 42.75971731448763\n","\tTest error 12.0\n","Test point 308 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 43.378070175438594\n","\tTest error 18.0\n","Test point 309 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 43.378070175438594\n","\tTest error 19.0\n","Test point 310 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 43.378070175438594\n","\tTest error 12.0\n","Test point 311 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 43.378070175438594\n","\tTest error 12.0\n","Test point 312 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 42.16346153846154\n","\tTest error 8.0\n","Test point 313 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 42.16346153846154\n","\tTest error 0.0\n","Test point 314 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 42.16346153846154\n","\tTest error 0.0\n","Test point 315 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 42.16346153846154\n","\tTest error 8.0\n","Test point 316 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 42.18094405594405\n","\tTest error 8.0\n","Test point 317 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 42.18094405594405\n","\tTest error 0.0\n","Test point 318 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 42.18094405594405\n","\tTest error 4056.0\n","Test point 319 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 42.18094405594405\n","\tTest error 0.0\n","Test point 320 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 45.71066433566433\n","\tTest error 11.0\n","Test point 321 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 45.71066433566433\n","\tTest error 11.0\n","Test point 322 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 45.71066433566433\n","\tTest error 4048.0\n","Test point 323 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 45.71066433566433\n","\tTest error 16.0\n","Test point 324 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.30769230769231\n","\tTest error 5.0\n","Test point 325 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.30769230769231\n","\tTest error 1.0\n","Test point 326 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.30769230769231\n","\tTest error 5.0\n","Test point 327 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.30769230769231\n","\tTest error 5.0\n","Test point 328 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.3277972027972\n","\tTest error 4.0\n","Test point 329 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.3277972027972\n","\tTest error 8.0\n","Test point 330 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.3277972027972\n","\tTest error 2.0\n","Test point 331 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.3277972027972\n","\tTest error 0.0\n","Test point 332 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.33129370629371\n","\tTest error 0.0\n","Test point 333 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.33129370629371\n","\tTest error 0.0\n","Test point 334 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.33129370629371\n","\tTest error 0.0\n","Test point 335 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.33129370629371\n","\tTest error 5.0\n","Test point 336 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.33566433566433\n","\tTest error 8.0\n","Test point 337 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.33566433566433\n","\tTest error 8.0\n","Test point 338 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.33566433566433\n","\tTest error 8.0\n","Test point 339 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.33566433566433\n","\tTest error 8.0\n","Test point 340 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.36975524475525\n","\tTest error 8.0\n","Test point 341 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.36975524475525\n","\tTest error 8.0\n","Test point 342 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.36975524475525\n","\tTest error 6.0\n","Test point 343 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.36975524475525\n","\tTest error 5.0\n","Test point 344 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.38723776223776\n","\tTest error 96.0\n","Test point 345 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.38723776223776\n","\tTest error 38.0\n","Test point 346 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.38723776223776\n","\tTest error 50.0\n","Test point 347 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.38723776223776\n","\tTest error 8.0\n","Test point 348 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.60314685314685\n","\tTest error 55.0\n","Test point 349 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.60314685314685\n","\tTest error 55.0\n","Test point 350 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.60314685314685\n","\tTest error 8.0\n","Test point 351 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.60314685314685\n","\tTest error 55.0\n","Test point 352 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 50.31206293706294\n","\tTest error 122.0\n","Test point 353 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 50.31206293706294\n","\tTest error 24.0\n","Test point 354 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 50.31206293706294\n","\tTest error 30.0\n","Test point 355 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 50.31206293706294\n","\tTest error 64.0\n","Test point 356 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.91958041958042\n","\tTest error 5120.0\n","Test point 357 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.91958041958042\n","\tTest error 5120.0\n","Test point 358 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.91958041958042\n","\tTest error 5120.0\n","Test point 359 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 49.91958041958042\n","\tTest error 0.0\n","Test point 360 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.3513986013986\n","\tTest error 3.0\n","Test point 361 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.3513986013986\n","\tTest error 5.0\n","Test point 362 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.3513986013986\n","\tTest error 10.0\n","Test point 363 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.3513986013986\n","\tTest error 3.0\n","Test point 364 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.34090909090909\n","\tTest error 7.0\n","Test point 365 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.34090909090909\n","\tTest error 3.0\n","Test point 366 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.34090909090909\n","\tTest error 7.0\n","Test point 367 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.34090909090909\n","\tTest error 5.0\n","Test point 368 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 65.1284965034965\n","\tTest error 2.0\n","Test point 369 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 65.1284965034965\n","\tTest error 2.0\n","Test point 370 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 65.1284965034965\n","\tTest error 2.0\n","Test point 371 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 65.1284965034965\n","\tTest error 5.0\n","Test point 372 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.26486013986013\n","\tTest error 0.0\n","Test point 373 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.26486013986013\n","\tTest error 0.0\n","Test point 374 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.26486013986013\n","\tTest error 0.0\n","Test point 375 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.26486013986013\n","\tTest error 0.0\n","Test point 376 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.69318181818182\n","\tTest error 30.0\n","Test point 377 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.69318181818182\n","\tTest error 1.0\n","Test point 378 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.69318181818182\n","\tTest error 1.0\n","Test point 379 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.69318181818182\n","\tTest error 2.0\n","Test point 380 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.41958041958042\n","\tTest error 21.0\n","Test point 381 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.41958041958042\n","\tTest error 36.0\n","Test point 382 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.41958041958042\n","\tTest error 100.0\n","Test point 383 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.41958041958042\n","\tTest error 21.0\n","Test point 384 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.57517482517483\n","\tTest error 10.0\n","Test point 385 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.57517482517483\n","\tTest error 5.0\n","Test point 386 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.57517482517483\n","\tTest error 10.0\n","Test point 387 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.57517482517483\n","\tTest error 31.0\n","Test point 388 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.59965034965035\n","\tTest error 0.0\n","Test point 389 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.59965034965035\n","\tTest error 10.0\n","Test point 390 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.59965034965035\n","\tTest error 10.0\n","Test point 391 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.59965034965035\n","\tTest error 18.0\n","Test point 392 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.65734265734266\n","\tTest error 90.0\n","Test point 393 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.65734265734266\n","\tTest error 28.0\n","Test point 394 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.65734265734266\n","\tTest error 10.0\n","Test point 395 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.65734265734266\n","\tTest error 10.0\n","Test point 396 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.91171328671329\n","\tTest error 10.0\n","Test point 397 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.91171328671329\n","\tTest error 51.0\n","Test point 398 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.91171328671329\n","\tTest error 10.0\n","Test point 399 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.91171328671329\n","\tTest error 10.0\n","Test point 400 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.84877622377623\n","\tTest error 0.0\n","Test point 401 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.84877622377623\n","\tTest error 0.0\n","Test point 402 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.84877622377623\n","\tTest error 0.0\n","Test point 403 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.84877622377623\n","\tTest error 0.0\n","Test point 404 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 66.08741258741259\n","\tTest error 1.0\n","Test point 405 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 66.08741258741259\n","\tTest error 13.0\n","Test point 406 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 66.08741258741259\n","\tTest error 13.0\n","Test point 407 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 66.08741258741259\n","\tTest error 13.0\n","Test point 408 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.88374125874126\n","\tTest error 0.0\n","Test point 409 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.88374125874126\n","\tTest error 0.0\n","Test point 410 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.88374125874126\n","\tTest error 0.0\n","Test point 411 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.88374125874126\n","\tTest error 5.0\n","Test point 412 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.88811188811189\n","\tTest error 13.0\n","Test point 413 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.88811188811189\n","\tTest error 6.0\n","Test point 414 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.88811188811189\n","\tTest error 6.0\n","Test point 415 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.88811188811189\n","\tTest error 13.0\n","Test point 416 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.92395104895105\n","\tTest error 5.0\n","Test point 417 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.92395104895105\n","\tTest error 21.0\n","Test point 418 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.92395104895105\n","\tTest error 21.0\n","Test point 419 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.92395104895105\n","\tTest error 21.0\n","Test point 420 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.98339160839161\n","\tTest error 38.0\n","Test point 421 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.98339160839161\n","\tTest error 38.0\n","Test point 422 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.98339160839161\n","\tTest error 58.0\n","Test point 423 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 63.98339160839161\n","\tTest error 18.0\n","Test point 424 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.15297202797203\n","\tTest error 4.0\n","Test point 425 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.15297202797203\n","\tTest error 4.0\n","Test point 426 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.15297202797203\n","\tTest error 26.0\n","Test point 427 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.15297202797203\n","\tTest error 4.0\n","Test point 428 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.14685314685315\n","\tTest error 72.0\n","Test point 429 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.14685314685315\n","\tTest error 13.0\n","Test point 430 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.14685314685315\n","\tTest error 13.0\n","Test point 431 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.14685314685315\n","\tTest error 13.0\n","Test point 432 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.4729020979021\n","\tTest error 13.0\n","Test point 433 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.4729020979021\n","\tTest error 13.0\n","Test point 434 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.4729020979021\n","\tTest error 13.0\n","Test point 435 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.4729020979021\n","\tTest error 100.0\n","Test point 436 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.4423076923077\n","\tTest error 13.0\n","Test point 437 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.4423076923077\n","\tTest error 47.0\n","Test point 438 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.4423076923077\n","\tTest error 46.0\n","Test point 439 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.4423076923077\n","\tTest error 88.0\n","Test point 440 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.46678321678321\n","\tTest error 55.0\n","Test point 441 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.46678321678321\n","\tTest error 13.0\n","Test point 442 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.46678321678321\n","\tTest error 75.0\n","Test point 443 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 64.46678321678321\n","\tTest error 75.0\n","Test point 444 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.24912587412588\n","\tTest error 0.0\n","Test point 445 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.24912587412588\n","\tTest error 0.0\n","Test point 446 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.24912587412588\n","\tTest error 0.0\n","Test point 447 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.24912587412588\n","\tTest error 4064.0\n","Test point 448 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.27972027972028\n","\tTest error 16.0\n","Test point 449 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.27972027972028\n","\tTest error 3.0\n","Test point 450 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.27972027972028\n","\tTest error 4.0\n","Test point 451 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.27972027972028\n","\tTest error 4.0\n","Test point 452 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.2972027972028\n","\tTest error 7.0\n","Test point 453 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.2972027972028\n","\tTest error 6.0\n","Test point 454 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.2972027972028\n","\tTest error 6.0\n","Test point 455 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.2972027972028\n","\tTest error 6.0\n","Test point 456 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.36625874125875\n","\tTest error 181.0\n","Test point 457 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.36625874125875\n","\tTest error 181.0\n","Test point 458 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.36625874125875\n","\tTest error 3.0\n","Test point 459 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.36625874125875\n","\tTest error 2.0\n","Test point 460 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.64423076923077\n","\tTest error 48.0\n","Test point 461 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.64423076923077\n","\tTest error 88.0\n","Test point 462 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.64423076923077\n","\tTest error 13.0\n","Test point 463 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.64423076923077\n","\tTest error 13.0\n","Test point 464 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.7972027972028\n","\tTest error 4.0\n","Test point 465 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.7972027972028\n","\tTest error 16.0\n","Test point 466 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.7972027972028\n","\tTest error 16.0\n","Test point 467 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.7972027972028\n","\tTest error 123.0\n","Test point 468 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.93968531468532\n","\tTest error 6.0\n","Test point 469 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.93968531468532\n","\tTest error 6.0\n","Test point 470 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.93968531468532\n","\tTest error 16.0\n","Test point 471 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.93968531468532\n","\tTest error 36.0\n","Test point 472 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.9527972027972\n","\tTest error 48.0\n","Test point 473 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.9527972027972\n","\tTest error 15.0\n","Test point 474 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.9527972027972\n","\tTest error 16.0\n","Test point 475 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 68.9527972027972\n","\tTest error 48.0\n","Test point 476 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.09178321678321\n","\tTest error 101.0\n","Test point 477 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.09178321678321\n","\tTest error 32.0\n","Test point 478 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.09178321678321\n","\tTest error 101.0\n","Test point 479 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.09178321678321\n","\tTest error 32.0\n","Test point 480 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.2937062937063\n","\tTest error 63.0\n","Test point 481 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.2937062937063\n","\tTest error 110.0\n","Test point 482 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.2937062937063\n","\tTest error 63.0\n","Test point 483 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.2937062937063\n","\tTest error 144.0\n","Test point 484 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.5437062937063\n","\tTest error 69.0\n","Test point 485 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.5437062937063\n","\tTest error 109.0\n","Test point 486 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.5437062937063\n","\tTest error 64.0\n","Test point 487 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.5437062937063\n","\tTest error 46.0\n","Test point 488 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.90821678321679\n","\tTest error 0.0\n","Test point 489 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.90821678321679\n","\tTest error 0.0\n","Test point 490 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.90821678321679\n","\tTest error 0.0\n","Test point 491 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.90821678321679\n","\tTest error 0.0\n","Test point 492 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.9291958041958\n","\tTest error 4.0\n","Test point 493 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.9291958041958\n","\tTest error 4.0\n","Test point 494 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.9291958041958\n","\tTest error 4.0\n","Test point 495 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.9291958041958\n","\tTest error 0.0\n","Test point 496 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.9187062937063\n","\tTest error 2.0\n","Test point 497 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.9187062937063\n","\tTest error 10.0\n","Test point 498 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.9187062937063\n","\tTest error 0.0\n","Test point 499 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.9187062937063\n","\tTest error 8.0\n","Test point 500 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.93618881118881\n","\tTest error 118.0\n","Test point 501 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.93618881118881\n","\tTest error 68.0\n","Test point 502 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.93618881118881\n","\tTest error 100.0\n","Test point 503 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 69.93618881118881\n","\tTest error 118.0\n","Test point 504 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 70.2395104895105\n","\tTest error 148.0\n","Test point 505 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 70.2395104895105\n","\tTest error 0.0\n","Test point 506 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 70.2395104895105\n","\tTest error 79.0\n","Test point 507 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 70.2395104895105\n","\tTest error 376.0\n","Test point 508 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 70.8243006993007\n","\tTest error 38.0\n","Test point 509 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 70.8243006993007\n","\tTest error 38.0\n","Test point 510 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 70.8243006993007\n","\tTest error 10.0\n","Test point 511 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 70.8243006993007\n","\tTest error 38.0\n","Test point 512 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 70.90734265734265\n","\tTest error 58.0\n","Test point 513 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 70.90734265734265\n","\tTest error 71.0\n","Test point 514 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 70.90734265734265\n","\tTest error 60.0\n","Test point 515 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 70.90734265734265\n","\tTest error 50.0\n","Test point 516 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.13374125874125\n","\tTest error 20.0\n","Test point 517 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.13374125874125\n","\tTest error 40.0\n","Test point 518 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.13374125874125\n","\tTest error 40.0\n","Test point 519 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.13374125874125\n","\tTest error 20.0\n","Test point 520 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.24213286713287\n","\tTest error 20.0\n","Test point 521 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.24213286713287\n","\tTest error 59.0\n","Test point 522 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.24213286713287\n","\tTest error 20.0\n","Test point 523 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.24213286713287\n","\tTest error 47.0\n","Test point 524 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.33391608391608\n","\tTest error 90.0\n","Test point 525 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.33391608391608\n","\tTest error 40.0\n","Test point 526 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.33391608391608\n","\tTest error 20.0\n","Test point 527 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.33391608391608\n","\tTest error 73.0\n","Test point 528 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.375\n","\tTest error 100.0\n","Test point 529 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.375\n","\tTest error 75.0\n","Test point 530 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.375\n","\tTest error 75.0\n","Test point 531 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.375\n","\tTest error 100.0\n","Test point 532 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.91258741258741\n","\tTest error 0.0\n","Test point 533 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.91258741258741\n","\tTest error 0.0\n","Test point 534 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.91258741258741\n","\tTest error 13.0\n","Test point 535 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.91258741258741\n","\tTest error 0.0\n","Test point 536 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.88461538461539\n","\tTest error 0.0\n","Test point 537 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.88461538461539\n","\tTest error 7.0\n","Test point 538 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.88461538461539\n","\tTest error 0.0\n","Test point 539 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.88461538461539\n","\tTest error 13.0\n","Test point 540 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.90384615384616\n","\tTest error 1.0\n","Test point 541 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.90384615384616\n","\tTest error 13.0\n","Test point 542 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.90384615384616\n","\tTest error 3.0\n","Test point 543 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.90384615384616\n","\tTest error 101.0\n","Test point 544 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.99912587412588\n","\tTest error 52.0\n","Test point 545 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.99912587412588\n","\tTest error 116.0\n","Test point 546 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.99912587412588\n","\tTest error 51.0\n","Test point 547 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 71.99912587412588\n","\tTest error 76.0\n","Test point 548 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.30944055944056\n","\tTest error 6.0\n","Test point 549 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.30944055944056\n","\tTest error 25.0\n","Test point 550 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.30944055944056\n","\tTest error 6.0\n","Test point 551 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.30944055944056\n","\tTest error 31.0\n","Test point 552 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.3382867132867\n","\tTest error 76.0\n","Test point 553 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.3382867132867\n","\tTest error 25.0\n","Test point 554 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.3382867132867\n","\tTest error 25.0\n","Test point 555 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.3382867132867\n","\tTest error 25.0\n","Test point 556 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.31818181818181\n","\tTest error 25.0\n","Test point 557 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.31818181818181\n","\tTest error 25.0\n","Test point 558 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.31818181818181\n","\tTest error 101.0\n","Test point 559 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.31818181818181\n","\tTest error 25.0\n","Test point 560 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.60839160839161\n","\tTest error 50.0\n","Test point 561 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.60839160839161\n","\tTest error 50.0\n","Test point 562 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.60839160839161\n","\tTest error 64.0\n","Test point 563 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.60839160839161\n","\tTest error 127.0\n","Test point 564 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.72377622377623\n","\tTest error 76.0\n","Test point 565 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.72377622377623\n","\tTest error 123.0\n","Test point 566 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.72377622377623\n","\tTest error 25.0\n","Test point 567 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.72377622377623\n","\tTest error 139.0\n","Test point 568 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.74825174825175\n","\tTest error 148.0\n","Test point 569 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.74825174825175\n","\tTest error 101.0\n","Test point 570 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.74825174825175\n","\tTest error 101.0\n","Test point 571 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 72.74825174825175\n","\tTest error 148.0\n","Test point 572 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 73.56905594405595\n","\tTest error 149.0\n","Test point 573 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 73.56905594405595\n","\tTest error 25.0\n","Test point 574 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 73.56905594405595\n","\tTest error 73.0\n","Test point 575 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 73.56905594405595\n","\tTest error 163.0\n","Test point 576 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 73.99038461538461\n","\tTest error 0.0\n","Test point 577 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 73.99038461538461\n","\tTest error 0.0\n","Test point 578 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 73.99038461538461\n","\tTest error 0.0\n","Test point 579 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 73.99038461538461\n","\tTest error 0.0\n","Test point 580 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 73.96765734265735\n","\tTest error 7.0\n","Test point 581 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 73.96765734265735\n","\tTest error 7.0\n","Test point 582 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 73.96765734265735\n","\tTest error 1419.0\n","Test point 583 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 73.96765734265735\n","\tTest error 7.0\n","Test point 584 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 75.17045454545455\n","\tTest error 139.0\n","Test point 585 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 75.17045454545455\n","\tTest error 256.0\n","Test point 586 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 75.17045454545455\n","\tTest error 64.0\n","Test point 587 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 75.17045454545455\n","\tTest error 57.0\n","Test point 588 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 75.67744755244755\n","\tTest error 96.0\n","Test point 589 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 75.67744755244755\n","\tTest error 64.0\n","Test point 590 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 75.67744755244755\n","\tTest error 224.0\n","Test point 591 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 75.67744755244755\n","\tTest error 96.0\n","Test point 592 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 76.07604895104895\n","\tTest error 50.0\n","Test point 593 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 76.07604895104895\n","\tTest error 68.0\n","Test point 594 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 76.07604895104895\n","\tTest error 50.0\n","Test point 595 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 76.07604895104895\n","\tTest error 52.0\n","Test point 596 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 76.20891608391608\n","\tTest error 100.0\n","Test point 597 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 76.20891608391608\n","\tTest error 224.0\n","Test point 598 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 76.20891608391608\n","\tTest error 94.0\n","Test point 599 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 76.20891608391608\n","\tTest error 64.0\n","Test point 600 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 76.63723776223776\n","\tTest error 71.0\n","Test point 601 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 76.63723776223776\n","\tTest error 96.0\n","Test point 602 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 76.63723776223776\n","\tTest error 71.0\n","Test point 603 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 76.63723776223776\n","\tTest error 129.0\n","Test point 604 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 77.03146853146853\n","\tTest error 132.0\n","Test point 605 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 77.03146853146853\n","\tTest error 103.0\n","Test point 606 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 77.03146853146853\n","\tTest error 502.0\n","Test point 607 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 77.03146853146853\n","\tTest error 81.0\n","Test point 608 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 77.7465034965035\n","\tTest error 252.0\n","Test point 609 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 77.7465034965035\n","\tTest error 95.0\n","Test point 610 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 77.7465034965035\n","\tTest error 135.0\n","Test point 611 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 77.7465034965035\n","\tTest error 150.0\n","Test point 612 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 78.03846153846153\n","\tTest error 169.0\n","Test point 613 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 78.03846153846153\n","\tTest error 169.0\n","Test point 614 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 78.03846153846153\n","\tTest error 107.0\n","Test point 615 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 78.03846153846153\n","\tTest error 34.0\n","Test point 616 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 78.08479020979021\n","\tTest error 270.0\n","Test point 617 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 78.08479020979021\n","\tTest error 269.0\n","Test point 618 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 78.08479020979021\n","\tTest error 486.0\n","Test point 619 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 78.08479020979021\n","\tTest error 486.0\n","Test point 620 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 80.03846153846153\n","\tTest error 4064.0\n","Test point 621 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 80.03846153846153\n","\tTest error 0.0\n","Test point 622 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 80.03846153846153\n","\tTest error 0.0\n","Test point 623 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 80.03846153846153\n","\tTest error 0.0\n","Test point 624 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 84.3548951048951\n","\tTest error 874.0\n","Test point 625 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 84.3548951048951\n","\tTest error 874.0\n","Test point 626 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 84.3548951048951\n","\tTest error 874.0\n","Test point 627 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 84.3548951048951\n","\tTest error 874.0\n","Test point 628 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 86.64685314685315\n","\tTest error 122.0\n","Test point 629 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 86.64685314685315\n","\tTest error 161.0\n","Test point 630 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 86.64685314685315\n","\tTest error 242.0\n","Test point 631 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 86.64685314685315\n","\tTest error 325.0\n","Test point 632 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 87.35576923076923\n","\tTest error 135.0\n","Test point 633 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 87.35576923076923\n","\tTest error 40.0\n","Test point 634 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 87.35576923076923\n","\tTest error 31.0\n","Test point 635 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 87.35576923076923\n","\tTest error 40.0\n","Test point 636 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 87.7631118881119\n","\tTest error 121.0\n","Test point 637 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 87.7631118881119\n","\tTest error 40.0\n","Test point 638 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 87.7631118881119\n","\tTest error 95.0\n","Test point 639 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 87.7631118881119\n","\tTest error 121.0\n","Test point 640 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 87.93444055944056\n","\tTest error 52.0\n","Test point 641 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 87.93444055944056\n","\tTest error 52.0\n","Test point 642 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 87.93444055944056\n","\tTest error 121.0\n","Test point 643 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 87.93444055944056\n","\tTest error 204.0\n","Test point 644 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 88.32255244755245\n","\tTest error 484.0\n","Test point 645 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 88.32255244755245\n","\tTest error 14.0\n","Test point 646 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 88.32255244755245\n","\tTest error 64.0\n","Test point 647 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 88.32255244755245\n","\tTest error 14.0\n","Test point 648 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 88.78583916083916\n","\tTest error 130.0\n","Test point 649 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 88.78583916083916\n","\tTest error 121.0\n","Test point 650 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 88.78583916083916\n","\tTest error 79.0\n","Test point 651 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 88.78583916083916\n","\tTest error 130.0\n","Test point 652 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 89.04982517482517\n","\tTest error 120.0\n","Test point 653 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 89.04982517482517\n","\tTest error 121.0\n","Test point 654 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 89.04982517482517\n","\tTest error 253.0\n","Test point 655 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 89.04982517482517\n","\tTest error 253.0\n","Test point 656 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 89.86800699300699\n","\tTest error 182.0\n","Test point 657 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 89.86800699300699\n","\tTest error 202.0\n","Test point 658 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 89.86800699300699\n","\tTest error 58.0\n","Test point 659 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 89.86800699300699\n","\tTest error 40.0\n","Test point 660 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 91.27097902097903\n","\tTest error 403.0\n","Test point 661 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 91.27097902097903\n","\tTest error 149.0\n","Test point 662 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 91.27097902097903\n","\tTest error 403.0\n","Test point 663 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 91.27097902097903\n","\tTest error 346.0\n","Test point 664 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 91.42657342657343\n","\tTest error 0.0\n","Test point 665 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 91.42657342657343\n","\tTest error 0.0\n","Test point 666 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 91.42657342657343\n","\tTest error 0.0\n","Test point 667 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 91.42657342657343\n","\tTest error 0.0\n","Test point 668 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 91.42657342657343\n","\tTest error 152.0\n","Test point 669 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 91.42657342657343\n","\tTest error 51.0\n","Test point 670 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 91.42657342657343\n","\tTest error 433.0\n","Test point 671 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 91.42657342657343\n","\tTest error 51.0\n","Test point 672 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 92.91520979020979\n","\tTest error 51.0\n","Test point 673 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 92.91520979020979\n","\tTest error 26.0\n","Test point 674 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 92.91520979020979\n","\tTest error 26.0\n","Test point 675 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 92.91520979020979\n","\tTest error 346.0\n","Test point 676 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 92.58741258741259\n","\tTest error 40.0\n","Test point 677 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 92.58741258741259\n","\tTest error 104.0\n","Test point 678 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 92.58741258741259\n","\tTest error 26.0\n","Test point 679 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 92.58741258741259\n","\tTest error 130.0\n","Test point 680 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 92.75087412587412\n","\tTest error 51.0\n","Test point 681 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 92.75087412587412\n","\tTest error 152.0\n","Test point 682 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 92.75087412587412\n","\tTest error 51.0\n","Test point 683 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 92.75087412587412\n","\tTest error 42.0\n","Test point 684 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 93.01573426573427\n","\tTest error 51.0\n","Test point 685 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 93.01573426573427\n","\tTest error 130.0\n","Test point 686 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 93.01573426573427\n","\tTest error 52.0\n","Test point 687 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 93.01573426573427\n","\tTest error 52.0\n","Test point 688 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 93.35751748251748\n","\tTest error 203.0\n","Test point 689 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 93.35751748251748\n","\tTest error 271.0\n","Test point 690 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 93.35751748251748\n","\tTest error 58.0\n","Test point 691 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 93.35751748251748\n","\tTest error 51.0\n","Test point 692 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 93.79807692307692\n","\tTest error 50.0\n","Test point 693 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 93.79807692307692\n","\tTest error 51.0\n","Test point 694 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 93.79807692307692\n","\tTest error 51.0\n","Test point 695 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 93.79807692307692\n","\tTest error 101.0\n","Test point 696 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 93.95017482517483\n","\tTest error 150.0\n","Test point 697 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 93.95017482517483\n","\tTest error 150.0\n","Test point 698 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 93.95017482517483\n","\tTest error 150.0\n","Test point 699 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 93.95017482517483\n","\tTest error 170.0\n","Test point 700 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 94.4291958041958\n","\tTest error 101.0\n","Test point 701 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 94.4291958041958\n","\tTest error 233.0\n","Test point 702 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 94.4291958041958\n","\tTest error 169.0\n","Test point 703 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 94.4291958041958\n","\tTest error 169.0\n","Test point 704 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 94.9222027972028\n","\tTest error 508.0\n","Test point 705 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 94.9222027972028\n","\tTest error 508.0\n","Test point 706 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 94.9222027972028\n","\tTest error 254.0\n","Test point 707 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 94.9222027972028\n","\tTest error 254.0\n","Test point 708 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 96.38199300699301\n","\tTest error 1829.0\n","Test point 709 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 96.38199300699301\n","\tTest error 1829.0\n","Test point 710 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 96.38199300699301\n","\tTest error 1829.0\n","Test point 711 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 96.38199300699301\n","\tTest error 1829.0\n","Test point 712 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 102.74388111888112\n","\tTest error 384.0\n","Test point 713 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 102.74388111888112\n","\tTest error 128.0\n","Test point 714 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 102.74388111888112\n","\tTest error 38.0\n","Test point 715 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 102.74388111888112\n","\tTest error 64.0\n","Test point 716 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 103.5909090909091\n","\tTest error 64.0\n","Test point 717 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 103.5909090909091\n","\tTest error 177.0\n","Test point 718 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 103.5909090909091\n","\tTest error 64.0\n","Test point 719 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 103.5909090909091\n","\tTest error 26.0\n","Test point 720 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 103.89947552447552\n","\tTest error 96.0\n","Test point 721 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 103.89947552447552\n","\tTest error 128.0\n","Test point 722 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 103.89947552447552\n","\tTest error 128.0\n","Test point 723 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 103.89947552447552\n","\tTest error 71.0\n","Test point 724 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 104.0270979020979\n","\tTest error 14.0\n","Test point 725 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 104.0270979020979\n","\tTest error 154.0\n","Test point 726 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 104.0270979020979\n","\tTest error 14.0\n","Test point 727 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 104.0270979020979\n","\tTest error 104.0\n","Test point 728 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 103.85926573426573\n","\tTest error 64.0\n","Test point 729 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 103.85926573426573\n","\tTest error 128.0\n","Test point 730 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 103.85926573426573\n","\tTest error 64.0\n","Test point 731 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 103.85926573426573\n","\tTest error 64.0\n","Test point 732 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 104.48251748251748\n","\tTest error 130.0\n","Test point 733 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 104.48251748251748\n","\tTest error 61.0\n","Test point 734 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 104.48251748251748\n","\tTest error 64.0\n","Test point 735 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 104.48251748251748\n","\tTest error 22.0\n","Test point 736 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 104.35576923076923\n","\tTest error 384.0\n","Test point 737 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 104.35576923076923\n","\tTest error 346.0\n","Test point 738 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 104.35576923076923\n","\tTest error 128.0\n","Test point 739 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 104.35576923076923\n","\tTest error 466.0\n","Test point 740 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 105.9020979020979\n","\tTest error 192.0\n","Test point 741 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 105.9020979020979\n","\tTest error 52.0\n","Test point 742 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 105.9020979020979\n","\tTest error 52.0\n","Test point 743 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 105.9020979020979\n","\tTest error 133.0\n","Test point 744 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 106.00174825174825\n","\tTest error 271.0\n","Test point 745 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 106.00174825174825\n","\tTest error 253.0\n","Test point 746 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 106.00174825174825\n","\tTest error 170.0\n","Test point 747 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 106.00174825174825\n","\tTest error 495.0\n","Test point 748 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 107.3513986013986\n","\tTest error 640.0\n","Test point 749 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 107.3513986013986\n","\tTest error 596.0\n","Test point 750 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 107.3513986013986\n","\tTest error 640.0\n","Test point 751 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 107.3513986013986\n","\tTest error 600.0\n","Test point 752 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 109.48076923076923\n","\tTest error 0.0\n","Test point 753 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 109.48076923076923\n","\tTest error 0.0\n","Test point 754 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 109.48076923076923\n","\tTest error 0.0\n","Test point 755 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 109.48076923076923\n","\tTest error 0.0\n","Test point 756 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 109.48076923076923\n","\tTest error 322.0\n","Test point 757 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 109.48076923076923\n","\tTest error 325.0\n","Test point 758 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 109.48076923076923\n","\tTest error 325.0\n","Test point 759 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 109.48076923076923\n","\tTest error 325.0\n","Test point 760 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 110.6145104895105\n","\tTest error 42.0\n","Test point 761 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 110.6145104895105\n","\tTest error 223.0\n","Test point 762 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 110.6145104895105\n","\tTest error 223.0\n","Test point 763 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 110.6145104895105\n","\tTest error 81.0\n","Test point 764 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 111.3444055944056\n","\tTest error 266.0\n","Test point 765 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 111.3444055944056\n","\tTest error 81.0\n","Test point 766 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 111.3444055944056\n","\tTest error 469.0\n","Test point 767 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 111.3444055944056\n","\tTest error 81.0\n","Test point 768 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 111.89597902097903\n","\tTest error 161.0\n","Test point 769 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 111.89597902097903\n","\tTest error 259.0\n","Test point 770 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 111.89597902097903\n","\tTest error 287.0\n","Test point 771 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 111.89597902097903\n","\tTest error 241.0\n","Test point 772 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 112.58391608391608\n","\tTest error 322.0\n","Test point 773 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 112.58391608391608\n","\tTest error 322.0\n","Test point 774 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 112.58391608391608\n","\tTest error 322.0\n","Test point 775 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 112.58391608391608\n","\tTest error 81.0\n","Test point 776 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 113.6381118881119\n","\tTest error 161.0\n","Test point 777 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 113.6381118881119\n","\tTest error 80.0\n","Test point 778 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 113.6381118881119\n","\tTest error 126.0\n","Test point 779 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 113.6381118881119\n","\tTest error 80.0\n","Test point 780 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 113.96765734265735\n","\tTest error 147.0\n","Test point 781 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 113.96765734265735\n","\tTest error 80.0\n","Test point 782 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 113.96765734265735\n","\tTest error 52.0\n","Test point 783 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 113.96765734265735\n","\tTest error 116.0\n","Test point 784 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 114.46066433566433\n","\tTest error 239.0\n","Test point 785 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 114.46066433566433\n","\tTest error 363.0\n","Test point 786 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 114.46066433566433\n","\tTest error 239.0\n","Test point 787 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 114.46066433566433\n","\tTest error 389.0\n","Test point 788 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 114.84877622377623\n","\tTest error 421.0\n","Test point 789 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 114.84877622377623\n","\tTest error 484.0\n","Test point 790 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 114.84877622377623\n","\tTest error 502.0\n","Test point 791 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 114.84877622377623\n","\tTest error 421.0\n","Test point 792 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 115.9187062937063\n","\tTest error 403.0\n","Test point 793 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 115.9187062937063\n","\tTest error 403.0\n","Test point 794 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 115.9187062937063\n","\tTest error 403.0\n","Test point 795 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 115.9187062937063\n","\tTest error 403.0\n","Test point 796 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 128.04807692307693\n","\tTest error 0.0\n","Test point 797 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 128.04807692307693\n","\tTest error 0.0\n","Test point 798 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 128.04807692307693\n","\tTest error 0.0\n","Test point 799 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 128.04807692307693\n","\tTest error 0.0\n","Test point 800 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 118.45804195804196\n","\tTest error 26.0\n","Test point 801 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 118.45804195804196\n","\tTest error 26.0\n","Test point 802 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 118.45804195804196\n","\tTest error 203.0\n","Test point 803 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 118.45804195804196\n","\tTest error 203.0\n","Test point 804 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 118.94755244755245\n","\tTest error 442.0\n","Test point 805 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 118.94755244755245\n","\tTest error 42.0\n","Test point 806 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 118.94755244755245\n","\tTest error 281.0\n","Test point 807 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 118.94755244755245\n","\tTest error 42.0\n","Test point 808 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 119.1617132867133\n","\tTest error 101.0\n","Test point 809 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 119.1617132867133\n","\tTest error 203.0\n","Test point 810 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 119.1617132867133\n","\tTest error 203.0\n","Test point 811 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 119.1617132867133\n","\tTest error 101.0\n","Test point 812 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 120.3715034965035\n","\tTest error 101.0\n","Test point 813 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 120.3715034965035\n","\tTest error 325.0\n","Test point 814 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 120.3715034965035\n","\tTest error 101.0\n","Test point 815 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 120.3715034965035\n","\tTest error 239.0\n","Test point 816 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 120.67307692307692\n","\tTest error 305.0\n","Test point 817 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 120.67307692307692\n","\tTest error 203.0\n","Test point 818 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 120.67307692307692\n","\tTest error 266.0\n","Test point 819 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 120.67307692307692\n","\tTest error 102.0\n","Test point 820 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 121.50611888111888\n","\tTest error 287.0\n","Test point 821 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 121.50611888111888\n","\tTest error 126.0\n","Test point 822 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 121.50611888111888\n","\tTest error 287.0\n","Test point 823 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 121.50611888111888\n","\tTest error 287.0\n","Test point 824 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 122.31118881118881\n","\tTest error 203.0\n","Test point 825 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 122.31118881118881\n","\tTest error 71.0\n","Test point 826 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 122.31118881118881\n","\tTest error 203.0\n","Test point 827 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 122.31118881118881\n","\tTest error 469.0\n","Test point 828 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 123.07342657342657\n","\tTest error 301.0\n","Test point 829 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 123.07342657342657\n","\tTest error 45.0\n","Test point 830 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 123.07342657342657\n","\tTest error 301.0\n","Test point 831 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 123.07342657342657\n","\tTest error 45.0\n","Test point 832 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 121.1555944055944\n","\tTest error 238.0\n","Test point 833 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 121.1555944055944\n","\tTest error 466.0\n","Test point 834 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 121.1555944055944\n","\tTest error 874.0\n","Test point 835 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 121.1555944055944\n","\tTest error 466.0\n","Test point 836 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 123.90734265734265\n","\tTest error 980.0\n","Test point 837 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 123.90734265734265\n","\tTest error 597.0\n","Test point 838 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 123.90734265734265\n","\tTest error 984.0\n","Test point 839 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 123.90734265734265\n","\tTest error 1016.0\n","Test point 840 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 128.73863636363637\n","\tTest error 2903.0\n","Test point 841 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 128.73863636363637\n","\tTest error 2903.0\n","Test point 842 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 128.73863636363637\n","\tTest error 2903.0\n","Test point 843 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 128.73863636363637\n","\tTest error 2903.0\n","Test point 844 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 138.88898601398603\n","\tTest error 517.0\n","Test point 845 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 138.88898601398603\n","\tTest error 517.0\n","Test point 846 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 138.88898601398603\n","\tTest error 356.0\n","Test point 847 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 138.88898601398603\n","\tTest error 517.0\n","Test point 848 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 140.55594405594405\n","\tTest error 354.0\n","Test point 849 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 140.55594405594405\n","\tTest error 228.0\n","Test point 850 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 140.55594405594405\n","\tTest error 256.0\n","Test point 851 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 140.55594405594405\n","\tTest error 256.0\n","Test point 852 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 141.6153846153846\n","\tTest error 223.0\n","Test point 853 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 141.6153846153846\n","\tTest error 256.0\n","Test point 854 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 141.6153846153846\n","\tTest error 128.0\n","Test point 855 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 141.6153846153846\n","\tTest error 422.0\n","Test point 856 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 142.70541958041957\n","\tTest error 294.0\n","Test point 857 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 142.70541958041957\n","\tTest error 256.0\n","Test point 858 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 142.70541958041957\n","\tTest error 294.0\n","Test point 859 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 142.70541958041957\n","\tTest error 294.0\n","Test point 860 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 143.43356643356643\n","\tTest error 128.0\n","Test point 861 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 143.43356643356643\n","\tTest error 128.0\n","Test point 862 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 143.43356643356643\n","\tTest error 71.0\n","Test point 863 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 143.43356643356643\n","\tTest error 156.0\n","Test point 864 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 144.08566433566435\n","\tTest error 256.0\n","Test point 865 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 144.08566433566435\n","\tTest error 45.0\n","Test point 866 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 144.08566433566435\n","\tTest error 45.0\n","Test point 867 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 144.08566433566435\n","\tTest error 45.0\n","Test point 868 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 144.17045454545453\n","\tTest error 128.0\n","Test point 869 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 144.17045454545453\n","\tTest error 128.0\n","Test point 870 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 144.17045454545453\n","\tTest error 72.0\n","Test point 871 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 144.17045454545453\n","\tTest error 90.0\n","Test point 872 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 144.6075174825175\n","\tTest error 128.0\n","Test point 873 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 144.6075174825175\n","\tTest error 128.0\n","Test point 874 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 144.6075174825175\n","\tTest error 128.0\n","Test point 875 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 144.6075174825175\n","\tTest error 992.0\n","Test point 876 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 145.83653846153845\n","\tTest error 640.0\n","Test point 877 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 145.83653846153845\n","\tTest error 238.0\n","Test point 878 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 145.83653846153845\n","\tTest error 238.0\n","Test point 879 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 145.83653846153845\n","\tTest error 238.0\n","Test point 880 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 144.97727272727272\n","\tTest error 333.0\n","Test point 881 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 144.97727272727272\n","\tTest error 333.0\n","Test point 882 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 144.97727272727272\n","\tTest error 640.0\n","Test point 883 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 144.97727272727272\n","\tTest error 640.0\n","Test point 884 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 148.62325174825176\n","\tTest error 0.0\n","Test point 885 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 148.62325174825176\n","\tTest error 2304.0\n","Test point 886 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 148.62325174825176\n","\tTest error 0.0\n","Test point 887 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 148.62325174825176\n","\tTest error 0.0\n","Test point 888 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 150.70541958041957\n","\tTest error 162.0\n","Test point 889 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 150.70541958041957\n","\tTest error 162.0\n","Test point 890 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 150.70541958041957\n","\tTest error 42.0\n","Test point 891 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 150.70541958041957\n","\tTest error 162.0\n","Test point 892 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 150.7840909090909\n","\tTest error 162.0\n","Test point 893 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 150.7840909090909\n","\tTest error 161.0\n","Test point 894 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 150.7840909090909\n","\tTest error 162.0\n","Test point 895 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 150.7840909090909\n","\tTest error 161.0\n","Test point 896 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 151.03234265734267\n","\tTest error 356.0\n","Test point 897 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 151.03234265734267\n","\tTest error 356.0\n","Test point 898 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 151.03234265734267\n","\tTest error 228.0\n","Test point 899 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 151.03234265734267\n","\tTest error 161.0\n","Test point 900 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 151.8181818181818\n","\tTest error 517.0\n","Test point 901 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 151.8181818181818\n","\tTest error 517.0\n","Test point 902 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 151.8181818181818\n","\tTest error 442.0\n","Test point 903 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 151.8181818181818\n","\tTest error 161.0\n","Test point 904 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 153.70891608391608\n","\tTest error 294.0\n","Test point 905 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 153.70891608391608\n","\tTest error 294.0\n","Test point 906 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 153.70891608391608\n","\tTest error 161.0\n","Test point 907 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 153.70891608391608\n","\tTest error 90.0\n","Test point 908 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 154.83916083916083\n","\tTest error 155.0\n","Test point 909 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 154.83916083916083\n","\tTest error 56.0\n","Test point 910 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 154.83916083916083\n","\tTest error 161.0\n","Test point 911 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 154.83916083916083\n","\tTest error 72.0\n","Test point 912 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 155.10052447552448\n","\tTest error 90.0\n","Test point 913 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 155.10052447552448\n","\tTest error 1078.0\n","Test point 914 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 155.10052447552448\n","\tTest error 161.0\n","Test point 915 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 155.10052447552448\n","\tTest error 105.0\n","Test point 916 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 156.4318181818182\n","\tTest error 71.0\n","Test point 917 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 156.4318181818182\n","\tTest error 71.0\n","Test point 918 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 156.4318181818182\n","\tTest error 246.0\n","Test point 919 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 156.4318181818182\n","\tTest error 71.0\n","Test point 920 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 155.5987762237762\n","\tTest error 1451.0\n","Test point 921 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 155.5987762237762\n","\tTest error 378.0\n","Test point 922 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 155.5987762237762\n","\tTest error 1419.0\n","Test point 923 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 155.5987762237762\n","\tTest error 427.0\n","Test point 924 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 162.45367132867133\n","\tTest error 1581.0\n","Test point 925 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 162.45367132867133\n","\tTest error 1578.0\n","Test point 926 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 162.45367132867133\n","\tTest error 1578.0\n","Test point 927 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 162.45367132867133\n","\tTest error 1581.0\n","Test point 928 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 169.7972027972028\n","\tTest error 2048.0\n","Test point 929 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 169.7972027972028\n","\tTest error 0.0\n","Test point 930 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 169.7972027972028\n","\tTest error 1935.0\n","Test point 931 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 169.7972027972028\n","\tTest error 0.0\n","Test point 932 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 169.15472027972027\n","\tTest error 42.0\n","Test point 933 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 169.15472027972027\n","\tTest error 53.0\n","Test point 934 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 169.15472027972027\n","\tTest error 53.0\n","Test point 935 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 169.15472027972027\n","\tTest error 42.0\n","Test point 936 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 169.2159090909091\n","\tTest error 203.0\n","Test point 937 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 169.2159090909091\n","\tTest error 150.0\n","Test point 938 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 169.2159090909091\n","\tTest error 203.0\n","Test point 939 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 169.2159090909091\n","\tTest error 106.0\n","Test point 940 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 169.59702797202797\n","\tTest error 204.0\n","Test point 941 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 169.59702797202797\n","\tTest error 158.0\n","Test point 942 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 169.59702797202797\n","\tTest error 158.0\n","Test point 943 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 169.59702797202797\n","\tTest error 406.0\n","Test point 944 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 170.5174825174825\n","\tTest error 155.0\n","Test point 945 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 170.5174825174825\n","\tTest error 203.0\n","Test point 946 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 170.5174825174825\n","\tTest error 155.0\n","Test point 947 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 170.5174825174825\n","\tTest error 45.0\n","Test point 948 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 170.90821678321677\n","\tTest error 203.0\n","Test point 949 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 170.90821678321677\n","\tTest error 8.0\n","Test point 950 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 170.90821678321677\n","\tTest error 406.0\n","Test point 951 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 170.90821678321677\n","\tTest error 8.0\n","Test point 952 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 172.04632867132867\n","\tTest error 90.0\n","Test point 953 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 172.04632867132867\n","\tTest error 203.0\n","Test point 954 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 172.04632867132867\n","\tTest error 71.0\n","Test point 955 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 172.04632867132867\n","\tTest error 71.0\n","Test point 956 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 172.01835664335664\n","\tTest error 132.0\n","Test point 957 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 172.01835664335664\n","\tTest error 203.0\n","Test point 958 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 172.01835664335664\n","\tTest error 203.0\n","Test point 959 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 172.01835664335664\n","\tTest error 203.0\n","Test point 960 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 174.9431818181818\n","\tTest error 1625.0\n","Test point 961 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 174.9431818181818\n","\tTest error 1625.0\n","Test point 962 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 174.9431818181818\n","\tTest error 167.0\n","Test point 963 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 174.9431818181818\n","\tTest error 167.0\n","Test point 964 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 175.08391608391608\n","\tTest error 1829.0\n","Test point 965 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 175.08391608391608\n","\tTest error 1829.0\n","Test point 966 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 175.08391608391608\n","\tTest error 475.0\n","Test point 967 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 175.08391608391608\n","\tTest error 1829.0\n","Test point 968 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 177.48776223776224\n","\tTest error 2012.0\n","Test point 969 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 177.48776223776224\n","\tTest error 2007.0\n","Test point 970 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 177.48776223776224\n","\tTest error 2007.0\n","Test point 971 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 177.48776223776224\n","\tTest error 2007.0\n","Test point 972 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 185.71678321678323\n","\tTest error 1625.0\n","Test point 973 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 185.71678321678323\n","\tTest error 1625.0\n","Test point 974 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 185.71678321678323\n","\tTest error 1792.0\n","Test point 975 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 185.71678321678323\n","\tTest error 0.0\n","Test point 976 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 192.5909090909091\n","\tTest error 256.0\n","Test point 977 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 192.5909090909091\n","\tTest error 53.0\n","Test point 978 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 192.5909090909091\n","\tTest error 53.0\n","Test point 979 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 192.5909090909091\n","\tTest error 150.0\n","Test point 980 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 193.14947552447552\n","\tTest error 189.0\n","Test point 981 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 193.14947552447552\n","\tTest error 189.0\n","Test point 982 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 193.14947552447552\n","\tTest error 256.0\n","Test point 983 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 193.14947552447552\n","\tTest error 256.0\n","Test point 984 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 194.10052447552448\n","\tTest error 45.0\n","Test point 985 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 194.10052447552448\n","\tTest error 158.0\n","Test point 986 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 194.10052447552448\n","\tTest error 256.0\n","Test point 987 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 194.10052447552448\n","\tTest error 45.0\n","Test point 988 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 194.14073426573427\n","\tTest error 56.0\n","Test point 989 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 194.14073426573427\n","\tTest error 8.0\n","Test point 990 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 194.14073426573427\n","\tTest error 8.0\n","Test point 991 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 194.14073426573427\n","\tTest error 8.0\n","Test point 992 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 194.1756993006993\n","\tTest error 10.0\n","Test point 993 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 194.1756993006993\n","\tTest error 256.0\n","Test point 994 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 194.1756993006993\n","\tTest error 768.0\n","Test point 995 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 194.1756993006993\n","\tTest error 312.0\n","Test point 996 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 194.98426573426573\n","\tTest error 246.0\n","Test point 997 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 194.98426573426573\n","\tTest error 246.0\n","Test point 998 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 194.98426573426573\n","\tTest error 246.0\n","Test point 999 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 194.98426573426573\n","\tTest error 246.0\n","Test point 1000 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 194.375\n","\tTest error 1792.0\n","Test point 1001 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 194.375\n","\tTest error 1792.0\n","Test point 1002 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 194.375\n","\tTest error 256.0\n","Test point 1003 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 194.375\n","\tTest error 167.0\n","Test point 1004 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 199.2674825174825\n","\tTest error 512.0\n","Test point 1005 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 199.2674825174825\n","\tTest error 512.0\n","Test point 1006 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 199.2674825174825\n","\tTest error 113.0\n","Test point 1007 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 199.2674825174825\n","\tTest error 512.0\n","Test point 1008 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 200.32604895104896\n","\tTest error 2304.0\n","Test point 1009 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 200.32604895104896\n","\tTest error 2304.0\n","Test point 1010 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 200.32604895104896\n","\tTest error 2304.0\n","Test point 1011 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 200.32604895104896\n","\tTest error 2304.0\n","Test point 1012 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 204.770979020979\n","\tTest error 2545.0\n","Test point 1013 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 204.770979020979\n","\tTest error 2548.0\n","Test point 1014 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 204.770979020979\n","\tTest error 2542.0\n","Test point 1015 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 204.770979020979\n","\tTest error 2548.0\n","Test point 1016 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 218.2701048951049\n","\tTest error 1792.0\n","Test point 1017 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 218.2701048951049\n","\tTest error 1792.0\n","Test point 1018 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 218.2701048951049\n","\tTest error 1792.0\n","Test point 1019 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 218.2701048951049\n","\tTest error 1536.0\n","Test point 1020 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 224.27272727272728\n","\tTest error 189.0\n","Test point 1021 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 224.27272727272728\n","\tTest error 189.0\n","Test point 1022 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 224.27272727272728\n","\tTest error 189.0\n","Test point 1023 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 224.27272727272728\n","\tTest error 83.0\n","Test point 1024 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 224.7237762237762\n","\tTest error 133.0\n","Test point 1025 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 224.7237762237762\n","\tTest error 379.0\n","Test point 1026 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 224.7237762237762\n","\tTest error 379.0\n","Test point 1027 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 224.7237762237762\n","\tTest error 168.0\n","Test point 1028 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 225.78234265734267\n","\tTest error 456.0\n","Test point 1029 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 225.78234265734267\n","\tTest error 322.0\n","Test point 1030 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 225.78234265734267\n","\tTest error 456.0\n","Test point 1031 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 225.78234265734267\n","\tTest error 322.0\n","Test point 1032 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 227.22027972027973\n","\tTest error 10.0\n","Test point 1033 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 227.22027972027973\n","\tTest error 322.0\n","Test point 1034 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 227.22027972027973\n","\tTest error 132.0\n","Test point 1035 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 227.22027972027973\n","\tTest error 71.0\n","Test point 1036 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 227.47727272727272\n","\tTest error 12.0\n","Test point 1037 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 227.47727272727272\n","\tTest error 1613.0\n","Test point 1038 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 227.47727272727272\n","\tTest error 1613.0\n","Test point 1039 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 227.47727272727272\n","\tTest error 12.0\n","Test point 1040 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 228.97552447552448\n","\tTest error 113.0\n","Test point 1041 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 228.97552447552448\n","\tTest error 113.0\n","Test point 1042 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 228.97552447552448\n","\tTest error 113.0\n","Test point 1043 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 228.97552447552448\n","\tTest error 113.0\n","Test point 1044 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 230.71328671328672\n","\tTest error 180.0\n","Test point 1045 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 230.71328671328672\n","\tTest error 226.0\n","Test point 1046 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 230.71328671328672\n","\tTest error 323.0\n","Test point 1047 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 230.71328671328672\n","\tTest error 180.0\n","Test point 1048 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 231.50786713286712\n","\tTest error 20.0\n","Test point 1049 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 231.50786713286712\n","\tTest error 20.0\n","Test point 1050 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 231.50786713286712\n","\tTest error 20.0\n","Test point 1051 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 231.50786713286712\n","\tTest error 20.0\n","Test point 1052 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 227.8208041958042\n","\tTest error 754.0\n","Test point 1053 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 227.8208041958042\n","\tTest error 754.0\n","Test point 1054 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 227.8208041958042\n","\tTest error 754.0\n","Test point 1055 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 227.8208041958042\n","\tTest error 2903.0\n","Test point 1056 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 222.0756118881119\n","\tTest error 3207.0\n","Test point 1057 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 222.0756118881119\n","\tTest error 3208.5\n","Test point 1058 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 222.0756118881119\n","\tTest error 3210.0\n","Test point 1059 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 222.0756118881119\n","\tTest error 3213.0\n","Test point 1060 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 248.84527972027973\n","\tTest error 812.5\n","Test point 1061 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 248.84527972027973\n","\tTest error 812.5\n","Test point 1062 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 248.84527972027973\n","\tTest error 812.5\n","Test point 1063 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 248.84527972027973\n","\tTest error 1625.0\n","Test point 1064 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 250.1520979020979\n","\tTest error 83.0\n","Test point 1065 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 250.1520979020979\n","\tTest error 362.0\n","Test point 1066 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 250.1520979020979\n","\tTest error 407.0\n","Test point 1067 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 250.1520979020979\n","\tTest error 407.0\n","Test point 1068 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 251.25262237762237\n","\tTest error 155.0\n","Test point 1069 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 251.25262237762237\n","\tTest error 301.0\n","Test point 1070 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 251.25262237762237\n","\tTest error 477.0\n","Test point 1071 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 251.25262237762237\n","\tTest error 301.0\n","Test point 1072 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 252.27797202797203\n","\tTest error 195.0\n","Test point 1073 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 252.27797202797203\n","\tTest error 406.0\n","Test point 1074 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 252.27797202797203\n","\tTest error 71.0\n","Test point 1075 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 252.27797202797203\n","\tTest error 195.0\n","Test point 1076 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 248.40865384615384\n","\tTest error 1625.0\n","Test point 1077 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 248.40865384615384\n","\tTest error 1625.0\n","Test point 1078 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 248.40865384615384\n","\tTest error 1625.0\n","Test point 1079 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 248.40865384615384\n","\tTest error 1625.0\n","Test point 1080 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 257.99475524475525\n","\tTest error 316.0\n","Test point 1081 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 257.99475524475525\n","\tTest error 406.0\n","Test point 1082 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 257.99475524475525\n","\tTest error 211.0\n","Test point 1083 out of 1147 with d = 10\n","\tBest model: KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=2, p=2,\n","                    weights='uniform') \n","\twith mean validation error: 257.99475524475525\n","\tTest error 226.0\n","Test point 1084 out of 1147 with d = 10\n"]}],"source":["testErrors, chosenModels = nestedSpatialLOOCV(X, y, distanceMatrix, 10, models)"]}],"metadata":{"colab":{"authorship_tag":"ABX9TyPRUC58GeyaAFLLCfHfF2Pw","collapsed_sections":[],"name":"Nested Spatial Cross Validation.ipynb","version":""},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python"}},"nbformat":4,"nbformat_minor":0}
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