From 4b399054811f571c3c321a8e2850279b96bd49dd Mon Sep 17 00:00:00 2001 From: syedjafer Date: Tue, 25 Oct 2022 16:23:15 +0530 Subject: [PATCH] Linear Regression --- ...on_with_Gradient_Descent_(_Scratch_).ipynb | 5506 +++++++++++++++++ 1 file changed, 5506 insertions(+) create mode 100644 Linear Regression/Linear_Regression_with_Gradient_Descent_(_Scratch_).ipynb diff --git a/Linear Regression/Linear_Regression_with_Gradient_Descent_(_Scratch_).ipynb b/Linear Regression/Linear_Regression_with_Gradient_Descent_(_Scratch_).ipynb new file mode 100644 index 0000000..cbf6805 --- /dev/null +++ b/Linear Regression/Linear_Regression_with_Gradient_Descent_(_Scratch_).ipynb @@ -0,0 +1,5506 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# Learn ML : Linear Regression with Gradient Descent ( Scratch )\n", + "Study Link : " + ], + "metadata": { + "id": "x2g5B9Un0LiN" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "_qqjJeYZ0IzZ" + }, + "outputs": [], + "source": [ + "# Imports\n", + "\n", + "# For Mathematical Operations\n", + "import numpy as np\n", + "\n", + "# For Visualization\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from matplotlib import rcParams\n", + "plt.style.use('fivethirtyeight')\n", + "# figure size in inches\n", + "rcParams['figure.figsize'] = 11.7,5.27" + ] + }, + { + "cell_type": "code", + "source": [ + "height = np.array([150, 160, 155, 173, 180, 169]) \n", + "weight = np.array([48, 63, 60, 67, 72, 66])\n" + ], + "metadata": { + "id": "TZEfrxkI0luI" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "sns.scatterplot(height, weight)\n", + "plt.xlabel(\"Height\")\n", + "plt.ylabel(\"Weight\")\n", + "plt.title(\"Height vs Weight\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 470 + }, + "id": "Da5UCgTR0o3h", + "outputId": "8b1fa813-6a31-4e5c-89ef-6aece1fc5aec" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", + " FutureWarning\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Height vs Weight')" + ] + }, + "metadata": {}, + "execution_count": 4 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Naive Idea 1 : Mean Value" + ], + "metadata": { + "id": "KTujBUVL1C9i" + } + }, + { + "cell_type": "code", + "source": [ + "sns.lineplot(x=height, y=[weight.mean()]*len(weight), lw=2, color=\"orange\")\n", + "sns.scatterplot(height, weight)\n", + "plt.legend([\"Mean Line\"])\n", + "plt.title(\"Naive Idea - System 1\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 431 + }, + "id": "Cab8DuE807gb", + "outputId": "d016f7c3-4e17-4562-e37a-1188db596c23" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", + " FutureWarning\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Basic Scale Down " + ], + "metadata": { + "id": "kh3FFWQe1JHf" + } + }, + { + "cell_type": "code", + "source": [ + "# Idea2 : Basic scale down\n", + "\n", + "def system(h):\n", + " return h/3" + ], + "metadata": { + "id": "OjAhMAyx1Gfx" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "sns.lineplot(x=height, y=[_h/3 for _h in height], lw=2, color=\"green\")\n", + "sns.scatterplot(height, weight)\n", + "plt.legend([\"Best Fit Line\"])\n", + "plt.title(\"Divided by 3 - System 2\")\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 431 + }, + "id": "3xiEzP5G1MYf", + "outputId": "0b4ccc72-50e7-46af-d34b-a1f84931edc2" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", + " FutureWarning\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Error Function: MSE" + ], + "metadata": { + "id": "PpnVJ9391RLV" + } + }, + { + "cell_type": "code", + "source": [ + "def mse(y, y_hat):\n", + " return np.mean((y - y_hat)**2)" + ], + "metadata": { + "id": "MfJFc7Up1OTF" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Random search\n", + "x = height\n", + "y = weight\n", + "for temp_m in zip(np.linspace(0, 1, num=100)):\n", + " for temp_c in np.linspace(0, 1, num=100):\n", + " line = temp_m*x + temp_c\n", + " print(temp_m, \"error\", mse(weight, line))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "GF6oZpIr1T6z", + "outputId": "9d908508-17c9-45c0-f9e5-dcc35b644770" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n", + "(0.5050505050505051,) error 428.179131381152\n", + "(0.5050505050505051,) error 428.59164030881243\n", + "(0.5050505050505051,) error 429.004353297283\n", + "(0.5050505050505051,) error 429.4172703465636\n", + "(0.5050505050505051,) error 429.83039145665447\n", + "(0.5050505050505051,) error 430.24371662755544\n", + "(0.5050505050505051,) error 430.65724585926654\n", + "(0.5050505050505051,) error 431.0709791517877\n", + "(0.5050505050505051,) error 431.484916505119\n", + "(0.5050505050505051,) error 431.89905791926043\n", + "(0.5050505050505051,) error 432.31340339421195\n", + "(0.5050505050505051,) error 432.7279529299737\n", + "(0.5050505050505051,) error 433.14270652654545\n", + "(0.5050505050505051,) error 433.55766418392733\n", + "(0.5050505050505051,) error 433.9728259021194\n", + "(0.5050505050505051,) error 434.3881916811215\n", + "(0.5050505050505051,) error 434.80376152093385\n", + "(0.5050505050505051,) error 435.2195354215562\n", + "(0.5050505050505051,) error 435.6355133829887\n", + "(0.5050505050505051,) error 436.0516954052314\n", + "(0.5050505050505051,) error 436.4680814882841\n", + "(0.5050505050505051,) error 436.88467163214705\n", + "(0.5050505050505051,) error 437.30146583682\n", + "(0.5050505050505051,) error 437.7184641023032\n", + "(0.5050505050505051,) error 438.1356664285963\n", + "(0.5050505050505051,) error 438.5530728156992\n", + "(0.5050505050505051,) error 438.97068326361267\n", + "(0.5050505050505051,) error 439.3884977723363\n", + "(0.5050505050505051,) error 439.80651634187006\n", + "(0.5050505050505051,) error 440.2247389722138\n", + "(0.5050505050505051,) error 440.6431656633678\n", + "(0.5050505050505051,) error 441.06179641533186\n", + "(0.5050505050505051,) error 441.4806312281061\n", + "(0.5050505050505051,) error 441.89967010169045\n", + "(0.5050505050505051,) error 442.31891303608495\n", + "(0.5050505050505051,) error 442.7383600312896\n", + "(0.5050505050505051,) error 443.15801108730426\n", + "(0.5050505050505051,) error 443.57786620412907\n", + "(0.5050505050505051,) error 443.997925381764\n", + "(0.5050505050505051,) error 444.41818862020904\n", + "(0.5050505050505051,) error 444.8386559194642\n", + "(0.5050505050505051,) error 445.25932727952954\n", + "(0.5050505050505051,) error 445.680202700405\n", + "(0.5050505050505051,) error 446.10128218209064\n", + "(0.5050505050505051,) error 446.52256572458623\n", + "(0.5050505050505051,) error 446.94405332789205\n", + "(0.5050505050505051,) error 447.36574499200805\n", + "(0.5050505050505051,) error 447.78764071693405\n", + "(0.5050505050505051,) error 448.20974050267023\n", + "(0.5050505050505051,) error 448.6320443492165\n", + "(0.5050505050505051,) error 449.0545522565729\n", + "(0.5050505050505051,) error 449.47726422473943\n", + "(0.5050505050505051,) error 449.9001802537161\n", + "(0.5050505050505051,) error 450.3233003435028\n", + "(0.5050505050505051,) error 450.7466244940997\n", + "(0.5050505050505051,) error 451.1701527055066\n", + "(0.5050505050505051,) error 451.5938849777238\n", + "(0.5050505050505051,) error 452.01782131075106\n", + "(0.5050505050505051,) error 452.4419617045885\n", + "(0.5050505050505051,) error 452.8663061592359\n", + "(0.5050505050505051,) error 453.29085467469355\n", + "(0.5050505050505051,) error 453.7156072509613\n", + "(0.5050505050505051,) error 454.1405638880392\n", + "(0.5050505050505051,) error 454.56572458592717\n", + "(0.5050505050505051,) error 454.9910893446252\n", + "(0.5050505050505051,) error 455.4166581641335\n", + "(0.5050505050505051,) error 455.8424310444518\n", + "(0.5050505050505051,) error 456.2684079855803\n", + "(0.5050505050505051,) error 456.6945889875189\n", + "(0.5050505050505051,) error 457.12097405026753\n", + "(0.5050505050505051,) error 457.5475631738264\n", + "(0.5050505050505051,) error 457.9743563581954\n", + "(0.5050505050505051,) error 458.40135360337445\n", + "(0.5050505050505051,) error 458.8285549093636\n", + "(0.5050505050505051,) error 459.255960276163\n", + "(0.5050505050505051,) error 459.6835697037718\n", + "(0.5050505050505051,) error 460.11138319219134\n", + "(0.5050505050505051,) error 460.53940074142105\n", + "(0.5050505050505051,) error 460.9676223514609\n", + "(0.5050505050505051,) error 461.3960480223107\n", + "(0.5050505050505051,) error 461.8246777539709\n", + "(0.5050505050505051,) error 462.25351154644096\n", + "(0.5050505050505051,) error 462.6825493997214\n", + "(0.5050505050505051,) error 463.1117913138117\n", + "(0.5050505050505051,) error 463.54123728871224\n", + "(0.5050505050505051,) error 463.9708873244229\n", + "(0.5050505050505051,) error 464.40074142094363\n", + "(0.5050505050505051,) error 464.8307995782746\n", + "(0.5050505050505051,) error 465.26106179641556\n", + "(0.5050505050505051,) error 465.6915280753667\n", + "(0.5050505050505051,) error 466.12219841512797\n", + "(0.5050505050505051,) error 466.55307281569935\n", + "(0.5050505050505051,) error 466.98415127708085\n", + "(0.5050505050505051,) error 467.41543379927253\n", + "(0.5050505050505051,) error 467.8469203822743\n", + "(0.5050505050505051,) error 468.27861102608614\n", + "(0.5050505050505051,) error 468.7105057307081\n", + "(0.5050505050505051,) error 469.14260449614017\n", + "(0.5050505050505051,) error 469.5749073223824\n", + "(0.5050505050505051,) error 470.0074142094348\n", + "(0.5151515151515152,) error 498.4455157636982\n", + "(0.5151515151515152,) error 498.8915926946236\n", + "(0.5151515151515152,) error 499.33787368635905\n", + "(0.5151515151515152,) error 499.7843587389049\n", + "(0.5151515151515152,) error 500.2310478522606\n", + "(0.5151515151515152,) error 500.6779410264266\n", + "(0.5151515151515152,) error 501.12503826140255\n", + "(0.5151515151515152,) error 501.57233955718874\n", + "(0.5151515151515152,) error 502.019844913785\n", + "(0.5151515151515152,) error 502.4675543311914\n", + "(0.5151515151515152,) error 502.91546780940797\n", + "(0.5151515151515152,) error 503.3635853484346\n", + "(0.5151515151515152,) error 503.8119069482713\n", + "(0.5151515151515152,) error 504.26043260891817\n", + "(0.5151515151515152,) error 504.70916233037525\n", + "(0.5151515151515152,) error 505.15809611264234\n", + "(0.5151515151515152,) error 505.60723395571966\n", + "(0.5151515151515152,) error 506.056575859607\n", + "(0.5151515151515152,) error 506.50612182430444\n", + "(0.5151515151515152,) error 506.9558718498121\n", + "(0.5151515151515152,) error 507.40582593612976\n", + "(0.5151515151515152,) error 507.8559840832577\n", + "(0.5151515151515152,) error 508.3063462911957\n", + "(0.5151515151515152,) error 508.7569125599438\n", + "(0.5151515151515152,) error 509.207682889502\n", + "(0.5151515151515152,) error 509.65865727986966\n", + "(0.5151515151515152,) error 510.1098357310481\n", + "(0.5151515151515152,) error 510.56121824303665\n", + "(0.5151515151515152,) error 511.0128048158355\n", + "(0.5151515151515152,) error 511.4645954494443\n", + "(0.5151515151515152,) error 511.91659014386323\n", + "(0.5151515151515152,) error 512.3687888990922\n", + "(0.5151515151515152,) error 512.8211917151315\n", + "(0.5151515151515152,) error 513.2737985919808\n", + "(0.5151515151515152,) error 513.7266095296402\n", + "(0.5151515151515152,) error 514.1796245281099\n", + "(0.5151515151515152,) error 514.6328435873895\n", + "(0.5151515151515152,) error 515.0862667074792\n", + "(0.5151515151515152,) error 515.5398938883792\n", + "(0.5151515151515152,) error 515.9937251300893\n", + "(0.5151515151515152,) error 516.4477604326094\n", + "(0.5151515151515152,) error 516.9019997959397\n", + "(0.5151515151515152,) error 517.35644322008\n", + "(0.5151515151515152,) error 517.8110907050307\n", + "(0.5151515151515152,) error 518.2659422507912\n", + "(0.5151515151515152,) error 518.720997857362\n", + "(0.5151515151515152,) error 519.1762575247429\n", + "(0.5151515151515152,) error 519.631721252934\n", + "(0.5151515151515152,) error 520.0873890419351\n", + "(0.5151515151515152,) error 520.5432608917464\n", + "(0.5151515151515152,) error 520.9993368023678\n", + "(0.5151515151515152,) error 521.4556167737992\n", + "(0.5151515151515152,) error 521.9121008060408\n", + "(0.5151515151515152,) error 522.3687888990926\n", + "(0.5151515151515152,) error 522.8256810529545\n", + "(0.5151515151515152,) error 523.2827772676264\n", + "(0.5151515151515152,) error 523.7400775431087\n", + "(0.5151515151515152,) error 524.1975818794007\n", + "(0.5151515151515152,) error 524.6552902765031\n", + "(0.5151515151515152,) error 525.1132027344155\n", + "(0.5151515151515152,) error 525.5713192531382\n", + "(0.5151515151515152,) error 526.0296398326709\n", + "(0.5151515151515152,) error 526.4881644730137\n", + "(0.5151515151515152,) error 526.9468931741667\n", + "(0.5151515151515152,) error 527.4058259361299\n", + "(0.5151515151515152,) error 527.864962758903\n", + "(0.5151515151515152,) error 528.3243036424864\n", + "(0.5151515151515152,) error 528.7838485868797\n", + "(0.5151515151515152,) error 529.2435975920833\n", + "(0.5151515151515152,) error 529.703550658097\n", + "(0.5151515151515152,) error 530.1637077849208\n", + "(0.5151515151515152,) error 530.6240689725547\n", + "(0.5151515151515152,) error 531.0846342209987\n", + "(0.5151515151515152,) error 531.5454035302529\n", + "(0.5151515151515152,) error 532.0063769003172\n", + "(0.5151515151515152,) error 532.467554331191\n", + "(0.5151515151515152,) error 532.9289358228755\n", + "(0.5151515151515152,) error 533.3905213753702\n", + "(0.5151515151515152,) error 533.852310988675\n", + "(0.5151515151515152,) error 534.3143046627898\n", + "(0.5151515151515152,) error 534.7765023977149\n", + "(0.5151515151515152,) error 535.2389041934501\n", + "(0.5151515151515152,) error 535.7015100499952\n", + "(0.5151515151515152,) error 536.1643199673507\n", + "(0.5151515151515152,) error 536.6273339455162\n", + "(0.5151515151515152,) error 537.0905519844919\n", + "(0.5151515151515152,) error 537.5539740842776\n", + "(0.5151515151515152,) error 538.0176002448735\n", + "(0.5151515151515152,) error 538.4814304662794\n", + "(0.5151515151515152,) error 538.9454647484955\n", + "(0.5151515151515152,) error 539.4097030915217\n", + "(0.5151515151515152,) error 539.8741454953581\n", + "(0.5151515151515152,) error 540.3387919600046\n", + "(0.5151515151515152,) error 540.8036424854612\n", + "(0.5151515151515152,) error 541.268697071728\n", + "(0.5151515151515152,) error 541.7339557188047\n", + "(0.5151515151515152,) error 542.1994184266918\n", + "(0.5151515151515152,) error 542.6650851953888\n", + "(0.5151515151515152,) error 543.130956024896\n", + "(0.5151515151515152,) error 543.5970309152134\n", + "(0.5252525252525253,) error 574.2560623065679\n", + "(0.5252525252525253,) error 574.7357072407582\n", + "(0.5252525252525253,) error 575.2155562357588\n", + "(0.5252525252525253,) error 575.6956092915694\n", + "(0.5252525252525253,) error 576.1758664081901\n", + "(0.5252525252525253,) error 576.656327585621\n", + "(0.5252525252525253,) error 577.136992823862\n", + "(0.5252525252525253,) error 577.6178621229132\n", + "(0.5252525252525253,) error 578.0989354827744\n", + "(0.5252525252525253,) error 578.5802129034458\n", + "(0.5252525252525253,) error 579.0616943849273\n", + "(0.5252525252525253,) error 579.5433799272189\n", + "(0.5252525252525253,) error 580.0252695303207\n", + "(0.5252525252525253,) error 580.5073631942324\n", + "(0.5252525252525253,) error 580.9896609189545\n", + "(0.5252525252525253,) error 581.4721627044865\n", + "(0.5252525252525253,) error 581.9548685508288\n", + "(0.5252525252525253,) error 582.4377784579812\n", + "(0.5252525252525253,) error 582.9208924259436\n", + "(0.5252525252525253,) error 583.4042104547162\n", + "(0.5252525252525253,) error 583.887732544299\n", + "(0.5252525252525253,) error 584.3714586946918\n", + "(0.5252525252525253,) error 584.8553889058946\n", + "(0.5252525252525253,) error 585.3395231779078\n", + "(0.5252525252525253,) error 585.823861510731\n", + "(0.5252525252525253,) error 586.3084039043636\n", + "(0.5252525252525253,) error 586.7931503588071\n", + "(0.5252525252525253,) error 587.2781008740607\n", + "(0.5252525252525253,) error 587.7632554501243\n", + "(0.5252525252525253,) error 588.2486140869981\n", + "(0.5252525252525253,) error 588.7341767846821\n", + "(0.5252525252525253,) error 589.2199435431761\n", + "(0.5252525252525253,) error 589.7059143624801\n", + "(0.5252525252525253,) error 590.1920892425945\n", + "(0.5252525252525253,) error 590.6784681835188\n", + "(0.5252525252525253,) error 591.1650511852534\n", + "(0.5252525252525253,) error 591.6518382477981\n", + "(0.5252525252525253,) error 592.1388293711528\n", + "(0.5252525252525253,) error 592.6260245553177\n", + "(0.5252525252525253,) error 593.1134238002928\n", + "(0.5252525252525253,) error 593.6010271060779\n", + "(0.5252525252525253,) error 594.0888344726732\n", + "(0.5252525252525253,) error 594.5768459000785\n", + "(0.5252525252525253,) error 595.065061388294\n", + "(0.5252525252525253,) error 595.5534809373197\n", + "(0.5252525252525253,) error 596.0421045471555\n", + "(0.5252525252525253,) error 596.5309322178013\n", + "(0.5252525252525253,) error 597.0199639492573\n", + "(0.5252525252525253,) error 597.5091997415234\n", + "(0.5252525252525253,) error 597.9986395945997\n", + "(0.5252525252525253,) error 598.488283508486\n", + "(0.5252525252525253,) error 598.9781314831824\n", + "(0.5252525252525253,) error 599.468183518689\n", + "(0.5252525252525253,) error 599.9584396150057\n", + "(0.5252525252525253,) error 600.4488997721327\n", + "(0.5252525252525253,) error 600.9395639900696\n", + "(0.5252525252525253,) error 601.4304322688166\n", + "(0.5252525252525253,) error 601.9215046083738\n", + "(0.5252525252525253,) error 602.4127810087413\n", + "(0.5252525252525253,) error 602.9042614699185\n", + "(0.5252525252525253,) error 603.3959459919062\n", + "(0.5252525252525253,) error 603.8878345747039\n", + "(0.5252525252525253,) error 604.3799272183116\n", + "(0.5252525252525253,) error 604.8722239227296\n", + "(0.5252525252525253,) error 605.3647246879576\n", + "(0.5252525252525253,) error 605.857429513996\n", + "(0.5252525252525253,) error 606.3503384008442\n", + "(0.5252525252525253,) error 606.8434513485025\n", + "(0.5252525252525253,) error 607.336768356971\n", + "(0.5252525252525253,) error 607.8302894262498\n", + "(0.5252525252525253,) error 608.3240145563385\n", + "(0.5252525252525253,) error 608.8179437472376\n", + "(0.5252525252525253,) error 609.3120769989465\n", + "(0.5252525252525253,) error 609.8064143114656\n", + "(0.5252525252525253,) error 610.3009556847949\n", + "(0.5252525252525253,) error 610.7957011189336\n", + "(0.5252525252525253,) error 611.290650613883\n", + "(0.5252525252525253,) error 611.7858041696427\n", + "(0.5252525252525253,) error 612.2811617862125\n", + "(0.5252525252525253,) error 612.7767234635922\n", + "(0.5252525252525253,) error 613.2724892017824\n", + "(0.5252525252525253,) error 613.7684590007824\n", + "(0.5252525252525253,) error 614.2646328605925\n", + "(0.5252525252525253,) error 614.761010781213\n", + "(0.5252525252525253,) error 615.2575927626435\n", + "(0.5252525252525253,) error 615.7543788048841\n", + "(0.5252525252525253,) error 616.2513689079348\n", + "(0.5252525252525253,) error 616.7485630717956\n", + "(0.5252525252525253,) error 617.2459612964667\n", + "(0.5252525252525253,) error 617.7435635819477\n", + "(0.5252525252525253,) error 618.2413699282389\n", + "(0.5252525252525253,) error 618.7393803353403\n", + "(0.5252525252525253,) error 619.2375948032517\n", + "(0.5252525252525253,) error 619.7360133319734\n", + "(0.5252525252525253,) error 620.2346359215051\n", + "(0.5252525252525253,) error 620.7334625718469\n", + "(0.5252525252525253,) error 621.2324932829987\n", + "(0.5252525252525253,) error 621.7317280549609\n", + "(0.5252525252525253,) error 622.2311668877329\n", + "(0.5252525252525253,) error 622.7308097813152\n", + "(0.5353535353535354,) error 655.6107710097609\n", + "(0.5353535353535354,) error 656.1239839472163\n", + "(0.5353535353535354,) error 656.6374009454817\n", + "(0.5353535353535354,) error 657.1510220045574\n", + "(0.5353535353535354,) error 657.6648471244431\n", + "(0.5353535353535354,) error 658.178876305139\n", + "(0.5353535353535354,) error 658.6931095466449\n", + "(0.5353535353535354,) error 659.2075468489611\n", + "(0.5353535353535354,) error 659.7221882120873\n", + "(0.5353535353535354,) error 660.2370336360236\n", + "(0.5353535353535354,) error 660.7520831207701\n", + "(0.5353535353535354,) error 661.2673366663266\n", + "(0.5353535353535354,) error 661.7827942726934\n", + "(0.5353535353535354,) error 662.2984559398702\n", + "(0.5353535353535354,) error 662.8143216678571\n", + "(0.5353535353535354,) error 663.3303914566543\n", + "(0.5353535353535354,) error 663.8466653062615\n", + "(0.5353535353535354,) error 664.3631432166786\n", + "(0.5353535353535354,) error 664.8798251879062\n", + "(0.5353535353535354,) error 665.3967112199439\n", + "(0.5353535353535354,) error 665.9138013127914\n", + "(0.5353535353535354,) error 666.4310954664493\n", + "(0.5353535353535354,) error 666.9485936809172\n", + "(0.5353535353535354,) error 667.4662959561952\n", + "(0.5353535353535354,) error 667.9842022922835\n", + "(0.5353535353535354,) error 668.5023126891809\n", + "(0.5353535353535354,) error 669.0206271468893\n", + "(0.5353535353535354,) error 669.5391456654079\n", + "(0.5353535353535354,) error 670.0578682447366\n", + "(0.5353535353535354,) error 670.5767948848753\n", + "(0.5353535353535354,) error 671.0959255858243\n", + "(0.5353535353535354,) error 671.6152603475833\n", + "(0.5353535353535354,) error 672.1347991701524\n", + "(0.5353535353535354,) error 672.6545420535316\n", + "(0.5353535353535354,) error 673.174488997721\n", + "(0.5353535353535354,) error 673.6946400027206\n", + "(0.5353535353535354,) error 674.2149950685302\n", + "(0.5353535353535354,) error 674.73555419515\n", + "(0.5353535353535354,) error 675.2563173825797\n", + "(0.5353535353535354,) error 675.7772846308197\n", + "(0.5353535353535354,) error 676.29845593987\n", + "(0.5353535353535354,) error 676.8198313097301\n", + "(0.5353535353535354,) error 677.3414107404005\n", + "(0.5353535353535354,) error 677.8631942318809\n", + "(0.5353535353535354,) error 678.3851817841716\n", + "(0.5353535353535354,) error 678.9073733972723\n", + "(0.5353535353535354,) error 679.4297690711832\n", + "(0.5353535353535354,) error 679.952368805904\n", + "(0.5353535353535354,) error 680.4751726014351\n", + "(0.5353535353535354,) error 680.9981804577764\n", + "(0.5353535353535354,) error 681.5213923749277\n", + "(0.5353535353535354,) error 682.0448083528892\n", + "(0.5353535353535354,) error 682.5684283916606\n", + "(0.5353535353535354,) error 683.0922524912424\n", + "(0.5353535353535354,) error 683.6162806516342\n", + "(0.5353535353535354,) error 684.1405128728361\n", + "(0.5353535353535354,) error 684.6649491548483\n", + "(0.5353535353535354,) error 685.1895894976705\n", + "(0.5353535353535354,) error 685.7144339013026\n", + "(0.5353535353535354,) error 686.2394823657451\n", + "(0.5353535353535354,) error 686.7647348909977\n", + "(0.5353535353535354,) error 687.2901914770604\n", + "(0.5353535353535354,) error 687.815852123933\n", + "(0.5353535353535354,) error 688.3417168316159\n", + "(0.5353535353535354,) error 688.8677856001091\n", + "(0.5353535353535354,) error 689.3940584294122\n", + "(0.5353535353535354,) error 689.9205353195254\n", + "(0.5353535353535354,) error 690.4472162704488\n", + "(0.5353535353535354,) error 690.9741012821823\n", + "(0.5353535353535354,) error 691.501190354726\n", + "(0.5353535353535354,) error 692.0284834880798\n", + "(0.5353535353535354,) error 692.5559806822436\n", + "(0.5353535353535354,) error 693.0836819372176\n", + "(0.5353535353535354,) error 693.6115872530017\n", + "(0.5353535353535354,) error 694.1396966295961\n", + "(0.5353535353535354,) error 694.6680100669995\n", + "(0.5353535353535354,) error 695.1965275652141\n", + "(0.5353535353535354,) error 695.7252491242388\n", + "(0.5353535353535354,) error 696.2541747440736\n", + "(0.5353535353535354,) error 696.7833044247183\n", + "(0.5353535353535354,) error 697.3126381661732\n", + "(0.5353535353535354,) error 697.8421759684383\n", + "(0.5353535353535354,) error 698.3719178315135\n", + "(0.5353535353535354,) error 698.9018637553987\n", + "(0.5353535353535354,) error 699.4320137400942\n", + "(0.5353535353535354,) error 699.9623677855998\n", + "(0.5353535353535354,) error 700.4929258919157\n", + "(0.5353535353535354,) error 701.0236880590414\n", + "(0.5353535353535354,) error 701.5546542869773\n", + "(0.5353535353535354,) error 702.0858245757232\n", + "(0.5353535353535354,) error 702.6171989252797\n", + "(0.5353535353535354,) error 703.1487773356458\n", + "(0.5353535353535354,) error 703.6805598068222\n", + "(0.5353535353535354,) error 704.2125463388088\n", + "(0.5353535353535354,) error 704.7447369316054\n", + "(0.5353535353535354,) error 705.2771315852123\n", + "(0.5353535353535354,) error 705.8097302996292\n", + "(0.5353535353535354,) error 706.3425330748563\n", + "(0.5353535353535354,) error 706.8755399108933\n", + "(0.5353535353535354,) error 707.4087508077408\n", + "(0.5454545454545455,) error 742.5096418732788\n", + "(0.5454545454545455,) error 743.0564228139992\n", + "(0.5454545454545455,) error 743.6034078155297\n", + "(0.5454545454545455,) error 744.1505968778703\n", + "(0.5454545454545455,) error 744.6979900010209\n", + "(0.5454545454545455,) error 745.2455871849817\n", + "(0.5454545454545455,) error 745.7933884297528\n", + "(0.5454545454545455,) error 746.3413937353339\n", + "(0.5454545454545455,) error 746.8896031017249\n", + "(0.5454545454545455,) error 747.4380165289264\n", + "(0.5454545454545455,) error 747.9866340169378\n", + "(0.5454545454545455,) error 748.5354555657594\n", + "(0.5454545454545455,) error 749.084481175391\n", + "(0.5454545454545455,) error 749.6337108458329\n", + "(0.5454545454545455,) error 750.1831445770848\n", + "(0.5454545454545455,) error 750.7327823691468\n", + "(0.5454545454545455,) error 751.282624222019\n", + "(0.5454545454545455,) error 751.8326701357014\n", + "(0.5454545454545455,) error 752.3829201101936\n", + "(0.5454545454545455,) error 752.9333741454961\n", + "(0.5454545454545455,) error 753.4840322416089\n", + "(0.5454545454545455,) error 754.0348943985317\n", + "(0.5454545454545455,) error 754.5859606162645\n", + "(0.5454545454545455,) error 755.1372308948075\n", + "(0.5454545454545455,) error 755.6887052341607\n", + "(0.5454545454545455,) error 756.2403836343232\n", + "(0.5454545454545455,) error 756.7922660952967\n", + "(0.5454545454545455,) error 757.3443526170801\n", + "(0.5454545454545455,) error 757.8966431996737\n", + "(0.5454545454545455,) error 758.4491378430776\n", + "(0.5454545454545455,) error 759.0018365472914\n", + "(0.5454545454545455,) error 759.5547393123155\n", + "(0.5454545454545455,) error 760.1078461381494\n", + "(0.5454545454545455,) error 760.6611570247937\n", + "(0.5454545454545455,) error 761.2146719722481\n", + "(0.5454545454545455,) error 761.7683909805127\n", + "(0.5454545454545455,) error 762.3223140495871\n", + "(0.5454545454545455,) error 762.876441179472\n", + "(0.5454545454545455,) error 763.4307723701668\n", + "(0.5454545454545455,) error 763.9853076216717\n", + "(0.5454545454545455,) error 764.5400469339869\n", + "(0.5454545454545455,) error 765.094990307112\n", + "(0.5454545454545455,) error 765.6501377410473\n", + "(0.5454545454545455,) error 766.2054892357927\n", + "(0.5454545454545455,) error 766.7610447913484\n", + "(0.5454545454545455,) error 767.3168044077139\n", + "(0.5454545454545455,) error 767.8727680848898\n", + "(0.5454545454545455,) error 768.4289358228757\n", + "(0.5454545454545455,) error 768.9853076216718\n", + "(0.5454545454545455,) error 769.541883481278\n", + "(0.5454545454545455,) error 770.0986634016944\n", + "(0.5454545454545455,) error 770.6556473829206\n", + "(0.5454545454545455,) error 771.2128354249572\n", + "(0.5454545454545455,) error 771.7702275278039\n", + "(0.5454545454545455,) error 772.3278236914608\n", + "(0.5454545454545455,) error 772.8856239159277\n", + "(0.5454545454545455,) error 773.4436282012047\n", + "(0.5454545454545455,) error 774.0018365472919\n", + "(0.5454545454545455,) error 774.5602489541892\n", + "(0.5454545454545455,) error 775.1188654218964\n", + "(0.5454545454545455,) error 775.677685950414\n", + "(0.5454545454545455,) error 776.2367105397417\n", + "(0.5454545454545455,) error 776.7959391898794\n", + "(0.5454545454545455,) error 777.3553719008273\n", + "(0.5454545454545455,) error 777.9150086725853\n", + "(0.5454545454545455,) error 778.4748495051534\n", + "(0.5454545454545455,) error 779.0348943985317\n", + "(0.5454545454545455,) error 779.5951433527201\n", + "(0.5454545454545455,) error 780.1555963677187\n", + "(0.5454545454545455,) error 780.7162534435271\n", + "(0.5454545454545455,) error 781.2771145801458\n", + "(0.5454545454545455,) error 781.8381797775746\n", + "(0.5454545454545455,) error 782.3994490358136\n", + "(0.5454545454545455,) error 782.9609223548628\n", + "(0.5454545454545455,) error 783.522599734722\n", + "(0.5454545454545455,) error 784.0844811753905\n", + "(0.5454545454545455,) error 784.64656667687\n", + "(0.5454545454545455,) error 785.2088562391596\n", + "(0.5454545454545455,) error 785.7713498622593\n", + "(0.5454545454545455,) error 786.3340475461691\n", + "(0.5454545454545455,) error 786.896949290889\n", + "(0.5454545454545455,) error 787.4600550964191\n", + "(0.5454545454545455,) error 788.0233649627593\n", + "(0.5454545454545455,) error 788.5868788899096\n", + "(0.5454545454545455,) error 789.1505968778698\n", + "(0.5454545454545455,) error 789.7145189266406\n", + "(0.5454545454545455,) error 790.2786450362213\n", + "(0.5454545454545455,) error 790.8429752066119\n", + "(0.5454545454545455,) error 791.4075094378128\n", + "(0.5454545454545455,) error 791.9722477298241\n", + "(0.5454545454545455,) error 792.5371900826452\n", + "(0.5454545454545455,) error 793.1023364962763\n", + "(0.5454545454545455,) error 793.6676869707177\n", + "(0.5454545454545455,) error 794.2332415059694\n", + "(0.5454545454545455,) error 794.7990001020311\n", + "(0.5454545454545455,) error 795.3649627589028\n", + "(0.5454545454545455,) error 795.9311294765845\n", + "(0.5454545454545455,) error 796.4975002550765\n", + "(0.5454545454545455,) error 797.0640750943788\n", + "(0.5454545454545455,) error 797.6308539944908\n", + "(0.5555555555555556,) error 834.9526748971197\n", + "(0.5555555555555556,) error 835.5330238411049\n", + "(0.5555555555555556,) error 836.1135768459002\n", + "(0.5555555555555556,) error 836.6943339115059\n", + "(0.5555555555555556,) error 837.2752950379216\n", + "(0.5555555555555556,) error 837.8564602251473\n", + "(0.5555555555555556,) error 838.4378294731833\n", + "(0.5555555555555556,) error 839.0194027820294\n", + "(0.5555555555555556,) error 839.6011801516856\n", + "(0.5555555555555556,) error 840.1831615821519\n", + "(0.5555555555555556,) error 840.7653470734282\n", + "(0.5555555555555556,) error 841.3477366255148\n", + "(0.5555555555555556,) error 841.9303302384116\n", + "(0.5555555555555556,) error 842.5131279121182\n", + "(0.5555555555555556,) error 843.0961296466352\n", + "(0.5555555555555556,) error 843.6793354419623\n", + "(0.5555555555555556,) error 844.2627452980993\n", + "(0.5555555555555556,) error 844.8463592150465\n", + "(0.5555555555555556,) error 845.430177192804\n", + "(0.5555555555555556,) error 846.0141992313715\n", + "(0.5555555555555556,) error 846.5984253307491\n", + "(0.5555555555555556,) error 847.1828554909367\n", + "(0.5555555555555556,) error 847.7674897119347\n", + "(0.5555555555555556,) error 848.3523279937427\n", + "(0.5555555555555556,) error 848.9373703363608\n", + "(0.5555555555555556,) error 849.5226167397883\n", + "(0.5555555555555556,) error 850.1080672040267\n", + "(0.5555555555555556,) error 850.693721729075\n", + "(0.5555555555555556,) error 851.2795803149337\n", + "(0.5555555555555556,) error 851.8656429616025\n", + "(0.5555555555555556,) error 852.4519096690814\n", + "(0.5555555555555556,) error 853.0383804373702\n", + "(0.5555555555555556,) error 853.6250552664693\n", + "(0.5555555555555556,) error 854.2119341563786\n", + "(0.5555555555555556,) error 854.7990171070979\n", + "(0.5555555555555556,) error 855.3863041186274\n", + "(0.5555555555555556,) error 855.9737951909669\n", + "(0.5555555555555556,) error 856.5614903241166\n", + "(0.5555555555555556,) error 857.1493895180764\n", + "(0.5555555555555556,) error 857.7374927728464\n", + "(0.5555555555555556,) error 858.3258000884265\n", + "(0.5555555555555556,) error 858.9143114648165\n", + "(0.5555555555555556,) error 859.5030269020168\n", + "(0.5555555555555556,) error 860.0919464000273\n", + "(0.5555555555555556,) error 860.6810699588478\n", + "(0.5555555555555556,) error 861.2703975784785\n", + "(0.5555555555555556,) error 861.8599292589194\n", + "(0.5555555555555556,) error 862.4496650001702\n", + "(0.5555555555555556,) error 863.0396048022312\n", + "(0.5555555555555556,) error 863.6297486651024\n", + "(0.5555555555555556,) error 864.2200965887837\n", + "(0.5555555555555556,) error 864.8106485732751\n", + "(0.5555555555555556,) error 865.4014046185766\n", + "(0.5555555555555556,) error 865.9923647246883\n", + "(0.5555555555555556,) error 866.58352889161\n", + "(0.5555555555555556,) error 867.1748971193418\n", + "(0.5555555555555556,) error 867.766469407884\n", + "(0.5555555555555556,) error 868.358245757236\n", + "(0.5555555555555556,) error 868.9502261673983\n", + "(0.5555555555555556,) error 869.5424106383706\n", + "(0.5555555555555556,) error 870.1347991701532\n", + "(0.5555555555555556,) error 870.7273917627458\n", + "(0.5555555555555556,) error 871.3201884161485\n", + "(0.5555555555555556,) error 871.9131891303614\n", + "(0.5555555555555556,) error 872.5063939053844\n", + "(0.5555555555555556,) error 873.0998027412173\n", + "(0.5555555555555556,) error 873.6934156378605\n", + "(0.5555555555555556,) error 874.287232595314\n", + "(0.5555555555555556,) error 874.8812536135773\n", + "(0.5555555555555556,) error 875.4754786926511\n", + "(0.5555555555555556,) error 876.0699078325347\n", + "(0.5555555555555556,) error 876.6645410332285\n", + "(0.5555555555555556,) error 877.2593782947324\n", + "(0.5555555555555556,) error 877.8544196170466\n", + "(0.5555555555555556,) error 878.4496650001706\n", + "(0.5555555555555556,) error 879.0451144441041\n", + "(0.5555555555555556,) error 879.6407679488485\n", + "(0.5555555555555556,) error 880.2366255144033\n", + "(0.5555555555555556,) error 880.832687140768\n", + "(0.5555555555555556,) error 881.4289528279427\n", + "(0.5555555555555556,) error 882.0254225759276\n", + "(0.5555555555555556,) error 882.6220963847226\n", + "(0.5555555555555556,) error 883.2189742543277\n", + "(0.5555555555555556,) error 883.816056184743\n", + "(0.5555555555555556,) error 884.4133421759684\n", + "(0.5555555555555556,) error 885.0108322280039\n", + "(0.5555555555555556,) error 885.6085263408496\n", + "(0.5555555555555556,) error 886.2064245145056\n", + "(0.5555555555555556,) error 886.8045267489712\n", + "(0.5555555555555556,) error 887.4028330442474\n", + "(0.5555555555555556,) error 888.0013434003334\n", + "(0.5555555555555556,) error 888.6000578172296\n", + "(0.5555555555555556,) error 889.1989762949361\n", + "(0.5555555555555556,) error 889.7980988334525\n", + "(0.5555555555555556,) error 890.3974254327791\n", + "(0.5555555555555556,) error 890.9969560929159\n", + "(0.5555555555555556,) error 891.5966908138627\n", + "(0.5555555555555556,) error 892.1966295956198\n", + "(0.5555555555555556,) error 892.7967724381868\n", + "(0.5555555555555556,) error 893.397119341564\n", + "(0.5656565656565657,) error 932.9398700812852\n", + "(0.5656565656565657,) error 933.5537870285356\n", + "(0.5656565656565657,) error 934.167908036596\n", + "(0.5656565656565657,) error 934.7822331054664\n", + "(0.5656565656565657,) error 935.3967622351471\n", + "(0.5656565656565657,) error 936.0114954256378\n", + "(0.5656565656565657,) error 936.6264326769389\n", + "(0.5656565656565657,) error 937.2415739890498\n", + "(0.5656565656565657,) error 937.856919361971\n", + "(0.5656565656565657,) error 938.4724687957022\n", + "(0.5656565656565657,) error 939.0882222902437\n", + "(0.5656565656565657,) error 939.7041798455949\n", + "(0.5656565656565657,) error 940.3203414617568\n", + "(0.5656565656565657,) error 940.9367071387284\n", + "(0.5656565656565657,) error 941.5532768765103\n", + "(0.5656565656565657,) error 942.1700506751025\n", + "(0.5656565656565657,) error 942.7870285345044\n", + "(0.5656565656565657,) error 943.4042104547169\n", + "(0.5656565656565657,) error 944.0215964357393\n", + "(0.5656565656565657,) error 944.6391864775716\n", + "(0.5656565656565657,) error 945.2569805802142\n", + "(0.5656565656565657,) error 945.8749787436668\n", + "(0.5656565656565657,) error 946.4931809679298\n", + "(0.5656565656565657,) error 947.1115872530027\n", + "(0.5656565656565657,) error 947.7301975988859\n", + "(0.5656565656565657,) error 948.3490120055782\n", + "(0.5656565656565657,) error 948.9680304730814\n", + "(0.5656565656565657,) error 949.587253001395\n", + "(0.5656565656565657,) error 950.2066795905185\n", + "(0.5656565656565657,) error 950.8263102404522\n", + "(0.5656565656565657,) error 951.4461449511963\n", + "(0.5656565656565657,) error 952.06618372275\n", + "(0.5656565656565657,) error 952.686426555114\n", + "(0.5656565656565657,) error 953.3068734482882\n", + "(0.5656565656565657,) error 953.9275244022725\n", + "(0.5656565656565657,) error 954.5483794170672\n", + "(0.5656565656565657,) error 955.1694384926717\n", + "(0.5656565656565657,) error 955.7907016290861\n", + "(0.5656565656565657,) error 956.4121688263109\n", + "(0.5656565656565657,) error 957.0338400843458\n", + "(0.5656565656565657,) error 957.655715403191\n", + "(0.5656565656565657,) error 958.2777947828462\n", + "(0.5656565656565657,) error 958.9000782233114\n", + "(0.5656565656565657,) error 959.5225657245868\n", + "(0.5656565656565657,) error 960.1452572866723\n", + "(0.5656565656565657,) error 960.768152909568\n", + "(0.5656565656565657,) error 961.3912525932737\n", + "(0.5656565656565657,) error 962.0145563377896\n", + "(0.5656565656565657,) error 962.6380641431155\n", + "(0.5656565656565657,) error 963.2617760092517\n", + "(0.5656565656565657,) error 963.8856919361979\n", + "(0.5656565656565657,) error 964.5098119239543\n", + "(0.5656565656565657,) error 965.1341359725208\n", + "(0.5656565656565657,) error 965.7586640818973\n", + "(0.5656565656565657,) error 966.3833962520843\n", + "(0.5656565656565657,) error 967.0083324830811\n", + "(0.5656565656565657,) error 967.633472774888\n", + "(0.5656565656565657,) error 968.2588171275052\n", + "(0.5656565656565657,) error 968.8843655409322\n", + "(0.5656565656565657,) error 969.5101180151696\n", + "(0.5656565656565657,) error 970.1360745502171\n", + "(0.5656565656565657,) error 970.7622351460745\n", + "(0.5656565656565657,) error 971.3885998027423\n", + "(0.5656565656565657,) error 972.0151685202203\n", + "(0.5656565656565657,) error 972.6419412985082\n", + "(0.5656565656565657,) error 973.2689181376063\n", + "(0.5656565656565657,) error 973.8960990375144\n", + "(0.5656565656565657,) error 974.5234839982327\n", + "(0.5656565656565657,) error 975.151073019761\n", + "(0.5656565656565657,) error 975.7788661020999\n", + "(0.5656565656565657,) error 976.4068632452485\n", + "(0.5656565656565657,) error 977.0350644492073\n", + "(0.5656565656565657,) error 977.6634697139762\n", + "(0.5656565656565657,) error 978.2920790395551\n", + "(0.5656565656565657,) error 978.9208924259442\n", + "(0.5656565656565657,) error 979.5499098731428\n", + "(0.5656565656565657,) error 980.1791313811522\n", + "(0.5656565656565657,) error 980.8085569499716\n", + "(0.5656565656565657,) error 981.4381865796013\n", + "(0.5656565656565657,) error 982.0680202700411\n", + "(0.5656565656565657,) error 982.6980580212909\n", + "(0.5656565656565657,) error 983.328299833351\n", + "(0.5656565656565657,) error 983.9587457062211\n", + "(0.5656565656565657,) error 984.5893956399013\n", + "(0.5656565656565657,) error 985.2202496343916\n", + "(0.5656565656565657,) error 985.8513076896921\n", + "(0.5656565656565657,) error 986.4825698058029\n", + "(0.5656565656565657,) error 987.1140359827235\n", + "(0.5656565656565657,) error 987.7457062204544\n", + "(0.5656565656565657,) error 988.3775805189954\n", + "(0.5656565656565657,) error 989.0096588783466\n", + "(0.5656565656565657,) error 989.6419412985077\n", + "(0.5656565656565657,) error 990.2744277794791\n", + "(0.5656565656565657,) error 990.9071183212606\n", + "(0.5656565656565657,) error 991.540012923852\n", + "(0.5656565656565657,) error 992.1731115872539\n", + "(0.5656565656565657,) error 992.8064143114658\n", + "(0.5656565656565657,) error 993.4399210964875\n", + "(0.5656565656565657,) error 994.0736319423198\n", + "(0.5656565656565657,) error 994.707546848962\n", + "(0.5757575757575758,) error 1036.4712274257731\n", + "(0.5757575757575758,) error 1037.1187123762886\n", + "(0.5757575757575758,) error 1037.766401387614\n", + "(0.5757575757575758,) error 1038.4142944597495\n", + "(0.5757575757575758,) error 1039.0623915926951\n", + "(0.5757575757575758,) error 1039.7106927864509\n", + "(0.5757575757575758,) error 1040.3591980410167\n", + "(0.5757575757575758,) error 1041.0079073563927\n", + "(0.5757575757575758,) error 1041.6568207325788\n", + "(0.5757575757575758,) error 1042.305938169575\n", + "(0.5757575757575758,) error 1042.9552596673816\n", + "(0.5757575757575758,) error 1043.6047852259978\n", + "(0.5757575757575758,) error 1044.2545148454246\n", + "(0.5757575757575758,) error 1044.9044485256613\n", + "(0.5757575757575758,) error 1045.5545862667084\n", + "(0.5757575757575758,) error 1046.204928068565\n", + "(0.5757575757575758,) error 1046.8554739312322\n", + "(0.5757575757575758,) error 1047.5062238547096\n", + "(0.5757575757575758,) error 1048.1571778389966\n", + "(0.5757575757575758,) error 1048.8083358840943\n", + "(0.5757575757575758,) error 1049.4596979900018\n", + "(0.5757575757575758,) error 1050.1112641567195\n", + "(0.5757575757575758,) error 1050.7630343842472\n", + "(0.5757575757575758,) error 1051.4150086725851\n", + "(0.5757575757575758,) error 1052.0671870217334\n", + "(0.5757575757575758,) error 1052.7195694316906\n", + "(0.5757575757575758,) error 1053.3721559024589\n", + "(0.5757575757575758,) error 1054.0249464340375\n", + "(0.5757575757575758,) error 1054.677941026426\n", + "(0.5757575757575758,) error 1055.3311396796246\n", + "(0.5757575757575758,) error 1055.9845423936333\n", + "(0.5757575757575758,) error 1056.6381491684522\n", + "(0.5757575757575758,) error 1057.2919600040811\n", + "(0.5757575757575758,) error 1057.9459749005205\n", + "(0.5757575757575758,) error 1058.6001938577697\n", + "(0.5757575757575758,) error 1059.2546168758292\n", + "(0.5757575757575758,) error 1059.9092439546987\n", + "(0.5757575757575758,) error 1060.5640750943783\n", + "(0.5757575757575758,) error 1061.2191102948682\n", + "(0.5757575757575758,) error 1061.874349556168\n", + "(0.5757575757575758,) error 1062.5297928782777\n", + "(0.5757575757575758,) error 1063.1854402611982\n", + "(0.5757575757575758,) error 1063.8412917049284\n", + "(0.5757575757575758,) error 1064.4973472094687\n", + "(0.5757575757575758,) error 1065.153606774819\n", + "(0.5757575757575758,) error 1065.81007040098\n", + "(0.5757575757575758,) error 1066.4667380879505\n", + "(0.5757575757575758,) error 1067.1236098357315\n", + "(0.5757575757575758,) error 1067.7806856443224\n", + "(0.5757575757575758,) error 1068.4379655137234\n", + "(0.5757575757575758,) error 1069.0954494439345\n", + "(0.5757575757575758,) error 1069.753137434956\n", + "(0.5757575757575758,) error 1070.4110294867876\n", + "(0.5757575757575758,) error 1071.069125599429\n", + "(0.5757575757575758,) error 1071.7274257728807\n", + "(0.5757575757575758,) error 1072.3859300071424\n", + "(0.5757575757575758,) error 1073.0446383022145\n", + "(0.5757575757575758,) error 1073.7035506580967\n", + "(0.5757575757575758,) error 1074.362667074789\n", + "(0.5757575757575758,) error 1075.021987552291\n", + "(0.5757575757575758,) error 1075.6815120906037\n", + "(0.5757575757575758,) error 1076.3412406897262\n", + "(0.5757575757575758,) error 1077.001173349659\n", + "(0.5757575757575758,) error 1077.6613100704017\n", + "(0.5757575757575758,) error 1078.3216508519547\n", + "(0.5757575757575758,) error 1078.9821956943176\n", + "(0.5757575757575758,) error 1079.642944597491\n", + "(0.5757575757575758,) error 1080.303897561474\n", + "(0.5757575757575758,) error 1080.9650545862676\n", + "(0.5757575757575758,) error 1081.626415671871\n", + "(0.5757575757575758,) error 1082.2879808182845\n", + "(0.5757575757575758,) error 1082.9497500255084\n", + "(0.5757575757575758,) error 1083.6117232935424\n", + "(0.5757575757575758,) error 1084.2739006223862\n", + "(0.5757575757575758,) error 1084.9362820120405\n", + "(0.5757575757575758,) error 1085.598867462504\n", + "(0.5757575757575758,) error 1086.2616569737781\n", + "(0.5757575757575758,) error 1086.9246505458627\n", + "(0.5757575757575758,) error 1087.5878481787574\n", + "(0.5757575757575758,) error 1088.251249872462\n", + "(0.5757575757575758,) error 1088.9148556269768\n", + "(0.5757575757575758,) error 1089.5786654423018\n", + "(0.5757575757575758,) error 1090.242679318437\n", + "(0.5757575757575758,) error 1090.906897255382\n", + "(0.5757575757575758,) error 1091.5713192531375\n", + "(0.5757575757575758,) error 1092.235945311703\n", + "(0.5757575757575758,) error 1092.9007754310785\n", + "(0.5757575757575758,) error 1093.5658096112643\n", + "(0.5757575757575758,) error 1094.2310478522602\n", + "(0.5757575757575758,) error 1094.896490154066\n", + "(0.5757575757575758,) error 1095.5621365166824\n", + "(0.5757575757575758,) error 1096.2279869401084\n", + "(0.5757575757575758,) error 1096.8940414243446\n", + "(0.5757575757575758,) error 1097.560299969391\n", + "(0.5757575757575758,) error 1098.2267625752477\n", + "(0.5757575757575758,) error 1098.8934292419146\n", + "(0.5757575757575758,) error 1099.5602999693913\n", + "(0.5757575757575758,) error 1100.227374757678\n", + "(0.5757575757575758,) error 1100.8946536067751\n", + "(0.5757575757575758,) error 1101.5621365166824\n", + "(0.5858585858585859,) error 1145.5467469305852\n", + "(0.5858585858585859,) error 1146.2277998843654\n", + "(0.5858585858585859,) error 1146.9090568989557\n", + "(0.5858585858585859,) error 1147.5905179743563\n", + "(0.5858585858585859,) error 1148.2721831105669\n", + "(0.5858585858585859,) error 1148.9540523075875\n", + "(0.5858585858585859,) error 1149.6361255654183\n", + "(0.5858585858585859,) error 1150.3184028840594\n", + "(0.5858585858585859,) error 1151.0008842635104\n", + "(0.5858585858585859,) error 1151.6835697037716\n", + "(0.5858585858585859,) error 1152.3664592048428\n", + "(0.5858585858585859,) error 1153.0495527667244\n", + "(0.5858585858585859,) error 1153.7328503894162\n", + "(0.5858585858585859,) error 1154.4163520729178\n", + "(0.5858585858585859,) error 1155.1000578172295\n", + "(0.5858585858585859,) error 1155.7839676223514\n", + "(0.5858585858585859,) error 1156.4680814882836\n", + "(0.5858585858585859,) error 1157.1523994150257\n", + "(0.5858585858585859,) error 1157.8369214025781\n", + "(0.5858585858585859,) error 1158.5216474509405\n", + "(0.5858585858585859,) error 1159.2065775601131\n", + "(0.5858585858585859,) error 1159.8917117300955\n", + "(0.5858585858585859,) error 1160.5770499608886\n", + "(0.5858585858585859,) error 1161.2625922524915\n", + "(0.5858585858585859,) error 1161.9483386049044\n", + "(0.5858585858585859,) error 1162.6342890181268\n", + "(0.5858585858585859,) error 1163.32044349216\n", + "(0.5858585858585859,) error 1164.0068020270035\n", + "(0.5858585858585859,) error 1164.6933646226569\n", + "(0.5858585858585859,) error 1165.3801312791204\n", + "(0.5858585858585859,) error 1166.0671019963945\n", + "(0.5858585858585859,) error 1166.7542767744783\n", + "(0.5858585858585859,) error 1167.4416556133722\n", + "(0.5858585858585859,) error 1168.1292385130764\n", + "(0.5858585858585859,) error 1168.8170254735905\n", + "(0.5858585858585859,) error 1169.505016494915\n", + "(0.5858585858585859,) error 1170.1932115770494\n", + "(0.5858585858585859,) error 1170.8816107199943\n", + "(0.5858585858585859,) error 1171.570213923749\n", + "(0.5858585858585859,) error 1172.2590211883137\n", + "(0.5858585858585859,) error 1172.9480325136885\n", + "(0.5858585858585859,) error 1173.6372478998737\n", + "(0.5858585858585859,) error 1174.326667346869\n", + "(0.5858585858585859,) error 1175.0162908546743\n", + "(0.5858585858585859,) error 1175.7061184232898\n", + "(0.5858585858585859,) error 1176.3961500527155\n", + "(0.5858585858585859,) error 1177.086385742951\n", + "(0.5858585858585859,) error 1177.776825493997\n", + "(0.5858585858585859,) error 1178.467469305853\n", + "(0.5858585858585859,) error 1179.158317178519\n", + "(0.5858585858585859,) error 1179.8493691119952\n", + "(0.5858585858585859,) error 1180.5406251062814\n", + "(0.5858585858585859,) error 1181.2320851613779\n", + "(0.5858585858585859,) error 1181.9237492772845\n", + "(0.5858585858585859,) error 1182.615617454001\n", + "(0.5858585858585859,) error 1183.307689691528\n", + "(0.5858585858585859,) error 1183.999965989865\n", + "(0.5858585858585859,) error 1184.692446349012\n", + "(0.5858585858585859,) error 1185.3851307689692\n", + "(0.5858585858585859,) error 1186.0780192497366\n", + "(0.5858585858585859,) error 1186.7711117913138\n", + "(0.5858585858585859,) error 1187.4644083937012\n", + "(0.5858585858585859,) error 1188.1579090568991\n", + "(0.5858585858585859,) error 1188.8516137809067\n", + "(0.5858585858585859,) error 1189.5455225657245\n", + "(0.5858585858585859,) error 1190.2396354113525\n", + "(0.5858585858585859,) error 1190.9339523177907\n", + "(0.5858585858585859,) error 1191.628473285039\n", + "(0.5858585858585859,) error 1192.3231983130975\n", + "(0.5858585858585859,) error 1193.0181274019658\n", + "(0.5858585858585859,) error 1193.7132605516445\n", + "(0.5858585858585859,) error 1194.4085977621332\n", + "(0.5858585858585859,) error 1195.1041390334321\n", + "(0.5858585858585859,) error 1195.7998843655412\n", + "(0.5858585858585859,) error 1196.4958337584603\n", + "(0.5858585858585859,) error 1197.1919872121887\n", + "(0.5858585858585859,) error 1197.8883447267278\n", + "(0.5858585858585859,) error 1198.5849063020773\n", + "(0.5858585858585859,) error 1199.281671938237\n", + "(0.5858585858585859,) error 1199.9786416352067\n", + "(0.5858585858585859,) error 1200.6758153929866\n", + "(0.5858585858585859,) error 1201.3731932115763\n", + "(0.5858585858585859,) error 1202.0707750909764\n", + "(0.5858585858585859,) error 1202.7685610311867\n", + "(0.5858585858585859,) error 1203.4665510322072\n", + "(0.5858585858585859,) error 1204.1647450940375\n", + "(0.5858585858585859,) error 1204.8631432166783\n", + "(0.5858585858585859,) error 1205.5617454001288\n", + "(0.5858585858585859,) error 1206.2605516443896\n", + "(0.5858585858585859,) error 1206.9595619494605\n", + "(0.5858585858585859,) error 1207.6587763153416\n", + "(0.5858585858585859,) error 1208.3581947420328\n", + "(0.5858585858585859,) error 1209.057817229534\n", + "(0.5858585858585859,) error 1209.7576437778455\n", + "(0.5858585858585859,) error 1210.4576743869668\n", + "(0.5858585858585859,) error 1211.1579090568987\n", + "(0.5858585858585859,) error 1211.8583477876402\n", + "(0.5858585858585859,) error 1212.5589905791924\n", + "(0.5858585858585859,) error 1213.2598374315544\n", + "(0.5858585858585859,) error 1213.9608883447265\n", + "(0.595959595959596,) error 1260.1664285957222\n", + "(0.595959595959596,) error 1260.8810495527673\n", + "(0.595959595959596,) error 1261.5958745706228\n", + "(0.595959595959596,) error 1262.3109036492883\n", + "(0.595959595959596,) error 1263.026136788764\n", + "(0.595959595959596,) error 1263.7415739890496\n", + "(0.595959595959596,) error 1264.4572152501453\n", + "(0.595959595959596,) error 1265.1730605720513\n", + "(0.595959595959596,) error 1265.8891099547675\n", + "(0.595959595959596,) error 1266.6053633982935\n", + "(0.595959595959596,) error 1267.3218209026297\n", + "(0.595959595959596,) error 1268.0384824677765\n", + "(0.595959595959596,) error 1268.755348093733\n", + "(0.595959595959596,) error 1269.4724177804997\n", + "(0.595959595959596,) error 1270.1896915280765\n", + "(0.595959595959596,) error 1270.9071693364633\n", + "(0.595959595959596,) error 1271.6248512056602\n", + "(0.595959595959596,) error 1272.3427371356677\n", + "(0.595959595959596,) error 1273.0608271264848\n", + "(0.595959595959596,) error 1273.779121178112\n", + "(0.595959595959596,) error 1274.49761929055\n", + "(0.595959595959596,) error 1275.2163214637974\n", + "(0.595959595959596,) error 1275.9352276978552\n", + "(0.595959595959596,) error 1276.6543379927232\n", + "(0.595959595959596,) error 1277.373652348401\n", + "(0.595959595959596,) error 1278.093170764888\n", + "(0.595959595959596,) error 1278.8128932421864\n", + "(0.595959595959596,) error 1279.5328197802949\n", + "(0.595959595959596,) error 1280.2529503792134\n", + "(0.595959595959596,) error 1280.9732850389419\n", + "(0.595959595959596,) error 1281.6938237594807\n", + "(0.595959595959596,) error 1282.4145665408296\n", + "(0.595959595959596,) error 1283.1355133829886\n", + "(0.595959595959596,) error 1283.8566642859575\n", + "(0.595959595959596,) error 1284.5780192497368\n", + "(0.595959595959596,) error 1285.2995782743262\n", + "(0.595959595959596,) error 1286.0213413597257\n", + "(0.595959595959596,) error 1286.7433085059354\n", + "(0.595959595959596,) error 1287.465479712955\n", + "(0.595959595959596,) error 1288.1878549807846\n", + "(0.595959595959596,) error 1288.9104343094248\n", + "(0.595959595959596,) error 1289.6332176988751\n", + "(0.595959595959596,) error 1290.3562051491351\n", + "(0.595959595959596,) error 1291.0793966602052\n", + "(0.595959595959596,) error 1291.8027922320857\n", + "(0.595959595959596,) error 1292.5263918647763\n", + "(0.595959595959596,) error 1293.2501955582768\n", + "(0.595959595959596,) error 1293.9742033125879\n", + "(0.595959595959596,) error 1294.6984151277088\n", + "(0.595959595959596,) error 1295.4228310036397\n", + "(0.595959595959596,) error 1296.147450940381\n", + "(0.595959595959596,) error 1296.8722749379324\n", + "(0.595959595959596,) error 1297.5973029962936\n", + "(0.595959595959596,) error 1298.3225351154654\n", + "(0.595959595959596,) error 1299.0479712954468\n", + "(0.595959595959596,) error 1299.7736115362388\n", + "(0.595959595959596,) error 1300.4994558378405\n", + "(0.595959595959596,) error 1301.2255042002525\n", + "(0.595959595959596,) error 1301.9517566234747\n", + "(0.595959595959596,) error 1302.678213107507\n", + "(0.595959595959596,) error 1303.4048736523494\n", + "(0.595959595959596,) error 1304.131738258002\n", + "(0.595959595959596,) error 1304.8588069244645\n", + "(0.595959595959596,) error 1305.5860796517372\n", + "(0.595959595959596,) error 1306.31355643982\n", + "(0.595959595959596,) error 1307.041237288713\n", + "(0.595959595959596,) error 1307.7691221984164\n", + "(0.595959595959596,) error 1308.4972111689294\n", + "(0.595959595959596,) error 1309.2255042002528\n", + "(0.595959595959596,) error 1309.9540012923865\n", + "(0.595959595959596,) error 1310.6827024453298\n", + "(0.595959595959596,) error 1311.4116076590835\n", + "(0.595959595959596,) error 1312.1407169336474\n", + "(0.595959595959596,) error 1312.8700302690213\n", + "(0.595959595959596,) error 1313.5995476652056\n", + "(0.595959595959596,) error 1314.3292691221986\n", + "(0.595959595959596,) error 1315.0591946400032\n", + "(0.595959595959596,) error 1315.7893242186176\n", + "(0.595959595959596,) error 1316.519657858042\n", + "(0.595959595959596,) error 1317.2501955582768\n", + "(0.595959595959596,) error 1317.9809373193216\n", + "(0.595959595959596,) error 1318.7118831411765\n", + "(0.595959595959596,) error 1319.4430330238417\n", + "(0.595959595959596,) error 1320.1743869673167\n", + "(0.595959595959596,) error 1320.905944971602\n", + "(0.595959595959596,) error 1321.6377070366975\n", + "(0.595959595959596,) error 1322.369673162603\n", + "(0.595959595959596,) error 1323.1018433493186\n", + "(0.595959595959596,) error 1323.8342175968444\n", + "(0.595959595959596,) error 1324.5667959051805\n", + "(0.595959595959596,) error 1325.2995782743264\n", + "(0.595959595959596,) error 1326.0325647042825\n", + "(0.595959595959596,) error 1326.765755195049\n", + "(0.595959595959596,) error 1327.499149746625\n", + "(0.595959595959596,) error 1328.2327483590116\n", + "(0.595959595959596,) error 1328.9665510322084\n", + "(0.595959595959596,) error 1329.700557766215\n", + "(0.595959595959596,) error 1330.434768561032\n", + "(0.595959595959596,) error 1331.1691834166588\n", + "(0.595959595959596,) error 1331.903802333096\n", + "(0.6060606060606061,) error 1380.3302724211815\n", + "(0.6060606060606061,) error 1381.078461381492\n", + "(0.6060606060606061,) error 1381.826854402612\n", + "(0.6060606060606061,) error 1382.5754514845428\n", + "(0.6060606060606061,) error 1383.3242526272832\n", + "(0.6060606060606061,) error 1384.0732578308337\n", + "(0.6060606060606061,) error 1384.8224670951943\n", + "(0.6060606060606061,) error 1385.5718804203655\n", + "(0.6060606060606061,) error 1386.3214978063468\n", + "(0.6060606060606061,) error 1387.0713192531377\n", + "(0.6060606060606061,) error 1387.8213447607388\n", + "(0.6060606060606061,) error 1388.5715743291505\n", + "(0.6060606060606061,) error 1389.3220079583718\n", + "(0.6060606060606061,) error 1390.0726456484035\n", + "(0.6060606060606061,) error 1390.8234873992453\n", + "(0.6060606060606061,) error 1391.5745332108972\n", + "(0.6060606060606061,) error 1392.325783083359\n", + "(0.6060606060606061,) error 1393.0772370166314\n", + "(0.6060606060606061,) error 1393.8288950107135\n", + "(0.6060606060606061,) error 1394.5807570656061\n", + "(0.6060606060606061,) error 1395.3328231813084\n", + "(0.6060606060606061,) error 1396.085093357821\n", + "(0.6060606060606061,) error 1396.8375675951438\n", + "(0.6060606060606061,) error 1397.590245893277\n", + "(0.6060606060606061,) error 1398.3431282522197\n", + "(0.6060606060606061,) error 1399.096214671972\n", + "(0.6060606060606061,) error 1399.8495051525351\n", + "(0.6060606060606061,) error 1400.6029996939085\n", + "(0.6060606060606061,) error 1401.356698296092\n", + "(0.6060606060606061,) error 1402.1106009590856\n", + "(0.6060606060606061,) error 1402.864707682889\n", + "(0.6060606060606061,) error 1403.619018467503\n", + "(0.6060606060606061,) error 1404.3735333129268\n", + "(0.6060606060606061,) error 1405.1282522191611\n", + "(0.6060606060606061,) error 1405.8831751862053\n", + "(0.6060606060606061,) error 1406.6383022140596\n", + "(0.6060606060606061,) error 1407.3936333027239\n", + "(0.6060606060606061,) error 1408.1491684521986\n", + "(0.6060606060606061,) error 1408.904907662483\n", + "(0.6060606060606061,) error 1409.660850933578\n", + "(0.6060606060606061,) error 1410.4169982654828\n", + "(0.6060606060606061,) error 1411.173349658198\n", + "(0.6060606060606061,) error 1411.9299051117232\n", + "(0.6060606060606061,) error 1412.6866646260585\n", + "(0.6060606060606061,) error 1413.4436282012039\n", + "(0.6060606060606061,) error 1414.2007958371596\n", + "(0.6060606060606061,) error 1414.958167533925\n", + "(0.6060606060606061,) error 1415.715743291501\n", + "(0.6060606060606061,) error 1416.4735231098866\n", + "(0.6060606060606061,) error 1417.2315069890826\n", + "(0.6060606060606061,) error 1417.989694929089\n", + "(0.6060606060606061,) error 1418.7480869299052\n", + "(0.6060606060606061,) error 1419.5066829915315\n", + "(0.6060606060606061,) error 1420.265483113968\n", + "(0.6060606060606061,) error 1421.0244872972146\n", + "(0.6060606060606061,) error 1421.7836955412715\n", + "(0.6060606060606061,) error 1422.5431078461381\n", + "(0.6060606060606061,) error 1423.3027242118153\n", + "(0.6060606060606061,) error 1424.0625446383026\n", + "(0.6060606060606061,) error 1424.8225691255996\n", + "(0.6060606060606061,) error 1425.582797673707\n", + "(0.6060606060606061,) error 1426.3432302826243\n", + "(0.6060606060606061,) error 1427.1038669523523\n", + "(0.6060606060606061,) error 1427.86470768289\n", + "(0.6060606060606061,) error 1428.6257524742375\n", + "(0.6060606060606061,) error 1429.3870013263959\n", + "(0.6060606060606061,) error 1430.1484542393637\n", + "(0.6060606060606061,) error 1430.910111213142\n", + "(0.6060606060606061,) error 1431.6719722477303\n", + "(0.6060606060606061,) error 1432.4340373431287\n", + "(0.6060606060606061,) error 1433.1963064993372\n", + "(0.6060606060606061,) error 1433.958779716356\n", + "(0.6060606060606061,) error 1434.7214569941846\n", + "(0.6060606060606061,) error 1435.4843383328237\n", + "(0.6060606060606061,) error 1436.247423732273\n", + "(0.6060606060606061,) error 1437.0107131925308\n", + "(0.6060606060606061,) error 1437.7742067136005\n", + "(0.6060606060606061,) error 1438.5379042954798\n", + "(0.6060606060606061,) error 1439.3018059381693\n", + "(0.6060606060606061,) error 1440.065911641669\n", + "(0.6060606060606061,) error 1440.8302214059788\n", + "(0.6060606060606061,) error 1441.5947352310986\n", + "(0.6060606060606061,) error 1442.3594531170286\n", + "(0.6060606060606061,) error 1443.1243750637686\n", + "(0.6060606060606061,) error 1443.8895010713193\n", + "(0.6060606060606061,) error 1444.6548311396793\n", + "(0.6060606060606061,) error 1445.42036526885\n", + "(0.6060606060606061,) error 1446.1861034588308\n", + "(0.6060606060606061,) error 1446.9520457096214\n", + "(0.6060606060606061,) error 1447.7181920212222\n", + "(0.6060606060606061,) error 1448.484542393633\n", + "(0.6060606060606061,) error 1449.2510968268543\n", + "(0.6060606060606061,) error 1450.0178553208855\n", + "(0.6060606060606061,) error 1450.7848178757267\n", + "(0.6060606060606061,) error 1451.551984491378\n", + "(0.6060606060606061,) error 1452.3193551678398\n", + "(0.6060606060606061,) error 1453.086929905112\n", + "(0.6060606060606061,) error 1453.8547087031936\n", + "(0.6060606060606061,) error 1454.6226915620853\n", + "(0.6060606060606061,) error 1455.3908784817877\n", + "(0.6161616161616162,) error 1506.0382784069664\n", + "(0.6161616161616162,) error 1506.8200353705417\n", + "(0.6161616161616162,) error 1507.6019963949268\n", + "(0.6161616161616162,) error 1508.3841614801224\n", + "(0.6161616161616162,) error 1509.1665306261277\n", + "(0.6161616161616162,) error 1509.9491038329434\n", + "(0.6161616161616162,) error 1510.7318811005691\n", + "(0.6161616161616162,) error 1511.5148624290052\n", + "(0.6161616161616162,) error 1512.298047818251\n", + "(0.6161616161616162,) error 1513.0814372683074\n", + "(0.6161616161616162,) error 1513.8650307791734\n", + "(0.6161616161616162,) error 1514.6488283508497\n", + "(0.6161616161616162,) error 1515.4328299833367\n", + "(0.6161616161616162,) error 1516.217035676633\n", + "(0.6161616161616162,) error 1517.0014454307395\n", + "(0.6161616161616162,) error 1517.7860592456566\n", + "(0.6161616161616162,) error 1518.5708771213838\n", + "(0.6161616161616162,) error 1519.3558990579206\n", + "(0.6161616161616162,) error 1520.141125055268\n", + "(0.6161616161616162,) error 1520.9265551134251\n", + "(0.6161616161616162,) error 1521.7121892323928\n", + "(0.6161616161616162,) error 1522.4980274121706\n", + "(0.6161616161616162,) error 1523.2840696527583\n", + "(0.6161616161616162,) error 1524.070315954156\n", + "(0.6161616161616162,) error 1524.856766316364\n", + "(0.6161616161616162,) error 1525.6434207393806\n", + "(0.6161616161616162,) error 1526.4302792232093\n", + "(0.6161616161616162,) error 1527.2173417678475\n", + "(0.6161616161616162,) error 1528.004608373296\n", + "(0.6161616161616162,) error 1528.7920790395547\n", + "(0.6161616161616162,) error 1529.579753766623\n", + "(0.6161616161616162,) error 1530.3676325545018\n", + "(0.6161616161616162,) error 1531.155715403191\n", + "(0.6161616161616162,) error 1531.94400231269\n", + "(0.6161616161616162,) error 1532.732493282999\n", + "(0.6161616161616162,) error 1533.5211883141185\n", + "(0.6161616161616162,) error 1534.310087406048\n", + "(0.6161616161616162,) error 1535.0991905587873\n", + "(0.6161616161616162,) error 1535.8884977723371\n", + "(0.6161616161616162,) error 1536.678009046697\n", + "(0.6161616161616162,) error 1537.4677243818667\n", + "(0.6161616161616162,) error 1538.2576437778469\n", + "(0.6161616161616162,) error 1539.047767234637\n", + "(0.6161616161616162,) error 1539.8380947522373\n", + "(0.6161616161616162,) error 1540.6286263306476\n", + "(0.6161616161616162,) error 1541.419361969868\n", + "(0.6161616161616162,) error 1542.2103016698986\n", + "(0.6161616161616162,) error 1543.0014454307395\n", + "(0.6161616161616162,) error 1543.79279325239\n", + "(0.6161616161616162,) error 1544.5843451348512\n", + "(0.6161616161616162,) error 1545.3761010781225\n", + "(0.6161616161616162,) error 1546.1680610822034\n", + "(0.6161616161616162,) error 1546.9602251470951\n", + "(0.6161616161616162,) error 1547.7525932727967\n", + "(0.6161616161616162,) error 1548.545165459308\n", + "(0.6161616161616162,) error 1549.3379417066299\n", + "(0.6161616161616162,) error 1550.130922014762\n", + "(0.6161616161616162,) error 1550.9241063837037\n", + "(0.6161616161616162,) error 1551.717494813456\n", + "(0.6161616161616162,) error 1552.5110873040182\n", + "(0.6161616161616162,) error 1553.3048838553905\n", + "(0.6161616161616162,) error 1554.0988844675728\n", + "(0.6161616161616162,) error 1554.8930891405655\n", + "(0.6161616161616162,) error 1555.687497874368\n", + "(0.6161616161616162,) error 1556.4821106689808\n", + "(0.6161616161616162,) error 1557.2769275244036\n", + "(0.6161616161616162,) error 1558.071948440637\n", + "(0.6161616161616162,) error 1558.8671734176799\n", + "(0.6161616161616162,) error 1559.6626024555335\n", + "(0.6161616161616162,) error 1560.4582355541968\n", + "(0.6161616161616162,) error 1561.2540727136702\n", + "(0.6161616161616162,) error 1562.050113933954\n", + "(0.6161616161616162,) error 1562.8463592150476\n", + "(0.6161616161616162,) error 1563.6428085569516\n", + "(0.6161616161616162,) error 1564.4394619596653\n", + "(0.6161616161616162,) error 1565.2363194231891\n", + "(0.6161616161616162,) error 1566.033380947523\n", + "(0.6161616161616162,) error 1566.830646532667\n", + "(0.6161616161616162,) error 1567.628116178622\n", + "(0.6161616161616162,) error 1568.4257898853866\n", + "(0.6161616161616162,) error 1569.2236676529612\n", + "(0.6161616161616162,) error 1570.0217494813462\n", + "(0.6161616161616162,) error 1570.8200353705413\n", + "(0.6161616161616162,) error 1571.6185253205465\n", + "(0.6161616161616162,) error 1572.4172193313616\n", + "(0.6161616161616162,) error 1573.216117402987\n", + "(0.6161616161616162,) error 1574.0152195354224\n", + "(0.6161616161616162,) error 1574.8145257286678\n", + "(0.6161616161616162,) error 1575.6140359827239\n", + "(0.6161616161616162,) error 1576.4137502975893\n", + "(0.6161616161616162,) error 1577.2136686732656\n", + "(0.6161616161616162,) error 1578.0137911097518\n", + "(0.6161616161616162,) error 1578.8141176070483\n", + "(0.6161616161616162,) error 1579.6146481651542\n", + "(0.6161616161616162,) error 1580.4153827840707\n", + "(0.6161616161616162,) error 1581.2163214637974\n", + "(0.6161616161616162,) error 1582.017464204334\n", + "(0.6161616161616162,) error 1582.8188110056806\n", + "(0.6161616161616162,) error 1583.6203618678376\n", + "(0.6161616161616162,) error 1584.4221167908047\n", + "(0.6262626262626263,) error 1637.2904465530735\n", + "(0.6262626262626263,) error 1638.1057715199133\n", + "(0.6262626262626263,) error 1638.9213005475638\n", + "(0.6262626262626263,) error 1639.7370336360239\n", + "(0.6262626262626263,) error 1640.5529707852947\n", + "(0.6262626262626263,) error 1641.3691119953753\n", + "(0.6262626262626263,) error 1642.185457266266\n", + "(0.6262626262626263,) error 1643.0020065979668\n", + "(0.6262626262626263,) error 1643.8187599904777\n", + "(0.6262626262626263,) error 1644.635717443799\n", + "(0.6262626262626263,) error 1645.4528789579301\n", + "(0.6262626262626263,) error 1646.2702445328714\n", + "(0.6262626262626263,) error 1647.0878141686233\n", + "(0.6262626262626263,) error 1647.9055878651845\n", + "(0.6262626262626263,) error 1648.7235656225564\n", + "(0.6262626262626263,) error 1649.541747440738\n", + "(0.6262626262626263,) error 1650.3601333197303\n", + "(0.6262626262626263,) error 1651.1787232595323\n", + "(0.6262626262626263,) error 1651.9975172601444\n", + "(0.6262626262626263,) error 1652.8165153215666\n", + "(0.6262626262626263,) error 1653.6357174437992\n", + "(0.6262626262626263,) error 1654.455123626842\n", + "(0.6262626262626263,) error 1655.2747338706943\n", + "(0.6262626262626263,) error 1656.094548175357\n", + "(0.6262626262626263,) error 1656.9145665408303\n", + "(0.6262626262626263,) error 1657.734788967112\n", + "(0.6262626262626263,) error 1658.5552154542054\n", + "(0.6262626262626263,) error 1659.3758460021088\n", + "(0.6262626262626263,) error 1660.196680610822\n", + "(0.6262626262626263,) error 1661.0177192803455\n", + "(0.6262626262626263,) error 1661.838962010679\n", + "(0.6262626262626263,) error 1662.660408801823\n", + "(0.6262626262626263,) error 1663.4820596537768\n", + "(0.6262626262626263,) error 1664.3039145665407\n", + "(0.6262626262626263,) error 1665.1259735401147\n", + "(0.6262626262626263,) error 1665.948236574499\n", + "(0.6262626262626263,) error 1666.7707036696936\n", + "(0.6262626262626263,) error 1667.5933748256982\n", + "(0.6262626262626263,) error 1668.4162500425127\n", + "(0.6262626262626263,) error 1669.2393293201376\n", + "(0.6262626262626263,) error 1670.0626126585723\n", + "(0.6262626262626263,) error 1670.8861000578172\n", + "(0.6262626262626263,) error 1671.7097915178726\n", + "(0.6262626262626263,) error 1672.533687038738\n", + "(0.6262626262626263,) error 1673.357786620413\n", + "(0.6262626262626263,) error 1674.1820902628988\n", + "(0.6262626262626263,) error 1675.006597966194\n", + "(0.6262626262626263,) error 1675.8313097303\n", + "(0.6262626262626263,) error 1676.6562255552155\n", + "(0.6262626262626263,) error 1677.481345440942\n", + "(0.6262626262626263,) error 1678.3066693874778\n", + "(0.6262626262626263,) error 1679.1321973948243\n", + "(0.6262626262626263,) error 1679.957929462981\n", + "(0.6262626262626263,) error 1680.783865591947\n", + "(0.6262626262626263,) error 1681.6100057817237\n", + "(0.6262626262626263,) error 1682.43635003231\n", + "(0.6262626262626263,) error 1683.262898343707\n", + "(0.6262626262626263,) error 1684.0896507159139\n", + "(0.6262626262626263,) error 1684.916607148931\n", + "(0.6262626262626263,) error 1685.743767642758\n", + "(0.6262626262626263,) error 1686.5711321973956\n", + "(0.6262626262626263,) error 1687.3987008128431\n", + "(0.6262626262626263,) error 1688.2264734891005\n", + "(0.6262626262626263,) error 1689.0544502261682\n", + "(0.6262626262626263,) error 1689.8826310240458\n", + "(0.6262626262626263,) error 1690.7110158827336\n", + "(0.6262626262626263,) error 1691.539604802232\n", + "(0.6262626262626263,) error 1692.3683977825403\n", + "(0.6262626262626263,) error 1693.1973948236584\n", + "(0.6262626262626263,) error 1694.0265959255867\n", + "(0.6262626262626263,) error 1694.856001088325\n", + "(0.6262626262626263,) error 1695.6856103118737\n", + "(0.6262626262626263,) error 1696.5154235962327\n", + "(0.6262626262626263,) error 1697.3454409414016\n", + "(0.6262626262626263,) error 1698.1756623473805\n", + "(0.6262626262626263,) error 1699.0060878141685\n", + "(0.6262626262626263,) error 1699.8367173417676\n", + "(0.6262626262626263,) error 1700.667550930177\n", + "(0.6262626262626263,) error 1701.4985885793967\n", + "(0.6262626262626263,) error 1702.3298302894261\n", + "(0.6262626262626263,) error 1703.161276060266\n", + "(0.6262626262626263,) error 1703.9929258919158\n", + "(0.6262626262626263,) error 1704.8247797843758\n", + "(0.6262626262626263,) error 1705.656837737646\n", + "(0.6262626262626263,) error 1706.4890997517261\n", + "(0.6262626262626263,) error 1707.3215658266165\n", + "(0.6262626262626263,) error 1708.154235962317\n", + "(0.6262626262626263,) error 1708.9871101588276\n", + "(0.6262626262626263,) error 1709.820188416148\n", + "(0.6262626262626263,) error 1710.6534707342792\n", + "(0.6262626262626263,) error 1711.4869571132201\n", + "(0.6262626262626263,) error 1712.3206475529712\n", + "(0.6262626262626263,) error 1713.1545420535322\n", + "(0.6262626262626263,) error 1713.9886406149035\n", + "(0.6262626262626263,) error 1714.8229432370847\n", + "(0.6262626262626263,) error 1715.6574499200763\n", + "(0.6262626262626263,) error 1716.4921606638782\n", + "(0.6262626262626263,) error 1717.32707546849\n", + "(0.6262626262626263,) error 1718.1621943339117\n", + "(0.6262626262626263,) error 1718.9975172601441\n", + "(0.6363636363636365,) error 1774.0867768595053\n", + "(0.6363636363636365,) error 1774.9356698296106\n", + "(0.6363636363636365,) error 1775.7847668605261\n", + "(0.6363636363636365,) error 1776.6340679522511\n", + "(0.6363636363636365,) error 1777.4835731047867\n", + "(0.6363636363636365,) error 1778.3332823181324\n", + "(0.6363636363636365,) error 1779.183195592288\n", + "(0.6363636363636365,) error 1780.033312927254\n", + "(0.6363636363636365,) error 1780.8836343230298\n", + "(0.6363636363636365,) error 1781.7341597796158\n", + "(0.6363636363636365,) error 1782.5848892970123\n", + "(0.6363636363636365,) error 1783.4358228752183\n", + "(0.6363636363636365,) error 1784.286960514235\n", + "(0.6363636363636365,) error 1785.1383022140617\n", + "(0.6363636363636365,) error 1785.9898479746983\n", + "(0.6363636363636365,) error 1786.8415977961452\n", + "(0.6363636363636365,) error 1787.6935516784022\n", + "(0.6363636363636365,) error 1788.5457096214689\n", + "(0.6363636363636365,) error 1789.3980716253461\n", + "(0.6363636363636365,) error 1790.2506376900337\n", + "(0.6363636363636365,) error 1791.1034078155308\n", + "(0.6363636363636365,) error 1791.9563820018384\n", + "(0.6363636363636365,) error 1792.8095602489564\n", + "(0.6363636363636365,) error 1793.6629425568838\n", + "(0.6363636363636365,) error 1794.516528925622\n", + "(0.6363636363636365,) error 1795.3703193551685\n", + "(0.6363636363636365,) error 1796.2243138455267\n", + "(0.6363636363636365,) error 1797.078512396695\n", + "(0.6363636363636365,) error 1797.9329150086735\n", + "(0.6363636363636365,) error 1798.787521681462\n", + "(0.6363636363636365,) error 1799.6423324150608\n", + "(0.6363636363636365,) error 1800.4973472094691\n", + "(0.6363636363636365,) error 1801.3525660646883\n", + "(0.6363636363636365,) error 1802.2079889807173\n", + "(0.6363636363636365,) error 1803.0636159575563\n", + "(0.6363636363636365,) error 1803.9194469952056\n", + "(0.6363636363636365,) error 1804.775482093665\n", + "(0.6363636363636365,) error 1805.6317212529345\n", + "(0.6363636363636365,) error 1806.488164473014\n", + "(0.6363636363636365,) error 1807.344811753904\n", + "(0.6363636363636365,) error 1808.2016630956039\n", + "(0.6363636363636365,) error 1809.0587184981139\n", + "(0.6363636363636365,) error 1809.9159779614338\n", + "(0.6363636363636365,) error 1810.773441485564\n", + "(0.6363636363636365,) error 1811.6311090705042\n", + "(0.6363636363636365,) error 1812.4889807162547\n", + "(0.6363636363636365,) error 1813.3470564228155\n", + "(0.6363636363636365,) error 1814.2053361901862\n", + "(0.6363636363636365,) error 1815.0638200183666\n", + "(0.6363636363636365,) error 1815.9225079073576\n", + "(0.6363636363636365,) error 1816.781399857159\n", + "(0.6363636363636365,) error 1817.6404958677701\n", + "(0.6363636363636365,) error 1818.4997959391912\n", + "(0.6363636363636365,) error 1819.3593000714227\n", + "(0.6363636363636365,) error 1820.2190082644645\n", + "(0.6363636363636365,) error 1821.0789205183164\n", + "(0.6363636363636365,) error 1821.9390368329778\n", + "(0.6363636363636365,) error 1822.7993572084497\n", + "(0.6363636363636365,) error 1823.659881644732\n", + "(0.6363636363636365,) error 1824.5206101418241\n", + "(0.6363636363636365,) error 1825.3815426997262\n", + "(0.6363636363636365,) error 1826.2426793184386\n", + "(0.6363636363636365,) error 1827.1040199979614\n", + "(0.6363636363636365,) error 1827.9655647382936\n", + "(0.6363636363636365,) error 1828.8273135394368\n", + "(0.6363636363636365,) error 1829.6892664013897\n", + "(0.6363636363636365,) error 1830.5514233241522\n", + "(0.6363636363636365,) error 1831.4137843077258\n", + "(0.6363636363636365,) error 1832.2763493521088\n", + "(0.6363636363636365,) error 1833.1391184573022\n", + "(0.6363636363636365,) error 1834.0020916233054\n", + "(0.6363636363636365,) error 1834.865268850119\n", + "(0.6363636363636365,) error 1835.7286501377432\n", + "(0.6363636363636365,) error 1836.5922354861768\n", + "(0.6363636363636365,) error 1837.456024895421\n", + "(0.6363636363636365,) error 1838.3200183654735\n", + "(0.6363636363636365,) error 1839.184215896338\n", + "(0.6363636363636365,) error 1840.0486174880123\n", + "(0.6363636363636365,) error 1840.9132231404967\n", + "(0.6363636363636365,) error 1841.7780328537917\n", + "(0.6363636363636365,) error 1842.643046627896\n", + "(0.6363636363636365,) error 1843.5082644628108\n", + "(0.6363636363636365,) error 1844.3736863585357\n", + "(0.6363636363636365,) error 1845.2393123150712\n", + "(0.6363636363636365,) error 1846.105142332416\n", + "(0.6363636363636365,) error 1846.9711764105714\n", + "(0.6363636363636365,) error 1847.837414549537\n", + "(0.6363636363636365,) error 1848.7038567493125\n", + "(0.6363636363636365,) error 1849.570503009898\n", + "(0.6363636363636365,) error 1850.4373533312937\n", + "(0.6363636363636365,) error 1851.3044077135\n", + "(0.6363636363636365,) error 1852.171666156516\n", + "(0.6363636363636365,) error 1853.0391286603424\n", + "(0.6363636363636365,) error 1853.9067952249782\n", + "(0.6363636363636365,) error 1854.7746658504248\n", + "(0.6363636363636365,) error 1855.6427405366815\n", + "(0.6363636363636365,) error 1856.511019283748\n", + "(0.6363636363636365,) error 1857.3795020916248\n", + "(0.6363636363636365,) error 1858.2481889603116\n", + "(0.6363636363636365,) error 1859.1170798898086\n", + "(0.6464646464646465,) error 1916.42726932626\n", + "(0.6464646464646465,) error 1917.3097302996302\n", + "(0.6464646464646465,) error 1918.1923953338107\n", + "(0.6464646464646465,) error 1919.0752644288004\n", + "(0.6464646464646465,) error 1919.9583375846012\n", + "(0.6464646464646465,) error 1920.8416148012118\n", + "(0.6464646464646465,) error 1921.7250960786325\n", + "(0.6464646464646465,) error 1922.6087814168634\n", + "(0.6464646464646465,) error 1923.4926708159044\n", + "(0.6464646464646465,) error 1924.3767642757555\n", + "(0.6464646464646465,) error 1925.2610617964165\n", + "(0.6464646464646465,) error 1926.1455633778878\n", + "(0.6464646464646465,) error 1927.030269020169\n", + "(0.6464646464646465,) error 1927.9151787232606\n", + "(0.6464646464646465,) error 1928.8002924871626\n", + "(0.6464646464646465,) error 1929.6856103118741\n", + "(0.6464646464646465,) error 1930.571132197396\n", + "(0.6464646464646465,) error 1931.4568581437281\n", + "(0.6464646464646465,) error 1932.3427881508703\n", + "(0.6464646464646465,) error 1933.2289222188226\n", + "(0.6464646464646465,) error 1934.115260347585\n", + "(0.6464646464646465,) error 1935.0018025371573\n", + "(0.6464646464646465,) error 1935.8885487875402\n", + "(0.6464646464646465,) error 1936.775499098733\n", + "(0.6464646464646465,) error 1937.6626534707357\n", + "(0.6464646464646465,) error 1938.5500119035476\n", + "(0.6464646464646465,) error 1939.4375743971705\n", + "(0.6464646464646465,) error 1940.3253409516037\n", + "(0.6464646464646465,) error 1941.2133115668469\n", + "(0.6464646464646465,) error 1942.1014862429004\n", + "(0.6464646464646465,) error 1942.9898649797642\n", + "(0.6464646464646465,) error 1943.8784477774382\n", + "(0.6464646464646465,) error 1944.767234635922\n", + "(0.6464646464646465,) error 1945.6562255552162\n", + "(0.6464646464646465,) error 1946.5454205353199\n", + "(0.6464646464646465,) error 1947.4348195762343\n", + "(0.6464646464646465,) error 1948.3244226779586\n", + "(0.6464646464646465,) error 1949.214229840493\n", + "(0.6464646464646465,) error 1950.1042410638377\n", + "(0.6464646464646465,) error 1950.9944563479921\n", + "(0.6464646464646465,) error 1951.8848756929572\n", + "(0.6464646464646465,) error 1952.7754990987323\n", + "(0.6464646464646465,) error 1953.6663265653171\n", + "(0.6464646464646465,) error 1954.5573580927123\n", + "(0.6464646464646465,) error 1955.4485936809178\n", + "(0.6464646464646465,) error 1956.3400333299332\n", + "(0.6464646464646465,) error 1957.2316770397586\n", + "(0.6464646464646465,) error 1958.123524810394\n", + "(0.6464646464646465,) error 1959.01557664184\n", + "(0.6464646464646465,) error 1959.9078325340959\n", + "(0.6464646464646465,) error 1960.8002924871619\n", + "(0.6464646464646465,) error 1961.692956501038\n", + "(0.6464646464646465,) error 1962.5858245757245\n", + "(0.6464646464646465,) error 1963.4788967112208\n", + "(0.6464646464646465,) error 1964.3721729075276\n", + "(0.6464646464646465,) error 1965.2656531646442\n", + "(0.6464646464646465,) error 1966.1593374825707\n", + "(0.6464646464646465,) error 1967.0532258613077\n", + "(0.6464646464646465,) error 1967.947318300855\n", + "(0.6464646464646465,) error 1968.8416148012118\n", + "(0.6464646464646465,) error 1969.7361153623795\n", + "(0.6464646464646465,) error 1970.6308199843563\n", + "(0.6464646464646465,) error 1971.525728667144\n", + "(0.6464646464646465,) error 1972.4208414107416\n", + "(0.6464646464646465,) error 1973.3161582151495\n", + "(0.6464646464646465,) error 1974.2116790803673\n", + "(0.6464646464646465,) error 1975.1074040063952\n", + "(0.6464646464646465,) error 1976.0033329932332\n", + "(0.6464646464646465,) error 1976.8994660408814\n", + "(0.6464646464646465,) error 1977.79580314934\n", + "(0.6464646464646465,) error 1978.692344318608\n", + "(0.6464646464646465,) error 1979.589089548687\n", + "(0.6464646464646465,) error 1980.4860388395755\n", + "(0.6464646464646465,) error 1981.3831921912745\n", + "(0.6464646464646465,) error 1982.2805496037836\n", + "(0.6464646464646465,) error 1983.1781110771014\n", + "(0.6464646464646465,) error 1984.0758766112303\n", + "(0.6464646464646465,) error 1984.9738462061698\n", + "(0.6464646464646465,) error 1985.8720198619187\n", + "(0.6464646464646465,) error 1986.7703975784789\n", + "(0.6464646464646465,) error 1987.6689793558483\n", + "(0.6464646464646465,) error 1988.567765194028\n", + "(0.6464646464646465,) error 1989.466755093018\n", + "(0.6464646464646465,) error 1990.3659490528182\n", + "(0.6464646464646465,) error 1991.2653470734283\n", + "(0.6464646464646465,) error 1992.1649491548487\n", + "(0.6464646464646465,) error 1993.0647552970793\n", + "(0.6464646464646465,) error 1993.9647655001197\n", + "(0.6464646464646465,) error 1994.86497976397\n", + "(0.6464646464646465,) error 1995.765398088631\n", + "(0.6464646464646465,) error 1996.666020474102\n", + "(0.6464646464646465,) error 1997.566846920383\n", + "(0.6464646464646465,) error 1998.4678774274741\n", + "(0.6464646464646465,) error 1999.3691119953755\n", + "(0.6464646464646465,) error 2000.2705506240866\n", + "(0.6464646464646465,) error 2001.1721933136084\n", + "(0.6464646464646465,) error 2002.07404006394\n", + "(0.6464646464646465,) error 2002.9760908750814\n", + "(0.6464646464646465,) error 2003.8783457470333\n", + "(0.6464646464646465,) error 2004.7808046797954\n", + "(0.6565656565656566,) error 2064.3119239533385\n", + "(0.6565656565656566,) error 2065.2279529299735\n", + "(0.6565656565656566,) error 2066.1441859674187\n", + "(0.6565656565656566,) error 2067.060623065674\n", + "(0.6565656565656566,) error 2067.9772642247394\n", + "(0.6565656565656566,) error 2068.894109444615\n", + "(0.6565656565656566,) error 2069.8111587253006\n", + "(0.6565656565656566,) error 2070.728412066796\n", + "(0.6565656565656566,) error 2071.6458694691023\n", + "(0.6565656565656566,) error 2072.5635309322183\n", + "(0.6565656565656566,) error 2073.481396456144\n", + "(0.6565656565656566,) error 2074.3994660408807\n", + "(0.6565656565656566,) error 2075.317739686427\n", + "(0.6565656565656566,) error 2076.2362173927836\n", + "(0.6565656565656566,) error 2077.15489915995\n", + "(0.6565656565656566,) error 2078.073784987927\n", + "(0.6565656565656566,) error 2078.9928748767143\n", + "(0.6565656565656566,) error 2079.912168826311\n", + "(0.6565656565656566,) error 2080.8316668367183\n", + "(0.6565656565656566,) error 2081.751368907935\n", + "(0.6565656565656566,) error 2082.671275039963\n", + "(0.6565656565656566,) error 2083.5913852328\n", + "(0.6565656565656566,) error 2084.511699486448\n", + "(0.6565656565656566,) error 2085.4322178009056\n", + "(0.6565656565656566,) error 2086.3529401761734\n", + "(0.6565656565656566,) error 2087.27386661225\n", + "(0.6565656565656566,) error 2088.194997109138\n", + "(0.6565656565656566,) error 2089.1163316668362\n", + "(0.6565656565656566,) error 2090.0378702853445\n", + "(0.6565656565656566,) error 2090.959612964663\n", + "(0.6565656565656566,) error 2091.8815597047915\n", + "(0.6565656565656566,) error 2092.8037105057306\n", + "(0.6565656565656566,) error 2093.7260653674794\n", + "(0.6565656565656566,) error 2094.6486242900382\n", + "(0.6565656565656566,) error 2095.5713872734073\n", + "(0.6565656565656566,) error 2096.4943543175864\n", + "(0.6565656565656566,) error 2097.417525422576\n", + "(0.6565656565656566,) error 2098.3409005883755\n", + "(0.6565656565656566,) error 2099.2644798149845\n", + "(0.6565656565656566,) error 2100.1882631024046\n", + "(0.6565656565656566,) error 2101.1122504506343\n", + "(0.6565656565656566,) error 2102.036441859674\n", + "(0.6565656565656566,) error 2102.960837329524\n", + "(0.6565656565656566,) error 2103.8854368601847\n", + "(0.6565656565656566,) error 2104.810240451655\n", + "(0.6565656565656566,) error 2105.735248103935\n", + "(0.6565656565656566,) error 2106.6604598170256\n", + "(0.6565656565656566,) error 2107.585875590926\n", + "(0.6565656565656566,) error 2108.5114954256373\n", + "(0.6565656565656566,) error 2109.437319321158\n", + "(0.6565656565656566,) error 2110.3633472774886\n", + "(0.6565656565656566,) error 2111.28957929463\n", + "(0.6565656565656566,) error 2112.2160153725813\n", + "(0.6565656565656566,) error 2113.1426555113426\n", + "(0.6565656565656566,) error 2114.0694997109144\n", + "(0.6565656565656566,) error 2114.996547971296\n", + "(0.6565656565656566,) error 2115.9238002924876\n", + "(0.6565656565656566,) error 2116.8512566744894\n", + "(0.6565656565656566,) error 2117.7789171173013\n", + "(0.6565656565656566,) error 2118.7067816209233\n", + "(0.6565656565656566,) error 2119.634850185356\n", + "(0.6565656565656566,) error 2120.563122810598\n", + "(0.6565656565656566,) error 2121.4915994966505\n", + "(0.6565656565656566,) error 2122.420280243513\n", + "(0.6565656565656566,) error 2123.3491650511855\n", + "(0.6565656565656566,) error 2124.2782539196687\n", + "(0.6565656565656566,) error 2125.2075468489616\n", + "(0.6565656565656566,) error 2126.1370438390645\n", + "(0.6565656565656566,) error 2127.0667448899776\n", + "(0.6565656565656566,) error 2127.9966500017013\n", + "(0.6565656565656566,) error 2128.926759174235\n", + "(0.6565656565656566,) error 2129.857072407578\n", + "(0.6565656565656566,) error 2130.787589701732\n", + "(0.6565656565656566,) error 2131.718311056696\n", + "(0.6565656565656566,) error 2132.6492364724695\n", + "(0.6565656565656566,) error 2133.5803659490525\n", + "(0.6565656565656566,) error 2134.5116994864466\n", + "(0.6565656565656566,) error 2135.443237084651\n", + "(0.6565656565656566,) error 2136.374978743665\n", + "(0.6565656565656566,) error 2137.30692446349\n", + "(0.6565656565656566,) error 2138.2390742441244\n", + "(0.6565656565656566,) error 2139.171428085569\n", + "(0.6565656565656566,) error 2140.103985987824\n", + "(0.6565656565656566,) error 2141.036747950889\n", + "(0.6565656565656566,) error 2141.969713974764\n", + "(0.6565656565656566,) error 2142.9028840594497\n", + "(0.6565656565656566,) error 2143.836258204945\n", + "(0.6565656565656566,) error 2144.7698364112503\n", + "(0.6565656565656566,) error 2145.7036186783657\n", + "(0.6565656565656566,) error 2146.637605006292\n", + "(0.6565656565656566,) error 2147.571795395028\n", + "(0.6565656565656566,) error 2148.5061898445733\n", + "(0.6565656565656566,) error 2149.4407883549297\n", + "(0.6565656565656566,) error 2150.3755909260963\n", + "(0.6565656565656566,) error 2151.3105975580725\n", + "(0.6565656565656566,) error 2152.2458082508588\n", + "(0.6565656565656566,) error 2153.1812230044557\n", + "(0.6565656565656566,) error 2154.116841818862\n", + "(0.6565656565656566,) error 2155.052664694079\n", + "(0.6565656565656566,) error 2155.988691630106\n", + "(0.6666666666666667,) error 2217.7407407407422\n", + "(0.6666666666666667,) error 2218.690337720642\n", + "(0.6666666666666667,) error 2219.640138761352\n", + "(0.6666666666666667,) error 2220.5901438628725\n", + "(0.6666666666666667,) error 2221.540353025203\n", + "(0.6666666666666667,) error 2222.490766248344\n", + "(0.6666666666666667,) error 2223.441383532294\n", + "(0.6666666666666667,) error 2224.392204877055\n", + "(0.6666666666666667,) error 2225.343230282626\n", + "(0.6666666666666667,) error 2226.294459749007\n", + "(0.6666666666666667,) error 2227.245893276198\n", + "(0.6666666666666667,) error 2228.197530864199\n", + "(0.6666666666666667,) error 2229.149372513011\n", + "(0.6666666666666667,) error 2230.101418222632\n", + "(0.6666666666666667,) error 2231.0536679930633\n", + "(0.6666666666666667,) error 2232.0061218243054\n", + "(0.6666666666666667,) error 2232.958779716357\n", + "(0.6666666666666667,) error 2233.9116416692195\n", + "(0.6666666666666667,) error 2234.8647076828915\n", + "(0.6666666666666667,) error 2235.8179777573737\n", + "(0.6666666666666667,) error 2236.771451892666\n", + "(0.6666666666666667,) error 2237.7251300887688\n", + "(0.6666666666666667,) error 2238.679012345681\n", + "(0.6666666666666667,) error 2239.6330986634034\n", + "(0.6666666666666667,) error 2240.5873890419366\n", + "(0.6666666666666667,) error 2241.5418834812776\n", + "(0.6666666666666667,) error 2242.496581981431\n", + "(0.6666666666666667,) error 2243.451484542394\n", + "(0.6666666666666667,) error 2244.4065911641674\n", + "(0.6666666666666667,) error 2245.361901846751\n", + "(0.6666666666666667,) error 2246.317416590145\n", + "(0.6666666666666667,) error 2247.273135394348\n", + "(0.6666666666666667,) error 2248.2290582593623\n", + "(0.6666666666666667,) error 2249.1851851851866\n", + "(0.6666666666666667,) error 2250.14151617182\n", + "(0.6666666666666667,) error 2251.098051219264\n", + "(0.6666666666666667,) error 2252.0547903275183\n", + "(0.6666666666666667,) error 2253.011733496583\n", + "(0.6666666666666667,) error 2253.9688807264574\n", + "(0.6666666666666667,) error 2254.9262320171424\n", + "(0.6666666666666667,) error 2255.883787368637\n", + "(0.6666666666666667,) error 2256.841546780942\n", + "(0.6666666666666667,) error 2257.7995102540567\n", + "(0.6666666666666667,) error 2258.757677787982\n", + "(0.6666666666666667,) error 2259.7160493827173\n", + "(0.6666666666666667,) error 2260.6746250382625\n", + "(0.6666666666666667,) error 2261.6334047546184\n", + "(0.6666666666666667,) error 2262.592388531784\n", + "(0.6666666666666667,) error 2263.551576369759\n", + "(0.6666666666666667,) error 2264.510968268545\n", + "(0.6666666666666667,) error 2265.470564228142\n", + "(0.6666666666666667,) error 2266.4303642485474\n", + "(0.6666666666666667,) error 2267.3903683297635\n", + "(0.6666666666666667,) error 2268.3505764717897\n", + "(0.6666666666666667,) error 2269.3109886746265\n", + "(0.6666666666666667,) error 2270.271604938273\n", + "(0.6666666666666667,) error 2271.23242526273\n", + "(0.6666666666666667,) error 2272.1934496479967\n", + "(0.6666666666666667,) error 2273.1546780940735\n", + "(0.6666666666666667,) error 2274.1161106009604\n", + "(0.6666666666666667,) error 2275.0777471686583\n", + "(0.6666666666666667,) error 2276.0395877971655\n", + "(0.6666666666666667,) error 2277.0016324864823\n", + "(0.6666666666666667,) error 2277.9638812366106\n", + "(0.6666666666666667,) error 2278.926334047548\n", + "(0.6666666666666667,) error 2279.888990919296\n", + "(0.6666666666666667,) error 2280.8518518518536\n", + "(0.6666666666666667,) error 2281.8149168452214\n", + "(0.6666666666666667,) error 2282.7781858994\n", + "(0.6666666666666667,) error 2283.741659014388\n", + "(0.6666666666666667,) error 2284.7053361901867\n", + "(0.6666666666666667,) error 2285.669217426795\n", + "(0.6666666666666667,) error 2286.633302724214\n", + "(0.6666666666666667,) error 2287.5975920824426\n", + "(0.6666666666666667,) error 2288.5620855014813\n", + "(0.6666666666666667,) error 2289.5267829813292\n", + "(0.6666666666666667,) error 2290.491684521988\n", + "(0.6666666666666667,) error 2291.4567901234577\n", + "(0.6666666666666667,) error 2292.422099785737\n", + "(0.6666666666666667,) error 2293.3876135088267\n", + "(0.6666666666666667,) error 2294.353331292726\n", + "(0.6666666666666667,) error 2295.3192531374357\n", + "(0.6666666666666667,) error 2296.285379042956\n", + "(0.6666666666666667,) error 2297.2517090092856\n", + "(0.6666666666666667,) error 2298.218243036426\n", + "(0.6666666666666667,) error 2299.184981124376\n", + "(0.6666666666666667,) error 2300.1519232731366\n", + "(0.6666666666666667,) error 2301.119069482707\n", + "(0.6666666666666667,) error 2302.0864197530877\n", + "(0.6666666666666667,) error 2303.0539740842783\n", + "(0.6666666666666667,) error 2304.021732476279\n", + "(0.6666666666666667,) error 2304.98969492909\n", + "(0.6666666666666667,) error 2305.957861442711\n", + "(0.6666666666666667,) error 2306.926232017142\n", + "(0.6666666666666667,) error 2307.894806652384\n", + "(0.6666666666666667,) error 2308.863585348435\n", + "(0.6666666666666667,) error 2309.832568105296\n", + "(0.6666666666666667,) error 2310.8017549229685\n", + "(0.6666666666666667,) error 2311.7711458014496\n", + "(0.6666666666666667,) error 2312.7407407407422\n", + "(0.6767676767676768,) error 2376.7137196884682\n", + "(0.6767676767676768,) error 2377.6968846716327\n", + "(0.6767676767676768,) error 2378.6802537156077\n", + "(0.6767676767676768,) error 2379.6638268203938\n", + "(0.6767676767676768,) error 2380.6476039859886\n", + "(0.6767676767676768,) error 2381.631585212394\n", + "(0.6767676767676768,) error 2382.61577049961\n", + "(0.6767676767676768,) error 2383.6001598476355\n", + "(0.6767676767676768,) error 2384.5847532564717\n", + "(0.6767676767676768,) error 2385.569550726117\n", + "(0.6767676767676768,) error 2386.5545522565735\n", + "(0.6767676767676768,) error 2387.5397578478396\n", + "(0.6767676767676768,) error 2388.525167499916\n", + "(0.6767676767676768,) error 2389.5107812128026\n", + "(0.6767676767676768,) error 2390.496598986499\n", + "(0.6767676767676768,) error 2391.4826208210056\n", + "(0.6767676767676768,) error 2392.468846716323\n", + "(0.6767676767676768,) error 2393.4552766724496\n", + "(0.6767676767676768,) error 2394.4419106893865\n", + "(0.6767676767676768,) error 2395.4287487671336\n", + "(0.6767676767676768,) error 2396.4157909056917\n", + "(0.6767676767676768,) error 2397.4030371050585\n", + "(0.6767676767676768,) error 2398.390487365236\n", + "(0.6767676767676768,) error 2399.378141686224\n", + "(0.6767676767676768,) error 2400.3660000680215\n", + "(0.6767676767676768,) error 2401.3540625106284\n", + "(0.6767676767676768,) error 2402.3423290140463\n", + "(0.6767676767676768,) error 2403.3307995782743\n", + "(0.6767676767676768,) error 2404.3194742033124\n", + "(0.6767676767676768,) error 2405.3083528891616\n", + "(0.6767676767676768,) error 2406.2974356358195\n", + "(0.6767676767676768,) error 2407.2867224432885\n", + "(0.6767676767676768,) error 2408.276213311567\n", + "(0.6767676767676768,) error 2409.265908240656\n", + "(0.6767676767676768,) error 2410.2558072305546\n", + "(0.6767676767676768,) error 2411.245910281264\n", + "(0.6767676767676768,) error 2412.2362173927836\n", + "(0.6767676767676768,) error 2413.226728565113\n", + "(0.6767676767676768,) error 2414.2174437982526\n", + "(0.6767676767676768,) error 2415.208363092202\n", + "(0.6767676767676768,) error 2416.1994864469616\n", + "(0.6767676767676768,) error 2417.1908138625317\n", + "(0.6767676767676768,) error 2418.1823453389115\n", + "(0.6767676767676768,) error 2419.174080876101\n", + "(0.6767676767676768,) error 2420.1660204741015\n", + "(0.6767676767676768,) error 2421.158164132912\n", + "(0.6767676767676768,) error 2422.150511852533\n", + "(0.6767676767676768,) error 2423.143063632963\n", + "(0.6767676767676768,) error 2424.135819474204\n", + "(0.6767676767676768,) error 2425.128779376255\n", + "(0.6767676767676768,) error 2426.1219433391157\n", + "(0.6767676767676768,) error 2427.115311362787\n", + "(0.6767676767676768,) error 2428.108883447268\n", + "(0.6767676767676768,) error 2429.1026595925596\n", + "(0.6767676767676768,) error 2430.096639798661\n", + "(0.6767676767676768,) error 2431.090824065572\n", + "(0.6767676767676768,) error 2432.085212393294\n", + "(0.6767676767676768,) error 2433.079804781826\n", + "(0.6767676767676768,) error 2434.074601231168\n", + "(0.6767676767676768,) error 2435.0696017413197\n", + "(0.6767676767676768,) error 2436.064806312282\n", + "(0.6767676767676768,) error 2437.060214944054\n", + "(0.6767676767676768,) error 2438.055827636637\n", + "(0.6767676767676768,) error 2439.051644390029\n", + "(0.6767676767676768,) error 2440.047665204232\n", + "(0.6767676767676768,) error 2441.0438900792446\n", + "(0.6767676767676768,) error 2442.040319015068\n", + "(0.6767676767676768,) error 2443.0369520117006\n", + "(0.6767676767676768,) error 2444.0337890691435\n", + "(0.6767676767676768,) error 2445.030830187397\n", + "(0.6767676767676768,) error 2446.0280753664606\n", + "(0.6767676767676768,) error 2447.025524606334\n", + "(0.6767676767676768,) error 2448.0231779070177\n", + "(0.6767676767676768,) error 2449.0210352685112\n", + "(0.6767676767676768,) error 2450.0190966908153\n", + "(0.6767676767676768,) error 2451.017362173928\n", + "(0.6767676767676768,) error 2452.015831717852\n", + "(0.6767676767676768,) error 2453.014505322586\n", + "(0.6767676767676768,) error 2454.0133829881306\n", + "(0.6767676767676768,) error 2455.0124647144853\n", + "(0.6767676767676768,) error 2456.0117505016497\n", + "(0.6767676767676768,) error 2457.011240349624\n", + "(0.6767676767676768,) error 2458.010934258409\n", + "(0.6767676767676768,) error 2459.0108322280043\n", + "(0.6767676767676768,) error 2460.010934258409\n", + "(0.6767676767676768,) error 2461.0112403496246\n", + "(0.6767676767676768,) error 2462.0117505016497\n", + "(0.6767676767676768,) error 2463.0124647144853\n", + "(0.6767676767676768,) error 2464.013382988131\n", + "(0.6767676767676768,) error 2465.0145053225865\n", + "(0.6767676767676768,) error 2466.0158317178525\n", + "(0.6767676767676768,) error 2467.017362173928\n", + "(0.6767676767676768,) error 2468.0190966908144\n", + "(0.6767676767676768,) error 2469.0210352685103\n", + "(0.6767676767676768,) error 2470.023177907017\n", + "(0.6767676767676768,) error 2471.0255246063334\n", + "(0.6767676767676768,) error 2472.0280753664597\n", + "(0.6767676767676768,) error 2473.030830187396\n", + "(0.6767676767676768,) error 2474.033789069143\n", + "(0.6767676767676768,) error 2475.0369520117\n", + "(0.686868686868687,) error 2541.230860796519\n", + "(0.686868686868687,) error 2542.247593782949\n", + "(0.686868686868687,) error 2543.2645308301885\n", + "(0.686868686868687,) error 2544.281671938239\n", + "(0.686868686868687,) error 2545.299017107099\n", + "(0.686868686868687,) error 2546.31656633677\n", + "(0.686868686868687,) error 2547.3343196272504\n", + "(0.686868686868687,) error 2548.3522769785413\n", + "(0.686868686868687,) error 2549.370438390642\n", + "(0.686868686868687,) error 2550.3888038635528\n", + "(0.686868686868687,) error 2551.407373397274\n", + "(0.686868686868687,) error 2552.426146991805\n", + "(0.686868686868687,) error 2553.4451246471467\n", + "(0.686868686868687,) error 2554.464306363298\n", + "(0.686868686868687,) error 2555.48369214026\n", + "(0.686868686868687,) error 2556.5032819780313\n", + "(0.686868686868687,) error 2557.5230758766133\n", + "(0.686868686868687,) error 2558.543073836005\n", + "(0.686868686868687,) error 2559.5632758562074\n", + "(0.686868686868687,) error 2560.5836819372194\n", + "(0.686868686868687,) error 2561.604292079042\n", + "(0.686868686868687,) error 2562.625106281674\n", + "(0.686868686868687,) error 2563.6461245451164\n", + "(0.686868686868687,) error 2564.6673468693693\n", + "(0.686868686868687,) error 2565.6887732544315\n", + "(0.686868686868687,) error 2566.7104037003032\n", + "(0.686868686868687,) error 2567.7322382069865\n", + "(0.686868686868687,) error 2568.7542767744794\n", + "(0.686868686868687,) error 2569.776519402783\n", + "(0.686868686868687,) error 2570.798966091896\n", + "(0.686868686868687,) error 2571.82161684182\n", + "(0.686868686868687,) error 2572.8444716525532\n", + "(0.686868686868687,) error 2573.8675305240968\n", + "(0.686868686868687,) error 2574.890793456451\n", + "(0.686868686868687,) error 2575.914260449615\n", + "(0.686868686868687,) error 2576.937931503589\n", + "(0.686868686868687,) error 2577.9618066183734\n", + "(0.686868686868687,) error 2578.9858857939676\n", + "(0.686868686868687,) error 2580.0101690303723\n", + "(0.686868686868687,) error 2581.0346563275866\n", + "(0.686868686868687,) error 2582.0593476856116\n", + "(0.686868686868687,) error 2583.084243104446\n", + "(0.686868686868687,) error 2584.1093425840913\n", + "(0.686868686868687,) error 2585.134646124546\n", + "(0.686868686868687,) error 2586.1601537258116\n", + "(0.686868686868687,) error 2587.1858653878867\n", + "(0.686868686868687,) error 2588.2117811107723\n", + "(0.686868686868687,) error 2589.2379008944677\n", + "(0.686868686868687,) error 2590.2642247389736\n", + "(0.686868686868687,) error 2591.290752644289\n", + "(0.686868686868687,) error 2592.3174846104157\n", + "(0.686868686868687,) error 2593.344420637351\n", + "(0.686868686868687,) error 2594.371560725098\n", + "(0.686868686868687,) error 2595.3989048736535\n", + "(0.686868686868687,) error 2596.42645308302\n", + "(0.686868686868687,) error 2597.454205353197\n", + "(0.686868686868687,) error 2598.4821616841837\n", + "(0.686868686868687,) error 2599.5103220759806\n", + "(0.686868686868687,) error 2600.5386865285873\n", + "(0.686868686868687,) error 2601.5672550420045\n", + "(0.686868686868687,) error 2602.5960276162314\n", + "(0.686868686868687,) error 2603.625004251269\n", + "(0.686868686868687,) error 2604.6541849471164\n", + "(0.686868686868687,) error 2605.6835697037736\n", + "(0.686868686868687,) error 2606.7131585212414\n", + "(0.686868686868687,) error 2607.742951399519\n", + "(0.686868686868687,) error 2608.772948338607\n", + "(0.686868686868687,) error 2609.8031493385047\n", + "(0.686868686868687,) error 2610.833554399213\n", + "(0.686868686868687,) error 2611.8641635207314\n", + "(0.686868686868687,) error 2612.8949767030595\n", + "(0.686868686868687,) error 2613.925993946198\n", + "(0.686868686868687,) error 2614.9572152501464\n", + "(0.686868686868687,) error 2615.9886406149053\n", + "(0.686868686868687,) error 2617.020270040474\n", + "(0.686868686868687,) error 2618.0521035268516\n", + "(0.686868686868687,) error 2619.084141074041\n", + "(0.686868686868687,) error 2620.1163826820402\n", + "(0.686868686868687,) error 2621.1488283508493\n", + "(0.686868686868687,) error 2622.181478080469\n", + "(0.686868686868687,) error 2623.2143318708986\n", + "(0.686868686868687,) error 2624.247389722138\n", + "(0.686868686868687,) error 2625.280651634188\n", + "(0.686868686868687,) error 2626.3141176070476\n", + "(0.686868686868687,) error 2627.347787640718\n", + "(0.686868686868687,) error 2628.381661735198\n", + "(0.686868686868687,) error 2629.415739890488\n", + "(0.686868686868687,) error 2630.4500221065887\n", + "(0.686868686868687,) error 2631.4845083834994\n", + "(0.686868686868687,) error 2632.51919872122\n", + "(0.686868686868687,) error 2633.554093119751\n", + "(0.686868686868687,) error 2634.589191579092\n", + "(0.686868686868687,) error 2635.624494099243\n", + "(0.686868686868687,) error 2636.6600006802037\n", + "(0.686868686868687,) error 2637.6957113219755\n", + "(0.686868686868687,) error 2638.7316260245566\n", + "(0.686868686868687,) error 2639.7677447879482\n", + "(0.686868686868687,) error 2640.8040676121495\n", + "(0.686868686868687,) error 2641.840594497162\n", + "(0.686868686868687,) error 2642.877325442983\n", + "(0.696969696969697,) error 2711.292164064892\n", + "(0.696969696969697,) error 2712.342465054587\n", + "(0.696969696969697,) error 2713.3929701050924\n", + "(0.696969696969697,) error 2714.4436792164074\n", + "(0.696969696969697,) error 2715.494592388533\n", + "(0.696969696969697,) error 2716.545709621468\n", + "(0.696969696969697,) error 2717.5970309152135\n", + "(0.696969696969697,) error 2718.6485562697694\n", + "(0.696969696969697,) error 2719.700285685135\n", + "(0.696969696969697,) error 2720.752219161311\n", + "(0.696969696969697,) error 2721.8043566982974\n", + "(0.696969696969697,) error 2722.8566982960933\n", + "(0.696969696969697,) error 2723.9092439547\n", + "(0.696969696969697,) error 2724.961993674116\n", + "(0.696969696969697,) error 2726.0149474543427\n", + "(0.696969696969697,) error 2727.068105295379\n", + "(0.696969696969697,) error 2728.1214671972257\n", + "(0.696969696969697,) error 2729.175033159883\n", + "(0.696969696969697,) error 2730.22880318335\n", + "(0.696969696969697,) error 2731.282777267627\n", + "(0.696969696969697,) error 2732.3369554127144\n", + "(0.696969696969697,) error 2733.3913376186115\n", + "(0.696969696969697,) error 2734.445923885319\n", + "(0.696969696969697,) error 2735.5007142128366\n", + "(0.696969696969697,) error 2736.5557086011645\n", + "(0.696969696969697,) error 2737.6109070503007\n", + "(0.696969696969697,) error 2738.666309560249\n", + "(0.696969696969697,) error 2739.721916131007\n", + "(0.696969696969697,) error 2740.777726762575\n", + "(0.696969696969697,) error 2741.8337414549533\n", + "(0.696969696969697,) error 2742.8899602081424\n", + "(0.696969696969697,) error 2743.9463830221407\n", + "(0.696969696969697,) error 2745.0030098969496\n", + "(0.696969696969697,) error 2746.0598408325677\n", + "(0.696969696969697,) error 2747.1168758289973\n", + "(0.696969696969697,) error 2748.1741148862366\n", + "(0.696969696969697,) error 2749.2315580042855\n", + "(0.696969696969697,) error 2750.2892051831445\n", + "(0.696969696969697,) error 2751.347056422814\n", + "(0.696969696969697,) error 2752.405111723294\n", + "(0.696969696969697,) error 2753.463371084584\n", + "(0.696969696969697,) error 2754.5218345066837\n", + "(0.696969696969697,) error 2755.580501989594\n", + "(0.696969696969697,) error 2756.6393735333136\n", + "(0.696969696969697,) error 2757.698449137844\n", + "(0.696969696969697,) error 2758.757728803184\n", + "(0.696969696969697,) error 2759.8172125293345\n", + "(0.696969696969697,) error 2760.8769003162947\n", + "(0.696969696969697,) error 2761.9367921640655\n", + "(0.696969696969697,) error 2762.996888072646\n", + "(0.696969696969697,) error 2764.057188042037\n", + "(0.696969696969697,) error 2765.117692072238\n", + "(0.696969696969697,) error 2766.1784001632495\n", + "(0.696969696969697,) error 2767.239312315071\n", + "(0.696969696969697,) error 2768.300428527702\n", + "(0.696969696969697,) error 2769.3617488011437\n", + "(0.696969696969697,) error 2770.4232731353954\n", + "(0.696969696969697,) error 2771.485001530457\n", + "(0.696969696969697,) error 2772.546933986329\n", + "(0.696969696969697,) error 2773.609070503011\n", + "(0.696969696969697,) error 2774.671411080503\n", + "(0.696969696969697,) error 2775.7339557188047\n", + "(0.696969696969697,) error 2776.796704417918\n", + "(0.696969696969697,) error 2777.85965717784\n", + "(0.696969696969697,) error 2778.922813998573\n", + "(0.696969696969697,) error 2779.9861748801154\n", + "(0.696969696969697,) error 2781.0497398224684\n", + "(0.696969696969697,) error 2782.113508825631\n", + "(0.696969696969697,) error 2783.177481889604\n", + "(0.696969696969697,) error 2784.2416590143876\n", + "(0.696969696969697,) error 2785.306040199981\n", + "(0.696969696969697,) error 2786.3706254463846\n", + "(0.696969696969697,) error 2787.4354147535983\n", + "(0.696969696969697,) error 2788.5004081216216\n", + "(0.696969696969697,) error 2789.565605550455\n", + "(0.696969696969697,) error 2790.631007040098\n", + "(0.696969696969697,) error 2791.6966125905515\n", + "(0.696969696969697,) error 2792.762422201816\n", + "(0.696969696969697,) error 2793.8284358738906\n", + "(0.696969696969697,) error 2794.8946536067747\n", + "(0.696969696969697,) error 2795.9610754004693\n", + "(0.696969696969697,) error 2797.027701254974\n", + "(0.696969696969697,) error 2798.094531170289\n", + "(0.696969696969697,) error 2799.161565146414\n", + "(0.696969696969697,) error 2800.2288031833486\n", + "(0.696969696969697,) error 2801.2962452810934\n", + "(0.696969696969697,) error 2802.3638914396493\n", + "(0.696969696969697,) error 2803.4317416590147\n", + "(0.696969696969697,) error 2804.499795939191\n", + "(0.696969696969697,) error 2805.568054280176\n", + "(0.696969696969697,) error 2806.636516681972\n", + "(0.696969696969697,) error 2807.7051831445774\n", + "(0.696969696969697,) error 2808.7740536679935\n", + "(0.696969696969697,) error 2809.8431282522197\n", + "(0.696969696969697,) error 2810.912406897256\n", + "(0.696969696969697,) error 2811.9818896031024\n", + "(0.696969696969697,) error 2813.0515763697585\n", + "(0.696969696969697,) error 2814.1214671972252\n", + "(0.696969696969697,) error 2815.191562085502\n", + "(0.696969696969697,) error 2816.261861034589\n", + "(0.7070707070707072,) error 2886.897629493591\n", + "(0.7070707070707072,) error 2887.981498486551\n", + "(0.7070707070707072,) error 2889.065571540321\n", + "(0.7070707070707072,) error 2890.1498486549012\n", + "(0.7070707070707072,) error 2891.2343298302912\n", + "(0.7070707070707072,) error 2892.319015066492\n", + "(0.7070707070707072,) error 2893.4039043635025\n", + "(0.7070707070707072,) error 2894.488997721323\n", + "(0.7070707070707072,) error 2895.574295139954\n", + "(0.7070707070707072,) error 2896.6597966193945\n", + "(0.7070707070707072,) error 2897.7455021596456\n", + "(0.7070707070707072,) error 2898.8314117607065\n", + "(0.7070707070707072,) error 2899.917525422579\n", + "(0.7070707070707072,) error 2901.0038431452595\n", + "(0.7070707070707072,) error 2902.0903649287507\n", + "(0.7070707070707072,) error 2903.177090773053\n", + "(0.7070707070707072,) error 2904.264020678164\n", + "(0.7070707070707072,) error 2905.3511546440864\n", + "(0.7070707070707072,) error 2906.4384926708185\n", + "(0.7070707070707072,) error 2907.5260347583608\n", + "(0.7070707070707072,) error 2908.6137809067127\n", + "(0.7070707070707072,) error 2909.7017311158756\n", + "(0.7070707070707072,) error 2910.789885385848\n", + "(0.7070707070707072,) error 2911.8782437166305\n", + "(0.7070707070707072,) error 2912.966806108223\n", + "(0.7070707070707072,) error 2914.0555725606246\n", + "(0.7070707070707072,) error 2915.144543073837\n", + "(0.7070707070707072,) error 2916.23371764786\n", + "(0.7070707070707072,) error 2917.3230962826933\n", + "(0.7070707070707072,) error 2918.4126789783368\n", + "(0.7070707070707072,) error 2919.502465734791\n", + "(0.7070707070707072,) error 2920.592456552054\n", + "(0.7070707070707072,) error 2921.682651430128\n", + "(0.7070707070707072,) error 2922.7730503690113\n", + "(0.7070707070707072,) error 2923.8636533687054\n", + "(0.7070707070707072,) error 2924.9544604292096\n", + "(0.7070707070707072,) error 2926.045471550524\n", + "(0.7070707070707072,) error 2927.1366867326483\n", + "(0.7070707070707072,) error 2928.2281059755824\n", + "(0.7070707070707072,) error 2929.3197292793266\n", + "(0.7070707070707072,) error 2930.4115566438813\n", + "(0.7070707070707072,) error 2931.5035880692467\n", + "(0.7070707070707072,) error 2932.5958235554212\n", + "(0.7070707070707072,) error 2933.688263102406\n", + "(0.7070707070707072,) error 2934.780906710201\n", + "(0.7070707070707072,) error 2935.873754378807\n", + "(0.7070707070707072,) error 2936.9668061082216\n", + "(0.7070707070707072,) error 2938.0600618984477\n", + "(0.7070707070707072,) error 2939.1535217494834\n", + "(0.7070707070707072,) error 2940.247185661329\n", + "(0.7070707070707072,) error 2941.3410536339848\n", + "(0.7070707070707072,) error 2942.435125667451\n", + "(0.7070707070707072,) error 2943.529401761727\n", + "(0.7070707070707072,) error 2944.6238819168134\n", + "(0.7070707070707072,) error 2945.7185661327094\n", + "(0.7070707070707072,) error 2946.813454409416\n", + "(0.7070707070707072,) error 2947.9085467469326\n", + "(0.7070707070707072,) error 2949.0038431452595\n", + "(0.7070707070707072,) error 2950.099343604397\n", + "(0.7070707070707072,) error 2951.1950481243434\n", + "(0.7070707070707072,) error 2952.2909567051006\n", + "(0.7070707070707072,) error 2953.3870693466674\n", + "(0.7070707070707072,) error 2954.4833860490453\n", + "(0.7070707070707072,) error 2955.5799068122324\n", + "(0.7070707070707072,) error 2956.67663163623\n", + "(0.7070707070707072,) error 2957.773560521038\n", + "(0.7070707070707072,) error 2958.870693466655\n", + "(0.7070707070707072,) error 2959.968030473083\n", + "(0.7070707070707072,) error 2961.0655715403223\n", + "(0.7070707070707072,) error 2962.16331666837\n", + "(0.7070707070707072,) error 2963.2612658572284\n", + "(0.7070707070707072,) error 2964.359419106897\n", + "(0.7070707070707072,) error 2965.457776417375\n", + "(0.7070707070707072,) error 2966.556337788664\n", + "(0.7070707070707072,) error 2967.6551032207626\n", + "(0.7070707070707072,) error 2968.7540727136698\n", + "(0.7070707070707072,) error 2969.8532462673897\n", + "(0.7070707070707072,) error 2970.9526238819185\n", + "(0.7070707070707072,) error 2972.052205557258\n", + "(0.7070707070707072,) error 2973.151991293407\n", + "(0.7070707070707072,) error 2974.2519810903664\n", + "(0.7070707070707072,) error 2975.3521749481365\n", + "(0.7070707070707072,) error 2976.452572866716\n", + "(0.7070707070707072,) error 2977.553174846106\n", + "(0.7070707070707072,) error 2978.653980886306\n", + "(0.7070707070707072,) error 2979.754990987316\n", + "(0.7070707070707072,) error 2980.856205149136\n", + "(0.7070707070707072,) error 2981.9576233717667\n", + "(0.7070707070707072,) error 2983.059245655207\n", + "(0.7070707070707072,) error 2984.1610719994583\n", + "(0.7070707070707072,) error 2985.2631024045186\n", + "(0.7070707070707072,) error 2986.3653368703895\n", + "(0.7070707070707072,) error 2987.4677753970705\n", + "(0.7070707070707072,) error 2988.5704179845616\n", + "(0.7070707070707072,) error 2989.6732646328624\n", + "(0.7070707070707072,) error 2990.776315341974\n", + "(0.7070707070707072,) error 2991.8795701118956\n", + "(0.7070707070707072,) error 2992.983028942627\n", + "(0.7070707070707072,) error 2994.086691834169\n", + "(0.7070707070707072,) error 2995.190558786521\n", + "(0.7171717171717172,) error 3068.047257082612\n", + "(0.7171717171717172,) error 3069.1646940788364\n", + "(0.7171717171717172,) error 3070.2823351358716\n", + "(0.7171717171717172,) error 3071.400180253717\n", + "(0.7171717171717172,) error 3072.5182294323718\n", + "(0.7171717171717172,) error 3073.6364826718377\n", + "(0.7171717171717172,) error 3074.7549399721133\n", + "(0.7171717171717172,) error 3075.8736013331986\n", + "(0.7171717171717172,) error 3076.9924667550945\n", + "(0.7171717171717172,) error 3078.1115362378\n", + "(0.7171717171717172,) error 3079.230809781316\n", + "(0.7171717171717172,) error 3080.350287385642\n", + "(0.7171717171717172,) error 3081.4699690507787\n", + "(0.7171717171717172,) error 3082.5898547767247\n", + "(0.7171717171717172,) error 3083.7099445634813\n", + "(0.7171717171717172,) error 3084.830238411048\n", + "(0.7171717171717172,) error 3085.950736319425\n", + "(0.7171717171717172,) error 3087.0714382886113\n", + "(0.7171717171717172,) error 3088.1923443186083\n", + "(0.7171717171717172,) error 3089.3134544094155\n", + "(0.7171717171717172,) error 3090.4347685610323\n", + "(0.7171717171717172,) error 3091.55628677346\n", + "(0.7171717171717172,) error 3092.6780090466978\n", + "(0.7171717171717172,) error 3093.799935380746\n", + "(0.7171717171717172,) error 3094.9220657756027\n", + "(0.7171717171717172,) error 3096.0444002312693\n", + "(0.7171717171717172,) error 3097.1669387477473\n", + "(0.7171717171717172,) error 3098.2896813250354\n", + "(0.7171717171717172,) error 3099.412627963133\n", + "(0.7171717171717172,) error 3100.535778662042\n", + "(0.7171717171717172,) error 3101.6591334217605\n", + "(0.7171717171717172,) error 3102.7826922422887\n", + "(0.7171717171717172,) error 3103.906455123628\n", + "(0.7171717171717172,) error 3105.0304220657763\n", + "(0.7171717171717172,) error 3106.1545930687353\n", + "(0.7171717171717172,) error 3107.2789681325044\n", + "(0.7171717171717172,) error 3108.4035472570836\n", + "(0.7171717171717172,) error 3109.5283304424725\n", + "(0.7171717171717172,) error 3110.653317688672\n", + "(0.7171717171717172,) error 3111.7785089956815\n", + "(0.7171717171717172,) error 3112.9039043635016\n", + "(0.7171717171717172,) error 3114.0295037921314\n", + "(0.7171717171717172,) error 3115.155307281571\n", + "(0.7171717171717172,) error 3116.2813148318205\n", + "(0.7171717171717172,) error 3117.407526442881\n", + "(0.7171717171717172,) error 3118.5339421147514\n", + "(0.7171717171717172,) error 3119.6605618474314\n", + "(0.7171717171717172,) error 3120.7873856409224\n", + "(0.7171717171717172,) error 3121.9144134952226\n", + "(0.7171717171717172,) error 3123.041645410334\n", + "(0.7171717171717172,) error 3124.1690813862538\n", + "(0.7171717171717172,) error 3125.296721422985\n", + "(0.7171717171717172,) error 3126.4245655205254\n", + "(0.7171717171717172,) error 3127.552613678877\n", + "(0.7171717171717172,) error 3128.6808658980385\n", + "(0.7171717171717172,) error 3129.8093221780105\n", + "(0.7171717171717172,) error 3130.9379825187916\n", + "(0.7171717171717172,) error 3132.0668469203833\n", + "(0.7171717171717172,) error 3133.1959153827847\n", + "(0.7171717171717172,) error 3134.325187905997\n", + "(0.7171717171717172,) error 3135.454664490019\n", + "(0.7171717171717172,) error 3136.5843451348514\n", + "(0.7171717171717172,) error 3137.7142298404938\n", + "(0.7171717171717172,) error 3138.8443186069467\n", + "(0.7171717171717172,) error 3139.974611434209\n", + "(0.7171717171717172,) error 3141.105108322281\n", + "(0.7171717171717172,) error 3142.2358092711643\n", + "(0.7171717171717172,) error 3143.3667142808567\n", + "(0.7171717171717172,) error 3144.49782335136\n", + "(0.7171717171717172,) error 3145.6291364826734\n", + "(0.7171717171717172,) error 3146.7606536747967\n", + "(0.7171717171717172,) error 3147.8923749277296\n", + "(0.7171717171717172,) error 3149.024300241473\n", + "(0.7171717171717172,) error 3150.1564296160273\n", + "(0.7171717171717172,) error 3151.2887630513906\n", + "(0.7171717171717172,) error 3152.4213005475635\n", + "(0.7171717171717172,) error 3153.5540421045475\n", + "(0.7171717171717172,) error 3154.686987722341\n", + "(0.7171717171717172,) error 3155.820137400946\n", + "(0.7171717171717172,) error 3156.9534911403603\n", + "(0.7171717171717172,) error 3158.0870489405847\n", + "(0.7171717171717172,) error 3159.220810801619\n", + "(0.7171717171717172,) error 3160.3547767234645\n", + "(0.7171717171717172,) error 3161.488946706119\n", + "(0.7171717171717172,) error 3162.623320749584\n", + "(0.7171717171717172,) error 3163.757898853859\n", + "(0.7171717171717172,) error 3164.892681018944\n", + "(0.7171717171717172,) error 3166.0276672448394\n", + "(0.7171717171717172,) error 3167.162857531545\n", + "(0.7171717171717172,) error 3168.298251879061\n", + "(0.7171717171717172,) error 3169.4338502873866\n", + "(0.7171717171717172,) error 3170.569652756522\n", + "(0.7171717171717172,) error 3171.7056592864683\n", + "(0.7171717171717172,) error 3172.841869877224\n", + "(0.7171717171717172,) error 3173.9782845287905\n", + "(0.7171717171717172,) error 3175.1149032411668\n", + "(0.7171717171717172,) error 3176.2517260143536\n", + "(0.7171717171717172,) error 3177.38875284835\n", + "(0.7171717171717172,) error 3178.5259837431568\n", + "(0.7171717171717172,) error 3179.6634186987735\n", + "(0.7272727272727273,) error 3254.7410468319563\n", + "(0.7272727272727273,) error 3255.892051831446\n", + "(0.7272727272727273,) error 3257.043260891746\n", + "(0.7272727272727273,) error 3258.1946740128565\n", + "(0.7272727272727273,) error 3259.3462911947768\n", + "(0.7272727272727273,) error 3260.4981124375067\n", + "(0.7272727272727273,) error 3261.6501377410473\n", + "(0.7272727272727273,) error 3262.802367105398\n", + "(0.7272727272727273,) error 3263.9548005305587\n", + "(0.7272727272727273,) error 3265.10743801653\n", + "(0.7272727272727273,) error 3266.2602795633106\n", + "(0.7272727272727273,) error 3267.4133251709013\n", + "(0.7272727272727273,) error 3268.5665748393035\n", + "(0.7272727272727273,) error 3269.720028568514\n", + "(0.7272727272727273,) error 3270.873686358536\n", + "(0.7272727272727273,) error 3272.027548209367\n", + "(0.7272727272727273,) error 3273.1816141210093\n", + "(0.7272727272727273,) error 3274.33588409346\n", + "(0.7272727272727273,) error 3275.4903581267226\n", + "(0.7272727272727273,) error 3276.6450362207947\n", + "(0.7272727272727273,) error 3277.7999183756765\n", + "(0.7272727272727273,) error 3278.9550045913693\n", + "(0.7272727272727273,) error 3280.110294867872\n", + "(0.7272727272727273,) error 3281.265789205185\n", + "(0.7272727272727273,) error 3282.421487603307\n", + "(0.7272727272727273,) error 3283.5773900622385\n", + "(0.7272727272727273,) error 3284.733496581981\n", + "(0.7272727272727273,) error 3285.889807162535\n", + "(0.7272727272727273,) error 3287.0463218038967\n", + "(0.7272727272727273,) error 3288.203040506071\n", + "(0.7272727272727273,) error 3289.3599632690543\n", + "(0.7272727272727273,) error 3290.517090092848\n", + "(0.7272727272727273,) error 3291.674420977451\n", + "(0.7272727272727273,) error 3292.8319559228653\n", + "(0.7272727272727273,) error 3293.989694929089\n", + "(0.7272727272727273,) error 3295.1476379961227\n", + "(0.7272727272727273,) error 3296.305785123967\n", + "(0.7272727272727273,) error 3297.4641363126216\n", + "(0.7272727272727273,) error 3298.622691562085\n", + "(0.7272727272727273,) error 3299.78145087236\n", + "(0.7272727272727273,) error 3300.940414243445\n", + "(0.7272727272727273,) error 3302.09958167534\n", + "(0.7272727272727273,) error 3303.258953168044\n", + "(0.7272727272727273,) error 3304.41852872156\n", + "(0.7272727272727273,) error 3305.5783083358842\n", + "(0.7272727272727273,) error 3306.73829201102\n", + "(0.7272727272727273,) error 3307.898479746965\n", + "(0.7272727272727273,) error 3309.0588715437207\n", + "(0.7272727272727273,) error 3310.2194674012862\n", + "(0.7272727272727273,) error 3311.3802673196624\n", + "(0.7272727272727273,) error 3312.5412712988473\n", + "(0.7272727272727273,) error 3313.7024793388427\n", + "(0.7272727272727273,) error 3314.863891439649\n", + "(0.7272727272727273,) error 3316.0255076012654\n", + "(0.7272727272727273,) error 3317.187327823692\n", + "(0.7272727272727273,) error 3318.3493521069286\n", + "(0.7272727272727273,) error 3319.511580450975\n", + "(0.7272727272727273,) error 3320.674012855831\n", + "(0.7272727272727273,) error 3321.836649321498\n", + "(0.7272727272727273,) error 3322.999489847975\n", + "(0.7272727272727273,) error 3324.1625344352615\n", + "(0.7272727272727273,) error 3325.3257830833595\n", + "(0.7272727272727273,) error 3326.489235792266\n", + "(0.7272727272727273,) error 3327.652892561984\n", + "(0.7272727272727273,) error 3328.8167533925116\n", + "(0.7272727272727273,) error 3329.980818283849\n", + "(0.7272727272727273,) error 3331.145087235997\n", + "(0.7272727272727273,) error 3332.3095602489543\n", + "(0.7272727272727273,) error 3333.474237322723\n", + "(0.7272727272727273,) error 3334.639118457301\n", + "(0.7272727272727273,) error 3335.8042036526895\n", + "(0.7272727272727273,) error 3336.969492908888\n", + "(0.7272727272727273,) error 3338.134986225896\n", + "(0.7272727272727273,) error 3339.3006836037152\n", + "(0.7272727272727273,) error 3340.466585042343\n", + "(0.7272727272727273,) error 3341.632690541781\n", + "(0.7272727272727273,) error 3342.79900010203\n", + "(0.7272727272727273,) error 3343.9655137230893\n", + "(0.7272727272727273,) error 3345.132231404959\n", + "(0.7272727272727273,) error 3346.2991531476378\n", + "(0.7272727272727273,) error 3347.466278951127\n", + "(0.7272727272727273,) error 3348.633608815427\n", + "(0.7272727272727273,) error 3349.8011427405368\n", + "(0.7272727272727273,) error 3350.968880726456\n", + "(0.7272727272727273,) error 3352.136822773186\n", + "(0.7272727272727273,) error 3353.3049688807264\n", + "(0.7272727272727273,) error 3354.473319049077\n", + "(0.7272727272727273,) error 3355.6418732782367\n", + "(0.7272727272727273,) error 3356.8106315682076\n", + "(0.7272727272727273,) error 3357.979593918988\n", + "(0.7272727272727273,) error 3359.148760330578\n", + "(0.7272727272727273,) error 3360.31813080298\n", + "(0.7272727272727273,) error 3361.48770533619\n", + "(0.7272727272727273,) error 3362.6574839302116\n", + "(0.7272727272727273,) error 3363.827466585042\n", + "(0.7272727272727273,) error 3364.9976533006843\n", + "(0.7272727272727273,) error 3366.1680440771347\n", + "(0.7272727272727273,) error 3367.3386389143966\n", + "(0.7272727272727273,) error 3368.5094378124686\n", + "(0.7272727272727273,) error 3369.68044077135\n", + "(0.7373737373737375,) error 3446.9789987416275\n", + "(0.7373737373737375,) error 3448.163571744382\n", + "(0.7373737373737375,) error 3449.348348807947\n", + "(0.7373737373737375,) error 3450.5333299323215\n", + "(0.7373737373737375,) error 3451.718515117507\n", + "(0.7373737373737375,) error 3452.9039043635025\n", + "(0.7373737373737375,) error 3454.089497670308\n", + "(0.7373737373737375,) error 3455.2752950379236\n", + "(0.7373737373737375,) error 3456.461296466349\n", + "(0.7373737373737375,) error 3457.647501955585\n", + "(0.7373737373737375,) error 3458.833911505631\n", + "(0.7373737373737375,) error 3460.0205251164866\n", + "(0.7373737373737375,) error 3461.2073427881533\n", + "(0.7373737373737375,) error 3462.3943645206296\n", + "(0.7373737373737375,) error 3463.581590313916\n", + "(0.7373737373737375,) error 3464.7690201680125\n", + "(0.7373737373737375,) error 3465.9566540829196\n", + "(0.7373737373737375,) error 3467.144492058636\n", + "(0.7373737373737375,) error 3468.332534095163\n", + "(0.7373737373737375,) error 3469.5207801925003\n", + "(0.7373737373737375,) error 3470.709230350647\n", + "(0.7373737373737375,) error 3471.8978845696042\n", + "(0.7373737373737375,) error 3473.0867428493716\n", + "(0.7373737373737375,) error 3474.2758051899496\n", + "(0.7373737373737375,) error 3475.465071591337\n", + "(0.7373737373737375,) error 3476.654542053533\n", + "(0.7373737373737375,) error 3477.8442165765414\n", + "(0.7373737373737375,) error 3479.0340951603594\n", + "(0.7373737373737375,) error 3480.224177804988\n", + "(0.7373737373737375,) error 3481.4144645104257\n", + "(0.7373737373737375,) error 3482.604955276674\n", + "(0.7373737373737375,) error 3483.795650103733\n", + "(0.7373737373737375,) error 3484.986548991601\n", + "(0.7373737373737375,) error 3486.1776519402797\n", + "(0.7373737373737375,) error 3487.3689589497685\n", + "(0.7373737373737375,) error 3488.5604700200674\n", + "(0.7373737373737375,) error 3489.752185151177\n", + "(0.7373737373737375,) error 3490.944104343096\n", + "(0.7373737373737375,) error 3492.136227595825\n", + "(0.7373737373737375,) error 3493.328554909365\n", + "(0.7373737373737375,) error 3494.5210862837143\n", + "(0.7373737373737375,) error 3495.7138217188744\n", + "(0.7373737373737375,) error 3496.906761214844\n", + "(0.7373737373737375,) error 3498.0999047716246\n", + "(0.7373737373737375,) error 3499.293252389214\n", + "(0.7373737373737375,) error 3500.4868040676142\n", + "(0.7373737373737375,) error 3501.6805598068254\n", + "(0.7373737373737375,) error 3502.8745196068453\n", + "(0.7373737373737375,) error 3504.068683467676\n", + "(0.7373737373737375,) error 3505.2630513893164\n", + "(0.7373737373737375,) error 3506.4576233717657\n", + "(0.7373737373737375,) error 3507.652399415027\n", + "(0.7373737373737375,) error 3508.847379519098\n", + "(0.7373737373737375,) error 3510.042563683979\n", + "(0.7373737373737375,) error 3511.2379519096708\n", + "(0.7373737373737375,) error 3512.433544196172\n", + "(0.7373737373737375,) error 3513.629340543483\n", + "(0.7373737373737375,) error 3514.825340951605\n", + "(0.7373737373737375,) error 3516.0215454205368\n", + "(0.7373737373737375,) error 3517.217953950279\n", + "(0.7373737373737375,) error 3518.4145665408305\n", + "(0.7373737373737375,) error 3519.6113831921925\n", + "(0.7373737373737375,) error 3520.8084039043656\n", + "(0.7373737373737375,) error 3522.0056286773474\n", + "(0.7373737373737375,) error 3523.2030575111403\n", + "(0.7373737373737375,) error 3524.4006904057424\n", + "(0.7373737373737375,) error 3525.5985273611564\n", + "(0.7373737373737375,) error 3526.796568377378\n", + "(0.7373737373737375,) error 3527.9948134544115\n", + "(0.7373737373737375,) error 3529.193262592254\n", + "(0.7373737373737375,) error 3530.3919157909077\n", + "(0.7373737373737375,) error 3531.5907730503714\n", + "(0.7373737373737375,) error 3532.7898343706443\n", + "(0.7373737373737375,) error 3533.9890997517273\n", + "(0.7373737373737375,) error 3535.1885691936222\n", + "(0.7373737373737375,) error 3536.3882426963246\n", + "(0.7373737373737375,) error 3537.588120259838\n", + "(0.7373737373737375,) error 3538.788201884163\n", + "(0.7373737373737375,) error 3539.988487569297\n", + "(0.7373737373737375,) error 3541.188977315241\n", + "(0.7373737373737375,) error 3542.3896711219954\n", + "(0.7373737373737375,) error 3543.5905689895603\n", + "(0.7373737373737375,) error 3544.791670917935\n", + "(0.7373737373737375,) error 3545.992976907119\n", + "(0.7373737373737375,) error 3547.194486957115\n", + "(0.7373737373737375,) error 3548.3962010679193\n", + "(0.7373737373737375,) error 3549.5981192395343\n", + "(0.7373737373737375,) error 3550.800241471961\n", + "(0.7373737373737375,) error 3552.0025677651956\n", + "(0.7373737373737375,) error 3553.2050981192406\n", + "(0.7373737373737375,) error 3554.4078325340965\n", + "(0.7373737373737375,) error 3555.6107710097626\n", + "(0.7373737373737375,) error 3556.8139135462384\n", + "(0.7373737373737375,) error 3558.0172601435243\n", + "(0.7373737373737375,) error 3559.2208108016207\n", + "(0.7373737373737375,) error 3560.424565520527\n", + "(0.7373737373737375,) error 3561.6285243002435\n", + "(0.7373737373737375,) error 3562.83268714077\n", + "(0.7373737373737375,) error 3564.0370540421063\n", + "(0.7373737373737375,) error 3565.2416250042534\n", + "(0.7474747474747475,) error 3644.7611128116187\n", + "(0.7474747474747475,) error 3645.979253817639\n", + "(0.7474747474747475,) error 3647.1975988844692\n", + "(0.7474747474747475,) error 3648.416148012109\n", + "(0.7474747474747475,) error 3649.6349012005594\n", + "(0.7474747474747475,) error 3650.8538584498197\n", + "(0.7474747474747475,) error 3652.0730197598896\n", + "(0.7474747474747475,) error 3653.292385130771\n", + "(0.7474747474747475,) error 3654.5119545624607\n", + "(0.7474747474747475,) error 3655.7317280549614\n", + "(0.7474747474747475,) error 3656.951705608272\n", + "(0.7474747474747475,) error 3658.171887222394\n", + "(0.7474747474747475,) error 3659.392272897325\n", + "(0.7474747474747475,) error 3660.612862633066\n", + "(0.7474747474747475,) error 3661.8336564296183\n", + "(0.7474747474747475,) error 3663.0546542869793\n", + "(0.7474747474747475,) error 3664.275856205151\n", + "(0.7474747474747475,) error 3665.497262184132\n", + "(0.7474747474747475,) error 3666.7188722239243\n", + "(0.7474747474747475,) error 3667.940686324526\n", + "(0.7474747474747475,) error 3669.1627044859392\n", + "(0.7474747474747475,) error 3670.3849267081605\n", + "(0.7474747474747475,) error 3671.6073529911932\n", + "(0.7474747474747475,) error 3672.8299833350356\n", + "(0.7474747474747475,) error 3674.052817739688\n", + "(0.7474747474747475,) error 3675.27585620515\n", + "(0.7474747474747475,) error 3676.4990987314227\n", + "(0.7474747474747475,) error 3677.7225453185056\n", + "(0.7474747474747475,) error 3678.9461959663986\n", + "(0.7474747474747475,) error 3680.170050675102\n", + "(0.7474747474747475,) error 3681.394109444616\n", + "(0.7474747474747475,) error 3682.618372274939\n", + "(0.7474747474747475,) error 3683.8428391660723\n", + "(0.7474747474747475,) error 3685.0675101180163\n", + "(0.7474747474747475,) error 3686.29238513077\n", + "(0.7474747474747475,) error 3687.5174642043344\n", + "(0.7474747474747475,) error 3688.7427473387083\n", + "(0.7474747474747475,) error 3689.968234533892\n", + "(0.7474747474747475,) error 3691.193925789886\n", + "(0.7474747474747475,) error 3692.419821106691\n", + "(0.7474747474747475,) error 3693.6459204843054\n", + "(0.7474747474747475,) error 3694.8722239227304\n", + "(0.7474747474747475,) error 3696.0987314219656\n", + "(0.7474747474747475,) error 3697.32544298201\n", + "(0.7474747474747475,) error 3698.552358602865\n", + "(0.7474747474747475,) error 3699.7794782845303\n", + "(0.7474747474747475,) error 3701.006802027006\n", + "(0.7474747474747475,) error 3702.2343298302912\n", + "(0.7474747474747475,) error 3703.4620616943866\n", + "(0.7474747474747475,) error 3704.6899976192926\n", + "(0.7474747474747475,) error 3705.9181376050074\n", + "(0.7474747474747475,) error 3707.1464816515327\n", + "(0.7474747474747475,) error 3708.375029758869\n", + "(0.7474747474747475,) error 3709.6037819270155\n", + "(0.7474747474747475,) error 3710.8327381559716\n", + "(0.7474747474747475,) error 3712.061898445738\n", + "(0.7474747474747475,) error 3713.2912627963137\n", + "(0.7474747474747475,) error 3714.5208312076998\n", + "(0.7474747474747475,) error 3715.7506036798973\n", + "(0.7474747474747475,) error 3716.9805802129044\n", + "(0.7474747474747475,) error 3718.2107608067213\n", + "(0.7474747474747475,) error 3719.441145461348\n", + "(0.7474747474747475,) error 3720.6717341767853\n", + "(0.7474747474747475,) error 3721.9025269530334\n", + "(0.7474747474747475,) error 3723.1335237900907\n", + "(0.7474747474747475,) error 3724.3647246879577\n", + "(0.7474747474747475,) error 3725.5961296466357\n", + "(0.7474747474747475,) error 3726.8277386661234\n", + "(0.7474747474747475,) error 3728.059551746421\n", + "(0.7474747474747475,) error 3729.291568887529\n", + "(0.7474747474747475,) error 3730.523790089448\n", + "(0.7474747474747475,) error 3731.756215352176\n", + "(0.7474747474747475,) error 3732.9888446757154\n", + "(0.7474747474747475,) error 3734.221678060063\n", + "(0.7474747474747475,) error 3735.454715505222\n", + "(0.7474747474747475,) error 3736.68795701119\n", + "(0.7474747474747475,) error 3737.921402577969\n", + "(0.7474747474747475,) error 3739.1550522055572\n", + "(0.7474747474747475,) error 3740.3889058939567\n", + "(0.7474747474747475,) error 3741.6229636431667\n", + "(0.7474747474747475,) error 3742.857225453186\n", + "(0.7474747474747475,) error 3744.091691324015\n", + "(0.7474747474747475,) error 3745.326361255655\n", + "(0.7474747474747475,) error 3746.5612352481044\n", + "(0.7474747474747475,) error 3747.796313301364\n", + "(0.7474747474747475,) error 3749.0315954154344\n", + "(0.7474747474747475,) error 3750.267081590315\n", + "(0.7474747474747475,) error 3751.502771826005\n", + "(0.7474747474747475,) error 3752.738666122505\n", + "(0.7474747474747475,) error 3753.9747644798153\n", + "(0.7474747474747475,) error 3755.2110668979367\n", + "(0.7474747474747475,) error 3756.4475733768672\n", + "(0.7474747474747475,) error 3757.684283916608\n", + "(0.7474747474747475,) error 3758.921198517159\n", + "(0.7474747474747475,) error 3760.15831717852\n", + "(0.7474747474747475,) error 3761.3956399006915\n", + "(0.7474747474747475,) error 3762.6331666836722\n", + "(0.7474747474747475,) error 3763.870897527464\n", + "(0.7474747474747475,) error 3765.108832432066\n", + "(0.7474747474747475,) error 3766.3469713974773\n", + "(0.7575757575757577,) error 3848.087389041937\n", + "(0.7575757575757577,) error 3849.3390980512218\n", + "(0.7575757575757577,) error 3850.5910111213166\n", + "(0.7575757575757577,) error 3851.8431282522215\n", + "(0.7575757575757577,) error 3853.0954494439375\n", + "(0.7575757575757577,) error 3854.347974696462\n", + "(0.7575757575757577,) error 3855.6007040097975\n", + "(0.7575757575757577,) error 3856.853637383943\n", + "(0.7575757575757577,) error 3858.1067748188984\n", + "(0.7575757575757577,) error 3859.3601163146645\n", + "(0.7575757575757577,) error 3860.6136618712403\n", + "(0.7575757575757577,) error 3861.8674114886267\n", + "(0.7575757575757577,) error 3863.1213651668227\n", + "(0.7575757575757577,) error 3864.3755229058297\n", + "(0.7575757575757577,) error 3865.6298847056446\n", + "(0.7575757575757577,) error 3866.8844505662714\n", + "(0.7575757575757577,) error 3868.1392204877084\n", + "(0.7575757575757577,) error 3869.3941944699545\n", + "(0.7575757575757577,) error 3870.6493725130117\n", + "(0.7575757575757577,) error 3871.9047546168786\n", + "(0.7575757575757577,) error 3873.160340781556\n", + "(0.7575757575757577,) error 3874.4161310070435\n", + "(0.7575757575757577,) error 3875.6721252933403\n", + "(0.7575757575757577,) error 3876.9283236404485\n", + "(0.7575757575757577,) error 3878.184726048365\n", + "(0.7575757575757577,) error 3879.441332517092\n", + "(0.7575757575757577,) error 3880.698143046631\n", + "(0.7575757575757577,) error 3881.955157636979\n", + "(0.7575757575757577,) error 3883.2123762881365\n", + "(0.7575757575757577,) error 3884.4697990001046\n", + "(0.7575757575757577,) error 3885.7274257728827\n", + "(0.7575757575757577,) error 3886.985256606471\n", + "(0.7575757575757577,) error 3888.24329150087\n", + "(0.7575757575757577,) error 3889.501530456079\n", + "(0.7575757575757577,) error 3890.759973472097\n", + "(0.7575757575757577,) error 3892.0186205489263\n", + "(0.7575757575757577,) error 3893.2774716865656\n", + "(0.7575757575757577,) error 3894.5365268850146\n", + "(0.7575757575757577,) error 3895.7957861442737\n", + "(0.7575757575757577,) error 3897.0552494643434\n", + "(0.7575757575757577,) error 3898.3149168452223\n", + "(0.7575757575757577,) error 3899.5747882869127\n", + "(0.7575757575757577,) error 3900.8348637894123\n", + "(0.7575757575757577,) error 3902.095143352722\n", + "(0.7575757575757577,) error 3903.3556269768414\n", + "(0.7575757575757577,) error 3904.616314661773\n", + "(0.7575757575757577,) error 3905.877206407513\n", + "(0.7575757575757577,) error 3907.138302214063\n", + "(0.7575757575757577,) error 3908.3996020814243\n", + "(0.7575757575757577,) error 3909.6611060095947\n", + "(0.7575757575757577,) error 3910.922813998573\n", + "(0.7575757575757577,) error 3912.1847260483646\n", + "(0.7575757575757577,) error 3913.4468421589645\n", + "(0.7575757575757577,) error 3914.7091623303763\n", + "(0.7575757575757577,) error 3915.9716865625974\n", + "(0.7575757575757577,) error 3917.234414855629\n", + "(0.7575757575757577,) error 3918.4973472094703\n", + "(0.7575757575757577,) error 3919.760483624122\n", + "(0.7575757575757577,) error 3921.023824099584\n", + "(0.7575757575757577,) error 3922.287368635855\n", + "(0.7575757575757577,) error 3923.5511172329375\n", + "(0.7575757575757577,) error 3924.815069890829\n", + "(0.7575757575757577,) error 3926.079226609532\n", + "(0.7575757575757577,) error 3927.3435873890444\n", + "(0.7575757575757577,) error 3928.6081522293666\n", + "(0.7575757575757577,) error 3929.8729211304994\n", + "(0.7575757575757577,) error 3931.137894092442\n", + "(0.7575757575757577,) error 3932.403071115195\n", + "(0.7575757575757577,) error 3933.668452198757\n", + "(0.7575757575757577,) error 3934.934037343131\n", + "(0.7575757575757577,) error 3936.199826548314\n", + "(0.7575757575757577,) error 3937.4658198143075\n", + "(0.7575757575757577,) error 3938.73201714111\n", + "(0.7575757575757577,) error 3939.9984185287235\n", + "(0.7575757575757577,) error 3941.265023977148\n", + "(0.7575757575757577,) error 3942.5318334863805\n", + "(0.7575757575757577,) error 3943.7988470564246\n", + "(0.7575757575757577,) error 3945.0660646872784\n", + "(0.7575757575757577,) error 3946.333486378943\n", + "(0.7575757575757577,) error 3947.601112131417\n", + "(0.7575757575757577,) error 3948.8689419447014\n", + "(0.7575757575757577,) error 3950.136975818796\n", + "(0.7575757575757577,) error 3951.4052137537\n", + "(0.7575757575757577,) error 3952.673655749415\n", + "(0.7575757575757577,) error 3953.94230180594\n", + "(0.7575757575757577,) error 3955.2111519232753\n", + "(0.7575757575757577,) error 3956.4802061014198\n", + "(0.7575757575757577,) error 3957.749464340375\n", + "(0.7575757575757577,) error 3959.0189266401408\n", + "(0.7575757575757577,) error 3960.288593000716\n", + "(0.7575757575757577,) error 3961.558463422102\n", + "(0.7575757575757577,) error 3962.8285379042973\n", + "(0.7575757575757577,) error 3964.0988164473038\n", + "(0.7575757575757577,) error 3965.3692990511195\n", + "(0.7575757575757577,) error 3966.6399857157453\n", + "(0.7575757575757577,) error 3967.9108764411817\n", + "(0.7575757575757577,) error 3969.181971227428\n", + "(0.7575757575757577,) error 3970.4532700744844\n", + "(0.7575757575757577,) error 3971.7247729823507\n", + "(0.7575757575757577,) error 3972.9964799510285\n", + "(0.7676767676767677,) error 4056.9578274325763\n", + "(0.7676767676767677,) error 4058.243104445126\n", + "(0.7676767676767677,) error 4059.5285855184866\n", + "(0.7676767676767677,) error 4060.814270652656\n", + "(0.7676767676767677,) error 4062.100159847636\n", + "(0.7676767676767677,) error 4063.3862531034265\n", + "(0.7676767676767677,) error 4064.672550420027\n", + "(0.7676767676767677,) error 4065.959051797438\n", + "(0.7676767676767677,) error 4067.245757235658\n", + "(0.7676767676767677,) error 4068.5326667346885\n", + "(0.7676767676767677,) error 4069.81978029453\n", + "(0.7676767676767677,) error 4071.1070979151805\n", + "(0.7676767676767677,) error 4072.394619596642\n", + "(0.7676767676767677,) error 4073.6823453389134\n", + "(0.7676767676767677,) error 4074.970275141994\n", + "(0.7676767676767677,) error 4076.2584090058863\n", + "(0.7676767676767677,) error 4077.546746930588\n", + "(0.7676767676767677,) error 4078.835288916099\n", + "(0.7676767676767677,) error 4080.124034962421\n", + "(0.7676767676767677,) error 4081.412985069553\n", + "(0.7676767676767677,) error 4082.7021392374954\n", + "(0.7676767676767677,) error 4083.991497466248\n", + "(0.7676767676767677,) error 4085.2810597558096\n", + "(0.7676767676767677,) error 4086.5708261061827\n", + "(0.7676767676767677,) error 4087.860796517365\n", + "(0.7676767676767677,) error 4089.150970989356\n", + "(0.7676767676767677,) error 4090.4413495221593\n", + "(0.7676767676767677,) error 4091.731932115772\n", + "(0.7676767676767677,) error 4093.0227187701953\n", + "(0.7676767676767677,) error 4094.3137094854287\n", + "(0.7676767676767677,) error 4095.604904261472\n", + "(0.7676767676767677,) error 4096.896303098326\n", + "(0.7676767676767677,) error 4098.187905995989\n", + "(0.7676767676767677,) error 4099.479712954462\n", + "(0.7676767676767677,) error 4100.771723973746\n", + "(0.7676767676767677,) error 4102.06393905384\n", + "(0.7676767676767677,) error 4103.356358194745\n", + "(0.7676767676767677,) error 4104.648981396459\n", + "(0.7676767676767677,) error 4105.941808658982\n", + "(0.7676767676767677,) error 4107.234839982317\n", + "(0.7676767676767677,) error 4108.528075366462\n", + "(0.7676767676767677,) error 4109.821514811416\n", + "(0.7676767676767677,) error 4111.11515831718\n", + "(0.7676767676767677,) error 4112.4090058837555\n", + "(0.7676767676767677,) error 4113.703057511141\n", + "(0.7676767676767677,) error 4114.997313199336\n", + "(0.7676767676767677,) error 4116.291772948341\n", + "(0.7676767676767677,) error 4117.586436758157\n", + "(0.7676767676767677,) error 4118.881304628782\n", + "(0.7676767676767677,) error 4120.176376560217\n", + "(0.7676767676767677,) error 4121.471652552461\n", + "(0.7676767676767677,) error 4122.767132605517\n", + "(0.7676767676767677,) error 4124.062816719384\n", + "(0.7676767676767677,) error 4125.35870489406\n", + "(0.7676767676767677,) error 4126.654797129545\n", + "(0.7676767676767677,) error 4127.9510934258415\n", + "(0.7676767676767677,) error 4129.247593782949\n", + "(0.7676767676767677,) error 4130.544298200864\n", + "(0.7676767676767677,) error 4131.841206679591\n", + "(0.7676767676767677,) error 4133.138319219129\n", + "(0.7676767676767677,) error 4134.4356358194755\n", + "(0.7676767676767677,) error 4135.733156480632\n", + "(0.7676767676767677,) error 4137.0308812026\n", + "(0.7676767676767677,) error 4138.328809985377\n", + "(0.7676767676767677,) error 4139.626942828964\n", + "(0.7676767676767677,) error 4140.925279733362\n", + "(0.7676767676767677,) error 4142.2238206985685\n", + "(0.7676767676767677,) error 4143.5225657245865\n", + "(0.7676767676767677,) error 4144.821514811415\n", + "(0.7676767676767677,) error 4146.120667959053\n", + "(0.7676767676767677,) error 4147.420025167502\n", + "(0.7676767676767677,) error 4148.7195864367595\n", + "(0.7676767676767677,) error 4150.019351766828\n", + "(0.7676767676767677,) error 4151.319321157706\n", + "(0.7676767676767677,) error 4152.619494609396\n", + "(0.7676767676767677,) error 4153.919872121894\n", + "(0.7676767676767677,) error 4155.220453695202\n", + "(0.7676767676767677,) error 4156.52123932932\n", + "(0.7676767676767677,) error 4157.82222902425\n", + "(0.7676767676767677,) error 4159.12342277999\n", + "(0.7676767676767677,) error 4160.424820596539\n", + "(0.7676767676767677,) error 4161.726422473898\n", + "(0.7676767676767677,) error 4163.0282284120685\n", + "(0.7676767676767677,) error 4164.3302384110475\n", + "(0.7676767676767677,) error 4165.632452470837\n", + "(0.7676767676767677,) error 4166.934870591437\n", + "(0.7676767676767677,) error 4168.237492772848\n", + "(0.7676767676767677,) error 4169.540319015067\n", + "(0.7676767676767677,) error 4170.843349318098\n", + "(0.7676767676767677,) error 4172.146583681938\n", + "(0.7676767676767677,) error 4173.450022106589\n", + "(0.7676767676767677,) error 4174.75366459205\n", + "(0.7676767676767677,) error 4176.057511138321\n", + "(0.7676767676767677,) error 4177.361561745402\n", + "(0.7676767676767677,) error 4178.665816413293\n", + "(0.7676767676767677,) error 4179.9702751419945\n", + "(0.7676767676767677,) error 4181.2749379315055\n", + "(0.7676767676767677,) error 4182.579804781827\n", + "(0.7676767676767677,) error 4183.884875692957\n", + "(0.7676767676767677,) error 4185.1901506649\n", + "(0.7777777777777778,) error 4271.37242798354\n", + "(0.7777777777777778,) error 4272.6912729993555\n", + "(0.7777777777777778,) error 4274.010322075978\n", + "(0.7777777777777778,) error 4275.3295752134145\n", + "(0.7777777777777778,) error 4276.649032411659\n", + "(0.7777777777777778,) error 4277.968693670715\n", + "(0.7777777777777778,) error 4279.28855899058\n", + "(0.7777777777777778,) error 4280.608628371256\n", + "(0.7777777777777778,) error 4281.928901812741\n", + "(0.7777777777777778,) error 4283.249379315036\n", + "(0.7777777777777778,) error 4284.5700608781435\n", + "(0.7777777777777778,) error 4285.890946502058\n", + "(0.7777777777777778,) error 4287.212036186785\n", + "(0.7777777777777778,) error 4288.533329932322\n", + "(0.7777777777777778,) error 4289.854827738668\n", + "(0.7777777777777778,) error 4291.176529605825\n", + "(0.7777777777777778,) error 4292.49843553379\n", + "(0.7777777777777778,) error 4293.820545522567\n", + "(0.7777777777777778,) error 4295.142859572154\n", + "(0.7777777777777778,) error 4296.465377682551\n", + "(0.7777777777777778,) error 4297.788099853758\n", + "(0.7777777777777778,) error 4299.111026085775\n", + "(0.7777777777777778,) error 4300.434156378602\n", + "(0.7777777777777778,) error 4301.75749073224\n", + "(0.7777777777777778,) error 4303.081029146688\n", + "(0.7777777777777778,) error 4304.404771621944\n", + "(0.7777777777777778,) error 4305.728718158012\n", + "(0.7777777777777778,) error 4307.0528687548895\n", + "(0.7777777777777778,) error 4308.377223412578\n", + "(0.7777777777777778,) error 4309.7017821310765\n", + "(0.7777777777777778,) error 4311.0265449103845\n", + "(0.7777777777777778,) error 4312.351511750503\n", + "(0.7777777777777778,) error 4313.676682651431\n", + "(0.7777777777777778,) error 4315.002057613169\n", + "(0.7777777777777778,) error 4316.3276366357195\n", + "(0.7777777777777778,) error 4317.653419719078\n", + "(0.7777777777777778,) error 4318.979406863246\n", + "(0.7777777777777778,) error 4320.305598068226\n", + "(0.7777777777777778,) error 4321.6319933340155\n", + "(0.7777777777777778,) error 4322.958592660613\n", + "(0.7777777777777778,) error 4324.285396048023\n", + "(0.7777777777777778,) error 4325.612403496244\n", + "(0.7777777777777778,) error 4326.939615005273\n", + "(0.7777777777777778,) error 4328.267030575113\n", + "(0.7777777777777778,) error 4329.594650205763\n", + "(0.7777777777777778,) error 4330.9224738972225\n", + "(0.7777777777777778,) error 4332.250501649493\n", + "(0.7777777777777778,) error 4333.578733462573\n", + "(0.7777777777777778,) error 4334.907169336465\n", + "(0.7777777777777778,) error 4336.235809271165\n", + "(0.7777777777777778,) error 4337.564653266673\n", + "(0.7777777777777778,) error 4338.893701322994\n", + "(0.7777777777777778,) error 4340.222953440126\n", + "(0.7777777777777778,) error 4341.552409618066\n", + "(0.7777777777777778,) error 4342.882069856817\n", + "(0.7777777777777778,) error 4344.211934156378\n", + "(0.7777777777777778,) error 4345.5420025167505\n", + "(0.7777777777777778,) error 4346.872274937931\n", + "(0.7777777777777778,) error 4348.202751419923\n", + "(0.7777777777777778,) error 4349.533431962725\n", + "(0.7777777777777778,) error 4350.864316566337\n", + "(0.7777777777777778,) error 4352.195405230758\n", + "(0.7777777777777778,) error 4353.52669795599\n", + "(0.7777777777777778,) error 4354.858194742033\n", + "(0.7777777777777778,) error 4356.1898955888855\n", + "(0.7777777777777778,) error 4357.521800496548\n", + "(0.7777777777777778,) error 4358.853909465021\n", + "(0.7777777777777778,) error 4360.186222494304\n", + "(0.7777777777777778,) error 4361.518739584397\n", + "(0.7777777777777778,) error 4362.851460735299\n", + "(0.7777777777777778,) error 4364.184385947013\n", + "(0.7777777777777778,) error 4365.517515219536\n", + "(0.7777777777777778,) error 4366.85084855287\n", + "(0.7777777777777778,) error 4368.184385947013\n", + "(0.7777777777777778,) error 4369.518127401966\n", + "(0.7777777777777778,) error 4370.852072917729\n", + "(0.7777777777777778,) error 4372.1862224943025\n", + "(0.7777777777777778,) error 4373.520576131687\n", + "(0.7777777777777778,) error 4374.855133829881\n", + "(0.7777777777777778,) error 4376.1898955888855\n", + "(0.7777777777777778,) error 4377.5248614087\n", + "(0.7777777777777778,) error 4378.860031289324\n", + "(0.7777777777777778,) error 4380.195405230759\n", + "(0.7777777777777778,) error 4381.530983233003\n", + "(0.7777777777777778,) error 4382.8667652960585\n", + "(0.7777777777777778,) error 4384.2027514199235\n", + "(0.7777777777777778,) error 4385.538941604598\n", + "(0.7777777777777778,) error 4386.8753358500835\n", + "(0.7777777777777778,) error 4388.211934156379\n", + "(0.7777777777777778,) error 4389.548736523485\n", + "(0.7777777777777778,) error 4390.8857429514\n", + "(0.7777777777777778,) error 4392.222953440126\n", + "(0.7777777777777778,) error 4393.560367989662\n", + "(0.7777777777777778,) error 4394.897986600007\n", + "(0.7777777777777778,) error 4396.235809271163\n", + "(0.7777777777777778,) error 4397.573836003129\n", + "(0.7777777777777778,) error 4398.912066795906\n", + "(0.7777777777777778,) error 4400.2505016494915\n", + "(0.7777777777777778,) error 4401.589140563889\n", + "(0.7777777777777778,) error 4402.927983539095\n", + "(0.787878787878788,) error 4491.331190694828\n", + "(0.787878787878788,) error 4492.683603713908\n", + "(0.787878787878788,) error 4494.036220793799\n", + "(0.787878787878788,) error 4495.389041934498\n", + "(0.787878787878788,) error 4496.742067136009\n", + "(0.787878787878788,) error 4498.095296398329\n", + "(0.787878787878788,) error 4499.448729721459\n", + "(0.787878787878788,) error 4500.8023671054\n", + "(0.787878787878788,) error 4502.156208550149\n", + "(0.787878787878788,) error 4503.51025405571\n", + "(0.787878787878788,) error 4504.864503622081\n", + "(0.787878787878788,) error 4506.218957249262\n", + "(0.787878787878788,) error 4507.573614937254\n", + "(0.787878787878788,) error 4508.928476686055\n", + "(0.787878787878788,) error 4510.283542495666\n", + "(0.787878787878788,) error 4511.638812366087\n", + "(0.787878787878788,) error 4512.9942862973185\n", + "(0.787878787878788,) error 4514.349964289361\n", + "(0.787878787878788,) error 4515.705846342212\n", + "(0.787878787878788,) error 4517.061932455875\n", + "(0.787878787878788,) error 4518.4182226303465\n", + "(0.787878787878788,) error 4519.774716865629\n", + "(0.787878787878788,) error 4521.131415161721\n", + "(0.787878787878788,) error 4522.488317518623\n", + "(0.787878787878788,) error 4523.8454239363355\n", + "(0.787878787878788,) error 4525.202734414857\n", + "(0.787878787878788,) error 4526.56024895419\n", + "(0.787878787878788,) error 4527.917967554333\n", + "(0.787878787878788,) error 4529.275890215286\n", + "(0.787878787878788,) error 4530.63401693705\n", + "(0.787878787878788,) error 4531.992347719622\n", + "(0.787878787878788,) error 4533.350882563006\n", + "(0.787878787878788,) error 4534.709621467199\n", + "(0.787878787878788,) error 4536.068564432203\n", + "(0.787878787878788,) error 4537.427711458017\n", + "(0.787878787878788,) error 4538.78706254464\n", + "(0.787878787878788,) error 4540.146617692074\n", + "(0.787878787878788,) error 4541.506376900318\n", + "(0.787878787878788,) error 4542.866340169373\n", + "(0.787878787878788,) error 4544.2265074992365\n", + "(0.787878787878788,) error 4545.5868788899115\n", + "(0.787878787878788,) error 4546.947454341396\n", + "(0.787878787878788,) error 4548.308233853691\n", + "(0.787878787878788,) error 4549.6692174267955\n", + "(0.787878787878788,) error 4551.030405060711\n", + "(0.787878787878788,) error 4552.391796755436\n", + "(0.787878787878788,) error 4553.75339251097\n", + "(0.787878787878788,) error 4555.115192327316\n", + "(0.787878787878788,) error 4556.4771962044715\n", + "(0.787878787878788,) error 4557.839404142437\n", + "(0.787878787878788,) error 4559.201816141212\n", + "(0.787878787878788,) error 4560.564432200797\n", + "(0.787878787878788,) error 4561.927252321192\n", + "(0.787878787878788,) error 4563.290276502398\n", + "(0.787878787878788,) error 4564.653504744415\n", + "(0.787878787878788,) error 4566.01693704724\n", + "(0.787878787878788,) error 4567.380573410877\n", + "(0.787878787878788,) error 4568.744413835324\n", + "(0.787878787878788,) error 4570.10845832058\n", + "(0.787878787878788,) error 4571.472706866647\n", + "(0.787878787878788,) error 4572.8371594735245\n", + "(0.787878787878788,) error 4574.201816141212\n", + "(0.787878787878788,) error 4575.566676869709\n", + "(0.787878787878788,) error 4576.931741659016\n", + "(0.787878787878788,) error 4578.297010509133\n", + "(0.787878787878788,) error 4579.66248342006\n", + "(0.787878787878788,) error 4581.028160391797\n", + "(0.787878787878788,) error 4582.394041424345\n", + "(0.787878787878788,) error 4583.760126517704\n", + "(0.787878787878788,) error 4585.126415671873\n", + "(0.787878787878788,) error 4586.492908886849\n", + "(0.787878787878788,) error 4587.859606162639\n", + "(0.787878787878788,) error 4589.2265074992365\n", + "(0.787878787878788,) error 4590.593612896645\n", + "(0.787878787878788,) error 4591.960922354864\n", + "(0.787878787878788,) error 4593.328435873892\n", + "(0.787878787878788,) error 4594.6961534537295\n", + "(0.787878787878788,) error 4596.0640750943785\n", + "(0.787878787878788,) error 4597.432200795838\n", + "(0.787878787878788,) error 4598.800530558106\n", + "(0.787878787878788,) error 4600.169064381186\n", + "(0.787878787878788,) error 4601.537802265077\n", + "(0.787878787878788,) error 4602.906744209776\n", + "(0.787878787878788,) error 4604.2758902152855\n", + "(0.787878787878788,) error 4605.645240281606\n", + "(0.787878787878788,) error 4607.014794408735\n", + "(0.787878787878788,) error 4608.384552596674\n", + "(0.787878787878788,) error 4609.754514845426\n", + "(0.787878787878788,) error 4611.124681154985\n", + "(0.787878787878788,) error 4612.495051525356\n", + "(0.787878787878788,) error 4613.865625956537\n", + "(0.787878787878788,) error 4615.236404448527\n", + "(0.787878787878788,) error 4616.607387001328\n", + "(0.787878787878788,) error 4617.978573614939\n", + "(0.787878787878788,) error 4619.34996428936\n", + "(0.787878787878788,) error 4620.721559024591\n", + "(0.787878787878788,) error 4622.093357820632\n", + "(0.787878787878788,) error 4623.465360677484\n", + "(0.787878787878788,) error 4624.837567595146\n", + "(0.787878787878788,) error 4626.209978573617\n", + "(0.797979797979798,) error 4716.834115566439\n", + "(0.797979797979798,) error 4718.220096588783\n", + "(0.797979797979798,) error 4719.6062816719395\n", + "(0.797979797979798,) error 4720.992670815904\n", + "(0.797979797979798,) error 4722.379264020679\n", + "(0.797979797979798,) error 4723.766061286264\n", + "(0.797979797979798,) error 4725.15306261266\n", + "(0.797979797979798,) error 4726.540267999865\n", + "(0.797979797979798,) error 4727.927677447881\n", + "(0.797979797979798,) error 4729.315290956706\n", + "(0.797979797979798,) error 4730.703108526342\n", + "(0.797979797979798,) error 4732.091130156788\n", + "(0.797979797979798,) error 4733.479355848044\n", + "(0.797979797979798,) error 4734.86778560011\n", + "(0.797979797979798,) error 4736.256419412987\n", + "(0.797979797979798,) error 4737.645257286673\n", + "(0.797979797979798,) error 4739.03429922117\n", + "(0.797979797979798,) error 4740.423545216476\n", + "(0.797979797979798,) error 4741.812995272593\n", + "(0.797979797979798,) error 4743.20264938952\n", + "(0.797979797979798,) error 4744.592507567256\n", + "(0.797979797979798,) error 4745.982569805804\n", + "(0.797979797979798,) error 4747.372836105161\n", + "(0.797979797979798,) error 4748.763306465328\n", + "(0.797979797979798,) error 4750.153980886306\n", + "(0.797979797979798,) error 4751.544859368093\n", + "(0.797979797979798,) error 4752.93594191069\n", + "(0.797979797979798,) error 4754.327228514098\n", + "(0.797979797979798,) error 4755.718719178316\n", + "(0.797979797979798,) error 4757.110413903344\n", + "(0.797979797979798,) error 4758.502312689183\n", + "(0.797979797979798,) error 4759.89441553583\n", + "(0.797979797979798,) error 4761.286722443289\n", + "(0.797979797979798,) error 4762.679233411558\n", + "(0.797979797979798,) error 4764.071948440635\n", + "(0.797979797979798,) error 4765.464867530525\n", + "(0.797979797979798,) error 4766.857990681225\n", + "(0.797979797979798,) error 4768.251317892734\n", + "(0.797979797979798,) error 4769.644849165053\n", + "(0.797979797979798,) error 4771.038584498182\n", + "(0.797979797979798,) error 4772.432523892121\n", + "(0.797979797979798,) error 4773.826667346871\n", + "(0.797979797979798,) error 4775.22101486243\n", + "(0.797979797979798,) error 4776.6155664388\n", + "(0.797979797979798,) error 4778.01032207598\n", + "(0.797979797979798,) error 4779.40528177397\n", + "(0.797979797979798,) error 4780.800445532771\n", + "(0.797979797979798,) error 4782.195813352381\n", + "(0.797979797979798,) error 4783.5913852328\n", + "(0.797979797979798,) error 4784.987161174032\n", + "(0.797979797979798,) error 4786.38314117607\n", + "(0.797979797979798,) error 4787.779325238921\n", + "(0.797979797979798,) error 4789.1757133625815\n", + "(0.797979797979798,) error 4790.572305547053\n", + "(0.797979797979798,) error 4791.969101792335\n", + "(0.797979797979798,) error 4793.3661020984255\n", + "(0.797979797979798,) error 4794.763306465326\n", + "(0.797979797979798,) error 4796.160714893039\n", + "(0.797979797979798,) error 4797.55832738156\n", + "(0.797979797979798,) error 4798.956143930892\n", + "(0.797979797979798,) error 4800.354164541033\n", + "(0.797979797979798,) error 4801.752389211985\n", + "(0.797979797979798,) error 4803.150817943748\n", + "(0.797979797979798,) error 4804.54945073632\n", + "(0.797979797979798,) error 4805.948287589702\n", + "(0.797979797979798,) error 4807.3473285038945\n", + "(0.797979797979798,) error 4808.746573478897\n", + "(0.797979797979798,) error 4810.14602251471\n", + "(0.797979797979798,) error 4811.545675611333\n", + "(0.797979797979798,) error 4812.945532768766\n", + "(0.797979797979798,) error 4814.345593987009\n", + "(0.797979797979798,) error 4815.745859266061\n", + "(0.797979797979798,) error 4817.146328605925\n", + "(0.797979797979798,) error 4818.547002006599\n", + "(0.797979797979798,) error 4819.947879468082\n", + "(0.797979797979798,) error 4821.348960990375\n", + "(0.797979797979798,) error 4822.75024657348\n", + "(0.797979797979798,) error 4824.151736217394\n", + "(0.797979797979798,) error 4825.553429922117\n", + "(0.797979797979798,) error 4826.955327687651\n", + "(0.797979797979798,) error 4828.357429513995\n", + "(0.797979797979798,) error 4829.75973540115\n", + "(0.797979797979798,) error 4831.1622453491145\n", + "(0.797979797979798,) error 4832.564959357889\n", + "(0.797979797979798,) error 4833.967877427474\n", + "(0.797979797979798,) error 4835.370999557868\n", + "(0.797979797979798,) error 4836.774325749074\n", + "(0.797979797979798,) error 4838.177856001089\n", + "(0.797979797979798,) error 4839.581590313915\n", + "(0.797979797979798,) error 4840.98552868755\n", + "(0.797979797979798,) error 4842.389671121994\n", + "(0.797979797979798,) error 4843.79401761725\n", + "(0.797979797979798,) error 4845.198568173317\n", + "(0.797979797979798,) error 4846.603322790193\n", + "(0.797979797979798,) error 4848.008281467878\n", + "(0.797979797979798,) error 4849.413444206374\n", + "(0.797979797979798,) error 4850.818811005681\n", + "(0.797979797979798,) error 4852.224381865798\n", + "(0.797979797979798,) error 4853.630156786724\n", + "(0.797979797979798,) error 4855.036135768459\n", + "(0.8080808080808082,) error 4947.881202598376\n", + "(0.8080808080808082,) error 4949.300751623986\n", + "(0.8080808080808082,) error 4950.720504710406\n", + "(0.8080808080808082,) error 4952.140461857635\n", + "(0.8080808080808082,) error 4953.560623065677\n", + "(0.8080808080808082,) error 4954.980988334526\n", + "(0.8080808080808082,) error 4956.401557664186\n", + "(0.8080808080808082,) error 4957.822331054657\n", + "(0.8080808080808082,) error 4959.243308505937\n", + "(0.8080808080808082,) error 4960.664490018028\n", + "(0.8080808080808082,) error 4962.085875590929\n", + "(0.8080808080808082,) error 4963.507465224639\n", + "(0.8080808080808082,) error 4964.929258919161\n", + "(0.8080808080808082,) error 4966.351256674492\n", + "(0.8080808080808082,) error 4967.773458490634\n", + "(0.8080808080808082,) error 4969.195864367585\n", + "(0.8080808080808082,) error 4970.618474305346\n", + "(0.8080808080808082,) error 4972.041288303918\n", + "(0.8080808080808082,) error 4973.464306363298\n", + "(0.8080808080808082,) error 4974.887528483491\n", + "(0.8080808080808082,) error 4976.310954664494\n", + "(0.8080808080808082,) error 4977.734584906306\n", + "(0.8080808080808082,) error 4979.158419208928\n", + "(0.8080808080808082,) error 4980.582457572359\n", + "(0.8080808080808082,) error 4982.006699996603\n", + "(0.8080808080808082,) error 4983.431146481654\n", + "(0.8080808080808082,) error 4984.855797027517\n", + "(0.8080808080808082,) error 4986.280651634191\n", + "(0.8080808080808082,) error 4987.705710301672\n", + "(0.8080808080808082,) error 4989.130973029966\n", + "(0.8080808080808082,) error 4990.556439819068\n", + "(0.8080808080808082,) error 4991.982110668982\n", + "(0.8080808080808082,) error 4993.407985579706\n", + "(0.8080808080808082,) error 4994.834064551239\n", + "(0.8080808080808082,) error 4996.260347583583\n", + "(0.8080808080808082,) error 4997.686834676736\n", + "(0.8080808080808082,) error 4999.113525830701\n", + "(0.8080808080808082,) error 5000.540421045475\n", + "(0.8080808080808082,) error 5001.967520321059\n", + "(0.8080808080808082,) error 5003.394823657452\n", + "(0.8080808080808082,) error 5004.822331054657\n", + "(0.8080808080808082,) error 5006.250042512674\n", + "(0.8080808080808082,) error 5007.677958031497\n", + "(0.8080808080808082,) error 5009.106077611132\n", + "(0.8080808080808082,) error 5010.534401251577\n", + "(0.8080808080808082,) error 5011.962928952832\n", + "(0.8080808080808082,) error 5013.391660714897\n", + "(0.8080808080808082,) error 5014.820596537772\n", + "(0.8080808080808082,) error 5016.249736421458\n", + "(0.8080808080808082,) error 5017.679080365952\n", + "(0.8080808080808082,) error 5019.108628371255\n", + "(0.8080808080808082,) error 5020.538380437371\n", + "(0.8080808080808082,) error 5021.968336564297\n", + "(0.8080808080808082,) error 5023.398496752033\n", + "(0.8080808080808082,) error 5024.828861000579\n", + "(0.8080808080808082,) error 5026.2594293099355\n", + "(0.8080808080808082,) error 5027.690201680102\n", + "(0.8080808080808082,) error 5029.121178111079\n", + "(0.8080808080808082,) error 5030.552358602865\n", + "(0.8080808080808082,) error 5031.9837431554615\n", + "(0.8080808080808082,) error 5033.415331768869\n", + "(0.8080808080808082,) error 5034.847124443085\n", + "(0.8080808080808082,) error 5036.279121178113\n", + "(0.8080808080808082,) error 5037.71132197395\n", + "(0.8080808080808082,) error 5039.143726830597\n", + "(0.8080808080808082,) error 5040.576335748055\n", + "(0.8080808080808082,) error 5042.009148726323\n", + "(0.8080808080808082,) error 5043.442165765399\n", + "(0.8080808080808082,) error 5044.875386865288\n", + "(0.8080808080808082,) error 5046.308812025986\n", + "(0.8080808080808082,) error 5047.742441247493\n", + "(0.8080808080808082,) error 5049.176274529812\n", + "(0.8080808080808082,) error 5050.61031187294\n", + "(0.8080808080808082,) error 5052.044553276878\n", + "(0.8080808080808082,) error 5053.478998741627\n", + "(0.8080808080808082,) error 5054.913648267185\n", + "(0.8080808080808082,) error 5056.348501853554\n", + "(0.8080808080808082,) error 5057.783559500733\n", + "(0.8080808080808082,) error 5059.218821208721\n", + "(0.8080808080808082,) error 5060.654286977521\n", + "(0.8080808080808082,) error 5062.08995680713\n", + "(0.8080808080808082,) error 5063.525830697549\n", + "(0.8080808080808082,) error 5064.961908648779\n", + "(0.8080808080808082,) error 5066.39819066082\n", + "(0.8080808080808082,) error 5067.834676733669\n", + "(0.8080808080808082,) error 5069.271366867329\n", + "(0.8080808080808082,) error 5070.708261061798\n", + "(0.8080808080808082,) error 5072.145359317078\n", + "(0.8080808080808082,) error 5073.582661633169\n", + "(0.8080808080808082,) error 5075.020168010069\n", + "(0.8080808080808082,) error 5076.457878447779\n", + "(0.8080808080808082,) error 5077.8957929462995\n", + "(0.8080808080808082,) error 5079.333911505631\n", + "(0.8080808080808082,) error 5080.772234125772\n", + "(0.8080808080808082,) error 5082.210760806723\n", + "(0.8080808080808082,) error 5083.649491548483\n", + "(0.8080808080808082,) error 5085.088426351055\n", + "(0.8080808080808082,) error 5086.527565214436\n", + "(0.8080808080808082,) error 5087.966908138627\n", + "(0.8080808080808082,) error 5089.406455123629\n", + "(0.8181818181818182,) error 5184.472451790635\n", + "(0.8181818181818182,) error 5185.925568819509\n", + "(0.8181818181818182,) error 5187.378889909194\n", + "(0.8181818181818182,) error 5188.832415059689\n", + "(0.8181818181818182,) error 5190.286144270994\n", + "(0.8181818181818182,) error 5191.74007754311\n", + "(0.8181818181818182,) error 5193.1942148760345\n", + "(0.8181818181818182,) error 5194.64855626977\n", + "(0.8181818181818182,) error 5196.103101724315\n", + "(0.8181818181818182,) error 5197.5578512396705\n", + "(0.8181818181818182,) error 5199.012804815837\n", + "(0.8181818181818182,) error 5200.467962452813\n", + "(0.8181818181818182,) error 5201.923324150598\n", + "(0.8181818181818182,) error 5203.378889909195\n", + "(0.8181818181818182,) error 5204.834659728601\n", + "(0.8181818181818182,) error 5206.290633608817\n", + "(0.8181818181818182,) error 5207.746811549843\n", + "(0.8181818181818182,) error 5209.203193551681\n", + "(0.8181818181818182,) error 5210.659779614326\n", + "(0.8181818181818182,) error 5212.116569737784\n", + "(0.8181818181818182,) error 5213.57356392205\n", + "(0.8181818181818182,) error 5215.030762167127\n", + "(0.8181818181818182,) error 5216.488164473015\n", + "(0.8181818181818182,) error 5217.945770839712\n", + "(0.8181818181818182,) error 5219.40358126722\n", + "(0.8181818181818182,) error 5220.861595755537\n", + "(0.8181818181818182,) error 5222.319814304664\n", + "(0.8181818181818182,) error 5223.778236914602\n", + "(0.8181818181818182,) error 5225.23686358535\n", + "(0.8181818181818182,) error 5226.695694316907\n", + "(0.8181818181818182,) error 5228.154729109277\n", + "(0.8181818181818182,) error 5229.613967962454\n", + "(0.8181818181818182,) error 5231.073410876444\n", + "(0.8181818181818182,) error 5232.533057851241\n", + "(0.8181818181818182,) error 5233.992908886849\n", + "(0.8181818181818182,) error 5235.452963983269\n", + "(0.8181818181818182,) error 5236.913223140497\n", + "(0.8181818181818182,) error 5238.373686358537\n", + "(0.8181818181818182,) error 5239.834353637386\n", + "(0.8181818181818182,) error 5241.295224977045\n", + "(0.8181818181818182,) error 5242.756300377515\n", + "(0.8181818181818182,) error 5244.217579838794\n", + "(0.8181818181818182,) error 5245.679063360884\n", + "(0.8181818181818182,) error 5247.140750943783\n", + "(0.8181818181818182,) error 5248.602642587493\n", + "(0.8181818181818182,) error 5250.064738292013\n", + "(0.8181818181818182,) error 5251.527038057343\n", + "(0.8181818181818182,) error 5252.989541883484\n", + "(0.8181818181818182,) error 5254.452249770434\n", + "(0.8181818181818182,) error 5255.915161718195\n", + "(0.8181818181818182,) error 5257.378277726762\n", + "(0.8181818181818182,) error 5258.841597796142\n", + "(0.8181818181818182,) error 5260.305121926333\n", + "(0.8181818181818182,) error 5261.768850117335\n", + "(0.8181818181818182,) error 5263.232782369146\n", + "(0.8181818181818182,) error 5264.696918681767\n", + "(0.8181818181818182,) error 5266.161259055199\n", + "(0.8181818181818182,) error 5267.62580348944\n", + "(0.8181818181818182,) error 5269.090551984492\n", + "(0.8181818181818182,) error 5270.555504540353\n", + "(0.8181818181818182,) error 5272.020661157025\n", + "(0.8181818181818182,) error 5273.486021834507\n", + "(0.8181818181818182,) error 5274.951586572798\n", + "(0.8181818181818182,) error 5276.417355371901\n", + "(0.8181818181818182,) error 5277.883328231815\n", + "(0.8181818181818182,) error 5279.349505152536\n", + "(0.8181818181818182,) error 5280.815886134068\n", + "(0.8181818181818182,) error 5282.282471176411\n", + "(0.8181818181818182,) error 5283.749260279564\n", + "(0.8181818181818182,) error 5285.216253443526\n", + "(0.8181818181818182,) error 5286.6834506683\n", + "(0.8181818181818182,) error 5288.150851953883\n", + "(0.8181818181818182,) error 5289.6184573002765\n", + "(0.8181818181818182,) error 5291.086266707479\n", + "(0.8181818181818182,) error 5292.554280175493\n", + "(0.8181818181818182,) error 5294.022497704316\n", + "(0.8181818181818182,) error 5295.490919293949\n", + "(0.8181818181818182,) error 5296.959544944394\n", + "(0.8181818181818182,) error 5298.4283746556475\n", + "(0.8181818181818182,) error 5299.8974084277115\n", + "(0.8181818181818182,) error 5301.366646260586\n", + "(0.8181818181818182,) error 5302.83608815427\n", + "(0.8181818181818182,) error 5304.305734108765\n", + "(0.8181818181818182,) error 5305.77558412407\n", + "(0.8181818181818182,) error 5307.245638200184\n", + "(0.8181818181818182,) error 5308.7158963371085\n", + "(0.8181818181818182,) error 5310.186358534844\n", + "(0.8181818181818182,) error 5311.657024793389\n", + "(0.8181818181818182,) error 5313.127895112744\n", + "(0.8181818181818182,) error 5314.598969492909\n", + "(0.8181818181818182,) error 5316.070247933885\n", + "(0.8181818181818182,) error 5317.541730435671\n", + "(0.8181818181818182,) error 5319.013416998267\n", + "(0.8181818181818182,) error 5320.485307621671\n", + "(0.8181818181818182,) error 5321.957402305888\n", + "(0.8181818181818182,) error 5323.429701050914\n", + "(0.8181818181818182,) error 5324.90220385675\n", + "(0.8181818181818182,) error 5326.374910723397\n", + "(0.8181818181818182,) error 5327.847821650853\n", + "(0.8181818181818182,) error 5329.320936639119\n", + "(0.8282828282828284,) error 5426.60786314322\n", + "(0.8282828282828284,) error 5428.09454817536\n", + "(0.8282828282828284,) error 5429.581437268308\n", + "(0.8282828282828284,) error 5431.068530422069\n", + "(0.8282828282828284,) error 5432.555827636638\n", + "(0.8282828282828284,) error 5434.043328912018\n", + "(0.8282828282828284,) error 5435.531034248209\n", + "(0.8282828282828284,) error 5437.018943645209\n", + "(0.8282828282828284,) error 5438.507057103019\n", + "(0.8282828282828284,) error 5439.995374621641\n", + "(0.8282828282828284,) error 5441.483896201072\n", + "(0.8282828282828284,) error 5442.9726218413125\n", + "(0.8282828282828284,) error 5444.461551542363\n", + "(0.8282828282828284,) error 5445.950685304224\n", + "(0.8282828282828284,) error 5447.4400231268955\n", + "(0.8282828282828284,) error 5448.929565010377\n", + "(0.8282828282828284,) error 5450.419310954668\n", + "(0.8282828282828284,) error 5451.909260959769\n", + "(0.8282828282828284,) error 5453.399415025682\n", + "(0.8282828282828284,) error 5454.889773152403\n", + "(0.8282828282828284,) error 5456.380335339935\n", + "(0.8282828282828284,) error 5457.871101588277\n", + "(0.8282828282828284,) error 5459.36207189743\n", + "(0.8282828282828284,) error 5460.853246267391\n", + "(0.8282828282828284,) error 5462.344624698165\n", + "(0.8282828282828284,) error 5463.836207189745\n", + "(0.8282828282828284,) error 5465.3279937421385\n", + "(0.8282828282828284,) error 5466.819984355341\n", + "(0.8282828282828284,) error 5468.312179029354\n", + "(0.8282828282828284,) error 5469.804577764177\n", + "(0.8282828282828284,) error 5471.29718055981\n", + "(0.8282828282828284,) error 5472.789987416254\n", + "(0.8282828282828284,) error 5474.282998333507\n", + "(0.8282828282828284,) error 5475.776213311571\n", + "(0.8282828282828284,) error 5477.269632350445\n", + "(0.8282828282828284,) error 5478.763255450129\n", + "(0.8282828282828284,) error 5480.257082610621\n", + "(0.8282828282828284,) error 5481.751113831927\n", + "(0.8282828282828284,) error 5483.24534911404\n", + "(0.8282828282828284,) error 5484.739788456965\n", + "(0.8282828282828284,) error 5486.234431860699\n", + "(0.8282828282828284,) error 5487.729279325243\n", + "(0.8282828282828284,) error 5489.224330850598\n", + "(0.8282828282828284,) error 5490.719586436763\n", + "(0.8282828282828284,) error 5492.215046083737\n", + "(0.8282828282828284,) error 5493.710709791522\n", + "(0.8282828282828284,) error 5495.206577560118\n", + "(0.8282828282828284,) error 5496.702649389522\n", + "(0.8282828282828284,) error 5498.198925279738\n", + "(0.8282828282828284,) error 5499.695405230763\n", + "(0.8282828282828284,) error 5501.192089242595\n", + "(0.8282828282828284,) error 5502.688977315241\n", + "(0.8282828282828284,) error 5504.186069448697\n", + "(0.8282828282828284,) error 5505.683365642963\n", + "(0.8282828282828284,) error 5507.18086589804\n", + "(0.8282828282828284,) error 5508.678570213925\n", + "(0.8282828282828284,) error 5510.176478590621\n", + "(0.8282828282828284,) error 5511.674591028128\n", + "(0.8282828282828284,) error 5513.172907526445\n", + "(0.8282828282828284,) error 5514.671428085571\n", + "(0.8282828282828284,) error 5516.170152705508\n", + "(0.8282828282828284,) error 5517.669081386254\n", + "(0.8282828282828284,) error 5519.168214127812\n", + "(0.8282828282828284,) error 5520.667550930179\n", + "(0.8282828282828284,) error 5522.167091793355\n", + "(0.8282828282828284,) error 5523.666836717343\n", + "(0.8282828282828284,) error 5525.166785702141\n", + "(0.8282828282828284,) error 5526.666938747749\n", + "(0.8282828282828284,) error 5528.167295854167\n", + "(0.8282828282828284,) error 5529.667857021394\n", + "(0.8282828282828284,) error 5531.168622249432\n", + "(0.8282828282828284,) error 5532.669591538281\n", + "(0.8282828282828284,) error 5534.170764887938\n", + "(0.8282828282828284,) error 5535.672142298407\n", + "(0.8282828282828284,) error 5537.173723769686\n", + "(0.8282828282828284,) error 5538.675509301774\n", + "(0.8282828282828284,) error 5540.177498894672\n", + "(0.8282828282828284,) error 5541.679692548382\n", + "(0.8282828282828284,) error 5543.1820902629\n", + "(0.8282828282828284,) error 5544.6846920382295\n", + "(0.8282828282828284,) error 5546.187497874369\n", + "(0.8282828282828284,) error 5547.690507771317\n", + "(0.8282828282828284,) error 5549.193721729077\n", + "(0.8282828282828284,) error 5550.697139747647\n", + "(0.8282828282828284,) error 5552.200761827026\n", + "(0.8282828282828284,) error 5553.704587967218\n", + "(0.8282828282828284,) error 5555.208618168217\n", + "(0.8282828282828284,) error 5556.712852430027\n", + "(0.8282828282828284,) error 5558.2172907526465\n", + "(0.8282828282828284,) error 5559.721933136077\n", + "(0.8282828282828284,) error 5561.226779580317\n", + "(0.8282828282828284,) error 5562.7318300853685\n", + "(0.8282828282828284,) error 5564.2370846512285\n", + "(0.8282828282828284,) error 5565.742543277899\n", + "(0.8282828282828284,) error 5567.248205965381\n", + "(0.8282828282828284,) error 5568.754072713672\n", + "(0.8282828282828284,) error 5570.2601435227725\n", + "(0.8282828282828284,) error 5571.766418392684\n", + "(0.8282828282828284,) error 5573.272897323405\n", + "(0.8282828282828284,) error 5574.779580314937\n", + "(0.8383838383838385,) error 5674.2874366561255\n", + "(0.8383838383838385,) error 5675.80768969153\n", + "(0.8383838383838385,) error 5677.328146787745\n", + "(0.8383838383838385,) error 5678.848807944768\n", + "(0.8383838383838385,) error 5680.369673162604\n", + "(0.8383838383838385,) error 5681.890742441249\n", + "(0.8383838383838385,) error 5683.412015780705\n", + "(0.8383838383838385,) error 5684.933493180969\n", + "(0.8383838383838385,) error 5686.455174642045\n", + "(0.8383838383838385,) error 5687.977060163931\n", + "(0.8383838383838385,) error 5689.499149746626\n", + "(0.8383838383838385,) error 5691.021443390132\n", + "(0.8383838383838385,) error 5692.543941094448\n", + "(0.8383838383838385,) error 5694.066642859575\n", + "(0.8383838383838385,) error 5695.589548685511\n", + "(0.8383838383838385,) error 5697.112658572257\n", + "(0.8383838383838385,) error 5698.635972519813\n", + "(0.8383838383838385,) error 5700.159490528179\n", + "(0.8383838383838385,) error 5701.683212597357\n", + "(0.8383838383838385,) error 5703.207138727344\n", + "(0.8383838383838385,) error 5704.731268918141\n", + "(0.8383838383838385,) error 5706.255603169747\n", + "(0.8383838383838385,) error 5707.780141482163\n", + "(0.8383838383838385,) error 5709.304883855391\n", + "(0.8383838383838385,) error 5710.829830289428\n", + "(0.8383838383838385,) error 5712.354980784276\n", + "(0.8383838383838385,) error 5713.8803353399335\n", + "(0.8383838383838385,) error 5715.405893956401\n", + "(0.8383838383838385,) error 5716.931656633679\n", + "(0.8383838383838385,) error 5718.457623371767\n", + "(0.8383838383838385,) error 5719.9837941706655\n", + "(0.8383838383838385,) error 5721.510169030374\n", + "(0.8383838383838385,) error 5723.036747950892\n", + "(0.8383838383838385,) error 5724.56353093222\n", + "(0.8383838383838385,) error 5726.0905179743595\n", + "(0.8383838383838385,) error 5727.617709077308\n", + "(0.8383838383838385,) error 5729.145104241067\n", + "(0.8383838383838385,) error 5730.672703465635\n", + "(0.8383838383838385,) error 5732.2005067510145\n", + "(0.8383838383838385,) error 5733.728514097204\n", + "(0.8383838383838385,) error 5735.256725504202\n", + "(0.8383838383838385,) error 5736.785140972012\n", + "(0.8383838383838385,) error 5738.313760500631\n", + "(0.8383838383838385,) error 5739.842584090063\n", + "(0.8383838383838385,) error 5741.371611740301\n", + "(0.8383838383838385,) error 5742.900843451352\n", + "(0.8383838383838385,) error 5744.430279223212\n", + "(0.8383838383838385,) error 5745.959919055881\n", + "(0.8383838383838385,) error 5747.489762949362\n", + "(0.8383838383838385,) error 5749.019810903653\n", + "(0.8383838383838385,) error 5750.550062918749\n", + "(0.8383838383838385,) error 5752.0805189946595\n", + "(0.8383838383838385,) error 5753.6111791313815\n", + "(0.8383838383838385,) error 5755.142043328912\n", + "(0.8383838383838385,) error 5756.673111587253\n", + "(0.8383838383838385,) error 5758.204383906404\n", + "(0.8383838383838385,) error 5759.735860286365\n", + "(0.8383838383838385,) error 5761.267540727137\n", + "(0.8383838383838385,) error 5762.799425228718\n", + "(0.8383838383838385,) error 5764.3315137911095\n", + "(0.8383838383838385,) error 5765.8638064143115\n", + "(0.8383838383838385,) error 5767.396303098324\n", + "(0.8383838383838385,) error 5768.929003843145\n", + "(0.8383838383838385,) error 5770.461908648777\n", + "(0.8383838383838385,) error 5771.99501751522\n", + "(0.8383838383838385,) error 5773.528330442473\n", + "(0.8383838383838385,) error 5775.061847430535\n", + "(0.8383838383838385,) error 5776.595568479407\n", + "(0.8383838383838385,) error 5778.12949358909\n", + "(0.8383838383838385,) error 5779.663622759584\n", + "(0.8383838383838385,) error 5781.197955990887\n", + "(0.8383838383838385,) error 5782.732493282999\n", + "(0.8383838383838385,) error 5784.267234635922\n", + "(0.8383838383838385,) error 5785.802180049654\n", + "(0.8383838383838385,) error 5787.337329524199\n", + "(0.8383838383838385,) error 5788.872683059552\n", + "(0.8383838383838385,) error 5790.408240655716\n", + "(0.8383838383838385,) error 5791.944002312689\n", + "(0.8383838383838385,) error 5793.479968030474\n", + "(0.8383838383838385,) error 5795.016137809068\n", + "(0.8383838383838385,) error 5796.552511648471\n", + "(0.8383838383838385,) error 5798.089089548687\n", + "(0.8383838383838385,) error 5799.625871509711\n", + "(0.8383838383838385,) error 5801.162857531545\n", + "(0.8383838383838385,) error 5802.70004761419\n", + "(0.8383838383838385,) error 5804.237441757644\n", + "(0.8383838383838385,) error 5805.77503996191\n", + "(0.8383838383838385,) error 5807.312842226985\n", + "(0.8383838383838385,) error 5808.850848552869\n", + "(0.8383838383838385,) error 5810.389058939566\n", + "(0.8383838383838385,) error 5811.92747338707\n", + "(0.8383838383838385,) error 5813.466091895386\n", + "(0.8383838383838385,) error 5815.004914464512\n", + "(0.8383838383838385,) error 5816.543941094446\n", + "(0.8383838383838385,) error 5818.083171785193\n", + "(0.8383838383838385,) error 5819.622606536749\n", + "(0.8383838383838385,) error 5821.162245349115\n", + "(0.8383838383838385,) error 5822.702088222292\n", + "(0.8383838383838385,) error 5824.242135156278\n", + "(0.8383838383838385,) error 5825.782386151074\n", + "(0.8484848484848485,) error 5927.511172329355\n", + "(0.8484848484848485,) error 5929.064993368024\n", + "(0.8484848484848485,) error 5930.619018467503\n", + "(0.8484848484848485,) error 5932.173247627793\n", + "(0.8484848484848485,) error 5933.727680848893\n", + "(0.8484848484848485,) error 5935.282318130804\n", + "(0.8484848484848485,) error 5936.837159473523\n", + "(0.8484848484848485,) error 5938.392204877055\n", + "(0.8484848484848485,) error 5939.9474543413935\n", + "(0.8484848484848485,) error 5941.502907866544\n", + "(0.8484848484848485,) error 5943.058565452506\n", + "(0.8484848484848485,) error 5944.614427099276\n", + "(0.8484848484848485,) error 5946.1704928068575\n", + "(0.8484848484848485,) error 5947.726762575247\n", + "(0.8484848484848485,) error 5949.283236404449\n", + "(0.8484848484848485,) error 5950.839914294461\n", + "(0.8484848484848485,) error 5952.396796245282\n", + "(0.8484848484848485,) error 5953.953882256913\n", + "(0.8484848484848485,) error 5955.511172329356\n", + "(0.8484848484848485,) error 5957.068666462607\n", + "(0.8484848484848485,) error 5958.6263646566695\n", + "(0.8484848484848485,) error 5960.18426691154\n", + "(0.8484848484848485,) error 5961.742373227223\n", + "(0.8484848484848485,) error 5963.300683603716\n", + "(0.8484848484848485,) error 5964.859198041017\n", + "(0.8484848484848485,) error 5966.41791653913\n", + "(0.8484848484848485,) error 5967.976839098053\n", + "(0.8484848484848485,) error 5969.535965717784\n", + "(0.8484848484848485,) error 5971.095296398328\n", + "(0.8484848484848485,) error 5972.654831139681\n", + "(0.8484848484848485,) error 5974.214569941843\n", + "(0.8484848484848485,) error 5975.774512804818\n", + "(0.8484848484848485,) error 5977.3346597286\n", + "(0.8484848484848485,) error 5978.895010713194\n", + "(0.8484848484848485,) error 5980.455565758598\n", + "(0.8484848484848485,) error 5982.016324864812\n", + "(0.8484848484848485,) error 5983.577288031835\n", + "(0.8484848484848485,) error 5985.138455259669\n", + "(0.8484848484848485,) error 5986.6998265483135\n", + "(0.8484848484848485,) error 5988.2614018977665\n", + "(0.8484848484848485,) error 5989.823181308032\n", + "(0.8484848484848485,) error 5991.385164779106\n", + "(0.8484848484848485,) error 5992.947352310991\n", + "(0.8484848484848485,) error 5994.5097439036845\n", + "(0.8484848484848485,) error 5996.07233955719\n", + "(0.8484848484848485,) error 5997.635139271504\n", + "(0.8484848484848485,) error 5999.198143046629\n", + "(0.8484848484848485,) error 6000.761350882564\n", + "(0.8484848484848485,) error 6002.32476277931\n", + "(0.8484848484848485,) error 6003.888378736866\n", + "(0.8484848484848485,) error 6005.452198755228\n", + "(0.8484848484848485,) error 6007.0162228344025\n", + "(0.8484848484848485,) error 6008.580450974389\n", + "(0.8484848484848485,) error 6010.144883175185\n", + "(0.8484848484848485,) error 6011.70951943679\n", + "(0.8484848484848485,) error 6013.274359759206\n", + "(0.8484848484848485,) error 6014.839404142433\n", + "(0.8484848484848485,) error 6016.40465258647\n", + "(0.8484848484848485,) error 6017.970105091316\n", + "(0.8484848484848485,) error 6019.535761656972\n", + "(0.8484848484848485,) error 6021.10162228344\n", + "(0.8484848484848485,) error 6022.667686970716\n", + "(0.8484848484848485,) error 6024.233955718803\n", + "(0.8484848484848485,) error 6025.800428527701\n", + "(0.8484848484848485,) error 6027.367105397408\n", + "(0.8484848484848485,) error 6028.933986327925\n", + "(0.8484848484848485,) error 6030.501071319253\n", + "(0.8484848484848485,) error 6032.068360371389\n", + "(0.8484848484848485,) error 6033.635853484338\n", + "(0.8484848484848485,) error 6035.203550658095\n", + "(0.8484848484848485,) error 6036.771451892662\n", + "(0.8484848484848485,) error 6038.339557188042\n", + "(0.8484848484848485,) error 6039.907866544229\n", + "(0.8484848484848485,) error 6041.476379961227\n", + "(0.8484848484848485,) error 6043.045097439037\n", + "(0.8484848484848485,) error 6044.614018977655\n", + "(0.8484848484848485,) error 6046.183144577084\n", + "(0.8484848484848485,) error 6047.752474237322\n", + "(0.8484848484848485,) error 6049.322007958371\n", + "(0.8484848484848485,) error 6050.89174574023\n", + "(0.8484848484848485,) error 6052.461687582899\n", + "(0.8484848484848485,) error 6054.031833486378\n", + "(0.8484848484848485,) error 6055.602183450667\n", + "(0.8484848484848485,) error 6057.1727374757675\n", + "(0.8484848484848485,) error 6058.743495561677\n", + "(0.8484848484848485,) error 6060.314457708398\n", + "(0.8484848484848485,) error 6061.885623915928\n", + "(0.8484848484848485,) error 6063.4569941842665\n", + "(0.8484848484848485,) error 6065.028568513416\n", + "(0.8484848484848485,) error 6066.600346903378\n", + "(0.8484848484848485,) error 6068.172329354147\n", + "(0.8484848484848485,) error 6069.744515865728\n", + "(0.8484848484848485,) error 6071.316906438118\n", + "(0.8484848484848485,) error 6072.8895010713195\n", + "(0.8484848484848485,) error 6074.462299765329\n", + "(0.8484848484848485,) error 6076.035302520151\n", + "(0.8484848484848485,) error 6077.608509335782\n", + "(0.8484848484848485,) error 6079.181920212223\n", + "(0.8484848484848485,) error 6080.755535149474\n", + "(0.8484848484848485,) error 6082.329354147536\n", + "(0.8585858585858587,) error 6186.279070162909\n", + "(0.8585858585858587,) error 6187.866459204844\n", + "(0.8585858585858587,) error 6189.454052307589\n", + "(0.8585858585858587,) error 6191.041849471145\n", + "(0.8585858585858587,) error 6192.629850695509\n", + "(0.8585858585858587,) error 6194.218055980685\n", + "(0.8585858585858587,) error 6195.80646532667\n", + "(0.8585858585858587,) error 6197.395078733464\n", + "(0.8585858585858587,) error 6198.98389620107\n", + "(0.8585858585858587,) error 6200.572917729485\n", + "(0.8585858585858587,) error 6202.162143318711\n", + "(0.8585858585858587,) error 6203.751572968747\n", + "(0.8585858585858587,) error 6205.341206679593\n", + "(0.8585858585858587,) error 6206.931044451248\n", + "(0.8585858585858587,) error 6208.521086283715\n", + "(0.8585858585858587,) error 6210.111332176991\n", + "(0.8585858585858587,) error 6211.701782131077\n", + "(0.8585858585858587,) error 6213.2924361459745\n", + "(0.8585858585858587,) error 6214.88329422168\n", + "(0.8585858585858587,) error 6216.474356358198\n", + "(0.8585858585858587,) error 6218.065622555525\n", + "(0.8585858585858587,) error 6219.657092813661\n", + "(0.8585858585858587,) error 6221.248767132608\n", + "(0.8585858585858587,) error 6222.840645512366\n", + "(0.8585858585858587,) error 6224.4327279529325\n", + "(0.8585858585858587,) error 6226.025014454311\n", + "(0.8585858585858587,) error 6227.617505016497\n", + "(0.8585858585858587,) error 6229.210199639495\n", + "(0.8585858585858587,) error 6230.803098323304\n", + "(0.8585858585858587,) error 6232.3962010679215\n", + "(0.8585858585858587,) error 6233.98950787335\n", + "(0.8585858585858587,) error 6235.583018739588\n", + "(0.8585858585858587,) error 6237.176733666637\n", + "(0.8585858585858587,) error 6238.7706526544935\n", + "(0.8585858585858587,) error 6240.364775703162\n", + "(0.8585858585858587,) error 6241.9591028126415\n", + "(0.8585858585858587,) error 6243.5536339829305\n", + "(0.8585858585858587,) error 6245.148369214029\n", + "(0.8585858585858587,) error 6246.743308505938\n", + "(0.8585858585858587,) error 6248.338451858658\n", + "(0.8585858585858587,) error 6249.933799272188\n", + "(0.8585858585858587,) error 6251.529350746526\n", + "(0.8585858585858587,) error 6253.125106281676\n", + "(0.8585858585858587,) error 6254.721065877636\n", + "(0.8585858585858587,) error 6256.317229534405\n", + "(0.8585858585858587,) error 6257.913597251984\n", + "(0.8585858585858587,) error 6259.510169030375\n", + "(0.8585858585858587,) error 6261.106944869575\n", + "(0.8585858585858587,) error 6262.703924769586\n", + "(0.8585858585858587,) error 6264.301108730405\n", + "(0.8585858585858587,) error 6265.898496752031\n", + "(0.8585858585858587,) error 6267.496088834472\n", + "(0.8585858585858587,) error 6269.093884977723\n", + "(0.8585858585858587,) error 6270.691885181784\n", + "(0.8585858585858587,) error 6272.290089446655\n", + "(0.8585858585858587,) error 6273.888497772336\n", + "(0.8585858585858587,) error 6275.487110158828\n", + "(0.8585858585858587,) error 6277.085926606128\n", + "(0.8585858585858587,) error 6278.6849471142405\n", + "(0.8585858585858587,) error 6280.284171683161\n", + "(0.8585858585858587,) error 6281.883600312894\n", + "(0.8585858585858587,) error 6283.483233003436\n", + "(0.8585858585858587,) error 6285.083069754787\n", + "(0.8585858585858587,) error 6286.683110566949\n", + "(0.8585858585858587,) error 6288.283355439921\n", + "(0.8585858585858587,) error 6289.883804373702\n", + "(0.8585858585858587,) error 6291.484457368296\n", + "(0.8585858585858587,) error 6293.0853144237\n", + "(0.8585858585858587,) error 6294.686375539911\n", + "(0.8585858585858587,) error 6296.287640716934\n", + "(0.8585858585858587,) error 6297.889109954768\n", + "(0.8585858585858587,) error 6299.490783253411\n", + "(0.8585858585858587,) error 6301.092660612863\n", + "(0.8585858585858587,) error 6302.694742033126\n", + "(0.8585858585858587,) error 6304.2970275142\n", + "(0.8585858585858587,) error 6305.899517056084\n", + "(0.8585858585858587,) error 6307.5022106587785\n", + "(0.8585858585858587,) error 6309.105108322281\n", + "(0.8585858585858587,) error 6310.708210046595\n", + "(0.8585858585858587,) error 6312.31151583172\n", + "(0.8585858585858587,) error 6313.915025677653\n", + "(0.8585858585858587,) error 6315.518739584397\n", + "(0.8585858585858587,) error 6317.122657551951\n", + "(0.8585858585858587,) error 6318.726779580316\n", + "(0.8585858585858587,) error 6320.331105669491\n", + "(0.8585858585858587,) error 6321.9356358194755\n", + "(0.8585858585858587,) error 6323.54037003027\n", + "(0.8585858585858587,) error 6325.145308301875\n", + "(0.8585858585858587,) error 6326.750450634289\n", + "(0.8585858585858587,) error 6328.355797027515\n", + "(0.8585858585858587,) error 6329.9613474815515\n", + "(0.8585858585858587,) error 6331.567101996397\n", + "(0.8585858585858587,) error 6333.173060572051\n", + "(0.8585858585858587,) error 6334.779223208517\n", + "(0.8585858585858587,) error 6336.3855899057935\n", + "(0.8585858585858587,) error 6337.992160663879\n", + "(0.8585858585858587,) error 6339.598935482776\n", + "(0.8585858585858587,) error 6341.205914362482\n", + "(0.8585858585858587,) error 6342.813097302998\n", + "(0.8585858585858587,) error 6344.420484304325\n", + "(0.8686868686868687,) error 6450.591130156788\n", + "(0.8686868686868687,) error 6452.212087201988\n", + "(0.8686868686868687,) error 6453.833248307998\n", + "(0.8686868686868687,) error 6455.454613474817\n", + "(0.8686868686868687,) error 6457.076182702447\n", + "(0.8686868686868687,) error 6458.697955990887\n", + "(0.8686868686868687,) error 6460.319933340136\n", + "(0.8686868686868687,) error 6461.942114750197\n", + "(0.8686868686868687,) error 6463.564500221067\n", + "(0.8686868686868687,) error 6465.187089752748\n", + "(0.8686868686868687,) error 6466.809883345239\n", + "(0.8686868686868687,) error 6468.432880998539\n", + "(0.8686868686868687,) error 6470.056082712649\n", + "(0.8686868686868687,) error 6471.679488487572\n", + "(0.8686868686868687,) error 6473.303098323301\n", + "(0.8686868686868687,) error 6474.926912219843\n", + "(0.8686868686868687,) error 6476.550930177194\n", + "(0.8686868686868687,) error 6478.175152195356\n", + "(0.8686868686868687,) error 6479.799578274327\n", + "(0.8686868686868687,) error 6481.424208414109\n", + "(0.8686868686868687,) error 6483.049042614701\n", + "(0.8686868686868687,) error 6484.674080876102\n", + "(0.8686868686868687,) error 6486.2993231983155\n", + "(0.8686868686868687,) error 6487.9247695813365\n", + "(0.8686868686868687,) error 6489.55042002517\n", + "(0.8686868686868687,) error 6491.176274529812\n", + "(0.8686868686868687,) error 6492.802333095265\n", + "(0.8686868686868687,) error 6494.428595721528\n", + "(0.8686868686868687,) error 6496.0550624086\n", + "(0.8686868686868687,) error 6497.681733156483\n", + "(0.8686868686868687,) error 6499.308607965176\n", + "(0.8686868686868687,) error 6500.9356868346795\n", + "(0.8686868686868687,) error 6502.562969764993\n", + "(0.8686868686868687,) error 6504.190456756115\n", + "(0.8686868686868687,) error 6505.818147808049\n", + "(0.8686868686868687,) error 6507.446042920793\n", + "(0.8686868686868687,) error 6509.074142094348\n", + "(0.8686868686868687,) error 6510.702445328711\n", + "(0.8686868686868687,) error 6512.330952623885\n", + "(0.8686868686868687,) error 6513.959663979869\n", + "(0.8686868686868687,) error 6515.588579396663\n", + "(0.8686868686868687,) error 6517.217698874268\n", + "(0.8686868686868687,) error 6518.84702241268\n", + "(0.8686868686868687,) error 6520.4765500119065\n", + "(0.8686868686868687,) error 6522.106281671941\n", + "(0.8686868686868687,) error 6523.736217392786\n", + "(0.8686868686868687,) error 6525.366357174441\n", + "(0.8686868686868687,) error 6526.996701016907\n", + "(0.8686868686868687,) error 6528.627248920181\n", + "(0.8686868686868687,) error 6530.258000884267\n", + "(0.8686868686868687,) error 6531.888956909158\n", + "(0.8686868686868687,) error 6533.520116994863\n", + "(0.8686868686868687,) error 6535.151481141379\n", + "(0.8686868686868687,) error 6536.783049348705\n", + "(0.8686868686868687,) error 6538.414821616842\n", + "(0.8686868686868687,) error 6540.046797945787\n", + "(0.8686868686868687,) error 6541.6789783355425\n", + "(0.8686868686868687,) error 6543.311362786109\n", + "(0.8686868686868687,) error 6544.943951297486\n", + "(0.8686868686868687,) error 6546.576743869672\n", + "(0.8686868686868687,) error 6548.20974050267\n", + "(0.8686868686868687,) error 6549.842941196475\n", + "(0.8686868686868687,) error 6551.476345951093\n", + "(0.8686868686868687,) error 6553.109954766519\n", + "(0.8686868686868687,) error 6554.743767642757\n", + "(0.8686868686868687,) error 6556.377784579804\n", + "(0.8686868686868687,) error 6558.012005577661\n", + "(0.8686868686868687,) error 6559.64643063633\n", + "(0.8686868686868687,) error 6561.281059755808\n", + "(0.8686868686868687,) error 6562.915892936094\n", + "(0.8686868686868687,) error 6564.550930177193\n", + "(0.8686868686868687,) error 6566.1861714791\n", + "(0.8686868686868687,) error 6567.821616841819\n", + "(0.8686868686868687,) error 6569.457266265347\n", + "(0.8686868686868687,) error 6571.093119749686\n", + "(0.8686868686868687,) error 6572.729177294835\n", + "(0.8686868686868687,) error 6574.365438900793\n", + "(0.8686868686868687,) error 6576.001904567562\n", + "(0.8686868686868687,) error 6577.638574295139\n", + "(0.8686868686868687,) error 6579.275448083529\n", + "(0.8686868686868687,) error 6580.9125259327275\n", + "(0.8686868686868687,) error 6582.549807842737\n", + "(0.8686868686868687,) error 6584.187293813557\n", + "(0.8686868686868687,) error 6585.824983845186\n", + "(0.8686868686868687,) error 6587.462877937625\n", + "(0.8686868686868687,) error 6589.1009760908755\n", + "(0.8686868686868687,) error 6590.739278304936\n", + "(0.8686868686868687,) error 6592.377784579806\n", + "(0.8686868686868687,) error 6594.016494915486\n", + "(0.8686868686868687,) error 6595.655409311977\n", + "(0.8686868686868687,) error 6597.294527769275\n", + "(0.8686868686868687,) error 6598.933850287386\n", + "(0.8686868686868687,) error 6600.573376866308\n", + "(0.8686868686868687,) error 6602.213107506039\n", + "(0.8686868686868687,) error 6603.853042206578\n", + "(0.8686868686868687,) error 6605.493180967929\n", + "(0.8686868686868687,) error 6607.133523790089\n", + "(0.8686868686868687,) error 6608.774070673061\n", + "(0.8686868686868687,) error 6610.414821616843\n", + "(0.8686868686868687,) error 6612.055776621434\n", + "(0.8787878787878789,) error 6720.447352310992\n", + "(0.8787878787878789,) error 6722.101877359455\n", + "(0.8787878787878789,) error 6723.75660646873\n", + "(0.8787878787878789,) error 6725.411539638815\n", + "(0.8787878787878789,) error 6727.066676869709\n", + "(0.8787878787878789,) error 6728.722018161415\n", + "(0.8787878787878789,) error 6730.377563513931\n", + "(0.8787878787878789,) error 6732.033312927255\n", + "(0.8787878787878789,) error 6733.689266401391\n", + "(0.8787878787878789,) error 6735.3454239363355\n", + "(0.8787878787878789,) error 6737.001785532091\n", + "(0.8787878787878789,) error 6738.658351188657\n", + "(0.8787878787878789,) error 6740.315120906033\n", + "(0.8787878787878789,) error 6741.972094684218\n", + "(0.8787878787878789,) error 6743.629272523216\n", + "(0.8787878787878789,) error 6745.286654423021\n", + "(0.8787878787878789,) error 6746.944240383639\n", + "(0.8787878787878789,) error 6748.602030405064\n", + "(0.8787878787878789,) error 6750.2600244873\n", + "(0.8787878787878789,) error 6751.9182226303465\n", + "(0.8787878787878789,) error 6753.576624834204\n", + "(0.8787878787878789,) error 6755.235231098872\n", + "(0.8787878787878789,) error 6756.894041424348\n", + "(0.8787878787878789,) error 6758.553055810636\n", + "(0.8787878787878789,) error 6760.212274257734\n", + "(0.8787878787878789,) error 6761.87169676564\n", + "(0.8787878787878789,) error 6763.531323334358\n", + "(0.8787878787878789,) error 6765.191153963886\n", + "(0.8787878787878789,) error 6766.851188654223\n", + "(0.8787878787878789,) error 6768.51142740537\n", + "(0.8787878787878789,) error 6770.171870217328\n", + "(0.8787878787878789,) error 6771.832517090097\n", + "(0.8787878787878789,) error 6773.493368023676\n", + "(0.8787878787878789,) error 6775.1544230180625\n", + "(0.8787878787878789,) error 6776.815682073262\n", + "(0.8787878787878789,) error 6778.47714518927\n", + "(0.8787878787878789,) error 6780.138812366091\n", + "(0.8787878787878789,) error 6781.8006836037175\n", + "(0.8787878787878789,) error 6783.4627589021575\n", + "(0.8787878787878789,) error 6785.125038261406\n", + "(0.8787878787878789,) error 6786.7875216814655\n", + "(0.8787878787878789,) error 6788.450209162335\n", + "(0.8787878787878789,) error 6790.113100704014\n", + "(0.8787878787878789,) error 6791.776196306503\n", + "(0.8787878787878789,) error 6793.439495969804\n", + "(0.8787878787878789,) error 6795.102999693914\n", + "(0.8787878787878789,) error 6796.766707478833\n", + "(0.8787878787878789,) error 6798.430619324564\n", + "(0.8787878787878789,) error 6800.094735231105\n", + "(0.8787878787878789,) error 6801.759055198453\n", + "(0.8787878787878789,) error 6803.423579226611\n", + "(0.8787878787878789,) error 6805.088307315581\n", + "(0.8787878787878789,) error 6806.753239465362\n", + "(0.8787878787878789,) error 6808.418375675952\n", + "(0.8787878787878789,) error 6810.083715947352\n", + "(0.8787878787878789,) error 6811.749260279565\n", + "(0.8787878787878789,) error 6813.415008672585\n", + "(0.8787878787878789,) error 6815.080961126417\n", + "(0.8787878787878789,) error 6816.747117641058\n", + "(0.8787878787878789,) error 6818.413478216509\n", + "(0.8787878787878789,) error 6820.08004285277\n", + "(0.8787878787878789,) error 6821.746811549842\n", + "(0.8787878787878789,) error 6823.413784307725\n", + "(0.8787878787878789,) error 6825.080961126417\n", + "(0.8787878787878789,) error 6826.748342005919\n", + "(0.8787878787878789,) error 6828.415926946232\n", + "(0.8787878787878789,) error 6830.083715947353\n", + "(0.8787878787878789,) error 6831.751709009287\n", + "(0.8787878787878789,) error 6833.419906132029\n", + "(0.8787878787878789,) error 6835.088307315582\n", + "(0.8787878787878789,) error 6836.756912559944\n", + "(0.8787878787878789,) error 6838.425721865117\n", + "(0.8787878787878789,) error 6840.0947352311005\n", + "(0.8787878787878789,) error 6841.763952657893\n", + "(0.8787878787878789,) error 6843.433374145497\n", + "(0.8787878787878789,) error 6845.1029996939105\n", + "(0.8787878787878789,) error 6846.772829303133\n", + "(0.8787878787878789,) error 6848.442862973167\n", + "(0.8787878787878789,) error 6850.113100704012\n", + "(0.8787878787878789,) error 6851.783542495665\n", + "(0.8787878787878789,) error 6853.454188348129\n", + "(0.8787878787878789,) error 6855.125038261404\n", + "(0.8787878787878789,) error 6856.796092235488\n", + "(0.8787878787878789,) error 6858.467350270382\n", + "(0.8787878787878789,) error 6860.138812366086\n", + "(0.8787878787878789,) error 6861.810478522601\n", + "(0.8787878787878789,) error 6863.482348739926\n", + "(0.8787878787878789,) error 6865.154423018062\n", + "(0.8787878787878789,) error 6866.826701357005\n", + "(0.8787878787878789,) error 6868.499183756761\n", + "(0.8787878787878789,) error 6870.171870217327\n", + "(0.8787878787878789,) error 6871.8447607387025\n", + "(0.8787878787878789,) error 6873.517855320889\n", + "(0.8787878787878789,) error 6875.191153963885\n", + "(0.8787878787878789,) error 6876.864656667691\n", + "(0.8787878787878789,) error 6878.538363432305\n", + "(0.8787878787878789,) error 6880.212274257731\n", + "(0.8787878787878789,) error 6881.886389143966\n", + "(0.8787878787878789,) error 6883.560708091013\n", + "(0.8787878787878789,) error 6885.235231098869\n", + "(0.888888888888889,) error 6995.847736625515\n", + "(0.888888888888889,) error 6997.535829677246\n", + "(0.888888888888889,) error 6999.224126789785\n", + "(0.888888888888889,) error 7000.912627963135\n", + "(0.888888888888889,) error 7002.6013331972945\n", + "(0.888888888888889,) error 7004.290242492264\n", + "(0.888888888888889,) error 7005.979355848045\n", + "(0.888888888888889,) error 7007.668673264634\n", + "(0.888888888888889,) error 7009.358194742035\n", + "(0.888888888888889,) error 7011.047920280246\n", + "(0.888888888888889,) error 7012.737849879267\n", + "(0.888888888888889,) error 7014.427983539096\n", + "(0.888888888888889,) error 7016.118321259738\n", + "(0.888888888888889,) error 7017.8088630411885\n", + "(0.888888888888889,) error 7019.49960888345\n", + "(0.888888888888889,) error 7021.190558786521\n", + "(0.888888888888889,) error 7022.881712750402\n", + "(0.888888888888889,) error 7024.573070775093\n", + "(0.888888888888889,) error 7026.264632860595\n", + "(0.888888888888889,) error 7027.956399006907\n", + "(0.888888888888889,) error 7029.648369214028\n", + "(0.888888888888889,) error 7031.340543481961\n", + "(0.888888888888889,) error 7033.032921810703\n", + "(0.888888888888889,) error 7034.725504200255\n", + "(0.888888888888889,) error 7036.418290650618\n", + "(0.888888888888889,) error 7038.1112811617895\n", + "(0.888888888888889,) error 7039.804475733773\n", + "(0.888888888888889,) error 7041.497874366564\n", + "(0.888888888888889,) error 7043.191477060168\n", + "(0.888888888888889,) error 7044.885283814579\n", + "(0.888888888888889,) error 7046.5792946298025\n", + "(0.888888888888889,) error 7048.273509505835\n", + "(0.888888888888889,) error 7049.967928442679\n", + "(0.888888888888889,) error 7051.662551440334\n", + "(0.888888888888889,) error 7053.357378498797\n", + "(0.888888888888889,) error 7055.05240961807\n", + "(0.888888888888889,) error 7056.7476447981535\n", + "(0.888888888888889,) error 7058.443084039048\n", + "(0.888888888888889,) error 7060.138727340752\n", + "(0.888888888888889,) error 7061.834574703265\n", + "(0.888888888888889,) error 7063.53062612659\n", + "(0.888888888888889,) error 7065.2268816107235\n", + "(0.888888888888889,) error 7066.923341155668\n", + "(0.888888888888889,) error 7068.620004761423\n", + "(0.888888888888889,) error 7070.316872427987\n", + "(0.888888888888889,) error 7072.013944155362\n", + "(0.888888888888889,) error 7073.711219943547\n", + "(0.888888888888889,) error 7075.408699792543\n", + "(0.888888888888889,) error 7077.106383702347\n", + "(0.888888888888889,) error 7078.804271672964\n", + "(0.888888888888889,) error 7080.502363704384\n", + "(0.888888888888889,) error 7082.20065979662\n", + "(0.888888888888889,) error 7083.899159949663\n", + "(0.888888888888889,) error 7085.59786416352\n", + "(0.888888888888889,) error 7087.296772438186\n", + "(0.888888888888889,) error 7088.9958847736625\n", + "(0.888888888888889,) error 7090.6952011699495\n", + "(0.888888888888889,) error 7092.3947216270435\n", + "(0.888888888888889,) error 7094.094446144952\n", + "(0.888888888888889,) error 7095.794374723668\n", + "(0.888888888888889,) error 7097.494507363194\n", + "(0.888888888888889,) error 7099.1948440635315\n", + "(0.888888888888889,) error 7100.895384824678\n", + "(0.888888888888889,) error 7102.596129646635\n", + "(0.888888888888889,) error 7104.297078529401\n", + "(0.888888888888889,) error 7105.998231472979\n", + "(0.888888888888889,) error 7107.699588477367\n", + "(0.888888888888889,) error 7109.401149542563\n", + "(0.888888888888889,) error 7111.102914668571\n", + "(0.888888888888889,) error 7112.8048838553905\n", + "(0.888888888888889,) error 7114.507057103016\n", + "(0.888888888888889,) error 7116.209434411455\n", + "(0.888888888888889,) error 7117.912015780702\n", + "(0.888888888888889,) error 7119.6148012107615\n", + "(0.888888888888889,) error 7121.31779070163\n", + "(0.888888888888889,) error 7123.020984253309\n", + "(0.888888888888889,) error 7124.724381865796\n", + "(0.888888888888889,) error 7126.427983539095\n", + "(0.888888888888889,) error 7128.131789273204\n", + "(0.888888888888889,) error 7129.8357990681225\n", + "(0.888888888888889,) error 7131.540012923852\n", + "(0.888888888888889,) error 7133.244430840391\n", + "(0.888888888888889,) error 7134.94905281774\n", + "(0.888888888888889,) error 7136.6538788559\n", + "(0.888888888888889,) error 7138.35890895487\n", + "(0.888888888888889,) error 7140.064143114648\n", + "(0.888888888888889,) error 7141.769581335239\n", + "(0.888888888888889,) error 7143.475223616639\n", + "(0.888888888888889,) error 7145.181069958849\n", + "(0.888888888888889,) error 7146.887120361869\n", + "(0.888888888888889,) error 7148.593374825698\n", + "(0.888888888888889,) error 7150.299833350341\n", + "(0.888888888888889,) error 7152.006495935791\n", + "(0.888888888888889,) error 7153.713362582051\n", + "(0.888888888888889,) error 7155.420433289123\n", + "(0.888888888888889,) error 7157.127708057003\n", + "(0.888888888888889,) error 7158.835186885693\n", + "(0.888888888888889,) error 7160.542869775195\n", + "(0.888888888888889,) error 7162.250756725505\n", + "(0.888888888888889,) error 7163.958847736627\n", + "(0.8989898989898991,) error 7276.792283100367\n", + "(0.8989898989898991,) error 7278.513944155362\n", + "(0.8989898989898991,) error 7280.2358092711665\n", + "(0.8989898989898991,) error 7281.957878447782\n", + "(0.8989898989898991,) error 7283.680151685206\n", + "(0.8989898989898991,) error 7285.40262898344\n", + "(0.8989898989898991,) error 7287.125310342486\n", + "(0.8989898989898991,) error 7288.848195762341\n", + "(0.8989898989898991,) error 7290.571285243005\n", + "(0.8989898989898991,) error 7292.294578784481\n", + "(0.8989898989898991,) error 7294.018076386768\n", + "(0.8989898989898991,) error 7295.741778049863\n", + "(0.8989898989898991,) error 7297.465683773768\n", + "(0.8989898989898991,) error 7299.189793558483\n", + "(0.8989898989898991,) error 7300.91410740401\n", + "(0.8989898989898991,) error 7302.638625310347\n", + "(0.8989898989898991,) error 7304.363347277494\n", + "(0.8989898989898991,) error 7306.08827330545\n", + "(0.8989898989898991,) error 7307.813403394216\n", + "(0.8989898989898991,) error 7309.538737543792\n", + "(0.8989898989898991,) error 7311.26427575418\n", + "(0.8989898989898991,) error 7312.990018025375\n", + "(0.8989898989898991,) error 7314.715964357383\n", + "(0.8989898989898991,) error 7316.442114750201\n", + "(0.8989898989898991,) error 7318.168469203828\n", + "(0.8989898989898991,) error 7319.895027718264\n", + "(0.8989898989898991,) error 7321.621790293513\n", + "(0.8989898989898991,) error 7323.348756929569\n", + "(0.8989898989898991,) error 7325.075927626437\n", + "(0.8989898989898991,) error 7326.803302384116\n", + "(0.8989898989898991,) error 7328.530881202602\n", + "(0.8989898989898991,) error 7330.258664081902\n", + "(0.8989898989898991,) error 7331.986651022009\n", + "(0.8989898989898991,) error 7333.714842022928\n", + "(0.8989898989898991,) error 7335.443237084656\n", + "(0.8989898989898991,) error 7337.171836207195\n", + "(0.8989898989898991,) error 7338.900639390544\n", + "(0.8989898989898991,) error 7340.629646634702\n", + "(0.8989898989898991,) error 7342.358857939671\n", + "(0.8989898989898991,) error 7344.08827330545\n", + "(0.8989898989898991,) error 7345.81789273204\n", + "(0.8989898989898991,) error 7347.547716219439\n", + "(0.8989898989898991,) error 7349.277743767648\n", + "(0.8989898989898991,) error 7351.007975376667\n", + "(0.8989898989898991,) error 7352.738411046498\n", + "(0.8989898989898991,) error 7354.469050777137\n", + "(0.8989898989898991,) error 7356.199894568587\n", + "(0.8989898989898991,) error 7357.930942420848\n", + "(0.8989898989898991,) error 7359.662194333917\n", + "(0.8989898989898991,) error 7361.3936503077975\n", + "(0.8989898989898991,) error 7363.125310342482\n", + "(0.8989898989898991,) error 7364.857174437984\n", + "(0.8989898989898991,) error 7366.589242594295\n", + "(0.8989898989898991,) error 7368.321514811415\n", + "(0.8989898989898991,) error 7370.053991089347\n", + "(0.8989898989898991,) error 7371.786671428087\n", + "(0.8989898989898991,) error 7373.519555827636\n", + "(0.8989898989898991,) error 7375.252644288\n", + "(0.8989898989898991,) error 7376.985936809171\n", + "(0.8989898989898991,) error 7378.719433391151\n", + "(0.8989898989898991,) error 7380.453134033943\n", + "(0.8989898989898991,) error 7382.187038737546\n", + "(0.8989898989898991,) error 7383.921147501956\n", + "(0.8989898989898991,) error 7385.655460327179\n", + "(0.8989898989898991,) error 7387.389977213211\n", + "(0.8989898989898991,) error 7389.1246981600525\n", + "(0.8989898989898991,) error 7390.8596231677075\n", + "(0.8989898989898991,) error 7392.594752236168\n", + "(0.8989898989898991,) error 7394.33008536544\n", + "(0.8989898989898991,) error 7396.065622555522\n", + "(0.8989898989898991,) error 7397.801363806416\n", + "(0.8989898989898991,) error 7399.53730911812\n", + "(0.8989898989898991,) error 7401.273458490633\n", + "(0.8989898989898991,) error 7403.009811923956\n", + "(0.8989898989898991,) error 7404.746369418089\n", + "(0.8989898989898991,) error 7406.4831309730325\n", + "(0.8989898989898991,) error 7408.220096588786\n", + "(0.8989898989898991,) error 7409.957266265349\n", + "(0.8989898989898991,) error 7411.694640002724\n", + "(0.8989898989898991,) error 7413.432217800907\n", + "(0.8989898989898991,) error 7415.169999659901\n", + "(0.8989898989898991,) error 7416.907985579705\n", + "(0.8989898989898991,) error 7418.6461755603195\n", + "(0.8989898989898991,) error 7420.384569601744\n", + "(0.8989898989898991,) error 7422.123167703979\n", + "(0.8989898989898991,) error 7423.861969867023\n", + "(0.8989898989898991,) error 7425.600976090878\n", + "(0.8989898989898991,) error 7427.3401863755425\n", + "(0.8989898989898991,) error 7429.079600721018\n", + "(0.8989898989898991,) error 7430.819219127302\n", + "(0.8989898989898991,) error 7432.559041594399\n", + "(0.8989898989898991,) error 7434.299068122303\n", + "(0.8989898989898991,) error 7436.039298711018\n", + "(0.8989898989898991,) error 7437.779733360545\n", + "(0.8989898989898991,) error 7439.520372070881\n", + "(0.8989898989898991,) error 7441.261214842027\n", + "(0.8989898989898991,) error 7443.002261673982\n", + "(0.8989898989898991,) error 7444.743512566747\n", + "(0.8989898989898991,) error 7446.484967520326\n", + "(0.8989898989898991,) error 7448.226626534711\n", + "(0.9090909090909092,) error 7563.28099173554\n", + "(0.9090909090909092,) error 7565.036220793799\n", + "(0.9090909090909092,) error 7566.791653912868\n", + "(0.9090909090909092,) error 7568.547291092748\n", + "(0.9090909090909092,) error 7570.303132333439\n", + "(0.9090909090909092,) error 7572.0591776349365\n", + "(0.9090909090909092,) error 7573.815426997248\n", + "(0.9090909090909092,) error 7575.571880420368\n", + "(0.9090909090909092,) error 7577.328537904298\n", + "(0.9090909090909092,) error 7579.085399449039\n", + "(0.9090909090909092,) error 7580.8424650545885\n", + "(0.9090909090909092,) error 7582.5997347209495\n", + "(0.9090909090909092,) error 7584.357208448121\n", + "(0.9090909090909092,) error 7586.114886236101\n", + "(0.9090909090909092,) error 7587.872768084893\n", + "(0.9090909090909092,) error 7589.630853994494\n", + "(0.9090909090909092,) error 7591.389143964905\n", + "(0.9090909090909092,) error 7593.147637996127\n", + "(0.9090909090909092,) error 7594.906336088158\n", + "(0.9090909090909092,) error 7596.665238240999\n", + "(0.9090909090909092,) error 7598.424344454652\n", + "(0.9090909090909092,) error 7600.183654729112\n", + "(0.9090909090909092,) error 7601.943169064384\n", + "(0.9090909090909092,) error 7603.702887460467\n", + "(0.9090909090909092,) error 7605.46280991736\n", + "(0.9090909090909092,) error 7607.2229364350615\n", + "(0.9090909090909092,) error 7608.983267013573\n", + "(0.9090909090909092,) error 7610.743801652897\n", + "(0.9090909090909092,) error 7612.5045403530285\n", + "(0.9090909090909092,) error 7614.265483113971\n", + "(0.9090909090909092,) error 7616.026629935725\n", + "(0.9090909090909092,) error 7617.787980818288\n", + "(0.9090909090909092,) error 7619.549535761661\n", + "(0.9090909090909092,) error 7621.311294765845\n", + "(0.9090909090909092,) error 7623.073257830838\n", + "(0.9090909090909092,) error 7624.835424956641\n", + "(0.9090909090909092,) error 7626.597796143255\n", + "(0.9090909090909092,) error 7628.360371390679\n", + "(0.9090909090909092,) error 7630.1231506989125\n", + "(0.9090909090909092,) error 7631.886134067957\n", + "(0.9090909090909092,) error 7633.649321497811\n", + "(0.9090909090909092,) error 7635.4127129884755\n", + "(0.9090909090909092,) error 7637.176308539951\n", + "(0.9090909090909092,) error 7638.940108152234\n", + "(0.9090909090909092,) error 7640.704111825328\n", + "(0.9090909090909092,) error 7642.468319559233\n", + "(0.9090909090909092,) error 7644.232731353949\n", + "(0.9090909090909092,) error 7645.9973472094725\n", + "(0.9090909090909092,) error 7647.762167125808\n", + "(0.9090909090909092,) error 7649.527191102953\n", + "(0.9090909090909092,) error 7651.292419140904\n", + "(0.9090909090909092,) error 7653.0578512396705\n", + "(0.9090909090909092,) error 7654.823487399247\n", + "(0.9090909090909092,) error 7656.589327619632\n", + "(0.9090909090909092,) error 7658.355371900827\n", + "(0.9090909090909092,) error 7660.121620242833\n", + "(0.9090909090909092,) error 7661.888072645649\n", + "(0.9090909090909092,) error 7663.654729109275\n", + "(0.9090909090909092,) error 7665.421589633712\n", + "(0.9090909090909092,) error 7667.188654218958\n", + "(0.9090909090909092,) error 7668.955922865015\n", + "(0.9090909090909092,) error 7670.723395571881\n", + "(0.9090909090909092,) error 7672.491072339558\n", + "(0.9090909090909092,) error 7674.258953168046\n", + "(0.9090909090909092,) error 7676.027038057341\n", + "(0.9090909090909092,) error 7677.795327007448\n", + "(0.9090909090909092,) error 7679.563820018367\n", + "(0.9090909090909092,) error 7681.332517090094\n", + "(0.9090909090909092,) error 7683.101418222632\n", + "(0.9090909090909092,) error 7684.87052341598\n", + "(0.9090909090909092,) error 7686.639832670137\n", + "(0.9090909090909092,) error 7688.409345985106\n", + "(0.9090909090909092,) error 7690.179063360883\n", + "(0.9090909090909092,) error 7691.948984797472\n", + "(0.9090909090909092,) error 7693.71911029487\n", + "(0.9090909090909092,) error 7695.489439853078\n", + "(0.9090909090909092,) error 7697.259973472097\n", + "(0.9090909090909092,) error 7699.030711151925\n", + "(0.9090909090909092,) error 7700.801652892563\n", + "(0.9090909090909092,) error 7702.572798694012\n", + "(0.9090909090909092,) error 7704.34414855627\n", + "(0.9090909090909092,) error 7706.115702479339\n", + "(0.9090909090909092,) error 7707.887460463219\n", + "(0.9090909090909092,) error 7709.65942250791\n", + "(0.9090909090909092,) error 7711.431588613409\n", + "(0.9090909090909092,) error 7713.203958779719\n", + "(0.9090909090909092,) error 7714.976533006839\n", + "(0.9090909090909092,) error 7716.749311294768\n", + "(0.9090909090909092,) error 7718.522293643508\n", + "(0.9090909090909092,) error 7720.295480053057\n", + "(0.9090909090909092,) error 7722.068870523418\n", + "(0.9090909090909092,) error 7723.8424650545885\n", + "(0.9090909090909092,) error 7725.61626364657\n", + "(0.9090909090909092,) error 7727.39026629936\n", + "(0.9090909090909092,) error 7729.164473012959\n", + "(0.9090909090909092,) error 7730.938883787371\n", + "(0.9090909090909092,) error 7732.713498622593\n", + "(0.9090909090909092,) error 7734.488317518625\n", + "(0.9090909090909092,) error 7736.263340475464\n", + "(0.9090909090909092,) error 7738.038567493116\n", + "(0.9191919191919192,) error 7855.313862531036\n", + "(0.9191919191919192,) error 7857.102659592559\n", + "(0.9191919191919192,) error 7858.891660714894\n", + "(0.9191919191919192,) error 7860.68086589804\n", + "(0.9191919191919192,) error 7862.470275141994\n", + "(0.9191919191919192,) error 7864.259888446759\n", + "(0.9191919191919192,) error 7866.049705812333\n", + "(0.9191919191919192,) error 7867.839727238718\n", + "(0.9191919191919192,) error 7869.629952725914\n", + "(0.9191919191919192,) error 7871.420382273918\n", + "(0.9191919191919192,) error 7873.2110158827345\n", + "(0.9191919191919192,) error 7875.00185355236\n", + "(0.9191919191919192,) error 7876.792895282796\n", + "(0.9191919191919192,) error 7878.58414107404\n", + "(0.9191919191919192,) error 7880.375590926097\n", + "(0.9191919191919192,) error 7882.1672448389645\n", + "(0.9191919191919192,) error 7883.959102812641\n", + "(0.9191919191919192,) error 7885.751164847126\n", + "(0.9191919191919192,) error 7887.543430942424\n", + "(0.9191919191919192,) error 7889.33590109853\n", + "(0.9191919191919192,) error 7891.128575315447\n", + "(0.9191919191919192,) error 7892.921453593172\n", + "(0.9191919191919192,) error 7894.71453593171\n", + "(0.9191919191919192,) error 7896.507822331058\n", + "(0.9191919191919192,) error 7898.301312791214\n", + "(0.9191919191919192,) error 7900.095007312181\n", + "(0.9191919191919192,) error 7901.888905893959\n", + "(0.9191919191919192,) error 7903.683008536546\n", + "(0.9191919191919192,) error 7905.477315239944\n", + "(0.9191919191919192,) error 7907.271826004151\n", + "(0.9191919191919192,) error 7909.066540829171\n", + "(0.9191919191919192,) error 7910.861459714998\n", + "(0.9191919191919192,) error 7912.656582661636\n", + "(0.9191919191919192,) error 7914.451909669085\n", + "(0.9191919191919192,) error 7916.247440737342\n", + "(0.9191919191919192,) error 7918.04317586641\n", + "(0.9191919191919192,) error 7919.839115056289\n", + "(0.9191919191919192,) error 7921.635258306979\n", + "(0.9191919191919192,) error 7923.431605618477\n", + "(0.9191919191919192,) error 7925.228156990786\n", + "(0.9191919191919192,) error 7927.024912423905\n", + "(0.9191919191919192,) error 7928.821871917834\n", + "(0.9191919191919192,) error 7930.619035472574\n", + "(0.9191919191919192,) error 7932.416403088123\n", + "(0.9191919191919192,) error 7934.213974764483\n", + "(0.9191919191919192,) error 7936.011750501653\n", + "(0.9191919191919192,) error 7937.809730299633\n", + "(0.9191919191919192,) error 7939.607914158423\n", + "(0.9191919191919192,) error 7941.406302078022\n", + "(0.9191919191919192,) error 7943.204894058433\n", + "(0.9191919191919192,) error 7945.003690099648\n", + "(0.9191919191919192,) error 7946.802690201679\n", + "(0.9191919191919192,) error 7948.601894364519\n", + "(0.9191919191919192,) error 7950.4013025881695\n", + "(0.9191919191919192,) error 7952.200914872631\n", + "(0.9191919191919192,) error 7954.000731217901\n", + "(0.9191919191919192,) error 7955.800751623982\n", + "(0.9191919191919192,) error 7957.600976090874\n", + "(0.9191919191919192,) error 7959.401404618574\n", + "(0.9191919191919192,) error 7961.202037207087\n", + "(0.9191919191919192,) error 7963.00287385641\n", + "(0.9191919191919192,) error 7964.80391456654\n", + "(0.9191919191919192,) error 7966.605159337483\n", + "(0.9191919191919192,) error 7968.406608169234\n", + "(0.9191919191919192,) error 7970.208261061795\n", + "(0.9191919191919192,) error 7972.010118015168\n", + "(0.9191919191919192,) error 7973.812179029351\n", + "(0.9191919191919192,) error 7975.614444104343\n", + "(0.9191919191919192,) error 7977.416913240145\n", + "(0.9191919191919192,) error 7979.219586436758\n", + "(0.9191919191919192,) error 7981.022463694179\n", + "(0.9191919191919192,) error 7982.825545012415\n", + "(0.9191919191919192,) error 7984.628830391456\n", + "(0.9191919191919192,) error 7986.4323198313095\n", + "(0.9191919191919192,) error 7988.236013331972\n", + "(0.9191919191919192,) error 7990.039910893447\n", + "(0.9191919191919192,) error 7991.8440125157285\n", + "(0.9191919191919192,) error 7993.648318198822\n", + "(0.9191919191919192,) error 7995.452827942726\n", + "(0.9191919191919192,) error 7997.25754174744\n", + "(0.9191919191919192,) error 7999.062459612964\n", + "(0.9191919191919192,) error 8000.8675815393\n", + "(0.9191919191919192,) error 8002.672907526444\n", + "(0.9191919191919192,) error 8004.478437574398\n", + "(0.9191919191919192,) error 8006.284171683162\n", + "(0.9191919191919192,) error 8008.0901098527365\n", + "(0.9191919191919192,) error 8009.89625208312\n", + "(0.9191919191919192,) error 8011.702598374316\n", + "(0.9191919191919192,) error 8013.50914872632\n", + "(0.9191919191919192,) error 8015.315903139137\n", + "(0.9191919191919192,) error 8017.122861612762\n", + "(0.9191919191919192,) error 8018.9300241471965\n", + "(0.9191919191919192,) error 8020.737390742441\n", + "(0.9191919191919192,) error 8022.5449613984965\n", + "(0.9191919191919192,) error 8024.352736115362\n", + "(0.9191919191919192,) error 8026.160714893039\n", + "(0.9191919191919192,) error 8027.9688977315245\n", + "(0.9191919191919192,) error 8029.777284630822\n", + "(0.9191919191919192,) error 8031.5858755909285\n", + "(0.9191919191919192,) error 8033.394670611844\n", + "(0.9292929292929294,) error 8152.890895486859\n", + "(0.9292929292929294,) error 8154.713260551648\n", + "(0.9292929292929294,) error 8156.5358296772465\n", + "(0.9292929292929294,) error 8158.358602863657\n", + "(0.9292929292929294,) error 8160.181580110876\n", + "(0.9292929292929294,) error 8162.004761418906\n", + "(0.9292929292929294,) error 8163.828146787746\n", + "(0.9292929292929294,) error 8165.651736217395\n", + "(0.9292929292929294,) error 8167.475529707858\n", + "(0.9292929292929294,) error 8169.299527259126\n", + "(0.9292929292929294,) error 8171.123728871207\n", + "(0.9292929292929294,) error 8172.948134544098\n", + "(0.9292929292929294,) error 8174.772744277799\n", + "(0.9292929292929294,) error 8176.59755807231\n", + "(0.9292929292929294,) error 8178.422575927631\n", + "(0.9292929292929294,) error 8180.247797843761\n", + "(0.9292929292929294,) error 8182.073223820703\n", + "(0.9292929292929294,) error 8183.898853858454\n", + "(0.9292929292929294,) error 8185.724687957016\n", + "(0.9292929292929294,) error 8187.5507261163875\n", + "(0.9292929292929294,) error 8189.376968336568\n", + "(0.9292929292929294,) error 8191.20341461756\n", + "(0.9292929292929294,) error 8193.030064959363\n", + "(0.9292929292929294,) error 8194.856919361975\n", + "(0.9292929292929294,) error 8196.683977825398\n", + "(0.9292929292929294,) error 8198.51124034963\n", + "(0.9292929292929294,) error 8200.338706934672\n", + "(0.9292929292929294,) error 8202.166377580523\n", + "(0.9292929292929294,) error 8203.994252287186\n", + "(0.9292929292929294,) error 8205.822331054658\n", + "(0.9292929292929294,) error 8207.650613882943\n", + "(0.9292929292929294,) error 8209.479100772034\n", + "(0.9292929292929294,) error 8211.307791721938\n", + "(0.9292929292929294,) error 8213.136686732652\n", + "(0.9292929292929294,) error 8214.965785804176\n", + "(0.9292929292929294,) error 8216.79508893651\n", + "(0.9292929292929294,) error 8218.624596129654\n", + "(0.9292929292929294,) error 8220.454307383607\n", + "(0.9292929292929294,) error 8222.284222698368\n", + "(0.9292929292929294,) error 8224.114342073944\n", + "(0.9292929292929294,) error 8225.944665510327\n", + "(0.9292929292929294,) error 8227.775193007523\n", + "(0.9292929292929294,) error 8229.605924565525\n", + "(0.9292929292929294,) error 8231.43686018434\n", + "(0.9292929292929294,) error 8233.267999863965\n", + "(0.9292929292929294,) error 8235.099343604401\n", + "(0.9292929292929294,) error 8236.930891405644\n", + "(0.9292929292929294,) error 8238.7626432677\n", + "(0.9292929292929294,) error 8240.594599190565\n", + "(0.9292929292929294,) error 8242.426759174241\n", + "(0.9292929292929294,) error 8244.259123218719\n", + "(0.9292929292929294,) error 8246.091691324016\n", + "(0.9292929292929294,) error 8247.92446349012\n", + "(0.9292929292929294,) error 8249.757439717037\n", + "(0.9292929292929294,) error 8251.590620004763\n", + "(0.9292929292929294,) error 8253.424004353297\n", + "(0.9292929292929294,) error 8255.257592762644\n", + "(0.9292929292929294,) error 8257.091385232801\n", + "(0.9292929292929294,) error 8258.925381763767\n", + "(0.9292929292929294,) error 8260.759582355544\n", + "(0.9292929292929294,) error 8262.59398700813\n", + "(0.9292929292929294,) error 8264.428595721527\n", + "(0.9292929292929294,) error 8266.263408495734\n", + "(0.9292929292929294,) error 8268.098425330749\n", + "(0.9292929292929294,) error 8269.933646226578\n", + "(0.9292929292929294,) error 8271.769071183217\n", + "(0.9292929292929294,) error 8273.604700200662\n", + "(0.9292929292929294,) error 8275.44053327892\n", + "(0.9292929292929294,) error 8277.276570417986\n", + "(0.9292929292929294,) error 8279.112811617864\n", + "(0.9292929292929294,) error 8280.949256878552\n", + "(0.9292929292929294,) error 8282.78590620005\n", + "(0.9292929292929294,) error 8284.622759582357\n", + "(0.9292929292929294,) error 8286.459817025476\n", + "(0.9292929292929294,) error 8288.297078529404\n", + "(0.9292929292929294,) error 8290.134544094142\n", + "(0.9292929292929294,) error 8291.972213719691\n", + "(0.9292929292929294,) error 8293.81008740605\n", + "(0.9292929292929294,) error 8295.648165153218\n", + "(0.9292929292929294,) error 8297.486446961197\n", + "(0.9292929292929294,) error 8299.324932829986\n", + "(0.9292929292929294,) error 8301.163622759586\n", + "(0.9292929292929294,) error 8303.002516749993\n", + "(0.9292929292929294,) error 8304.841614801213\n", + "(0.9292929292929294,) error 8306.680916913243\n", + "(0.9292929292929294,) error 8308.520423086082\n", + "(0.9292929292929294,) error 8310.360133319731\n", + "(0.9292929292929294,) error 8312.200047614193\n", + "(0.9292929292929294,) error 8314.040165969463\n", + "(0.9292929292929294,) error 8315.880488385543\n", + "(0.9292929292929294,) error 8317.72101486243\n", + "(0.9292929292929294,) error 8319.561745400133\n", + "(0.9292929292929294,) error 8321.402679998642\n", + "(0.9292929292929294,) error 8323.243818657964\n", + "(0.9292929292929294,) error 8325.085161378094\n", + "(0.9292929292929294,) error 8326.926708159035\n", + "(0.9292929292929294,) error 8328.768459000787\n", + "(0.9292929292929294,) error 8330.610413903347\n", + "(0.9292929292929294,) error 8332.452572866718\n", + "(0.9292929292929294,) error 8334.294935890897\n", + "(0.9393939393939394,) error 8456.012090603\n", + "(0.9393939393939394,) error 8457.868023671055\n", + "(0.9393939393939394,) error 8459.72416079992\n", + "(0.9393939393939394,) error 8461.580501989594\n", + "(0.9393939393939394,) error 8463.437047240079\n", + "(0.9393939393939394,) error 8465.293796551374\n", + "(0.9393939393939394,) error 8467.15074992348\n", + "(0.9393939393939394,) error 8469.007907356396\n", + "(0.9393939393939394,) error 8470.865268850119\n", + "(0.9393939393939394,) error 8472.722834404654\n", + "(0.9393939393939394,) error 8474.58060402\n", + "(0.9393939393939394,) error 8476.438577696155\n", + "(0.9393939393939394,) error 8478.29675543312\n", + "(0.9393939393939394,) error 8480.155137230899\n", + "(0.9393939393939394,) error 8482.013723089483\n", + "(0.9393939393939394,) error 8483.872513008879\n", + "(0.9393939393939394,) error 8485.731506989086\n", + "(0.9393939393939394,) error 8487.590705030101\n", + "(0.9393939393939394,) error 8489.450107131928\n", + "(0.9393939393939394,) error 8491.309713294564\n", + "(0.9393939393939394,) error 8493.16952351801\n", + "(0.9393939393939394,) error 8495.02953780227\n", + "(0.9393939393939394,) error 8496.889756147335\n", + "(0.9393939393939394,) error 8498.750178553211\n", + "(0.9393939393939394,) error 8500.6108050199\n", + "(0.9393939393939394,) error 8502.471635547396\n", + "(0.9393939393939394,) error 8504.332670135704\n", + "(0.9393939393939394,) error 8506.19390878482\n", + "(0.9393939393939394,) error 8508.055351494748\n", + "(0.9393939393939394,) error 8509.916998265486\n", + "(0.9393939393939394,) error 8511.778849097036\n", + "(0.9393939393939394,) error 8513.640903989393\n", + "(0.9393939393939394,) error 8515.503162942561\n", + "(0.9393939393939394,) error 8517.36562595654\n", + "(0.9393939393939394,) error 8519.228293031327\n", + "(0.9393939393939394,) error 8521.091164166925\n", + "(0.9393939393939394,) error 8522.954239363335\n", + "(0.9393939393939394,) error 8524.817518620552\n", + "(0.9393939393939394,) error 8526.681001938583\n", + "(0.9393939393939394,) error 8528.54468931742\n", + "(0.9393939393939394,) error 8530.40858075707\n", + "(0.9393939393939394,) error 8532.272676257528\n", + "(0.9393939393939394,) error 8534.1369758188\n", + "(0.9393939393939394,) error 8536.001479440878\n", + "(0.9393939393939394,) error 8537.866187123767\n", + "(0.9393939393939394,) error 8539.731098867467\n", + "(0.9393939393939394,) error 8541.596214671978\n", + "(0.9393939393939394,) error 8543.461534537297\n", + "(0.9393939393939394,) error 8545.327058463428\n", + "(0.9393939393939394,) error 8547.192786450367\n", + "(0.9393939393939394,) error 8549.05871849811\n", + "(0.9393939393939394,) error 8550.924854606672\n", + "(0.9393939393939394,) error 8552.791194776042\n", + "(0.9393939393939394,) error 8554.657739006225\n", + "(0.9393939393939394,) error 8556.524487297214\n", + "(0.9393939393939394,) error 8558.391439649015\n", + "(0.9393939393939394,) error 8560.258596061625\n", + "(0.9393939393939394,) error 8562.125956535046\n", + "(0.9393939393939394,) error 8563.993521069277\n", + "(0.9393939393939394,) error 8565.861289664319\n", + "(0.9393939393939394,) error 8567.72926232017\n", + "(0.9393939393939394,) error 8569.597439036834\n", + "(0.9393939393939394,) error 8571.465819814304\n", + "(0.9393939393939394,) error 8573.334404652587\n", + "(0.9393939393939394,) error 8575.203193551679\n", + "(0.9393939393939394,) error 8577.072186511581\n", + "(0.9393939393939394,) error 8578.941383532292\n", + "(0.9393939393939394,) error 8580.810784613815\n", + "(0.9393939393939394,) error 8582.680389756148\n", + "(0.9393939393939394,) error 8584.55019895929\n", + "(0.9393939393939394,) error 8586.420212223244\n", + "(0.9393939393939394,) error 8588.290429548006\n", + "(0.9393939393939394,) error 8590.160850933578\n", + "(0.9393939393939394,) error 8592.031476379962\n", + "(0.9393939393939394,) error 8593.902305887153\n", + "(0.9393939393939394,) error 8595.773339455158\n", + "(0.9393939393939394,) error 8597.644577083971\n", + "(0.9393939393939394,) error 8599.516018773596\n", + "(0.9393939393939394,) error 8601.387664524029\n", + "(0.9393939393939394,) error 8603.259514335274\n", + "(0.9393939393939394,) error 8605.131568207327\n", + "(0.9393939393939394,) error 8607.003826140191\n", + "(0.9393939393939394,) error 8608.876288133864\n", + "(0.9393939393939394,) error 8610.74895418835\n", + "(0.9393939393939394,) error 8612.621824303644\n", + "(0.9393939393939394,) error 8614.494898479747\n", + "(0.9393939393939394,) error 8616.368176716662\n", + "(0.9393939393939394,) error 8618.241659014386\n", + "(0.9393939393939394,) error 8620.115345372922\n", + "(0.9393939393939394,) error 8621.989235792267\n", + "(0.9393939393939394,) error 8623.863330272421\n", + "(0.9393939393939394,) error 8625.737628813387\n", + "(0.9393939393939394,) error 8627.612131415162\n", + "(0.9393939393939394,) error 8629.48683807775\n", + "(0.9393939393939394,) error 8631.361748801144\n", + "(0.9393939393939394,) error 8633.236863585349\n", + "(0.9393939393939394,) error 8635.112182430365\n", + "(0.9393939393939394,) error 8636.987705336192\n", + "(0.9393939393939394,) error 8638.86343230283\n", + "(0.9393939393939394,) error 8640.739363330275\n", + "(0.9494949494949496,) error 8764.67744787947\n", + "(0.9494949494949496,) error 8766.56694895079\n", + "(0.9494949494949496,) error 8768.45665408292\n", + "(0.9494949494949496,) error 8770.346563275858\n", + "(0.9494949494949496,) error 8772.23667652961\n", + "(0.9494949494949496,) error 8774.126993844167\n", + "(0.9494949494949496,) error 8776.017515219539\n", + "(0.9494949494949496,) error 8777.908240655719\n", + "(0.9494949494949496,) error 8779.799170152708\n", + "(0.9494949494949496,) error 8781.69030371051\n", + "(0.9494949494949496,) error 8783.58164132912\n", + "(0.9494949494949496,) error 8785.473183008542\n", + "(0.9494949494949496,) error 8787.36492874877\n", + "(0.9494949494949496,) error 8789.25687854981\n", + "(0.9494949494949496,) error 8791.149032411662\n", + "(0.9494949494949496,) error 8793.041390334323\n", + "(0.9494949494949496,) error 8794.933952317793\n", + "(0.9494949494949496,) error 8796.826718362077\n", + "(0.9494949494949496,) error 8798.719688467167\n", + "(0.9494949494949496,) error 8800.612862633068\n", + "(0.9494949494949496,) error 8802.50624085978\n", + "(0.9494949494949496,) error 8804.399823147302\n", + "(0.9494949494949496,) error 8806.293609495633\n", + "(0.9494949494949496,) error 8808.187599904775\n", + "(0.9494949494949496,) error 8810.08179437473\n", + "(0.9494949494949496,) error 8811.97619290549\n", + "(0.9494949494949496,) error 8813.870795497061\n", + "(0.9494949494949496,) error 8815.765602149444\n", + "(0.9494949494949496,) error 8817.660612862639\n", + "(0.9494949494949496,) error 8819.55582763664\n", + "(0.9494949494949496,) error 8821.451246471452\n", + "(0.9494949494949496,) error 8823.346869367078\n", + "(0.9494949494949496,) error 8825.242696323508\n", + "(0.9494949494949496,) error 8827.138727340753\n", + "(0.9494949494949496,) error 8829.034962418806\n", + "(0.9494949494949496,) error 8830.93140155767\n", + "(0.9494949494949496,) error 8832.828044757343\n", + "(0.9494949494949496,) error 8834.724892017826\n", + "(0.9494949494949496,) error 8836.62194333912\n", + "(0.9494949494949496,) error 8838.519198721224\n", + "(0.9494949494949496,) error 8840.416658164138\n", + "(0.9494949494949496,) error 8842.314321667862\n", + "(0.9494949494949496,) error 8844.212189232396\n", + "(0.9494949494949496,) error 8846.110260857742\n", + "(0.9494949494949496,) error 8848.008536543895\n", + "(0.9494949494949496,) error 8849.907016290861\n", + "(0.9494949494949496,) error 8851.805700098635\n", + "(0.9494949494949496,) error 8853.70458796722\n", + "(0.9494949494949496,) error 8855.603679896614\n", + "(0.9494949494949496,) error 8857.502975886819\n", + "(0.9494949494949496,) error 8859.40247593783\n", + "(0.9494949494949496,) error 8861.302180049655\n", + "(0.9494949494949496,) error 8863.202088222291\n", + "(0.9494949494949496,) error 8865.102200455736\n", + "(0.9494949494949496,) error 8867.002516749992\n", + "(0.9494949494949496,) error 8868.90303710506\n", + "(0.9494949494949496,) error 8870.803761520934\n", + "(0.9494949494949496,) error 8872.70468999762\n", + "(0.9494949494949496,) error 8874.605822535117\n", + "(0.9494949494949496,) error 8876.507159133422\n", + "(0.9494949494949496,) error 8878.408699792539\n", + "(0.9494949494949496,) error 8880.310444512465\n", + "(0.9494949494949496,) error 8882.212393293203\n", + "(0.9494949494949496,) error 8884.11454613475\n", + "(0.9494949494949496,) error 8886.016903037105\n", + "(0.9494949494949496,) error 8887.919464000273\n", + "(0.9494949494949496,) error 8889.82222902425\n", + "(0.9494949494949496,) error 8891.725198109038\n", + "(0.9494949494949496,) error 8893.628371254634\n", + "(0.9494949494949496,) error 8895.531748461044\n", + "(0.9494949494949496,) error 8897.43532972826\n", + "(0.9494949494949496,) error 8899.339115056287\n", + "(0.9494949494949496,) error 8901.243104445128\n", + "(0.9494949494949496,) error 8903.147297894773\n", + "(0.9494949494949496,) error 8905.051695405231\n", + "(0.9494949494949496,) error 8906.956296976501\n", + "(0.9494949494949496,) error 8908.861102608578\n", + "(0.9494949494949496,) error 8910.766112301468\n", + "(0.9494949494949496,) error 8912.671326055168\n", + "(0.9494949494949496,) error 8914.576743869675\n", + "(0.9494949494949496,) error 8916.482365744992\n", + "(0.9494949494949496,) error 8918.388191681122\n", + "(0.9494949494949496,) error 8920.294221678063\n", + "(0.9494949494949496,) error 8922.20045573581\n", + "(0.9494949494949496,) error 8924.10689385437\n", + "(0.9494949494949496,) error 8926.013536033739\n", + "(0.9494949494949496,) error 8927.92038227392\n", + "(0.9494949494949496,) error 8929.82743257491\n", + "(0.9494949494949496,) error 8931.734686936708\n", + "(0.9494949494949496,) error 8933.64214535932\n", + "(0.9494949494949496,) error 8935.549807842739\n", + "(0.9494949494949496,) error 8937.457674386971\n", + "(0.9494949494949496,) error 8939.36574499201\n", + "(0.9494949494949496,) error 8941.274019657862\n", + "(0.9494949494949496,) error 8943.18249838452\n", + "(0.9494949494949496,) error 8945.091181171993\n", + "(0.9494949494949496,) error 8947.000068020272\n", + "(0.9494949494949496,) error 8948.909158929364\n", + "(0.9494949494949496,) error 8950.818453899265\n", + "(0.9494949494949496,) error 8952.727952929976\n", + "(0.9595959595959597,) error 9078.886967316263\n", + "(0.9595959595959597,) error 9080.810036390847\n", + "(0.9595959595959597,) error 9082.733309526242\n", + "(0.9595959595959597,) error 9084.656786722444\n", + "(0.9595959595959597,) error 9086.58046797946\n", + "(0.9595959595959597,) error 9088.504353297283\n", + "(0.9595959595959597,) error 9090.42844267592\n", + "(0.9595959595959597,) error 9092.352736115365\n", + "(0.9595959595959597,) error 9094.27723361562\n", + "(0.9595959595959597,) error 9096.201935176685\n", + "(0.9595959595959597,) error 9098.12684079856\n", + "(0.9595959595959597,) error 9100.051950481246\n", + "(0.9595959595959597,) error 9101.97726422474\n", + "(0.9595959595959597,) error 9103.902782029047\n", + "(0.9595959595959597,) error 9105.828503894163\n", + "(0.9595959595959597,) error 9107.75442982009\n", + "(0.9595959595959597,) error 9109.680559806824\n", + "(0.9595959595959597,) error 9111.60689385437\n", + "(0.9595959595959597,) error 9113.533431962729\n", + "(0.9595959595959597,) error 9115.460174131895\n", + "(0.9595959595959597,) error 9117.387120361871\n", + "(0.9595959595959597,) error 9119.314270652656\n", + "(0.9595959595959597,) error 9121.241625004253\n", + "(0.9595959595959597,) error 9123.169183416661\n", + "(0.9595959595959597,) error 9125.096945889878\n", + "(0.9595959595959597,) error 9127.024912423905\n", + "(0.9595959595959597,) error 9128.953083018743\n", + "(0.9595959595959597,) error 9130.881457674392\n", + "(0.9595959595959597,) error 9132.810036390847\n", + "(0.9595959595959597,) error 9134.738819168117\n", + "(0.9595959595959597,) error 9136.667806006191\n", + "(0.9595959595959597,) error 9138.59699690508\n", + "(0.9595959595959597,) error 9140.52639186478\n", + "(0.9595959595959597,) error 9142.455990885288\n", + "(0.9595959595959597,) error 9144.385793966607\n", + "(0.9595959595959597,) error 9146.315801108734\n", + "(0.9595959595959597,) error 9148.246012311673\n", + "(0.9595959595959597,) error 9150.176427575421\n", + "(0.9595959595959597,) error 9152.10704689998\n", + "(0.9595959595959597,) error 9154.037870285349\n", + "(0.9595959595959597,) error 9155.968897731527\n", + "(0.9595959595959597,) error 9157.900129238516\n", + "(0.9595959595959597,) error 9159.831564806316\n", + "(0.9595959595959597,) error 9161.763204434927\n", + "(0.9595959595959597,) error 9163.695048124346\n", + "(0.9595959595959597,) error 9165.627095874574\n", + "(0.9595959595959597,) error 9167.559347685614\n", + "(0.9595959595959597,) error 9169.491803557465\n", + "(0.9595959595959597,) error 9171.424463490124\n", + "(0.9595959595959597,) error 9173.357327483594\n", + "(0.9595959595959597,) error 9175.29039553787\n", + "(0.9595959595959597,) error 9177.22366765296\n", + "(0.9595959595959597,) error 9179.15714382886\n", + "(0.9595959595959597,) error 9181.090824065572\n", + "(0.9595959595959597,) error 9183.024708363091\n", + "(0.9595959595959597,) error 9184.958796721423\n", + "(0.9595959595959597,) error 9186.893089140563\n", + "(0.9595959595959597,) error 9188.827585620515\n", + "(0.9595959595959597,) error 9190.762286161274\n", + "(0.9595959595959597,) error 9192.697190762847\n", + "(0.9595959595959597,) error 9194.632299425228\n", + "(0.9595959595959597,) error 9196.56761214842\n", + "(0.9595959595959597,) error 9198.503128932422\n", + "(0.9595959595959597,) error 9200.438849777232\n", + "(0.9595959595959597,) error 9202.374774682854\n", + "(0.9595959595959597,) error 9204.310903649288\n", + "(0.9595959595959597,) error 9206.24723667653\n", + "(0.9595959595959597,) error 9208.183773764582\n", + "(0.9595959595959597,) error 9210.120514913446\n", + "(0.9595959595959597,) error 9212.057460123116\n", + "(0.9595959595959597,) error 9213.9946093936\n", + "(0.9595959595959597,) error 9215.931962724893\n", + "(0.9595959595959597,) error 9217.869520116996\n", + "(0.9595959595959597,) error 9219.807281569907\n", + "(0.9595959595959597,) error 9221.74524708363\n", + "(0.9595959595959597,) error 9223.683416658167\n", + "(0.9595959595959597,) error 9225.621790293508\n", + "(0.9595959595959597,) error 9227.560367989661\n", + "(0.9595959595959597,) error 9229.499149746624\n", + "(0.9595959595959597,) error 9231.438135564398\n", + "(0.9595959595959597,) error 9233.377325442983\n", + "(0.9595959595959597,) error 9235.316719382377\n", + "(0.9595959595959597,) error 9237.256317382582\n", + "(0.9595959595959597,) error 9239.196119443595\n", + "(0.9595959595959597,) error 9241.13612556542\n", + "(0.9595959595959597,) error 9243.076335748054\n", + "(0.9595959595959597,) error 9245.016749991499\n", + "(0.9595959595959597,) error 9246.957368295754\n", + "(0.9595959595959597,) error 9248.898190660819\n", + "(0.9595959595959597,) error 9250.839217086694\n", + "(0.9595959595959597,) error 9252.780447573377\n", + "(0.9595959595959597,) error 9254.721882120872\n", + "(0.9595959595959597,) error 9256.663520729178\n", + "(0.9595959595959597,) error 9258.605363398296\n", + "(0.9595959595959597,) error 9260.547410128222\n", + "(0.9595959595959597,) error 9262.489660918955\n", + "(0.9595959595959597,) error 9264.432115770502\n", + "(0.9595959595959597,) error 9266.374774682858\n", + "(0.9595959595959597,) error 9268.317637656022\n", + "(0.9595959595959597,) error 9270.26070469\n", + "(0.9696969696969697,) error 9398.640648913379\n", + "(0.9696969696969697,) error 9400.597285991227\n", + "(0.9696969696969697,) error 9402.554127129884\n", + "(0.9696969696969697,) error 9404.511172329356\n", + "(0.9696969696969697,) error 9406.468421589636\n", + "(0.9696969696969697,) error 9408.425874910725\n", + "(0.9696969696969697,) error 9410.383532292624\n", + "(0.9696969696969697,) error 9412.341393735334\n", + "(0.9696969696969697,) error 9414.299459238855\n", + "(0.9696969696969697,) error 9416.257728803184\n", + "(0.9696969696969697,) error 9418.216202428326\n", + "(0.9696969696969697,) error 9420.174880114275\n", + "(0.9696969696969697,) error 9422.133761861036\n", + "(0.9696969696969697,) error 9424.092847668608\n", + "(0.9696969696969697,) error 9426.052137536988\n", + "(0.9696969696969697,) error 9428.01163146618\n", + "(0.9696969696969697,) error 9429.971329456179\n", + "(0.9696969696969697,) error 9431.931231506991\n", + "(0.9696969696969697,) error 9433.891337618612\n", + "(0.9696969696969697,) error 9435.851647791043\n", + "(0.9696969696969697,) error 9437.812162024287\n", + "(0.9696969696969697,) error 9439.772880318336\n", + "(0.9696969696969697,) error 9441.733802673198\n", + "(0.9696969696969697,) error 9443.69492908887\n", + "(0.9696969696969697,) error 9445.656259565352\n", + "(0.9696969696969697,) error 9447.617794102644\n", + "(0.9696969696969697,) error 9449.579532700747\n", + "(0.9696969696969697,) error 9451.541475359661\n", + "(0.9696969696969697,) error 9453.503622079383\n", + "(0.9696969696969697,) error 9455.465972859914\n", + "(0.9696969696969697,) error 9457.428527701259\n", + "(0.9696969696969697,) error 9459.39128660341\n", + "(0.9696969696969697,) error 9461.354249566373\n", + "(0.9696969696969697,) error 9463.317416590146\n", + "(0.9696969696969697,) error 9465.28078767473\n", + "(0.9696969696969697,) error 9467.244362820124\n", + "(0.9696969696969697,) error 9469.208142026326\n", + "(0.9696969696969697,) error 9471.17212529334\n", + "(0.9696969696969697,) error 9473.136312621165\n", + "(0.9696969696969697,) error 9475.100704009797\n", + "(0.9696969696969697,) error 9477.065299459244\n", + "(0.9696969696969697,) error 9479.030098969495\n", + "(0.9696969696969697,) error 9480.995102540559\n", + "(0.9696969696969697,) error 9482.960310172435\n", + "(0.9696969696969697,) error 9484.925721865118\n", + "(0.9696969696969697,) error 9486.891337618614\n", + "(0.9696969696969697,) error 9488.857157432918\n", + "(0.9696969696969697,) error 9490.823181308033\n", + "(0.9696969696969697,) error 9492.789409243958\n", + "(0.9696969696969697,) error 9494.755841240692\n", + "(0.9696969696969697,) error 9496.722477298232\n", + "(0.9696969696969697,) error 9498.689317416589\n", + "(0.9696969696969697,) error 9500.656361595755\n", + "(0.9696969696969697,) error 9502.62360983573\n", + "(0.9696969696969697,) error 9504.591062136516\n", + "(0.9696969696969697,) error 9506.55871849811\n", + "(0.9696969696969697,) error 9508.526578920517\n", + "(0.9696969696969697,) error 9510.494643403732\n", + "(0.9696969696969697,) error 9512.46291194776\n", + "(0.9696969696969697,) error 9514.431384552596\n", + "(0.9696969696969697,) error 9516.400061218243\n", + "(0.9696969696969697,) error 9518.368941944698\n", + "(0.9696969696969697,) error 9520.338026731964\n", + "(0.9696969696969697,) error 9522.307315580043\n", + "(0.9696969696969697,) error 9524.276808488929\n", + "(0.9696969696969697,) error 9526.246505458626\n", + "(0.9696969696969697,) error 9528.216406489133\n", + "(0.9696969696969697,) error 9530.186511580448\n", + "(0.9696969696969697,) error 9532.156820732578\n", + "(0.9696969696969697,) error 9534.127333945513\n", + "(0.9696969696969697,) error 9536.098051219264\n", + "(0.9696969696969697,) error 9538.06897255382\n", + "(0.9696969696969697,) error 9540.040097949188\n", + "(0.9696969696969697,) error 9542.011427405367\n", + "(0.9696969696969697,) error 9543.982960922354\n", + "(0.9696969696969697,) error 9545.954698500153\n", + "(0.9696969696969697,) error 9547.926640138761\n", + "(0.9696969696969697,) error 9549.898785838179\n", + "(0.9696969696969697,) error 9551.871135598409\n", + "(0.9696969696969697,) error 9553.843689419446\n", + "(0.9696969696969697,) error 9555.816447301297\n", + "(0.9696969696969697,) error 9557.789409243953\n", + "(0.9696969696969697,) error 9559.762575247425\n", + "(0.9696969696969697,) error 9561.735945311702\n", + "(0.9696969696969697,) error 9563.709519436792\n", + "(0.9696969696969697,) error 9565.68329762269\n", + "(0.9696969696969697,) error 9567.657279869401\n", + "(0.9696969696969697,) error 9569.631466176921\n", + "(0.9696969696969697,) error 9571.60585654525\n", + "(0.9696969696969697,) error 9573.58045097439\n", + "(0.9696969696969697,) error 9575.55524946434\n", + "(0.9696969696969697,) error 9577.530252015102\n", + "(0.9696969696969697,) error 9579.505458626672\n", + "(0.9696969696969697,) error 9581.480869299052\n", + "(0.9696969696969697,) error 9583.456484032244\n", + "(0.9696969696969697,) error 9585.432302826242\n", + "(0.9696969696969697,) error 9587.408325681054\n", + "(0.9696969696969697,) error 9589.384552596674\n", + "(0.9696969696969697,) error 9591.360983573106\n", + "(0.9696969696969697,) error 9593.337618610347\n", + "(0.9797979797979799,) error 9723.93849267082\n", + "(0.9797979797979799,) error 9725.928697751933\n", + "(0.9797979797979799,) error 9727.919106893858\n", + "(0.9797979797979799,) error 9729.909720096593\n", + "(0.9797979797979799,) error 9731.900537360138\n", + "(0.9797979797979799,) error 9733.891558684492\n", + "(0.9797979797979799,) error 9735.882784069656\n", + "(0.9797979797979799,) error 9737.874213515632\n", + "(0.9797979797979799,) error 9739.865847022418\n", + "(0.9797979797979799,) error 9741.857684590012\n", + "(0.9797979797979799,) error 9743.849726218417\n", + "(0.9797979797979799,) error 9745.841971907634\n", + "(0.9797979797979799,) error 9747.834421657659\n", + "(0.9797979797979799,) error 9749.827075468495\n", + "(0.9797979797979799,) error 9751.81993334014\n", + "(0.9797979797979799,) error 9753.812995272596\n", + "(0.9797979797979799,) error 9755.806261265861\n", + "(0.9797979797979799,) error 9757.799731319938\n", + "(0.9797979797979799,) error 9759.793405434824\n", + "(0.9797979797979799,) error 9761.78728361052\n", + "(0.9797979797979799,) error 9763.781365847028\n", + "(0.9797979797979799,) error 9765.775652144343\n", + "(0.9797979797979799,) error 9767.770142502472\n", + "(0.9797979797979799,) error 9769.764836921408\n", + "(0.9797979797979799,) error 9771.759735401154\n", + "(0.9797979797979799,) error 9773.754837941711\n", + "(0.9797979797979799,) error 9775.750144543077\n", + "(0.9797979797979799,) error 9777.745655205257\n", + "(0.9797979797979799,) error 9779.741369928244\n", + "(0.9797979797979799,) error 9781.73728871204\n", + "(0.9797979797979799,) error 9783.73341155665\n", + "(0.9797979797979799,) error 9785.729738462067\n", + "(0.9797979797979799,) error 9787.726269428296\n", + "(0.9797979797979799,) error 9789.723004455334\n", + "(0.9797979797979799,) error 9791.719943543181\n", + "(0.9797979797979799,) error 9793.71708669184\n", + "(0.9797979797979799,) error 9795.714433901308\n", + "(0.9797979797979799,) error 9797.711985171587\n", + "(0.9797979797979799,) error 9799.709740502674\n", + "(0.9797979797979799,) error 9801.707699894576\n", + "(0.9797979797979799,) error 9803.705863347284\n", + "(0.9797979797979799,) error 9805.704230860803\n", + "(0.9797979797979799,) error 9807.702802435131\n", + "(0.9797979797979799,) error 9809.701578070271\n", + "(0.9797979797979799,) error 9811.700557766222\n", + "(0.9797979797979799,) error 9813.699741522982\n", + "(0.9797979797979799,) error 9815.69912934055\n", + "(0.9797979797979799,) error 9817.698721218929\n", + "(0.9797979797979799,) error 9819.698517158118\n", + "(0.9797979797979799,) error 9821.69851715812\n", + "(0.9797979797979799,) error 9823.698721218923\n", + "(0.9797979797979799,) error 9825.699129340544\n", + "(0.9797979797979799,) error 9827.699741522976\n", + "(0.9797979797979799,) error 9829.700557766217\n", + "(0.9797979797979799,) error 9831.701578070266\n", + "(0.9797979797979799,) error 9833.702802435128\n", + "(0.9797979797979799,) error 9835.704230860798\n", + "(0.9797979797979799,) error 9837.705863347279\n", + "(0.9797979797979799,) error 9839.70769989457\n", + "(0.9797979797979799,) error 9841.70974050267\n", + "(0.9797979797979799,) error 9843.711985171582\n", + "(0.9797979797979799,) error 9845.714433901305\n", + "(0.9797979797979799,) error 9847.717086691837\n", + "(0.9797979797979799,) error 9849.719943543178\n", + "(0.9797979797979799,) error 9851.72300445533\n", + "(0.9797979797979799,) error 9853.72626942829\n", + "(0.9797979797979799,) error 9855.729738462063\n", + "(0.9797979797979799,) error 9857.733411556646\n", + "(0.9797979797979799,) error 9859.737288712036\n", + "(0.9797979797979799,) error 9861.74136992824\n", + "(0.9797979797979799,) error 9863.745655205254\n", + "(0.9797979797979799,) error 9865.750144543075\n", + "(0.9797979797979799,) error 9867.754837941708\n", + "(0.9797979797979799,) error 9869.75973540115\n", + "(0.9797979797979799,) error 9871.764836921406\n", + "(0.9797979797979799,) error 9873.770142502468\n", + "(0.9797979797979799,) error 9875.775652144343\n", + "(0.9797979797979799,) error 9877.781365847024\n", + "(0.9797979797979799,) error 9879.787283610518\n", + "(0.9797979797979799,) error 9881.793405434822\n", + "(0.9797979797979799,) error 9883.799731319936\n", + "(0.9797979797979799,) error 9885.80626126586\n", + "(0.9797979797979799,) error 9887.812995272594\n", + "(0.9797979797979799,) error 9889.819933340137\n", + "(0.9797979797979799,) error 9891.82707546849\n", + "(0.9797979797979799,) error 9893.834421657657\n", + "(0.9797979797979799,) error 9895.841971907632\n", + "(0.9797979797979799,) error 9897.849726218416\n", + "(0.9797979797979799,) error 9899.857684590012\n", + "(0.9797979797979799,) error 9901.865847022416\n", + "(0.9797979797979799,) error 9903.87421351563\n", + "(0.9797979797979799,) error 9905.882784069656\n", + "(0.9797979797979799,) error 9907.89155868449\n", + "(0.9797979797979799,) error 9909.900537360138\n", + "(0.9797979797979799,) error 9911.909720096593\n", + "(0.9797979797979799,) error 9913.919106893858\n", + "(0.9797979797979799,) error 9915.928697751931\n", + "(0.9797979797979799,) error 9917.93849267082\n", + "(0.9797979797979799,) error 9919.948491650515\n", + "(0.9797979797979799,) error 9921.95869469102\n", + "(0.98989898989899,) error 10054.78049858858\n", + "(0.98989898989899,) error 10056.80427167296\n", + "(0.98989898989899,) error 10058.82824881815\n", + "(0.98989898989899,) error 10060.85243002415\n", + "(0.98989898989899,) error 10062.87681529096\n", + "(0.98989898989899,) error 10064.901404618577\n", + "(0.98989898989899,) error 10066.92619800701\n", + "(0.98989898989899,) error 10068.951195456248\n", + "(0.98989898989899,) error 10070.976396966298\n", + "(0.98989898989899,) error 10073.00180253716\n", + "(0.98989898989899,) error 10075.027412168829\n", + "(0.98989898989899,) error 10077.05322586131\n", + "(0.98989898989899,) error 10079.0792436146\n", + "(0.98989898989899,) error 10081.105465428702\n", + "(0.98989898989899,) error 10083.13189130361\n", + "(0.98989898989899,) error 10085.158521239333\n", + "(0.98989898989899,) error 10087.185355235863\n", + "(0.98989898989899,) error 10089.212393293206\n", + "(0.98989898989899,) error 10091.239635411355\n", + "(0.98989898989899,) error 10093.267081590317\n", + "(0.98989898989899,) error 10095.294731830088\n", + "(0.98989898989899,) error 10097.322586130671\n", + "(0.98989898989899,) error 10099.350644492062\n", + "(0.98989898989899,) error 10101.378906914264\n", + "(0.98989898989899,) error 10103.407373397275\n", + "(0.98989898989899,) error 10105.436043941098\n", + "(0.98989898989899,) error 10107.46491854573\n", + "(0.98989898989899,) error 10109.493997211173\n", + "(0.98989898989899,) error 10111.523279937424\n", + "(0.98989898989899,) error 10113.552766724488\n", + "(0.98989898989899,) error 10115.58245757236\n", + "(0.98989898989899,) error 10117.612352481045\n", + "(0.98989898989899,) error 10119.642451450536\n", + "(0.98989898989899,) error 10121.67275448084\n", + "(0.98989898989899,) error 10123.703261571953\n", + "(0.98989898989899,) error 10125.733972723878\n", + "(0.98989898989899,) error 10127.764887936608\n", + "(0.98989898989899,) error 10129.796007210154\n", + "(0.98989898989899,) error 10131.827330544505\n", + "(0.98989898989899,) error 10133.85885793967\n", + "(0.98989898989899,) error 10135.890589395643\n", + "(0.98989898989899,) error 10137.922524912428\n", + "(0.98989898989899,) error 10139.954664490022\n", + "(0.98989898989899,) error 10141.987008128426\n", + "(0.98989898989899,) error 10144.019555827641\n", + "(0.98989898989899,) error 10146.052307587666\n", + "(0.98989898989899,) error 10148.0852634085\n", + "(0.98989898989899,) error 10150.118423290145\n", + "(0.98989898989899,) error 10152.1517872326\n", + "(0.98989898989899,) error 10154.185355235866\n", + "(0.98989898989899,) error 10156.219127299935\n", + "(0.98989898989899,) error 10158.253103424819\n", + "(0.98989898989899,) error 10160.287283610516\n", + "(0.98989898989899,) error 10162.32166785702\n", + "(0.98989898989899,) error 10164.356256164336\n", + "(0.98989898989899,) error 10166.391048532463\n", + "(0.98989898989899,) error 10168.426044961398\n", + "(0.98989898989899,) error 10170.461245451143\n", + "(0.98989898989899,) error 10172.4966500017\n", + "(0.98989898989899,) error 10174.532258613066\n", + "(0.98989898989899,) error 10176.568071285243\n", + "(0.98989898989899,) error 10178.60408801823\n", + "(0.98989898989899,) error 10180.640308812026\n", + "(0.98989898989899,) error 10182.676733666633\n", + "(0.98989898989899,) error 10184.71336258205\n", + "(0.98989898989899,) error 10186.750195558277\n", + "(0.98989898989899,) error 10188.787232595314\n", + "(0.98989898989899,) error 10190.824473693161\n", + "(0.98989898989899,) error 10192.861918851819\n", + "(0.98989898989899,) error 10194.899568071285\n", + "(0.98989898989899,) error 10196.937421351564\n", + "(0.98989898989899,) error 10198.97547869265\n", + "(0.98989898989899,) error 10201.013740094548\n", + "(0.98989898989899,) error 10203.052205557256\n", + "(0.98989898989899,) error 10205.090875080774\n", + "(0.98989898989899,) error 10207.129748665102\n", + "(0.98989898989899,) error 10209.168826310242\n", + "(0.98989898989899,) error 10211.20810801619\n", + "(0.98989898989899,) error 10213.247593782948\n", + "(0.98989898989899,) error 10215.287283610516\n", + "(0.98989898989899,) error 10217.327177498895\n", + "(0.98989898989899,) error 10219.367275448085\n", + "(0.98989898989899,) error 10221.407577458083\n", + "(0.98989898989899,) error 10223.448083528894\n", + "(0.98989898989899,) error 10225.488793660514\n", + "(0.98989898989899,) error 10227.52970785294\n", + "(0.98989898989899,) error 10229.57082610618\n", + "(0.98989898989899,) error 10231.612148420232\n", + "(0.98989898989899,) error 10233.65367479509\n", + "(0.98989898989899,) error 10235.695405230761\n", + "(0.98989898989899,) error 10237.73733972724\n", + "(0.98989898989899,) error 10239.77947828453\n", + "(0.98989898989899,) error 10241.821820902629\n", + "(0.98989898989899,) error 10243.86436758154\n", + "(0.98989898989899,) error 10245.907118321264\n", + "(0.98989898989899,) error 10247.950073121794\n", + "(0.98989898989899,) error 10249.993231983131\n", + "(0.98989898989899,) error 10252.036594905285\n", + "(0.98989898989899,) error 10254.080161888245\n", + "(0.98989898989899,) error 10256.123932932016\n", + "(1.0,) error 10391.166666666666\n", + "(1.0,) error 10393.22400775431\n", + "(1.0,) error 10395.281552902765\n", + "(1.0,) error 10397.33930211203\n", + "(1.0,) error 10399.397255382104\n", + "(1.0,) error 10401.45541271299\n", + "(1.0,) error 10403.513774104684\n", + "(1.0,) error 10405.572339557188\n", + "(1.0,) error 10407.631109070504\n", + "(1.0,) error 10409.690082644629\n", + "(1.0,) error 10411.749260279565\n", + "(1.0,) error 10413.80864197531\n", + "(1.0,) error 10415.868227731864\n", + "(1.0,) error 10417.92801754923\n", + "(1.0,) error 10419.988011427406\n", + "(1.0,) error 10422.04820936639\n", + "(1.0,) error 10424.10861136619\n", + "(1.0,) error 10426.169217426794\n", + "(1.0,) error 10428.23002754821\n", + "(1.0,) error 10430.291041730436\n", + "(1.0,) error 10432.352259973473\n", + "(1.0,) error 10434.41368227732\n", + "(1.0,) error 10436.475308641977\n", + "(1.0,) error 10438.537139067443\n", + "(1.0,) error 10440.599173553723\n", + "(1.0,) error 10442.661412100808\n", + "(1.0,) error 10444.723854708704\n", + "(1.0,) error 10446.786501377412\n", + "(1.0,) error 10448.84935210693\n", + "(1.0,) error 10450.912406897258\n", + "(1.0,) error 10452.975665748394\n", + "(1.0,) error 10455.039128660343\n", + "(1.0,) error 10457.1027956331\n", + "(1.0,) error 10459.16666666667\n", + "(1.0,) error 10461.230741761048\n", + "(1.0,) error 10463.295020916235\n", + "(1.0,) error 10465.359504132233\n", + "(1.0,) error 10467.424191409043\n", + "(1.0,) error 10469.48908274666\n", + "(1.0,) error 10471.55417814509\n", + "(1.0,) error 10473.619477604328\n", + "(1.0,) error 10475.684981124376\n", + "(1.0,) error 10477.750688705237\n", + "(1.0,) error 10479.816600346907\n", + "(1.0,) error 10481.882716049386\n", + "(1.0,) error 10483.949035812675\n", + "(1.0,) error 10486.015559636775\n", + "(1.0,) error 10488.082287521684\n", + "(1.0,) error 10490.149219467405\n", + "(1.0,) error 10492.216355473933\n", + "(1.0,) error 10494.28369554127\n", + "(1.0,) error 10496.351239669419\n", + "(1.0,) error 10498.418987858377\n", + "(1.0,) error 10500.48694010815\n", + "(1.0,) error 10502.55509641873\n", + "(1.0,) error 10504.62345679012\n", + "(1.0,) error 10506.692021222321\n", + "(1.0,) error 10508.760789715332\n", + "(1.0,) error 10510.829762269153\n", + "(1.0,) error 10512.898938883785\n", + "(1.0,) error 10514.968319559226\n", + "(1.0,) error 10517.03790429548\n", + "(1.0,) error 10519.107693092541\n", + "(1.0,) error 10521.17768595041\n", + "(1.0,) error 10523.247882869093\n", + "(1.0,) error 10525.318283848586\n", + "(1.0,) error 10527.388888888887\n", + "(1.0,) error 10529.459697989998\n", + "(1.0,) error 10531.530711151921\n", + "(1.0,) error 10533.601928374652\n", + "(1.0,) error 10535.673349658196\n", + "(1.0,) error 10537.744975002548\n", + "(1.0,) error 10539.816804407712\n", + "(1.0,) error 10541.888837873686\n", + "(1.0,) error 10543.961075400468\n", + "(1.0,) error 10546.033516988062\n", + "(1.0,) error 10548.106162636464\n", + "(1.0,) error 10550.179012345678\n", + "(1.0,) error 10552.252066115701\n", + "(1.0,) error 10554.325323946536\n", + "(1.0,) error 10556.398785838179\n", + "(1.0,) error 10558.472451790634\n", + "(1.0,) error 10560.546321803897\n", + "(1.0,) error 10562.620395877972\n", + "(1.0,) error 10564.694674012855\n", + "(1.0,) error 10566.76915620855\n", + "(1.0,) error 10568.843842465054\n", + "(1.0,) error 10570.91873278237\n", + "(1.0,) error 10572.993827160493\n", + "(1.0,) error 10575.069125599428\n", + "(1.0,) error 10577.144628099171\n", + "(1.0,) error 10579.220334659729\n", + "(1.0,) error 10581.296245281095\n", + "(1.0,) error 10583.372359963269\n", + "(1.0,) error 10585.448678706254\n", + "(1.0,) error 10587.52520151005\n", + "(1.0,) error 10589.601928374655\n", + "(1.0,) error 10591.678859300073\n", + "(1.0,) error 10593.755994286297\n", + "(1.0,) error 10595.833333333334\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Keeping C as constant and changing m values" + ], + "metadata": { + "id": "V_ofnkQz1gdB" + } + }, + { + "cell_type": "code", + "source": [ + "c = 1\n", + "error_val = []\n", + "temp_m_vals = np.linspace(0, 1, num=100)\n", + "\n", + "for temp_m in zip(temp_m_vals):\n", + " line = temp_m*x + c\n", + " error_val.append(mse(weight, line))" + ], + "metadata": { + "id": "x6_kwvqU1Xkw" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "plt.plot(temp_m_vals, error_val)\n", + "plt.ylabel(\"Error Values\")\n", + "plt.xlabel(\"Random Model Values\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 395 + }, + "id": "X-WIEsf81llL", + "outputId": "5ee98273-28ec-4d6c-ecb2-abdef20c8547" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 0, 'Random Model Values')" + ] + }, + "metadata": {}, + "execution_count": 12 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Model Weights\n", + "m = 0.1\n", + "c = 0.1\n", + "\n", + "# Hyperparameters\n", + "learning_rate = 0.001 # The learning Rate 0.1, 0.001, 0.0001 # adaptive lr\n", + "epochs = 30000 # The number of iterations to perform gradient descent\n", + "\n", + "def normalize(x):\n", + " x = (x - min(x))/(max(x)-min(x))\n", + " return x\n", + "\n", + "x = normalize(height)\n", + "y = normalize(weight)\n", + "\n", + "n = len(x)\n", + "error_vals = []\n", + "\n", + "# Performing Gradient Descent\n", + "for i in range(epochs):\n", + " # Forward propagation (basically multiplication)\n", + " y_hat = m*x + c # The current predicted value of Y\n", + "\n", + " # Calculate Mean Squared Error\n", + " error_vals.append(mse(y, y_hat))\n", + "\n", + " # Find the Gradients\n", + " de_dm = (-2/n) * np.sum(x * (y - y_hat)) # Derivative of error function wrt m\n", + " de_dc = (-2/n) * np.sum(y - y_hat) # Derivative of error function wrt c\n", + "\n", + " # Back propagation (update the weights)\n", + " m = m - (de_dm * learning_rate)\n", + " c = c - (de_dc * learning_rate)" + ], + "metadata": { + "id": "5OJd89k41oMe" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "print (\"Intercept\", c)\n", + "print (\"Slope\", m)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "SeQ5RwaY1w9L", + "outputId": "b8ba94ff-ada3-4b0b-fd78-b9336eb0a034" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Intercept 0.21166626013465292\n", + "Slope 0.8266102334220019\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "YqtXErT_2hD_" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## Comparing with Sklearn Linear Regression" + ], + "metadata": { + "id": "1rdPs1-Z2hkz" + } + }, + { + "cell_type": "code", + "source": [ + "from sklearn.linear_model import LinearRegression\n", + "import pandas as pd\n", + "train_df = pd.DataFrame({'x': x})\n", + "X = train_df[['x']]\n", + "y = y\n", + "\n", + "reg = LinearRegression()\n", + "reg.fit(X, y)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "I26cQ8-d19jk", + "outputId": "900e3954-773d-45e8-d9d9-4800f3f56614" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "LinearRegression()" + ] + }, + "metadata": {}, + "execution_count": 18 + } + ] + }, + { + "cell_type": "code", + "source": [ + "reg.coef_, reg.intercept_" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "L-2T7bdh2vYZ", + "outputId": "0f305951-0a88-450e-ee67-07f671385cfa" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([0.82823259])" + ] + }, + "metadata": {}, + "execution_count": 19 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Our Scatch Implementation\n", + "print(f\"From Scratch M {m}, C {c}\")\n", + "print(f\"From sklearn module M {reg.coef_[0]} C {reg.intercept_}\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "MQfTYFJz3EIM", + "outputId": "d1b62fbd-5ad1-47ff-978f-03cfa62906b8" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "From Scratch M 0.8266102334220019, C 0.21166626013465292\n", + "From sklearn module M 0.8282325937260901 C 0.2107986908101675\n" + ] + } + ] + } + ] +} \ No newline at end of file