BO_for_FO.ipynb

{
 "nbformat": 4,
 "nbformat_minor": 0,
 "metadata": {
  "colab": {
   "name": "BOforFO.ipynb",
   "provenance": [],
   "authorship_tag": "ABX9TyMLfShhfZtfuDRFp1MW+RhC"
  },
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3"
  },
  "language_info": {
   "name": "python"
  }
 },
 "cells": [
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "updl9-dbPU-A",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1646670126932,
     "user_tz": -60,
     "elapsed": 8956,
     "user": {
      "displayName": "Umberto Junior Mele",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Giw0iR9vS5IODhHeTZGbR8GwOqnIsDCXtQ8zf30=s64",
      "userId": "04357784316495716135"
     }
    },
    "outputId": "48900668-37bb-4175-9c85-4aed79476861"
   },
   "source": [
    "!rm -rf AI2021MA\n",
    "!git clone https://github.com/UmbertoJr/AI2021MA.git"
   ],
   "execution_count": null,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "DC-Rs_BuPj8v"
   },
   "source": [
    "# Bayesian Optimization (BO) for Dejong Function Optimization (FO)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "g21umNWOEHdE"
   },
   "source": [
    "## De Jong Functions"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 392
    },
    "id": "ADyRXpjRPtZq",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1646670128183,
     "user_tz": -60,
     "elapsed": 1255,
     "user": {
      "displayName": "Umberto Junior Mele",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Giw0iR9vS5IODhHeTZGbR8GwOqnIsDCXtQ8zf30=s64",
      "userId": "04357784316495716135"
     }
    },
    "outputId": "9a161b4a-5c03-42e3-b498-2e62382b6d31"
   },
   "source": [
    "!pip install bayesian-optimization"
   ],
   "execution_count": null,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "d5almMcCBMVl"
   },
   "source": [
    "## Bayesian Optimization"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "7IrzUtDgBLts",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1646670249224,
     "user_tz": -60,
     "elapsed": 489,
     "user": {
      "displayName": "Umberto Junior Mele",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Giw0iR9vS5IODhHeTZGbR8GwOqnIsDCXtQ8zf30=s64",
      "userId": "04357784316495716135"
     }
    }
   },
   "source": [
    "from AI2022MA.DeJongFunctions import DeJong\n",
    "from bayes_opt import BayesianOptimization\n",
    "import numpy as np\n",
    "\n",
    "example = DeJong(5)\n",
    "\n",
    "def f_to_opt(x, y):\n",
    "  return - example.evaluate(np.array([[x, y]]))[0]\n",
    "\n",
    "optimizer = BayesianOptimization(f=f_to_opt,\n",
    "                                 pbounds={\"x\": example.range, \"y\": example.range}, \n",
    "                                 random_state=123)"
   ],
   "execution_count": 5,
   "outputs": []
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "BlUhl8-RB7Ag",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1646671419760,
     "user_tz": -60,
     "elapsed": 1170042,
     "user": {
      "displayName": "Umberto Junior Mele",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Giw0iR9vS5IODhHeTZGbR8GwOqnIsDCXtQ8zf30=s64",
      "userId": "04357784316495716135"
     }
    },
    "outputId": "e5f4a504-08d1-42e0-c93a-8e9f15e029df"
   },
   "source": [
    "optimizer.maximize(init_points=200, n_iter=500,)\n",
    "print(optimizer.max)"
   ],
   "execution_count": 6,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "|   iter    |  target   |     x     |     y     |\n",
      "-------------------------------------------------\n",
      "| \u001B[0m1        \u001B[0m | \u001B[0m-495.7   \u001B[0m | \u001B[0m25.75    \u001B[0m | \u001B[0m-28.03   \u001B[0m |\n",
      "| \u001B[0m2        \u001B[0m | \u001B[0m-497.0   \u001B[0m | \u001B[0m-35.8    \u001B[0m | \u001B[0m6.726    \u001B[0m |\n",
      "| \u001B[95m3        \u001B[0m | \u001B[95m-494.1   \u001B[0m | \u001B[95m28.77    \u001B[0m | \u001B[95m-10.08   \u001B[0m |\n",
      "| \u001B[0m4        \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m63.01    \u001B[0m | \u001B[0m24.23    \u001B[0m |\n",
      "| \u001B[95m5        \u001B[0m | \u001B[95m-184.8   \u001B[0m | \u001B[95m-2.499   \u001B[0m | \u001B[95m-14.14   \u001B[0m |\n",
      "| \u001B[0m6        \u001B[0m | \u001B[0m-473.6   \u001B[0m | \u001B[0m-20.55   \u001B[0m | \u001B[0m30.02    \u001B[0m |\n",
      "| \u001B[0m7        \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-8.051   \u001B[0m | \u001B[0m-57.71   \u001B[0m |\n",
      "| \u001B[0m8        \u001B[0m | \u001B[0m-208.6   \u001B[0m | \u001B[0m-13.36   \u001B[0m | \u001B[0m31.19    \u001B[0m |\n",
      "| \u001B[0m9        \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m-41.62   \u001B[0m | \u001B[0m-42.54   \u001B[0m |\n",
      "| \u001B[0m10       \u001B[0m | \u001B[0m-476.6   \u001B[0m | \u001B[0m4.136    \u001B[0m | \u001B[0m4.172    \u001B[0m |\n",
      "| \u001B[0m11       \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m17.62    \u001B[0m | \u001B[0m45.8     \u001B[0m |\n",
      "| \u001B[0m12       \u001B[0m | \u001B[0m-196.7   \u001B[0m | \u001B[0m29.42    \u001B[0m | \u001B[0m14.55    \u001B[0m |\n",
      "| \u001B[0m13       \u001B[0m | \u001B[0m-497.6   \u001B[0m | \u001B[0m29.16    \u001B[0m | \u001B[0m-23.21   \u001B[0m |\n",
      "| \u001B[0m14       \u001B[0m | \u001B[0m-411.7   \u001B[0m | \u001B[0m-18.12   \u001B[0m | \u001B[0m-35.62   \u001B[0m |\n",
      "| \u001B[0m15       \u001B[0m | \u001B[0m-483.6   \u001B[0m | \u001B[0m-27.04   \u001B[0m | \u001B[0m17.17    \u001B[0m |\n",
      "| \u001B[0m16       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-53.46   \u001B[0m | \u001B[0m-8.69    \u001B[0m |\n",
      "| \u001B[0m17       \u001B[0m | \u001B[0m-497.3   \u001B[0m | \u001B[0m-9.062   \u001B[0m | \u001B[0m-0.8277  \u001B[0m |\n",
      "| \u001B[0m18       \u001B[0m | \u001B[0m-497.9   \u001B[0m | \u001B[0m-9.722   \u001B[0m | \u001B[0m-24.61   \u001B[0m |\n",
      "| \u001B[0m19       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-9.653   \u001B[0m | \u001B[0m51.56    \u001B[0m |\n",
      "| \u001B[0m20       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m58.22    \u001B[0m | \u001B[0m0.2407   \u001B[0m |\n",
      "| \u001B[0m21       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m16.25    \u001B[0m | \u001B[0m-50.38   \u001B[0m |\n",
      "| \u001B[0m22       \u001B[0m | \u001B[0m-497.9   \u001B[0m | \u001B[0m-23.95   \u001B[0m | \u001B[0m-11.16   \u001B[0m |\n",
      "| \u001B[0m23       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m48.01    \u001B[0m | \u001B[0m-32.71   \u001B[0m |\n",
      "| \u001B[0m24       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-2.224   \u001B[0m | \u001B[0m63.64    \u001B[0m |\n",
      "| \u001B[0m25       \u001B[0m | \u001B[0m-186.9   \u001B[0m | \u001B[0m2.554    \u001B[0m | \u001B[0m14.8     \u001B[0m |\n",
      "| \u001B[0m26       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-49.72   \u001B[0m | \u001B[0m42.77    \u001B[0m |\n",
      "| \u001B[0m27       \u001B[0m | \u001B[0m-493.9   \u001B[0m | \u001B[0m13.51    \u001B[0m | \u001B[0m5.907    \u001B[0m |\n",
      "| \u001B[0m28       \u001B[0m | \u001B[0m-496.1   \u001B[0m | \u001B[0m-20.61   \u001B[0m | \u001B[0m-25.67   \u001B[0m |\n",
      "| \u001B[0m29       \u001B[0m | \u001B[0m-497.9   \u001B[0m | \u001B[0m-10.88   \u001B[0m | \u001B[0m23.76    \u001B[0m |\n",
      "| \u001B[0m30       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m49.21    \u001B[0m | \u001B[0m1.366    \u001B[0m |\n",
      "| \u001B[0m31       \u001B[0m | \u001B[0m-495.8   \u001B[0m | \u001B[0m22.19    \u001B[0m | \u001B[0m11.26    \u001B[0m |\n",
      "| \u001B[0m32       \u001B[0m | \u001B[0m-497.2   \u001B[0m | \u001B[0m16.37    \u001B[0m | \u001B[0m22.9     \u001B[0m |\n",
      "| \u001B[0m33       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m44.87    \u001B[0m | \u001B[0m-54.63   \u001B[0m |\n",
      "| \u001B[0m34       \u001B[0m | \u001B[0m-189.1   \u001B[0m | \u001B[0m34.56    \u001B[0m | \u001B[0m-33.6    \u001B[0m |\n",
      "| \u001B[0m35       \u001B[0m | \u001B[0m-499.0   \u001B[0m | \u001B[0m-40.08   \u001B[0m | \u001B[0m9.497    \u001B[0m |\n",
      "| \u001B[0m36       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-52.99   \u001B[0m | \u001B[0m50.51    \u001B[0m |\n",
      "| \u001B[0m37       \u001B[0m | \u001B[0m-230.0   \u001B[0m | \u001B[0m16.68    \u001B[0m | \u001B[0m29.28    \u001B[0m |\n",
      "| \u001B[0m38       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-63.42   \u001B[0m | \u001B[0m12.38    \u001B[0m |\n",
      "| \u001B[0m39       \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m7.443    \u001B[0m | \u001B[0m-44.7    \u001B[0m |\n",
      "| \u001B[0m40       \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m-45.47   \u001B[0m | \u001B[0m25.63    \u001B[0m |\n",
      "| \u001B[0m41       \u001B[0m | \u001B[0m-498.0   \u001B[0m | \u001B[0m-23.75   \u001B[0m | \u001B[0m25.16    \u001B[0m |\n",
      "| \u001B[0m42       \u001B[0m | \u001B[0m-497.5   \u001B[0m | \u001B[0m7.128    \u001B[0m | \u001B[0m-14.56   \u001B[0m |\n",
      "| \u001B[0m43       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m55.72    \u001B[0m | \u001B[0m44.78    \u001B[0m |\n",
      "| \u001B[0m44       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-18.69   \u001B[0m | \u001B[0m-59.82   \u001B[0m |\n",
      "| \u001B[0m45       \u001B[0m | \u001B[0m-496.0   \u001B[0m | \u001B[0m-25.59   \u001B[0m | \u001B[0m-13.35   \u001B[0m |\n",
      "| \u001B[0m46       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m26.86    \u001B[0m | \u001B[0m64.93    \u001B[0m |\n",
      "| \u001B[0m47       \u001B[0m | \u001B[0m-307.1   \u001B[0m | \u001B[0m-18.89   \u001B[0m | \u001B[0m34.41    \u001B[0m |\n",
      "| \u001B[0m48       \u001B[0m | \u001B[0m-497.1   \u001B[0m | \u001B[0m12.21    \u001B[0m | \u001B[0m25.13    \u001B[0m |\n",
      "| \u001B[0m49       \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m-45.73   \u001B[0m | \u001B[0m-13.25   \u001B[0m |\n",
      "| \u001B[0m50       \u001B[0m | \u001B[0m-472.3   \u001B[0m | \u001B[0m-33.97   \u001B[0m | \u001B[0m-20.52   \u001B[0m |\n",
      "| \u001B[0m51       \u001B[0m | \u001B[0m-493.5   \u001B[0m | \u001B[0m1.721    \u001B[0m | \u001B[0m21.84    \u001B[0m |\n",
      "| \u001B[0m52       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-51.65   \u001B[0m | \u001B[0m-48.38   \u001B[0m |\n",
      "| \u001B[0m53       \u001B[0m | \u001B[0m-497.7   \u001B[0m | \u001B[0m-23.33   \u001B[0m | \u001B[0m21.18    \u001B[0m |\n",
      "| \u001B[0m54       \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m45.42    \u001B[0m | \u001B[0m6.981    \u001B[0m |\n",
      "| \u001B[0m55       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m46.46    \u001B[0m | \u001B[0m-15.09   \u001B[0m |\n",
      "| \u001B[0m56       \u001B[0m | \u001B[0m-498.0   \u001B[0m | \u001B[0m-24.01   \u001B[0m | \u001B[0m-19.1    \u001B[0m |\n",
      "| \u001B[0m57       \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m-43.11   \u001B[0m | \u001B[0m43.14    \u001B[0m |\n",
      "| \u001B[0m58       \u001B[0m | \u001B[0m-497.3   \u001B[0m | \u001B[0m-21.15   \u001B[0m | \u001B[0m6.864    \u001B[0m |\n",
      "| \u001B[0m59       \u001B[0m | \u001B[0m-492.6   \u001B[0m | \u001B[0m10.3     \u001B[0m | \u001B[0m2.822    \u001B[0m |\n",
      "| \u001B[0m60       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-65.18   \u001B[0m | \u001B[0m64.01    \u001B[0m |\n",
      "| \u001B[0m61       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m53.13    \u001B[0m | \u001B[0m-38.32   \u001B[0m |\n",
      "| \u001B[0m62       \u001B[0m | \u001B[0m-480.7   \u001B[0m | \u001B[0m-27.2    \u001B[0m | \u001B[0m2.623    \u001B[0m |\n",
      "| \u001B[0m63       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m52.68    \u001B[0m | \u001B[0m63.39    \u001B[0m |\n",
      "| \u001B[0m64       \u001B[0m | \u001B[0m-497.9   \u001B[0m | \u001B[0m-31.78   \u001B[0m | \u001B[0m8.436    \u001B[0m |\n",
      "| \u001B[0m65       \u001B[0m | \u001B[0m-499.2   \u001B[0m | \u001B[0m40.23    \u001B[0m | \u001B[0m-13.85   \u001B[0m |\n",
      "| \u001B[0m66       \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m30.29    \u001B[0m | \u001B[0m-44.42   \u001B[0m |\n",
      "| \u001B[0m67       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m13.2     \u001B[0m | \u001B[0m47.95    \u001B[0m |\n",
      "| \u001B[0m68       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m63.38    \u001B[0m | \u001B[0m-55.13   \u001B[0m |\n",
      "| \u001B[0m69       \u001B[0m | \u001B[0m-498.3   \u001B[0m | \u001B[0m-9.392   \u001B[0m | \u001B[0m-38.73   \u001B[0m |\n",
      "| \u001B[0m70       \u001B[0m | \u001B[0m-497.4   \u001B[0m | \u001B[0m-6.47    \u001B[0m | \u001B[0m6.26     \u001B[0m |\n",
      "| \u001B[0m71       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-53.3    \u001B[0m | \u001B[0m-26.63   \u001B[0m |\n",
      "| \u001B[0m72       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m56.04    \u001B[0m | \u001B[0m9.044    \u001B[0m |\n",
      "| \u001B[0m73       \u001B[0m | \u001B[0m-491.7   \u001B[0m | \u001B[0m-5.582   \u001B[0m | \u001B[0m33.23    \u001B[0m |\n",
      "| \u001B[0m74       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m31.7     \u001B[0m | \u001B[0m-59.17   \u001B[0m |\n",
      "| \u001B[0m75       \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m27.35    \u001B[0m | \u001B[0m44.47    \u001B[0m |\n",
      "| \u001B[0m76       \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m-43.79   \u001B[0m | \u001B[0m36.83    \u001B[0m |\n",
      "| \u001B[0m77       \u001B[0m | \u001B[0m-496.7   \u001B[0m | \u001B[0m-27.98   \u001B[0m | \u001B[0m-25.37   \u001B[0m |\n",
      "| \u001B[0m78       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m21.66    \u001B[0m | \u001B[0m-50.94   \u001B[0m |\n",
      "| \u001B[0m79       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m21.61    \u001B[0m | \u001B[0m50.84    \u001B[0m |\n",
      "| \u001B[0m80       \u001B[0m | \u001B[0m-498.0   \u001B[0m | \u001B[0m25.73    \u001B[0m | \u001B[0m-7.821   \u001B[0m |\n",
      "| \u001B[0m81       \u001B[0m | \u001B[0m-498.1   \u001B[0m | \u001B[0m-8.098   \u001B[0m | \u001B[0m34.75    \u001B[0m |\n",
      "| \u001B[0m82       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m8.604    \u001B[0m | \u001B[0m-54.41   \u001B[0m |\n",
      "| \u001B[0m83       \u001B[0m | \u001B[0m-499.5   \u001B[0m | \u001B[0m10.84    \u001B[0m | \u001B[0m41.27    \u001B[0m |\n",
      "| \u001B[0m84       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-21.36   \u001B[0m | \u001B[0m56.04    \u001B[0m |\n",
      "| \u001B[0m85       \u001B[0m | \u001B[0m-495.7   \u001B[0m | \u001B[0m32.86    \u001B[0m | \u001B[0m9.708    \u001B[0m |\n",
      "| \u001B[0m86       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m32.98    \u001B[0m | \u001B[0m-55.16   \u001B[0m |\n",
      "| \u001B[0m87       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m47.11    \u001B[0m | \u001B[0m42.14    \u001B[0m |\n",
      "| \u001B[0m88       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m53.72    \u001B[0m | \u001B[0m-48.68   \u001B[0m |\n",
      "| \u001B[0m89       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-54.82   \u001B[0m | \u001B[0m-47.39   \u001B[0m |\n",
      "| \u001B[0m90       \u001B[0m | \u001B[0m-494.8   \u001B[0m | \u001B[0m-13.19   \u001B[0m | \u001B[0m-9.921   \u001B[0m |\n",
      "| \u001B[0m91       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m8.155    \u001B[0m | \u001B[0m-49.51   \u001B[0m |\n",
      "| \u001B[0m92       \u001B[0m | \u001B[0m-499.6   \u001B[0m | \u001B[0m-39.14   \u001B[0m | \u001B[0m40.85    \u001B[0m |\n",
      "| \u001B[0m93       \u001B[0m | \u001B[0m-499.2   \u001B[0m | \u001B[0m-4.196   \u001B[0m | \u001B[0m40.36    \u001B[0m |\n",
      "| \u001B[0m94       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-64.56   \u001B[0m | \u001B[0m6.762    \u001B[0m |\n",
      "| \u001B[0m95       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m56.61    \u001B[0m | \u001B[0m10.77    \u001B[0m |\n",
      "| \u001B[0m96       \u001B[0m | \u001B[0m-496.8   \u001B[0m | \u001B[0m-38.52   \u001B[0m | \u001B[0m28.54    \u001B[0m |\n",
      "| \u001B[0m97       \u001B[0m | \u001B[0m-494.7   \u001B[0m | \u001B[0m-15.86   \u001B[0m | \u001B[0m22.07    \u001B[0m |\n",
      "| \u001B[0m98       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-61.69   \u001B[0m | \u001B[0m17.81    \u001B[0m |\n",
      "| \u001B[0m99       \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-61.32   \u001B[0m | \u001B[0m32.08    \u001B[0m |\n",
      "| \u001B[0m100      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-3.55    \u001B[0m | \u001B[0m-49.58   \u001B[0m |\n",
      "| \u001B[0m101      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m5.588    \u001B[0m | \u001B[0m-56.78   \u001B[0m |\n",
      "| \u001B[0m102      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m20.1     \u001B[0m | \u001B[0m65.02    \u001B[0m |\n",
      "| \u001B[0m103      \u001B[0m | \u001B[0m-495.9   \u001B[0m | \u001B[0m35.31    \u001B[0m | \u001B[0m9.67     \u001B[0m |\n",
      "| \u001B[0m104      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-52.08   \u001B[0m | \u001B[0m26.19    \u001B[0m |\n",
      "| \u001B[0m105      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m21.12    \u001B[0m | \u001B[0m-59.1    \u001B[0m |\n",
      "| \u001B[0m106      \u001B[0m | \u001B[0m-496.0   \u001B[0m | \u001B[0m38.31    \u001B[0m | \u001B[0m2.453    \u001B[0m |\n",
      "| \u001B[0m107      \u001B[0m | \u001B[0m-497.2   \u001B[0m | \u001B[0m-9.717   \u001B[0m | \u001B[0m37.77    \u001B[0m |\n",
      "| \u001B[0m108      \u001B[0m | \u001B[0m-468.9   \u001B[0m | \u001B[0m-11.59   \u001B[0m | \u001B[0m-2.487   \u001B[0m |\n",
      "| \u001B[0m109      \u001B[0m | \u001B[0m-499.5   \u001B[0m | \u001B[0m-41.73   \u001B[0m | \u001B[0m-23.42   \u001B[0m |\n",
      "| \u001B[0m110      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m45.29    \u001B[0m | \u001B[0m-41.04   \u001B[0m |\n",
      "| \u001B[0m111      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-10.84   \u001B[0m | \u001B[0m64.1     \u001B[0m |\n",
      "| \u001B[0m112      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-34.52   \u001B[0m | \u001B[0m54.64    \u001B[0m |\n",
      "| \u001B[0m113      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m54.84    \u001B[0m | \u001B[0m-53.57   \u001B[0m |\n",
      "| \u001B[0m114      \u001B[0m | \u001B[0m-479.3   \u001B[0m | \u001B[0m-4.764   \u001B[0m | \u001B[0m0.2905   \u001B[0m |\n",
      "| \u001B[0m115      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-24.42   \u001B[0m | \u001B[0m-59.33   \u001B[0m |\n",
      "| \u001B[0m116      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-33.86   \u001B[0m | \u001B[0m-53.01   \u001B[0m |\n",
      "| \u001B[0m117      \u001B[0m | \u001B[0m-499.3   \u001B[0m | \u001B[0m-34.31   \u001B[0m | \u001B[0m40.34    \u001B[0m |\n",
      "| \u001B[0m118      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m51.77    \u001B[0m | \u001B[0m-59.87   \u001B[0m |\n",
      "| \u001B[0m119      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-25.96   \u001B[0m | \u001B[0m62.99    \u001B[0m |\n",
      "| \u001B[0m120      \u001B[0m | \u001B[0m-487.2   \u001B[0m | \u001B[0m5.178    \u001B[0m | \u001B[0m16.56    \u001B[0m |\n",
      "| \u001B[0m121      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-64.81   \u001B[0m | \u001B[0m-1.978   \u001B[0m |\n",
      "| \u001B[0m122      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m64.01    \u001B[0m | \u001B[0m-16.36   \u001B[0m |\n",
      "| \u001B[0m123      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-52.82   \u001B[0m | \u001B[0m-4.993   \u001B[0m |\n",
      "| \u001B[0m124      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m60.69    \u001B[0m | \u001B[0m-20.73   \u001B[0m |\n",
      "| \u001B[0m125      \u001B[0m | \u001B[0m-499.1   \u001B[0m | \u001B[0m39.18    \u001B[0m | \u001B[0m39.17    \u001B[0m |\n",
      "| \u001B[0m126      \u001B[0m | \u001B[0m-498.3   \u001B[0m | \u001B[0m-38.24   \u001B[0m | \u001B[0m-7.423   \u001B[0m |\n",
      "| \u001B[0m127      \u001B[0m | \u001B[0m-473.0   \u001B[0m | \u001B[0m28.26    \u001B[0m | \u001B[0m-11.73   \u001B[0m |\n",
      "| \u001B[0m128      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-40.5    \u001B[0m | \u001B[0m61.28    \u001B[0m |\n",
      "| \u001B[0m129      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m19.76    \u001B[0m | \u001B[0m47.9     \u001B[0m |\n",
      "| \u001B[0m130      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-62.23   \u001B[0m | \u001B[0m-30.55   \u001B[0m |\n",
      "| \u001B[0m131      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m0.2715   \u001B[0m | \u001B[0m-56.7    \u001B[0m |\n",
      "| \u001B[0m132      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m64.62    \u001B[0m | \u001B[0m-34.54   \u001B[0m |\n",
      "| \u001B[0m133      \u001B[0m | \u001B[0m-490.9   \u001B[0m | \u001B[0m-16.48   \u001B[0m | \u001B[0m-37.49   \u001B[0m |\n",
      "| \u001B[0m134      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-51.71   \u001B[0m | \u001B[0m-35.06   \u001B[0m |\n",
      "| \u001B[0m135      \u001B[0m | \u001B[0m-493.6   \u001B[0m | \u001B[0m-26.13   \u001B[0m | \u001B[0m17.62    \u001B[0m |\n",
      "| \u001B[0m136      \u001B[0m | \u001B[0m-370.7   \u001B[0m | \u001B[0m-28.67   \u001B[0m | \u001B[0m-18.05   \u001B[0m |\n",
      "| \u001B[0m137      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-64.76   \u001B[0m | \u001B[0m-17.6    \u001B[0m |\n",
      "| \u001B[0m138      \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m4.442    \u001B[0m | \u001B[0m-44.3    \u001B[0m |\n",
      "| \u001B[0m139      \u001B[0m | \u001B[0m-483.4   \u001B[0m | \u001B[0m12.77    \u001B[0m | \u001B[0m-27.11   \u001B[0m |\n",
      "| \u001B[0m140      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m17.31    \u001B[0m | \u001B[0m-62.1    \u001B[0m |\n",
      "| \u001B[0m141      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m50.8     \u001B[0m | \u001B[0m-63.42   \u001B[0m |\n",
      "| \u001B[0m142      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-48.9    \u001B[0m | \u001B[0m36.33    \u001B[0m |\n",
      "| \u001B[0m143      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-59.52   \u001B[0m | \u001B[0m27.66    \u001B[0m |\n",
      "| \u001B[0m144      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m61.74    \u001B[0m | \u001B[0m48.72    \u001B[0m |\n",
      "| \u001B[0m145      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m27.55    \u001B[0m | \u001B[0m60.1     \u001B[0m |\n",
      "| \u001B[0m146      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-9.2     \u001B[0m | \u001B[0m48.87    \u001B[0m |\n",
      "| \u001B[0m147      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-18.88   \u001B[0m | \u001B[0m56.33    \u001B[0m |\n",
      "| \u001B[0m148      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-46.04   \u001B[0m | \u001B[0m57.68    \u001B[0m |\n",
      "| \u001B[0m149      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m43.61    \u001B[0m | \u001B[0m45.36    \u001B[0m |\n",
      "| \u001B[0m150      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-49.29   \u001B[0m | \u001B[0m12.65    \u001B[0m |\n",
      "| \u001B[0m151      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-63.39   \u001B[0m | \u001B[0m28.99    \u001B[0m |\n",
      "| \u001B[0m152      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-64.52   \u001B[0m | \u001B[0m-54.42   \u001B[0m |\n",
      "| \u001B[0m153      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-35.98   \u001B[0m | \u001B[0m49.17    \u001B[0m |\n",
      "| \u001B[0m154      \u001B[0m | \u001B[0m-488.0   \u001B[0m | \u001B[0m-17.88   \u001B[0m | \u001B[0m5.238    \u001B[0m |\n",
      "| \u001B[0m155      \u001B[0m | \u001B[0m-497.6   \u001B[0m | \u001B[0m8.926    \u001B[0m | \u001B[0m-35.98   \u001B[0m |\n",
      "| \u001B[0m156      \u001B[0m | \u001B[0m-496.8   \u001B[0m | \u001B[0m9.456    \u001B[0m | \u001B[0m21.1     \u001B[0m |\n",
      "| \u001B[0m157      \u001B[0m | \u001B[0m-494.8   \u001B[0m | \u001B[0m-26.44   \u001B[0m | \u001B[0m-10.67   \u001B[0m |\n",
      "| \u001B[0m158      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-6.149   \u001B[0m | \u001B[0m56.67    \u001B[0m |\n",
      "| \u001B[0m159      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m11.47    \u001B[0m | \u001B[0m58.75    \u001B[0m |\n",
      "| \u001B[0m160      \u001B[0m | \u001B[0m-497.8   \u001B[0m | \u001B[0m7.345    \u001B[0m | \u001B[0m0.07359  \u001B[0m |\n",
      "| \u001B[0m161      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-65.07   \u001B[0m | \u001B[0m-2.505   \u001B[0m |\n",
      "| \u001B[0m162      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m56.03    \u001B[0m | \u001B[0m-39.54   \u001B[0m |\n",
      "| \u001B[0m163      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-58.71   \u001B[0m | \u001B[0m-12.22   \u001B[0m |\n",
      "| \u001B[0m164      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-16.73   \u001B[0m | \u001B[0m46.81    \u001B[0m |\n",
      "| \u001B[0m165      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-62.05   \u001B[0m | \u001B[0m55.07    \u001B[0m |\n",
      "| \u001B[0m166      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m23.71    \u001B[0m | \u001B[0m52.98    \u001B[0m |\n",
      "| \u001B[0m167      \u001B[0m | \u001B[0m-499.5   \u001B[0m | \u001B[0m14.09    \u001B[0m | \u001B[0m40.89    \u001B[0m |\n",
      "| \u001B[0m168      \u001B[0m | \u001B[0m-492.0   \u001B[0m | \u001B[0m-21.56   \u001B[0m | \u001B[0m-19.72   \u001B[0m |\n",
      "| \u001B[95m169      \u001B[0m | \u001B[95m-40.57   \u001B[0m | \u001B[95m-14.43   \u001B[0m | \u001B[95m33.4     \u001B[0m |\n",
      "| \u001B[95m170      \u001B[0m | \u001B[95m-34.24   \u001B[0m | \u001B[95m-17.13   \u001B[0m | \u001B[95m-33.79   \u001B[0m |\n",
      "| \u001B[0m171      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m57.37    \u001B[0m | \u001B[0m53.48    \u001B[0m |\n",
      "| \u001B[0m172      \u001B[0m | \u001B[0m-431.1   \u001B[0m | \u001B[0m-19.82   \u001B[0m | \u001B[0m17.65    \u001B[0m |\n",
      "| \u001B[0m173      \u001B[0m | \u001B[0m-496.7   \u001B[0m | \u001B[0m-29.64   \u001B[0m | \u001B[0m-38.52   \u001B[0m |\n",
      "| \u001B[0m174      \u001B[0m | \u001B[0m-497.2   \u001B[0m | \u001B[0m-21.45   \u001B[0m | \u001B[0m-22.66   \u001B[0m |\n",
      "| \u001B[0m175      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m50.11    \u001B[0m | \u001B[0m42.25    \u001B[0m |\n",
      "| \u001B[0m176      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m27.48    \u001B[0m | \u001B[0m60.21    \u001B[0m |\n",
      "| \u001B[0m177      \u001B[0m | \u001B[0m-493.6   \u001B[0m | \u001B[0m-10.15   \u001B[0m | \u001B[0m-33.42   \u001B[0m |\n",
      "| \u001B[0m178      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-50.15   \u001B[0m | \u001B[0m-26.08   \u001B[0m |\n",
      "| \u001B[0m179      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-46.5    \u001B[0m | \u001B[0m-53.45   \u001B[0m |\n",
      "| \u001B[0m180      \u001B[0m | \u001B[0m-184.4   \u001B[0m | \u001B[0m13.49    \u001B[0m | \u001B[0m-17.8    \u001B[0m |\n",
      "| \u001B[0m181      \u001B[0m | \u001B[0m-499.2   \u001B[0m | \u001B[0m8.463    \u001B[0m | \u001B[0m-40.46   \u001B[0m |\n",
      "| \u001B[0m182      \u001B[0m | \u001B[0m-497.9   \u001B[0m | \u001B[0m23.19    \u001B[0m | \u001B[0m-37.29   \u001B[0m |\n",
      "| \u001B[0m183      \u001B[0m | \u001B[0m-277.2   \u001B[0m | \u001B[0m-29.09   \u001B[0m | \u001B[0m31.69    \u001B[0m |\n",
      "| \u001B[0m184      \u001B[0m | \u001B[0m-498.0   \u001B[0m | \u001B[0m7.83     \u001B[0m | \u001B[0m-21.65   \u001B[0m |\n",
      "| \u001B[0m185      \u001B[0m | \u001B[0m-497.1   \u001B[0m | \u001B[0m5.635    \u001B[0m | \u001B[0m25.43    \u001B[0m |\n",
      "| \u001B[0m186      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m54.02    \u001B[0m | \u001B[0m10.58    \u001B[0m |\n",
      "| \u001B[0m187      \u001B[0m | \u001B[0m-308.6   \u001B[0m | \u001B[0m-35.04   \u001B[0m | \u001B[0m32.34    \u001B[0m |\n",
      "| \u001B[0m188      \u001B[0m | \u001B[0m-498.4   \u001B[0m | \u001B[0m36.41    \u001B[0m | \u001B[0m-39.27   \u001B[0m |\n",
      "| \u001B[0m189      \u001B[0m | \u001B[0m-499.7   \u001B[0m | \u001B[0m42.02    \u001B[0m | \u001B[0m-4.596   \u001B[0m |\n",
      "| \u001B[0m190      \u001B[0m | \u001B[0m-477.4   \u001B[0m | \u001B[0m36.67    \u001B[0m | \u001B[0m-34.41   \u001B[0m |\n",
      "| \u001B[0m191      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-21.94   \u001B[0m | \u001B[0m59.47    \u001B[0m |\n",
      "| \u001B[0m192      \u001B[0m | \u001B[0m-482.0   \u001B[0m | \u001B[0m20.69    \u001B[0m | \u001B[0m35.77    \u001B[0m |\n",
      "| \u001B[0m193      \u001B[0m | \u001B[0m-498.5   \u001B[0m | \u001B[0m24.69    \u001B[0m | \u001B[0m-38.76   \u001B[0m |\n",
      "| \u001B[0m194      \u001B[0m | \u001B[0m-499.3   \u001B[0m | \u001B[0m-3.842   \u001B[0m | \u001B[0m40.5     \u001B[0m |\n",
      "| \u001B[0m195      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m22.94    \u001B[0m | \u001B[0m-64.75   \u001B[0m |\n",
      "| \u001B[0m196      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-54.08   \u001B[0m | \u001B[0m-20.08   \u001B[0m |\n",
      "| \u001B[0m197      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m58.24    \u001B[0m | \u001B[0m-1.155   \u001B[0m |\n",
      "| \u001B[0m198      \u001B[0m | \u001B[0m-140.6   \u001B[0m | \u001B[0m-30.12   \u001B[0m | \u001B[0m-18.29   \u001B[0m |\n",
      "| \u001B[0m199      \u001B[0m | \u001B[0m-496.6   \u001B[0m | \u001B[0m-37.93   \u001B[0m | \u001B[0m-10.33   \u001B[0m |\n",
      "| \u001B[0m200      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-36.96   \u001B[0m | \u001B[0m45.32    \u001B[0m |\n",
      "| \u001B[95m201      \u001B[0m | \u001B[95m-5.052   \u001B[0m | \u001B[95m-16.87   \u001B[0m | \u001B[95m-33.18   \u001B[0m |\n",
      "| \u001B[0m202      \u001B[0m | \u001B[0m-9.206   \u001B[0m | \u001B[0m-17.35   \u001B[0m | \u001B[0m-33.05   \u001B[0m |\n",
      "| \u001B[0m203      \u001B[0m | \u001B[0m-21.54   \u001B[0m | \u001B[0m-15.15   \u001B[0m | \u001B[0m32.72    \u001B[0m |\n",
      "| \u001B[0m204      \u001B[0m | \u001B[0m-69.42   \u001B[0m | \u001B[0m-15.55   \u001B[0m | \u001B[0m33.97    \u001B[0m |\n",
      "| \u001B[95m205      \u001B[0m | \u001B[95m-2.02    \u001B[0m | \u001B[95m-16.55   \u001B[0m | \u001B[95m-31.68   \u001B[0m |\n",
      "| \u001B[0m206      \u001B[0m | \u001B[0m-13.98   \u001B[0m | \u001B[0m-17.52   \u001B[0m | \u001B[0m-31.69   \u001B[0m |\n",
      "| \u001B[95m207      \u001B[0m | \u001B[95m-1.993   \u001B[0m | \u001B[95m-16.09   \u001B[0m | \u001B[95m-32.28   \u001B[0m |\n",
      "| \u001B[0m208      \u001B[0m | \u001B[0m-2.373   \u001B[0m | \u001B[0m-15.38   \u001B[0m | \u001B[0m-31.17   \u001B[0m |\n",
      "| \u001B[0m209      \u001B[0m | \u001B[0m-69.24   \u001B[0m | \u001B[0m-15.96   \u001B[0m | \u001B[0m-29.93   \u001B[0m |\n",
      "| \u001B[0m210      \u001B[0m | \u001B[0m-7.419   \u001B[0m | \u001B[0m-14.67   \u001B[0m | \u001B[0m-31.96   \u001B[0m |\n",
      "| \u001B[0m211      \u001B[0m | \u001B[0m-4.869   \u001B[0m | \u001B[0m-15.09   \u001B[0m | \u001B[0m-33.15   \u001B[0m |\n",
      "| \u001B[0m212      \u001B[0m | \u001B[0m-8.273   \u001B[0m | \u001B[0m-31.84   \u001B[0m | \u001B[0m-17.16   \u001B[0m |\n",
      "| \u001B[0m213      \u001B[0m | \u001B[0m-6.502   \u001B[0m | \u001B[0m-31.9    \u001B[0m | \u001B[0m-15.08   \u001B[0m |\n",
      "| \u001B[0m214      \u001B[0m | \u001B[0m-7.049   \u001B[0m | \u001B[0m-32.96   \u001B[0m | \u001B[0m-15.16   \u001B[0m |\n",
      "| \u001B[0m215      \u001B[0m | \u001B[0m-5.26    \u001B[0m | \u001B[0m31.73    \u001B[0m | \u001B[0m-32.83   \u001B[0m |\n",
      "| \u001B[0m216      \u001B[0m | \u001B[0m-16.07   \u001B[0m | \u001B[0m33.25    \u001B[0m | \u001B[0m-30.59   \u001B[0m |\n",
      "| \u001B[0m217      \u001B[0m | \u001B[0m-4.972   \u001B[0m | \u001B[0m31.72    \u001B[0m | \u001B[0m-31.47   \u001B[0m |\n",
      "| \u001B[0m218      \u001B[0m | \u001B[0m-9.477   \u001B[0m | \u001B[0m33.29    \u001B[0m | \u001B[0m-32.47   \u001B[0m |\n",
      "| \u001B[0m219      \u001B[0m | \u001B[0m-374.8   \u001B[0m | \u001B[0m-0.2338  \u001B[0m | \u001B[0m12.62    \u001B[0m |\n",
      "| \u001B[0m220      \u001B[0m | \u001B[0m-5.931   \u001B[0m | \u001B[0m-32.37   \u001B[0m | \u001B[0m-16.07   \u001B[0m |\n",
      "| \u001B[0m221      \u001B[0m | \u001B[0m-112.8   \u001B[0m | \u001B[0m-32.76   \u001B[0m | \u001B[0m-13.72   \u001B[0m |\n",
      "| \u001B[0m222      \u001B[0m | \u001B[0m-7.574   \u001B[0m | \u001B[0m-30.91   \u001B[0m | \u001B[0m-16.5    \u001B[0m |\n",
      "| \u001B[0m223      \u001B[0m | \u001B[0m-8.862   \u001B[0m | \u001B[0m16.53    \u001B[0m | \u001B[0m-16.21   \u001B[0m |\n",
      "| \u001B[0m224      \u001B[0m | \u001B[0m-209.2   \u001B[0m | \u001B[0m18.47    \u001B[0m | \u001B[0m-18.23   \u001B[0m |\n",
      "| \u001B[0m225      \u001B[0m | \u001B[0m-142.5   \u001B[0m | \u001B[0m15.91    \u001B[0m | \u001B[0m-13.6    \u001B[0m |\n",
      "| \u001B[0m226      \u001B[0m | \u001B[0m-108.7   \u001B[0m | \u001B[0m18.25    \u001B[0m | \u001B[0m-15.14   \u001B[0m |\n",
      "| \u001B[0m227      \u001B[0m | \u001B[0m-264.2   \u001B[0m | \u001B[0m29.8     \u001B[0m | \u001B[0m18.75    \u001B[0m |\n",
      "| \u001B[0m228      \u001B[0m | \u001B[0m-9.729   \u001B[0m | \u001B[0m15.02    \u001B[0m | \u001B[0m-15.41   \u001B[0m |\n",
      "| \u001B[0m229      \u001B[0m | \u001B[0m-458.1   \u001B[0m | \u001B[0m35.52    \u001B[0m | \u001B[0m-28.09   \u001B[0m |\n",
      "| \u001B[0m230      \u001B[0m | \u001B[0m-494.0   \u001B[0m | \u001B[0m-1.732   \u001B[0m | \u001B[0m-10.07   \u001B[0m |\n",
      "| \u001B[0m231      \u001B[0m | \u001B[0m-159.2   \u001B[0m | \u001B[0m-2.443   \u001B[0m | \u001B[0m-17.53   \u001B[0m |\n",
      "| \u001B[0m232      \u001B[0m | \u001B[0m-494.6   \u001B[0m | \u001B[0m-6.038   \u001B[0m | \u001B[0m-16.36   \u001B[0m |\n",
      "| \u001B[0m233      \u001B[0m | \u001B[0m-12.29   \u001B[0m | \u001B[0m1.238    \u001B[0m | \u001B[0m-17.0    \u001B[0m |\n",
      "| \u001B[0m234      \u001B[0m | \u001B[0m-7.945   \u001B[0m | \u001B[0m0.2416   \u001B[0m | \u001B[0m-15.35   \u001B[0m |\n",
      "| \u001B[0m235      \u001B[0m | \u001B[0m-414.4   \u001B[0m | \u001B[0m0.4146   \u001B[0m | \u001B[0m-19.66   \u001B[0m |\n",
      "| \u001B[0m236      \u001B[0m | \u001B[0m-120.8   \u001B[0m | \u001B[0m2.308    \u001B[0m | \u001B[0m-15.47   \u001B[0m |\n",
      "| \u001B[0m237      \u001B[0m | \u001B[0m-10.62   \u001B[0m | \u001B[0m-1.191   \u001B[0m | \u001B[0m-16.05   \u001B[0m |\n",
      "| \u001B[0m238      \u001B[0m | \u001B[0m-356.5   \u001B[0m | \u001B[0m31.04    \u001B[0m | \u001B[0m-35.28   \u001B[0m |\n",
      "| \u001B[0m239      \u001B[0m | \u001B[0m-10.42   \u001B[0m | \u001B[0m15.53    \u001B[0m | \u001B[0m-17.08   \u001B[0m |\n",
      "| \u001B[0m240      \u001B[0m | \u001B[0m-8.142   \u001B[0m | \u001B[0m-0.4973  \u001B[0m | \u001B[0m-16.8    \u001B[0m |\n",
      "| \u001B[0m241      \u001B[0m | \u001B[0m-8.374   \u001B[0m | \u001B[0m0.8955   \u001B[0m | \u001B[0m-16.3    \u001B[0m |\n",
      "| \u001B[0m242      \u001B[0m | \u001B[0m-169.8   \u001B[0m | \u001B[0m34.49    \u001B[0m | \u001B[0m16.57    \u001B[0m |\n",
      "| \u001B[0m243      \u001B[0m | \u001B[0m-487.7   \u001B[0m | \u001B[0m35.92    \u001B[0m | \u001B[0m21.04    \u001B[0m |\n",
      "| \u001B[0m244      \u001B[0m | \u001B[0m-219.8   \u001B[0m | \u001B[0m-34.7    \u001B[0m | \u001B[0m-15.61   \u001B[0m |\n",
      "| \u001B[0m245      \u001B[0m | \u001B[0m-21.26   \u001B[0m | \u001B[0m32.24    \u001B[0m | \u001B[0m14.86    \u001B[0m |\n",
      "| \u001B[0m246      \u001B[0m | \u001B[0m-19.29   \u001B[0m | \u001B[0m31.63    \u001B[0m | \u001B[0m16.63    \u001B[0m |\n",
      "| \u001B[0m247      \u001B[0m | \u001B[0m-492.6   \u001B[0m | \u001B[0m21.54    \u001B[0m | \u001B[0m27.75    \u001B[0m |\n",
      "| \u001B[0m248      \u001B[0m | \u001B[0m-100.0   \u001B[0m | \u001B[0m13.84    \u001B[0m | \u001B[0m32.43    \u001B[0m |\n",
      "| \u001B[0m249      \u001B[0m | \u001B[0m-489.7   \u001B[0m | \u001B[0m10.62    \u001B[0m | \u001B[0m33.84    \u001B[0m |\n",
      "| \u001B[0m250      \u001B[0m | \u001B[0m-23.6    \u001B[0m | \u001B[0m16.22    \u001B[0m | \u001B[0m32.96    \u001B[0m |\n",
      "| \u001B[0m251      \u001B[0m | \u001B[0m-189.6   \u001B[0m | \u001B[0m15.76    \u001B[0m | \u001B[0m34.56    \u001B[0m |\n",
      "| \u001B[0m252      \u001B[0m | \u001B[0m-23.28   \u001B[0m | \u001B[0m15.93    \u001B[0m | \u001B[0m31.14    \u001B[0m |\n",
      "| \u001B[0m253      \u001B[0m | \u001B[0m-68.51   \u001B[0m | \u001B[0m17.95    \u001B[0m | \u001B[0m31.94    \u001B[0m |\n",
      "| \u001B[0m254      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-54.07   \u001B[0m | \u001B[0m-64.89   \u001B[0m |\n",
      "| \u001B[0m255      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m65.34    \u001B[0m | \u001B[0m65.32    \u001B[0m |\n",
      "| \u001B[0m256      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m49.75    \u001B[0m | \u001B[0m27.47    \u001B[0m |\n",
      "| \u001B[0m257      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-37.06   \u001B[0m | \u001B[0m-65.34   \u001B[0m |\n",
      "| \u001B[0m258      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m39.55    \u001B[0m | \u001B[0m65.4     \u001B[0m |\n",
      "| \u001B[0m259      \u001B[0m | \u001B[0m-5.094   \u001B[0m | \u001B[0m32.73    \u001B[0m | \u001B[0m-32.04   \u001B[0m |\n",
      "| \u001B[0m260      \u001B[0m | \u001B[0m-358.9   \u001B[0m | \u001B[0m28.71    \u001B[0m | \u001B[0m-31.56   \u001B[0m |\n",
      "| \u001B[0m261      \u001B[0m | \u001B[0m-27.88   \u001B[0m | \u001B[0m32.17    \u001B[0m | \u001B[0m-30.3    \u001B[0m |\n",
      "| \u001B[0m262      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-65.54   \u001B[0m | \u001B[0m43.11    \u001B[0m |\n",
      "| \u001B[0m263      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m65.54    \u001B[0m | \u001B[0m36.44    \u001B[0m |\n",
      "| \u001B[0m264      \u001B[0m | \u001B[0m-492.4   \u001B[0m | \u001B[0m-26.97   \u001B[0m | \u001B[0m37.06    \u001B[0m |\n",
      "| \u001B[0m265      \u001B[0m | \u001B[0m-463.8   \u001B[0m | \u001B[0m-31.35   \u001B[0m | \u001B[0m27.69    \u001B[0m |\n",
      "| \u001B[0m266      \u001B[0m | \u001B[0m-483.9   \u001B[0m | \u001B[0m-20.98   \u001B[0m | \u001B[0m-31.42   \u001B[0m |\n",
      "| \u001B[0m267      \u001B[0m | \u001B[0m-142.7   \u001B[0m | \u001B[0m-13.65   \u001B[0m | \u001B[0m-30.23   \u001B[0m |\n",
      "| \u001B[0m268      \u001B[0m | \u001B[0m-470.8   \u001B[0m | \u001B[0m3.877    \u001B[0m | \u001B[0m11.9     \u001B[0m |\n",
      "| \u001B[0m269      \u001B[0m | \u001B[0m-17.38   \u001B[0m | \u001B[0m0.01079  \u001B[0m | \u001B[0m16.47    \u001B[0m |\n",
      "| \u001B[0m270      \u001B[0m | \u001B[0m-297.0   \u001B[0m | \u001B[0m-2.989   \u001B[0m | \u001B[0m17.04    \u001B[0m |\n",
      "| \u001B[0m271      \u001B[0m | \u001B[0m-44.74   \u001B[0m | \u001B[0m1.694    \u001B[0m | \u001B[0m17.4     \u001B[0m |\n",
      "| \u001B[0m272      \u001B[0m | \u001B[0m-111.0   \u001B[0m | \u001B[0m0.02033  \u001B[0m | \u001B[0m18.24    \u001B[0m |\n",
      "| \u001B[0m273      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m64.87    \u001B[0m | \u001B[0m-65.45   \u001B[0m |\n",
      "| \u001B[0m274      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-65.54   \u001B[0m | \u001B[0m-41.84   \u001B[0m |\n",
      "| \u001B[0m275      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-64.89   \u001B[0m | \u001B[0m-65.35   \u001B[0m |\n",
      "| \u001B[0m276      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-54.66   \u001B[0m | \u001B[0m65.15    \u001B[0m |\n",
      "| \u001B[0m277      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m40.27    \u001B[0m | \u001B[0m-65.46   \u001B[0m |\n",
      "| \u001B[0m278      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m65.38    \u001B[0m | \u001B[0m11.38    \u001B[0m |\n",
      "| \u001B[0m279      \u001B[0m | \u001B[0m-18.38   \u001B[0m | \u001B[0m1.007    \u001B[0m | \u001B[0m16.6     \u001B[0m |\n",
      "| \u001B[0m280      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m39.78    \u001B[0m | \u001B[0m54.86    \u001B[0m |\n",
      "| \u001B[0m281      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m2.087    \u001B[0m | \u001B[0m-65.53   \u001B[0m |\n",
      "| \u001B[0m282      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m65.54    \u001B[0m | \u001B[0m-45.16   \u001B[0m |\n",
      "| \u001B[0m283      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m2.471    \u001B[0m | \u001B[0m50.33    \u001B[0m |\n",
      "| \u001B[0m284      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m65.54    \u001B[0m | \u001B[0m-6.567   \u001B[0m |\n",
      "| \u001B[0m285      \u001B[0m | \u001B[0m-19.26   \u001B[0m | \u001B[0m32.57    \u001B[0m | \u001B[0m15.95    \u001B[0m |\n",
      "| \u001B[0m286      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-16.72   \u001B[0m | \u001B[0m-49.57   \u001B[0m |\n",
      "| \u001B[0m287      \u001B[0m | \u001B[0m-492.0   \u001B[0m | \u001B[0m15.7     \u001B[0m | \u001B[0m-5.634   \u001B[0m |\n",
      "| \u001B[0m288      \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m46.25    \u001B[0m | \u001B[0m17.69    \u001B[0m |\n",
      "| \u001B[0m289      \u001B[0m | \u001B[0m-23.83   \u001B[0m | \u001B[0m32.52    \u001B[0m | \u001B[0m32.16    \u001B[0m |\n",
      "| \u001B[0m290      \u001B[0m | \u001B[0m-383.3   \u001B[0m | \u001B[0m35.43    \u001B[0m | \u001B[0m31.13    \u001B[0m |\n",
      "| \u001B[0m291      \u001B[0m | \u001B[0m-210.4   \u001B[0m | \u001B[0m29.36    \u001B[0m | \u001B[0m32.36    \u001B[0m |\n",
      "| \u001B[0m292      \u001B[0m | \u001B[0m-305.4   \u001B[0m | \u001B[0m33.1     \u001B[0m | \u001B[0m35.02    \u001B[0m |\n",
      "| \u001B[0m293      \u001B[0m | \u001B[0m-167.2   \u001B[0m | \u001B[0m31.21    \u001B[0m | \u001B[0m29.53    \u001B[0m |\n",
      "| \u001B[0m294      \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m-45.58   \u001B[0m | \u001B[0m1.245    \u001B[0m |\n",
      "| \u001B[0m295      \u001B[0m | \u001B[0m-23.81   \u001B[0m | \u001B[0m31.73    \u001B[0m | \u001B[0m32.07    \u001B[0m |\n",
      "| \u001B[0m296      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m51.48    \u001B[0m | \u001B[0m-23.8    \u001B[0m |\n",
      "| \u001B[0m297      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-11.36   \u001B[0m | \u001B[0m-65.52   \u001B[0m |\n",
      "| \u001B[0m298      \u001B[0m | \u001B[0m-498.5   \u001B[0m | \u001B[0m-39.39   \u001B[0m | \u001B[0m-33.02   \u001B[0m |\n",
      "| \u001B[0m299      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m53.9     \u001B[0m | \u001B[0m-10.41   \u001B[0m |\n",
      "| \u001B[0m300      \u001B[0m | \u001B[0m-19.33   \u001B[0m | \u001B[0m31.43    \u001B[0m | \u001B[0m15.36    \u001B[0m |\n",
      "| \u001B[0m301      \u001B[0m | \u001B[0m-497.8   \u001B[0m | \u001B[0m24.53    \u001B[0m | \u001B[0m1.52     \u001B[0m |\n",
      "| \u001B[0m302      \u001B[0m | \u001B[0m-22.91   \u001B[0m | \u001B[0m15.55    \u001B[0m | \u001B[0m32.08    \u001B[0m |\n",
      "| \u001B[0m303      \u001B[0m | \u001B[0m-138.0   \u001B[0m | \u001B[0m13.72    \u001B[0m | \u001B[0m30.3     \u001B[0m |\n",
      "| \u001B[0m304      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m56.27    \u001B[0m | \u001B[0m34.03    \u001B[0m |\n",
      "| \u001B[0m305      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-55.35   \u001B[0m | \u001B[0m4.588    \u001B[0m |\n",
      "| \u001B[0m306      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m6.198    \u001B[0m | \u001B[0m65.43    \u001B[0m |\n",
      "| \u001B[0m307      \u001B[0m | \u001B[0m-485.2   \u001B[0m | \u001B[0m-37.04   \u001B[0m | \u001B[0m17.94    \u001B[0m |\n",
      "| \u001B[0m308      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-26.32   \u001B[0m | \u001B[0m-47.8    \u001B[0m |\n",
      "| \u001B[0m309      \u001B[0m | \u001B[0m-411.4   \u001B[0m | \u001B[0m-12.64   \u001B[0m | \u001B[0m12.92    \u001B[0m |\n",
      "| \u001B[0m310      \u001B[0m | \u001B[0m-495.7   \u001B[0m | \u001B[0m22.3     \u001B[0m | \u001B[0m-15.27   \u001B[0m |\n",
      "| \u001B[0m311      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-46.25   \u001B[0m | \u001B[0m-65.1    \u001B[0m |\n",
      "| \u001B[0m312      \u001B[0m | \u001B[0m-8.843   \u001B[0m | \u001B[0m15.76    \u001B[0m | \u001B[0m-15.64   \u001B[0m |\n",
      "| \u001B[0m313      \u001B[0m | \u001B[0m-373.0   \u001B[0m | \u001B[0m13.06    \u001B[0m | \u001B[0m-12.95   \u001B[0m |\n",
      "| \u001B[0m314      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-26.26   \u001B[0m | \u001B[0m47.79    \u001B[0m |\n",
      "| \u001B[0m315      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-33.81   \u001B[0m | \u001B[0m65.54    \u001B[0m |\n",
      "| \u001B[0m316      \u001B[0m | \u001B[0m-44.97   \u001B[0m | \u001B[0m0.5871   \u001B[0m | \u001B[0m-33.9    \u001B[0m |\n",
      "| \u001B[0m317      \u001B[0m | \u001B[0m-4.556   \u001B[0m | \u001B[0m1.014    \u001B[0m | \u001B[0m-31.11   \u001B[0m |\n",
      "| \u001B[0m318      \u001B[0m | \u001B[0m-365.8   \u001B[0m | \u001B[0m3.329    \u001B[0m | \u001B[0m-32.28   \u001B[0m |\n",
      "| \u001B[0m319      \u001B[0m | \u001B[0m-69.28   \u001B[0m | \u001B[0m-2.063   \u001B[0m | \u001B[0m-31.21   \u001B[0m |\n",
      "| \u001B[0m320      \u001B[0m | \u001B[0m-213.9   \u001B[0m | \u001B[0m0.1099   \u001B[0m | \u001B[0m-29.32   \u001B[0m |\n",
      "| \u001B[0m321      \u001B[0m | \u001B[0m-143.0   \u001B[0m | \u001B[0m-2.364   \u001B[0m | \u001B[0m-33.68   \u001B[0m |\n",
      "| \u001B[0m322      \u001B[0m | \u001B[0m-492.6   \u001B[0m | \u001B[0m-0.1112  \u001B[0m | \u001B[0m-37.67   \u001B[0m |\n",
      "| \u001B[0m323      \u001B[0m | \u001B[0m-3.291   \u001B[0m | \u001B[0m-0.1595  \u001B[0m | \u001B[0m-32.82   \u001B[0m |\n",
      "| \u001B[0m324      \u001B[0m | \u001B[0m-3.037   \u001B[0m | \u001B[0m0.05189  \u001B[0m | \u001B[0m-31.38   \u001B[0m |\n",
      "| \u001B[0m325      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m48.34    \u001B[0m | \u001B[0m54.07    \u001B[0m |\n",
      "| \u001B[0m326      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m65.2     \u001B[0m | \u001B[0m56.96    \u001B[0m |\n",
      "| \u001B[0m327      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-28.46   \u001B[0m | \u001B[0m-65.54   \u001B[0m |\n",
      "| \u001B[0m328      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m38.36    \u001B[0m | \u001B[0m-47.25   \u001B[0m |\n",
      "| \u001B[0m329      \u001B[0m | \u001B[0m-486.3   \u001B[0m | \u001B[0m-5.117   \u001B[0m | \u001B[0m-30.65   \u001B[0m |\n",
      "| \u001B[0m330      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m10.6     \u001B[0m | \u001B[0m-65.15   \u001B[0m |\n",
      "| \u001B[0m331      \u001B[0m | \u001B[0m-471.6   \u001B[0m | \u001B[0m-20.37   \u001B[0m | \u001B[0m-3.356   \u001B[0m |\n",
      "| \u001B[0m332      \u001B[0m | \u001B[0m-4.283   \u001B[0m | \u001B[0m1.047    \u001B[0m | \u001B[0m-32.06   \u001B[0m |\n",
      "| \u001B[0m333      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m55.94    \u001B[0m | \u001B[0m20.42    \u001B[0m |\n",
      "| \u001B[0m334      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m65.52    \u001B[0m | \u001B[0m-26.28   \u001B[0m |\n",
      "| \u001B[0m335      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m65.54    \u001B[0m | \u001B[0m2.837    \u001B[0m |\n",
      "| \u001B[0m336      \u001B[0m | \u001B[0m-499.6   \u001B[0m | \u001B[0m16.51    \u001B[0m | \u001B[0m-41.58   \u001B[0m |\n",
      "| \u001B[0m337      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-55.91   \u001B[0m | \u001B[0m-56.62   \u001B[0m |\n",
      "| \u001B[0m338      \u001B[0m | \u001B[0m-24.7    \u001B[0m | \u001B[0m-16.34   \u001B[0m | \u001B[0m30.74    \u001B[0m |\n",
      "| \u001B[0m339      \u001B[0m | \u001B[0m-399.0   \u001B[0m | \u001B[0m-16.23   \u001B[0m | \u001B[0m28.46    \u001B[0m |\n",
      "| \u001B[0m340      \u001B[0m | \u001B[0m-22.17   \u001B[0m | \u001B[0m-17.03   \u001B[0m | \u001B[0m31.53    \u001B[0m |\n",
      "| \u001B[0m341      \u001B[0m | \u001B[0m-485.6   \u001B[0m | \u001B[0m-14.41   \u001B[0m | \u001B[0m37.06    \u001B[0m |\n",
      "| \u001B[0m342      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m33.42    \u001B[0m | \u001B[0m49.62    \u001B[0m |\n",
      "| \u001B[0m343      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-57.92   \u001B[0m | \u001B[0m40.98    \u001B[0m |\n",
      "| \u001B[0m344      \u001B[0m | \u001B[0m-21.09   \u001B[0m | \u001B[0m-16.14   \u001B[0m | \u001B[0m31.5     \u001B[0m |\n",
      "| \u001B[0m345      \u001B[0m | \u001B[0m-469.4   \u001B[0m | \u001B[0m15.86    \u001B[0m | \u001B[0m-20.44   \u001B[0m |\n",
      "| \u001B[0m346      \u001B[0m | \u001B[0m-87.99   \u001B[0m | \u001B[0m-34.13   \u001B[0m | \u001B[0m-1.097   \u001B[0m |\n",
      "| \u001B[0m347      \u001B[0m | \u001B[0m-386.2   \u001B[0m | \u001B[0m-32.02   \u001B[0m | \u001B[0m-3.45    \u001B[0m |\n",
      "| \u001B[0m348      \u001B[0m | \u001B[0m-474.0   \u001B[0m | \u001B[0m-36.57   \u001B[0m | \u001B[0m0.2607   \u001B[0m |\n",
      "| \u001B[0m349      \u001B[0m | \u001B[0m-10.76   \u001B[0m | \u001B[0m-31.93   \u001B[0m | \u001B[0m0.328    \u001B[0m |\n",
      "| \u001B[0m350      \u001B[0m | \u001B[0m-69.67   \u001B[0m | \u001B[0m-33.14   \u001B[0m | \u001B[0m2.019    \u001B[0m |\n",
      "| \u001B[0m351      \u001B[0m | \u001B[0m-19.79   \u001B[0m | \u001B[0m-33.46   \u001B[0m | \u001B[0m0.1172   \u001B[0m |\n",
      "| \u001B[0m352      \u001B[0m | \u001B[0m-113.1   \u001B[0m | \u001B[0m-30.82   \u001B[0m | \u001B[0m2.258    \u001B[0m |\n",
      "| \u001B[0m353      \u001B[0m | \u001B[0m-10.49   \u001B[0m | \u001B[0m14.91    \u001B[0m | \u001B[0m-16.18   \u001B[0m |\n",
      "| \u001B[0m354      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m57.2     \u001B[0m | \u001B[0m-30.72   \u001B[0m |\n",
      "| \u001B[0m355      \u001B[0m | \u001B[0m-274.1   \u001B[0m | \u001B[0m32.79    \u001B[0m | \u001B[0m-2.897   \u001B[0m |\n",
      "| \u001B[0m356      \u001B[0m | \u001B[0m-496.5   \u001B[0m | \u001B[0m35.44    \u001B[0m | \u001B[0m-6.535   \u001B[0m |\n",
      "| \u001B[0m357      \u001B[0m | \u001B[0m-16.32   \u001B[0m | \u001B[0m31.22    \u001B[0m | \u001B[0m1.087    \u001B[0m |\n",
      "| \u001B[0m358      \u001B[0m | \u001B[0m-224.9   \u001B[0m | \u001B[0m29.29    \u001B[0m | \u001B[0m-0.2017  \u001B[0m |\n",
      "| \u001B[0m359      \u001B[0m | \u001B[0m-391.2   \u001B[0m | \u001B[0m31.19    \u001B[0m | \u001B[0m3.483    \u001B[0m |\n",
      "| \u001B[0m360      \u001B[0m | \u001B[0m-82.52   \u001B[0m | \u001B[0m34.09    \u001B[0m | \u001B[0m0.352    \u001B[0m |\n",
      "| \u001B[0m361      \u001B[0m | \u001B[0m-14.95   \u001B[0m | \u001B[0m32.77    \u001B[0m | \u001B[0m0.7718   \u001B[0m |\n",
      "| \u001B[0m362      \u001B[0m | \u001B[0m-14.62   \u001B[0m | \u001B[0m32.47    \u001B[0m | \u001B[0m-0.5982  \u001B[0m |\n",
      "| \u001B[0m363      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m57.58    \u001B[0m | \u001B[0m-65.54   \u001B[0m |\n",
      "| \u001B[0m364      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-46.31   \u001B[0m | \u001B[0m65.42    \u001B[0m |\n",
      "| \u001B[0m365      \u001B[0m | \u001B[0m-14.58   \u001B[0m | \u001B[0m31.63    \u001B[0m | \u001B[0m0.5041   \u001B[0m |\n",
      "| \u001B[0m366      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m46.05    \u001B[0m | \u001B[0m34.64    \u001B[0m |\n",
      "| \u001B[0m367      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-58.37   \u001B[0m | \u001B[0m-39.35   \u001B[0m |\n",
      "| \u001B[0m368      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-18.01   \u001B[0m | \u001B[0m65.26    \u001B[0m |\n",
      "| \u001B[0m369      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m31.31    \u001B[0m | \u001B[0m-65.54   \u001B[0m |\n",
      "| \u001B[0m370      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-40.58   \u001B[0m | \u001B[0m-58.61   \u001B[0m |\n",
      "| \u001B[0m371      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-65.54   \u001B[0m | \u001B[0m-24.63   \u001B[0m |\n",
      "| \u001B[0m372      \u001B[0m | \u001B[0m-18.63   \u001B[0m | \u001B[0m16.22    \u001B[0m | \u001B[0m15.16    \u001B[0m |\n",
      "| \u001B[0m373      \u001B[0m | \u001B[0m-173.7   \u001B[0m | \u001B[0m13.83    \u001B[0m | \u001B[0m13.72    \u001B[0m |\n",
      "| \u001B[0m374      \u001B[0m | \u001B[0m-221.3   \u001B[0m | \u001B[0m18.69    \u001B[0m | \u001B[0m16.84    \u001B[0m |\n",
      "| \u001B[0m375      \u001B[0m | \u001B[0m-44.61   \u001B[0m | \u001B[0m14.24    \u001B[0m | \u001B[0m16.43    \u001B[0m |\n",
      "| \u001B[0m376      \u001B[0m | \u001B[0m-23.15   \u001B[0m | \u001B[0m15.91    \u001B[0m | \u001B[0m17.32    \u001B[0m |\n",
      "| \u001B[0m377      \u001B[0m | \u001B[0m-292.0   \u001B[0m | \u001B[0m16.87    \u001B[0m | \u001B[0m13.03    \u001B[0m |\n",
      "| \u001B[0m378      \u001B[0m | \u001B[0m-18.68   \u001B[0m | \u001B[0m15.14    \u001B[0m | \u001B[0m15.53    \u001B[0m |\n",
      "| \u001B[0m379      \u001B[0m | \u001B[0m-499.8   \u001B[0m | \u001B[0m43.58    \u001B[0m | \u001B[0m-22.11   \u001B[0m |\n",
      "| \u001B[0m380      \u001B[0m | \u001B[0m-18.35   \u001B[0m | \u001B[0m16.6     \u001B[0m | \u001B[0m16.12    \u001B[0m |\n",
      "| \u001B[0m381      \u001B[0m | \u001B[0m-7.711   \u001B[0m | \u001B[0m17.24    \u001B[0m | \u001B[0m-32.73   \u001B[0m |\n",
      "| \u001B[0m382      \u001B[0m | \u001B[0m-398.1   \u001B[0m | \u001B[0m19.53    \u001B[0m | \u001B[0m-31.12   \u001B[0m |\n",
      "| \u001B[0m383      \u001B[0m | \u001B[0m-125.7   \u001B[0m | \u001B[0m14.95    \u001B[0m | \u001B[0m-34.34   \u001B[0m |\n",
      "| \u001B[0m384      \u001B[0m | \u001B[0m-4.004   \u001B[0m | \u001B[0m15.43    \u001B[0m | \u001B[0m-31.63   \u001B[0m |\n",
      "| \u001B[0m385      \u001B[0m | \u001B[0m-77.94   \u001B[0m | \u001B[0m16.79    \u001B[0m | \u001B[0m-34.11   \u001B[0m |\n",
      "| \u001B[0m386      \u001B[0m | \u001B[0m-258.1   \u001B[0m | \u001B[0m13.16    \u001B[0m | \u001B[0m-32.54   \u001B[0m |\n",
      "| \u001B[0m387      \u001B[0m | \u001B[0m-42.31   \u001B[0m | \u001B[0m16.6     \u001B[0m | \u001B[0m-30.13   \u001B[0m |\n",
      "| \u001B[0m388      \u001B[0m | \u001B[0m-3.968   \u001B[0m | \u001B[0m16.15    \u001B[0m | \u001B[0m-32.19   \u001B[0m |\n",
      "| \u001B[0m389      \u001B[0m | \u001B[0m-113.3   \u001B[0m | \u001B[0m1.887    \u001B[0m | \u001B[0m34.07    \u001B[0m |\n",
      "| \u001B[0m390      \u001B[0m | \u001B[0m-33.87   \u001B[0m | \u001B[0m1.452    \u001B[0m | \u001B[0m30.74    \u001B[0m |\n",
      "| \u001B[0m391      \u001B[0m | \u001B[0m-22.07   \u001B[0m | \u001B[0m-0.661   \u001B[0m | \u001B[0m31.62    \u001B[0m |\n",
      "| \u001B[0m392      \u001B[0m | \u001B[0m-376.5   \u001B[0m | \u001B[0m-1.262   \u001B[0m | \u001B[0m28.62    \u001B[0m |\n",
      "| \u001B[0m393      \u001B[0m | \u001B[0m-49.95   \u001B[0m | \u001B[0m-0.5524  \u001B[0m | \u001B[0m33.79    \u001B[0m |\n",
      "| \u001B[0m394      \u001B[0m | \u001B[0m-22.78   \u001B[0m | \u001B[0m0.9637   \u001B[0m | \u001B[0m32.63    \u001B[0m |\n",
      "| \u001B[0m395      \u001B[0m | \u001B[0m-477.6   \u001B[0m | \u001B[0m4.695    \u001B[0m | \u001B[0m31.19    \u001B[0m |\n",
      "| \u001B[0m396      \u001B[0m | \u001B[0m-493.6   \u001B[0m | \u001B[0m2.064    \u001B[0m | \u001B[0m37.82    \u001B[0m |\n",
      "| \u001B[0m397      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-53.09   \u001B[0m | \u001B[0m19.07    \u001B[0m |\n",
      "| \u001B[0m398      \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m-34.66   \u001B[0m | \u001B[0m-45.35   \u001B[0m |\n",
      "| \u001B[0m399      \u001B[0m | \u001B[0m-498.6   \u001B[0m | \u001B[0m39.56    \u001B[0m | \u001B[0m14.8     \u001B[0m |\n",
      "| \u001B[0m400      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m65.54    \u001B[0m | \u001B[0m43.5     \u001B[0m |\n",
      "| \u001B[0m401      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-43.67   \u001B[0m | \u001B[0m50.93    \u001B[0m |\n",
      "| \u001B[0m402      \u001B[0m | \u001B[0m-26.75   \u001B[0m | \u001B[0m33.62    \u001B[0m | \u001B[0m-16.87   \u001B[0m |\n",
      "| \u001B[0m403      \u001B[0m | \u001B[0m-410.0   \u001B[0m | \u001B[0m34.68    \u001B[0m | \u001B[0m-19.52   \u001B[0m |\n",
      "| \u001B[0m404      \u001B[0m | \u001B[0m-157.7   \u001B[0m | \u001B[0m34.42    \u001B[0m | \u001B[0m-14.36   \u001B[0m |\n",
      "| \u001B[0m405      \u001B[0m | \u001B[0m-10.22   \u001B[0m | \u001B[0m31.13    \u001B[0m | \u001B[0m-15.98   \u001B[0m |\n",
      "| \u001B[0m406      \u001B[0m | \u001B[0m-43.1    \u001B[0m | \u001B[0m31.58    \u001B[0m | \u001B[0m-17.83   \u001B[0m |\n",
      "| \u001B[0m407      \u001B[0m | \u001B[0m-236.1   \u001B[0m | \u001B[0m29.25    \u001B[0m | \u001B[0m-16.97   \u001B[0m |\n",
      "| \u001B[0m408      \u001B[0m | \u001B[0m-9.917   \u001B[0m | \u001B[0m32.54    \u001B[0m | \u001B[0m-16.67   \u001B[0m |\n",
      "| \u001B[0m409      \u001B[0m | \u001B[0m-20.34   \u001B[0m | \u001B[0m32.12    \u001B[0m | \u001B[0m-14.5    \u001B[0m |\n",
      "| \u001B[0m410      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-65.21   \u001B[0m | \u001B[0m-10.32   \u001B[0m |\n",
      "| \u001B[0m411      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m46.33    \u001B[0m | \u001B[0m65.25    \u001B[0m |\n",
      "| \u001B[0m412      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m65.43    \u001B[0m | \u001B[0m18.19    \u001B[0m |\n",
      "| \u001B[0m413      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-10.28   \u001B[0m | \u001B[0m-46.77   \u001B[0m |\n",
      "| \u001B[0m414      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m3.914    \u001B[0m | \u001B[0m57.83    \u001B[0m |\n",
      "| \u001B[0m415      \u001B[0m | \u001B[0m-49.28   \u001B[0m | \u001B[0m15.31    \u001B[0m | \u001B[0m-30.08   \u001B[0m |\n",
      "| \u001B[0m416      \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m-44.31   \u001B[0m | \u001B[0m18.12    \u001B[0m |\n",
      "| \u001B[0m417      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-54.11   \u001B[0m | \u001B[0m58.09    \u001B[0m |\n",
      "| \u001B[0m418      \u001B[0m | \u001B[0m-22.1    \u001B[0m | \u001B[0m0.4118   \u001B[0m | \u001B[0m31.3     \u001B[0m |\n",
      "| \u001B[0m419      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-65.52   \u001B[0m | \u001B[0m22.17    \u001B[0m |\n",
      "| \u001B[0m420      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m59.04    \u001B[0m | \u001B[0m65.51    \u001B[0m |\n",
      "| \u001B[0m421      \u001B[0m | \u001B[0m-86.99   \u001B[0m | \u001B[0m-14.62   \u001B[0m | \u001B[0m-18.12   \u001B[0m |\n",
      "| \u001B[0m422      \u001B[0m | \u001B[0m-7.115   \u001B[0m | \u001B[0m-16.0    \u001B[0m | \u001B[0m-15.22   \u001B[0m |\n",
      "| \u001B[0m423      \u001B[0m | \u001B[0m-187.2   \u001B[0m | \u001B[0m-13.43   \u001B[0m | \u001B[0m-14.95   \u001B[0m |\n",
      "| \u001B[0m424      \u001B[0m | \u001B[0m-25.07   \u001B[0m | \u001B[0m-17.64   \u001B[0m | \u001B[0m-16.8    \u001B[0m |\n",
      "| \u001B[0m425      \u001B[0m | \u001B[0m-140.8   \u001B[0m | \u001B[0m-17.99   \u001B[0m | \u001B[0m-13.76   \u001B[0m |\n",
      "| \u001B[0m426      \u001B[0m | \u001B[0m-488.9   \u001B[0m | \u001B[0m-15.5    \u001B[0m | \u001B[0m-21.31   \u001B[0m |\n",
      "| \u001B[0m427      \u001B[0m | \u001B[0m-10.73   \u001B[0m | \u001B[0m-15.77   \u001B[0m | \u001B[0m-17.26   \u001B[0m |\n",
      "| \u001B[0m428      \u001B[0m | \u001B[0m-17.11   \u001B[0m | \u001B[0m-17.48   \u001B[0m | \u001B[0m-15.67   \u001B[0m |\n",
      "| \u001B[0m429      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-48.64   \u001B[0m | \u001B[0m-41.64   \u001B[0m |\n",
      "| \u001B[0m430      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-65.46   \u001B[0m | \u001B[0m49.99    \u001B[0m |\n",
      "| \u001B[0m431      \u001B[0m | \u001B[0m-6.935   \u001B[0m | \u001B[0m-16.56   \u001B[0m | \u001B[0m-16.33   \u001B[0m |\n",
      "| \u001B[0m432      \u001B[0m | \u001B[0m-8.481   \u001B[0m | \u001B[0m-14.92   \u001B[0m | \u001B[0m-16.38   \u001B[0m |\n",
      "| \u001B[95m433      \u001B[0m | \u001B[95m-1.276   \u001B[0m | \u001B[95m-32.45   \u001B[0m | \u001B[95m-31.2    \u001B[0m |\n",
      "| \u001B[0m434      \u001B[0m | \u001B[0m-411.0   \u001B[0m | \u001B[0m-34.43   \u001B[0m | \u001B[0m-28.42   \u001B[0m |\n",
      "| \u001B[0m435      \u001B[0m | \u001B[0m-4.503   \u001B[0m | \u001B[0m-30.77   \u001B[0m | \u001B[0m-32.06   \u001B[0m |\n",
      "| \u001B[0m436      \u001B[0m | \u001B[0m-11.72   \u001B[0m | \u001B[0m-33.42   \u001B[0m | \u001B[0m-33.19   \u001B[0m |\n",
      "| \u001B[0m437      \u001B[0m | \u001B[0m-56.7    \u001B[0m | \u001B[0m-32.44   \u001B[0m | \u001B[0m-33.99   \u001B[0m |\n",
      "| \u001B[95m438      \u001B[0m | \u001B[95m-1.009   \u001B[0m | \u001B[95m-32.33   \u001B[0m | \u001B[95m-32.46   \u001B[0m |\n",
      "| \u001B[0m439      \u001B[0m | \u001B[0m-44.65   \u001B[0m | \u001B[0m-30.45   \u001B[0m | \u001B[0m-30.2    \u001B[0m |\n",
      "| \u001B[0m440      \u001B[0m | \u001B[0m-477.8   \u001B[0m | \u001B[0m-36.27   \u001B[0m | \u001B[0m-36.09   \u001B[0m |\n",
      "| \u001B[0m441      \u001B[0m | \u001B[0m-369.5   \u001B[0m | \u001B[0m-28.65   \u001B[0m | \u001B[0m-33.06   \u001B[0m |\n",
      "| \u001B[0m442      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-4.567   \u001B[0m | \u001B[0m-65.54   \u001B[0m |\n",
      "| \u001B[0m443      \u001B[0m | \u001B[0m-1.483   \u001B[0m | \u001B[0m-31.57   \u001B[0m | \u001B[0m-31.11   \u001B[0m |\n",
      "| \u001B[0m444      \u001B[0m | \u001B[0m-241.0   \u001B[0m | \u001B[0m-34.78   \u001B[0m | \u001B[0m-31.44   \u001B[0m |\n",
      "| \u001B[0m445      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-20.15   \u001B[0m | \u001B[0m-65.54   \u001B[0m |\n",
      "| \u001B[0m446      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-65.54   \u001B[0m | \u001B[0m36.38    \u001B[0m |\n",
      "| \u001B[0m447      \u001B[0m | \u001B[0m-497.1   \u001B[0m | \u001B[0m28.13    \u001B[0m | \u001B[0m25.17    \u001B[0m |\n",
      "| \u001B[0m448      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m65.27    \u001B[0m | \u001B[0m29.72    \u001B[0m |\n",
      "| \u001B[0m449      \u001B[0m | \u001B[0m-499.7   \u001B[0m | \u001B[0m42.73    \u001B[0m | \u001B[0m25.99    \u001B[0m |\n",
      "| \u001B[0m450      \u001B[0m | \u001B[0m-496.5   \u001B[0m | \u001B[0m4.765    \u001B[0m | \u001B[0m-6.468   \u001B[0m |\n",
      "| \u001B[0m451      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m18.57    \u001B[0m | \u001B[0m57.88    \u001B[0m |\n",
      "| \u001B[0m452      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m13.31    \u001B[0m | \u001B[0m65.54    \u001B[0m |\n",
      "| \u001B[0m453      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m34.45    \u001B[0m | \u001B[0m60.67    \u001B[0m |\n",
      "| \u001B[0m454      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-65.44   \u001B[0m | \u001B[0m-48.04   \u001B[0m |\n",
      "| \u001B[0m455      \u001B[0m | \u001B[0m-403.2   \u001B[0m | \u001B[0m-19.57   \u001B[0m | \u001B[0m-15.74   \u001B[0m |\n",
      "| \u001B[0m456      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m49.34    \u001B[0m | \u001B[0m-5.448   \u001B[0m |\n",
      "| \u001B[0m457      \u001B[0m | \u001B[0m-185.7   \u001B[0m | \u001B[0m14.13    \u001B[0m | \u001B[0m18.48    \u001B[0m |\n",
      "| \u001B[0m458      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m54.43    \u001B[0m | \u001B[0m-17.0    \u001B[0m |\n",
      "| \u001B[0m459      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-45.89   \u001B[0m | \u001B[0m-31.48   \u001B[0m |\n",
      "| \u001B[0m460      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-41.33   \u001B[0m | \u001B[0m-49.44   \u001B[0m |\n",
      "| \u001B[0m461      \u001B[0m | \u001B[0m-9.939   \u001B[0m | \u001B[0m32.71    \u001B[0m | \u001B[0m-15.49   \u001B[0m |\n",
      "| \u001B[0m462      \u001B[0m | \u001B[0m-216.2   \u001B[0m | \u001B[0m-31.96   \u001B[0m | \u001B[0m34.67    \u001B[0m |\n",
      "| \u001B[0m463      \u001B[0m | \u001B[0m-4.065   \u001B[0m | \u001B[0m16.64    \u001B[0m | \u001B[0m-31.45   \u001B[0m |\n",
      "| \u001B[0m464      \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m-45.71   \u001B[0m | \u001B[0m-5.957   \u001B[0m |\n",
      "| \u001B[0m465      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m46.41    \u001B[0m | \u001B[0m-47.37   \u001B[0m |\n",
      "| \u001B[0m466      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-65.43   \u001B[0m | \u001B[0m-35.02   \u001B[0m |\n",
      "| \u001B[0m467      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-56.03   \u001B[0m | \u001B[0m11.13    \u001B[0m |\n",
      "| \u001B[0m468      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m39.34    \u001B[0m | \u001B[0m-58.4    \u001B[0m |\n",
      "| \u001B[0m469      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-32.01   \u001B[0m | \u001B[0m-59.65   \u001B[0m |\n",
      "| \u001B[0m470      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m28.18    \u001B[0m | \u001B[0m-50.24   \u001B[0m |\n",
      "| \u001B[0m471      \u001B[0m | \u001B[0m-183.1   \u001B[0m | \u001B[0m-16.1    \u001B[0m | \u001B[0m-13.44   \u001B[0m |\n",
      "| \u001B[0m472      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-54.29   \u001B[0m | \u001B[0m33.43    \u001B[0m |\n",
      "| \u001B[0m473      \u001B[0m | \u001B[0m-390.0   \u001B[0m | \u001B[0m3.474    \u001B[0m | \u001B[0m-17.48   \u001B[0m |\n",
      "| \u001B[0m474      \u001B[0m | \u001B[0m-235.8   \u001B[0m | \u001B[0m1.403    \u001B[0m | \u001B[0m-13.25   \u001B[0m |\n",
      "| \u001B[0m475      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-28.29   \u001B[0m | \u001B[0m55.52    \u001B[0m |\n",
      "| \u001B[0m476      \u001B[0m | \u001B[0m-493.7   \u001B[0m | \u001B[0m27.67    \u001B[0m | \u001B[0m37.67    \u001B[0m |\n",
      "| \u001B[0m477      \u001B[0m | \u001B[0m-494.2   \u001B[0m | \u001B[0m-10.03   \u001B[0m | \u001B[0m17.38    \u001B[0m |\n",
      "| \u001B[0m478      \u001B[0m | \u001B[0m-457.8   \u001B[0m | \u001B[0m-18.4    \u001B[0m | \u001B[0m11.83    \u001B[0m |\n",
      "| \u001B[0m479      \u001B[0m | \u001B[0m-26.83   \u001B[0m | \u001B[0m17.53    \u001B[0m | \u001B[0m1.095    \u001B[0m |\n",
      "| \u001B[0m480      \u001B[0m | \u001B[0m-320.2   \u001B[0m | \u001B[0m19.09    \u001B[0m | \u001B[0m-0.9981  \u001B[0m |\n",
      "| \u001B[0m481      \u001B[0m | \u001B[0m-408.1   \u001B[0m | \u001B[0m18.53    \u001B[0m | \u001B[0m3.533    \u001B[0m |\n",
      "| \u001B[0m482      \u001B[0m | \u001B[0m-13.84   \u001B[0m | \u001B[0m15.22    \u001B[0m | \u001B[0m0.2197   \u001B[0m |\n",
      "| \u001B[0m483      \u001B[0m | \u001B[0m-41.08   \u001B[0m | \u001B[0m15.73    \u001B[0m | \u001B[0m1.77     \u001B[0m |\n",
      "| \u001B[0m484      \u001B[0m | \u001B[0m-15.01   \u001B[0m | \u001B[0m16.37    \u001B[0m | \u001B[0m1.066    \u001B[0m |\n",
      "| \u001B[0m485      \u001B[0m | \u001B[0m-143.1   \u001B[0m | \u001B[0m13.61    \u001B[0m | \u001B[0m-0.1454  \u001B[0m |\n",
      "| \u001B[0m486      \u001B[0m | \u001B[0m-13.78   \u001B[0m | \u001B[0m16.75    \u001B[0m | \u001B[0m-0.2849  \u001B[0m |\n",
      "| \u001B[0m487      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-23.09   \u001B[0m | \u001B[0m-53.15   \u001B[0m |\n",
      "| \u001B[0m488      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-47.38   \u001B[0m | \u001B[0m-19.31   \u001B[0m |\n",
      "| \u001B[0m489      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-58.37   \u001B[0m | \u001B[0m-2.025   \u001B[0m |\n",
      "| \u001B[0m490      \u001B[0m | \u001B[0m-17.43   \u001B[0m | \u001B[0m15.16    \u001B[0m | \u001B[0m-1.244   \u001B[0m |\n",
      "| \u001B[0m491      \u001B[0m | \u001B[0m-497.9   \u001B[0m | \u001B[0m24.35    \u001B[0m | \u001B[0m18.13    \u001B[0m |\n",
      "| \u001B[0m492      \u001B[0m | \u001B[0m-243.6   \u001B[0m | \u001B[0m-13.89   \u001B[0m | \u001B[0m-34.7    \u001B[0m |\n",
      "| \u001B[0m493      \u001B[0m | \u001B[0m-499.7   \u001B[0m | \u001B[0m-22.24   \u001B[0m | \u001B[0m42.56    \u001B[0m |\n",
      "| \u001B[0m494      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m59.39    \u001B[0m | \u001B[0m-45.88   \u001B[0m |\n",
      "| \u001B[0m495      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m60.38    \u001B[0m | \u001B[0m-11.09   \u001B[0m |\n",
      "| \u001B[0m496      \u001B[0m | \u001B[0m-22.99   \u001B[0m | \u001B[0m16.67    \u001B[0m | \u001B[0m32.1     \u001B[0m |\n",
      "| \u001B[0m497      \u001B[0m | \u001B[0m-24.06   \u001B[0m | \u001B[0m32.38    \u001B[0m | \u001B[0m31.2     \u001B[0m |\n",
      "| \u001B[0m498      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m56.93    \u001B[0m | \u001B[0m27.42    \u001B[0m |\n",
      "| \u001B[0m499      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-3.016   \u001B[0m | \u001B[0m47.33    \u001B[0m |\n",
      "| \u001B[0m500      \u001B[0m | \u001B[0m-12.58   \u001B[0m | \u001B[0m-32.49   \u001B[0m | \u001B[0m1.112    \u001B[0m |\n",
      "| \u001B[0m501      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m9.009    \u001B[0m | \u001B[0m52.76    \u001B[0m |\n",
      "| \u001B[0m502      \u001B[0m | \u001B[0m-10.79   \u001B[0m | \u001B[0m-32.56   \u001B[0m | \u001B[0m-0.3366  \u001B[0m |\n",
      "| \u001B[0m503      \u001B[0m | \u001B[0m-35.82   \u001B[0m | \u001B[0m-1.578   \u001B[0m | \u001B[0m32.73    \u001B[0m |\n",
      "| \u001B[0m504      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-13.65   \u001B[0m | \u001B[0m-55.06   \u001B[0m |\n",
      "| \u001B[0m505      \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m34.4     \u001B[0m | \u001B[0m43.2     \u001B[0m |\n",
      "| \u001B[0m506      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-58.82   \u001B[0m | \u001B[0m48.07    \u001B[0m |\n",
      "| \u001B[0m507      \u001B[0m | \u001B[0m-65.02   \u001B[0m | \u001B[0m34.03    \u001B[0m | \u001B[0m-31.57   \u001B[0m |\n",
      "| \u001B[0m508      \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m-20.58   \u001B[0m | \u001B[0m-44.26   \u001B[0m |\n",
      "| \u001B[0m509      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-48.08   \u001B[0m | \u001B[0m6.674    \u001B[0m |\n",
      "| \u001B[0m510      \u001B[0m | \u001B[0m-85.4    \u001B[0m | \u001B[0m32.69    \u001B[0m | \u001B[0m18.09    \u001B[0m |\n",
      "| \u001B[0m511      \u001B[0m | \u001B[0m-18.43   \u001B[0m | \u001B[0m15.46    \u001B[0m | \u001B[0m16.7     \u001B[0m |\n",
      "| \u001B[0m512      \u001B[0m | \u001B[0m-443.0   \u001B[0m | \u001B[0m12.04    \u001B[0m | \u001B[0m15.48    \u001B[0m |\n",
      "| \u001B[0m513      \u001B[0m | \u001B[0m-62.94   \u001B[0m | \u001B[0m-17.16   \u001B[0m | \u001B[0m-17.99   \u001B[0m |\n",
      "| \u001B[0m514      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-61.18   \u001B[0m | \u001B[0m-60.28   \u001B[0m |\n",
      "| \u001B[0m515      \u001B[0m | \u001B[0m-22.03   \u001B[0m | \u001B[0m-0.3453  \u001B[0m | \u001B[0m32.58    \u001B[0m |\n",
      "| \u001B[0m516      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-48.98   \u001B[0m | \u001B[0m-58.82   \u001B[0m |\n",
      "| \u001B[0m517      \u001B[0m | \u001B[0m-13.01   \u001B[0m | \u001B[0m32.77    \u001B[0m | \u001B[0m-33.42   \u001B[0m |\n",
      "| \u001B[0m518      \u001B[0m | \u001B[0m-13.33   \u001B[0m | \u001B[0m30.91    \u001B[0m | \u001B[0m-14.87   \u001B[0m |\n",
      "| \u001B[0m519      \u001B[0m | \u001B[0m-66.14   \u001B[0m | \u001B[0m0.3735   \u001B[0m | \u001B[0m-1.996   \u001B[0m |\n",
      "| \u001B[0m520      \u001B[0m | \u001B[0m-466.5   \u001B[0m | \u001B[0m-0.5865  \u001B[0m | \u001B[0m-4.371   \u001B[0m |\n",
      "| \u001B[0m521      \u001B[0m | \u001B[0m-12.81   \u001B[0m | \u001B[0m0.7117   \u001B[0m | \u001B[0m0.5159   \u001B[0m |\n",
      "| \u001B[0m522      \u001B[0m | \u001B[0m-52.4    \u001B[0m | \u001B[0m1.889    \u001B[0m | \u001B[0m-0.5853  \u001B[0m |\n",
      "| \u001B[0m523      \u001B[0m | \u001B[0m-355.8   \u001B[0m | \u001B[0m-0.2724  \u001B[0m | \u001B[0m3.27     \u001B[0m |\n",
      "| \u001B[0m524      \u001B[0m | \u001B[0m-13.04   \u001B[0m | \u001B[0m0.8525   \u001B[0m | \u001B[0m-0.4637  \u001B[0m |\n",
      "| \u001B[0m525      \u001B[0m | \u001B[0m-12.69   \u001B[0m | \u001B[0m-0.5339  \u001B[0m | \u001B[0m0.1152   \u001B[0m |\n",
      "| \u001B[0m526      \u001B[0m | \u001B[0m-497.4   \u001B[0m | \u001B[0m-11.77   \u001B[0m | \u001B[0m7.034    \u001B[0m |\n",
      "| \u001B[0m527      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m46.08    \u001B[0m | \u001B[0m-65.5    \u001B[0m |\n",
      "| \u001B[0m528      \u001B[0m | \u001B[0m-12.89   \u001B[0m | \u001B[0m-0.6408  \u001B[0m | \u001B[0m-0.7405  \u001B[0m |\n",
      "| \u001B[0m529      \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m22.82    \u001B[0m | \u001B[0m-44.62   \u001B[0m |\n",
      "| \u001B[0m530      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m59.36    \u001B[0m | \u001B[0m39.78    \u001B[0m |\n",
      "| \u001B[0m531      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-59.35   \u001B[0m | \u001B[0m-23.1    \u001B[0m |\n",
      "| \u001B[0m532      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m14.15    \u001B[0m | \u001B[0m-56.94   \u001B[0m |\n",
      "| \u001B[0m533      \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m5.632    \u001B[0m | \u001B[0m44.92    \u001B[0m |\n",
      "| \u001B[0m534      \u001B[0m | \u001B[0m-483.8   \u001B[0m | \u001B[0m-31.51   \u001B[0m | \u001B[0m20.97    \u001B[0m |\n",
      "| \u001B[0m535      \u001B[0m | \u001B[0m-13.65   \u001B[0m | \u001B[0m15.8     \u001B[0m | \u001B[0m-0.569   \u001B[0m |\n",
      "| \u001B[0m536      \u001B[0m | \u001B[0m-496.9   \u001B[0m | \u001B[0m-25.31   \u001B[0m | \u001B[0m11.4     \u001B[0m |\n",
      "| \u001B[0m537      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-12.75   \u001B[0m | \u001B[0m57.73    \u001B[0m |\n",
      "| \u001B[0m538      \u001B[0m | \u001B[0m-8.716   \u001B[0m | \u001B[0m-0.8854  \u001B[0m | \u001B[0m-15.15   \u001B[0m |\n",
      "| \u001B[0m539      \u001B[0m | \u001B[0m-5.934   \u001B[0m | \u001B[0m-31.59   \u001B[0m | \u001B[0m-16.24   \u001B[0m |\n",
      "| \u001B[0m540      \u001B[0m | \u001B[0m-304.5   \u001B[0m | \u001B[0m13.64    \u001B[0m | \u001B[0m-2.9     \u001B[0m |\n",
      "| \u001B[0m541      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m44.44    \u001B[0m | \u001B[0m59.35    \u001B[0m |\n",
      "| \u001B[0m542      \u001B[0m | \u001B[0m-7.874   \u001B[0m | \u001B[0m-0.2718  \u001B[0m | \u001B[0m-16.08   \u001B[0m |\n",
      "| \u001B[0m543      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m59.65    \u001B[0m | \u001B[0m-59.46   \u001B[0m |\n",
      "| \u001B[0m544      \u001B[0m | \u001B[0m-488.4   \u001B[0m | \u001B[0m-37.18   \u001B[0m | \u001B[0m35.5     \u001B[0m |\n",
      "| \u001B[0m545      \u001B[0m | \u001B[0m-37.95   \u001B[0m | \u001B[0m-30.23   \u001B[0m | \u001B[0m-14.72   \u001B[0m |\n",
      "| \u001B[0m546      \u001B[0m | \u001B[0m-5.037   \u001B[0m | \u001B[0m15.91    \u001B[0m | \u001B[0m-30.99   \u001B[0m |\n",
      "| \u001B[0m547      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m50.59    \u001B[0m | \u001B[0m48.34    \u001B[0m |\n",
      "| \u001B[0m548      \u001B[0m | \u001B[0m-5.31    \u001B[0m | \u001B[0m-1.154   \u001B[0m | \u001B[0m-32.18   \u001B[0m |\n",
      "| \u001B[0m549      \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m44.0     \u001B[0m | \u001B[0m-28.42   \u001B[0m |\n",
      "| \u001B[0m550      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m58.03    \u001B[0m | \u001B[0m59.16    \u001B[0m |\n",
      "| \u001B[0m551      \u001B[0m | \u001B[0m-45.7    \u001B[0m | \u001B[0m17.51    \u001B[0m | \u001B[0m33.56    \u001B[0m |\n",
      "| \u001B[0m552      \u001B[0m | \u001B[0m-16.77   \u001B[0m | \u001B[0m33.15    \u001B[0m | \u001B[0m-0.2884  \u001B[0m |\n",
      "| \u001B[0m553      \u001B[0m | \u001B[0m-9.81    \u001B[0m | \u001B[0m31.66    \u001B[0m | \u001B[0m-15.59   \u001B[0m |\n",
      "| \u001B[0m554      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m65.54    \u001B[0m | \u001B[0m-39.76   \u001B[0m |\n",
      "| \u001B[0m555      \u001B[0m | \u001B[0m-386.0   \u001B[0m | \u001B[0m31.68    \u001B[0m | \u001B[0m-12.55   \u001B[0m |\n",
      "| \u001B[0m556      \u001B[0m | \u001B[0m-44.93   \u001B[0m | \u001B[0m1.725    \u001B[0m | \u001B[0m31.79    \u001B[0m |\n",
      "| \u001B[0m557      \u001B[0m | \u001B[0m-10.28   \u001B[0m | \u001B[0m-30.55   \u001B[0m | \u001B[0m-31.51   \u001B[0m |\n",
      "| \u001B[0m558      \u001B[0m | \u001B[0m-41.98   \u001B[0m | \u001B[0m16.04    \u001B[0m | \u001B[0m-1.78    \u001B[0m |\n",
      "| \u001B[0m559      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m32.84    \u001B[0m | \u001B[0m65.54    \u001B[0m |\n",
      "| \u001B[0m560      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-60.2    \u001B[0m | \u001B[0m65.47    \u001B[0m |\n",
      "| \u001B[0m561      \u001B[0m | \u001B[0m-497.3   \u001B[0m | \u001B[0m-19.01   \u001B[0m | \u001B[0m-9.035   \u001B[0m |\n",
      "| \u001B[0m562      \u001B[0m | \u001B[0m-495.0   \u001B[0m | \u001B[0m-6.074   \u001B[0m | \u001B[0m12.05    \u001B[0m |\n",
      "| \u001B[0m563      \u001B[0m | \u001B[0m-499.8   \u001B[0m | \u001B[0m-4.534   \u001B[0m | \u001B[0m-43.4    \u001B[0m |\n",
      "| \u001B[0m564      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-65.54   \u001B[0m | \u001B[0m58.45    \u001B[0m |\n",
      "| \u001B[0m565      \u001B[0m | \u001B[0m-2.982   \u001B[0m | \u001B[0m0.2313   \u001B[0m | \u001B[0m-31.87   \u001B[0m |\n",
      "| \u001B[0m566      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m26.47    \u001B[0m | \u001B[0m-56.29   \u001B[0m |\n",
      "| \u001B[95m567      \u001B[0m | \u001B[95m-0.9984  \u001B[0m | \u001B[95m-31.73   \u001B[0m | \u001B[95m-32.07   \u001B[0m |\n",
      "| \u001B[0m568      \u001B[0m | \u001B[0m-60.11   \u001B[0m | \u001B[0m-31.92   \u001B[0m | \u001B[0m-29.98   \u001B[0m |\n",
      "| \u001B[0m569      \u001B[0m | \u001B[0m-1.514   \u001B[0m | \u001B[0m-32.9    \u001B[0m | \u001B[0m-32.09   \u001B[0m |\n",
      "| \u001B[0m570      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m51.71    \u001B[0m | \u001B[0m16.11    \u001B[0m |\n",
      "| \u001B[0m571      \u001B[0m | \u001B[0m-118.3   \u001B[0m | \u001B[0m31.53    \u001B[0m | \u001B[0m13.74    \u001B[0m |\n",
      "| \u001B[0m572      \u001B[0m | \u001B[0m-17.46   \u001B[0m | \u001B[0m0.3033   \u001B[0m | \u001B[0m15.33    \u001B[0m |\n",
      "| \u001B[0m573      \u001B[0m | \u001B[0m-12.69   \u001B[0m | \u001B[0m0.0802   \u001B[0m | \u001B[0m-0.5369  \u001B[0m |\n",
      "| \u001B[0m574      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m65.54    \u001B[0m | \u001B[0m-50.55   \u001B[0m |\n",
      "| \u001B[0m575      \u001B[0m | \u001B[0m-8.59    \u001B[0m | \u001B[0m0.4941   \u001B[0m | \u001B[0m-16.95   \u001B[0m |\n",
      "| \u001B[0m576      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-59.64   \u001B[0m | \u001B[0m-50.33   \u001B[0m |\n",
      "| \u001B[0m577      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-56.7    \u001B[0m | \u001B[0m-32.11   \u001B[0m |\n",
      "| \u001B[0m578      \u001B[0m | \u001B[0m-17.72   \u001B[0m | \u001B[0m-0.8322  \u001B[0m | \u001B[0m15.43    \u001B[0m |\n",
      "| \u001B[0m579      \u001B[0m | \u001B[0m-70.85   \u001B[0m | \u001B[0m33.74    \u001B[0m | \u001B[0m14.19    \u001B[0m |\n",
      "| \u001B[0m580      \u001B[0m | \u001B[0m-8.877   \u001B[0m | \u001B[0m15.86    \u001B[0m | \u001B[0m-16.58   \u001B[0m |\n",
      "| \u001B[0m581      \u001B[0m | \u001B[0m-7.578   \u001B[0m | \u001B[0m-16.84   \u001B[0m | \u001B[0m-15.16   \u001B[0m |\n",
      "| \u001B[0m582      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m31.48    \u001B[0m | \u001B[0m54.63    \u001B[0m |\n",
      "| \u001B[0m583      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m65.54    \u001B[0m | \u001B[0m-59.88   \u001B[0m |\n",
      "| \u001B[0m584      \u001B[0m | \u001B[0m-8.262   \u001B[0m | \u001B[0m-15.74   \u001B[0m | \u001B[0m-33.36   \u001B[0m |\n",
      "| \u001B[0m585      \u001B[0m | \u001B[0m-491.3   \u001B[0m | \u001B[0m14.28    \u001B[0m | \u001B[0m-37.52   \u001B[0m |\n",
      "| \u001B[0m586      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-52.19   \u001B[0m | \u001B[0m-14.45   \u001B[0m |\n",
      "| \u001B[0m587      \u001B[0m | \u001B[0m-22.21   \u001B[0m | \u001B[0m-0.6584  \u001B[0m | \u001B[0m-33.65   \u001B[0m |\n",
      "| \u001B[0m588      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-46.08   \u001B[0m | \u001B[0m31.18    \u001B[0m |\n",
      "| \u001B[0m589      \u001B[0m | \u001B[0m-15.88   \u001B[0m | \u001B[0m16.73    \u001B[0m | \u001B[0m-17.39   \u001B[0m |\n",
      "| \u001B[0m590      \u001B[0m | \u001B[0m-84.38   \u001B[0m | \u001B[0m34.12    \u001B[0m | \u001B[0m-16.01   \u001B[0m |\n",
      "| \u001B[0m591      \u001B[0m | \u001B[0m-2.743   \u001B[0m | \u001B[0m-15.05   \u001B[0m | \u001B[0m-32.45   \u001B[0m |\n",
      "| \u001B[0m592      \u001B[0m | \u001B[0m-15.76   \u001B[0m | \u001B[0m17.39    \u001B[0m | \u001B[0m-16.54   \u001B[0m |\n",
      "| \u001B[0m593      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m2.216    \u001B[0m | \u001B[0m-50.44   \u001B[0m |\n",
      "| \u001B[0m594      \u001B[0m | \u001B[0m-5.821   \u001B[0m | \u001B[0m32.15    \u001B[0m | \u001B[0m-32.98   \u001B[0m |\n",
      "| \u001B[0m595      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m65.54    \u001B[0m | \u001B[0m51.08    \u001B[0m |\n",
      "| \u001B[0m596      \u001B[0m | \u001B[0m-11.21   \u001B[0m | \u001B[0m-32.88   \u001B[0m | \u001B[0m0.3429   \u001B[0m |\n",
      "| \u001B[0m597      \u001B[0m | \u001B[0m-366.3   \u001B[0m | \u001B[0m-28.67   \u001B[0m | \u001B[0m-1.028   \u001B[0m |\n",
      "| \u001B[0m598      \u001B[0m | \u001B[0m-195.1   \u001B[0m | \u001B[0m16.9     \u001B[0m | \u001B[0m18.59    \u001B[0m |\n",
      "| \u001B[0m599      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m39.25    \u001B[0m | \u001B[0m48.31    \u001B[0m |\n",
      "| \u001B[0m600      \u001B[0m | \u001B[0m-5.664   \u001B[0m | \u001B[0m32.58    \u001B[0m | \u001B[0m-31.06   \u001B[0m |\n",
      "| \u001B[0m601      \u001B[0m | \u001B[0m-441.0   \u001B[0m | \u001B[0m-12.07   \u001B[0m | \u001B[0m-17.81   \u001B[0m |\n",
      "| \u001B[0m602      \u001B[0m | \u001B[0m-7.084   \u001B[0m | \u001B[0m-15.24   \u001B[0m | \u001B[0m-15.77   \u001B[0m |\n",
      "| \u001B[0m603      \u001B[0m | \u001B[0m-3.2     \u001B[0m | \u001B[0m-0.7728  \u001B[0m | \u001B[0m-31.55   \u001B[0m |\n",
      "| \u001B[0m604      \u001B[0m | \u001B[0m-10.74   \u001B[0m | \u001B[0m-31.17   \u001B[0m | \u001B[0m-17.29   \u001B[0m |\n",
      "| \u001B[0m605      \u001B[0m | \u001B[0m-27.74   \u001B[0m | \u001B[0m32.63    \u001B[0m | \u001B[0m-17.64   \u001B[0m |\n",
      "| \u001B[0m606      \u001B[0m | \u001B[0m-6.927   \u001B[0m | \u001B[0m-15.47   \u001B[0m | \u001B[0m-16.38   \u001B[0m |\n",
      "| \u001B[0m607      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m59.8     \u001B[0m | \u001B[0m15.73    \u001B[0m |\n",
      "| \u001B[0m608      \u001B[0m | \u001B[0m-5.118   \u001B[0m | \u001B[0m31.26    \u001B[0m | \u001B[0m-31.96   \u001B[0m |\n",
      "| \u001B[0m609      \u001B[0m | \u001B[0m-4.951   \u001B[0m | \u001B[0m32.04    \u001B[0m | \u001B[0m-32.22   \u001B[0m |\n",
      "| \u001B[0m610      \u001B[0m | \u001B[0m-26.2    \u001B[0m | \u001B[0m-30.33   \u001B[0m | \u001B[0m-15.78   \u001B[0m |\n",
      "| \u001B[0m611      \u001B[0m | \u001B[0m-27.05   \u001B[0m | \u001B[0m-32.9    \u001B[0m | \u001B[0m14.49    \u001B[0m |\n",
      "| \u001B[0m612      \u001B[0m | \u001B[0m-408.6   \u001B[0m | \u001B[0m-35.59   \u001B[0m | \u001B[0m13.93    \u001B[0m |\n",
      "| \u001B[0m613      \u001B[0m | \u001B[0m-122.2   \u001B[0m | \u001B[0m-30.91   \u001B[0m | \u001B[0m13.71    \u001B[0m |\n",
      "| \u001B[0m614      \u001B[0m | \u001B[0m-16.21   \u001B[0m | \u001B[0m-32.95   \u001B[0m | \u001B[0m16.5     \u001B[0m |\n",
      "| \u001B[0m615      \u001B[0m | \u001B[0m-15.6    \u001B[0m | \u001B[0m-31.84   \u001B[0m | \u001B[0m15.32    \u001B[0m |\n",
      "| \u001B[0m616      \u001B[0m | \u001B[0m-21.23   \u001B[0m | \u001B[0m-31.48   \u001B[0m | \u001B[0m17.35    \u001B[0m |\n",
      "| \u001B[0m617      \u001B[0m | \u001B[0m-36.4    \u001B[0m | \u001B[0m-32.57   \u001B[0m | \u001B[0m17.69    \u001B[0m |\n",
      "| \u001B[0m618      \u001B[0m | \u001B[0m-15.51   \u001B[0m | \u001B[0m-32.19   \u001B[0m | \u001B[0m16.42    \u001B[0m |\n",
      "| \u001B[0m619      \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m-44.31   \u001B[0m | \u001B[0m-36.95   \u001B[0m |\n",
      "| \u001B[0m620      \u001B[0m | \u001B[0m-15.56   \u001B[0m | \u001B[0m-32.4    \u001B[0m | \u001B[0m15.38    \u001B[0m |\n",
      "| \u001B[0m621      \u001B[0m | \u001B[0m-0.9993  \u001B[0m | \u001B[0m-32.25   \u001B[0m | \u001B[0m-31.68   \u001B[0m |\n",
      "| \u001B[0m622      \u001B[0m | \u001B[0m-15.78   \u001B[0m | \u001B[0m-31.19   \u001B[0m | \u001B[0m16.22    \u001B[0m |\n",
      "| \u001B[0m623      \u001B[0m | \u001B[0m-14.57   \u001B[0m | \u001B[0m32.46    \u001B[0m | \u001B[0m0.1337   \u001B[0m |\n",
      "| \u001B[0m624      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m51.49    \u001B[0m | \u001B[0m36.6     \u001B[0m |\n",
      "| \u001B[0m625      \u001B[0m | \u001B[0m-498.1   \u001B[0m | \u001B[0m-8.254   \u001B[0m | \u001B[0m-7.637   \u001B[0m |\n",
      "| \u001B[0m626      \u001B[0m | \u001B[0m-54.22   \u001B[0m | \u001B[0m1.904    \u001B[0m | \u001B[0m0.7444   \u001B[0m |\n",
      "| \u001B[0m627      \u001B[0m | \u001B[0m-11.72   \u001B[0m | \u001B[0m-16.02   \u001B[0m | \u001B[0m0.2371   \u001B[0m |\n",
      "| \u001B[0m628      \u001B[0m | \u001B[0m-24.94   \u001B[0m | \u001B[0m-14.45   \u001B[0m | \u001B[0m0.7191   \u001B[0m |\n",
      "| \u001B[0m629      \u001B[0m | \u001B[0m-131.4   \u001B[0m | \u001B[0m-15.8    \u001B[0m | \u001B[0m-2.345   \u001B[0m |\n",
      "| \u001B[0m630      \u001B[0m | \u001B[0m-170.8   \u001B[0m | \u001B[0m-14.7    \u001B[0m | \u001B[0m2.497    \u001B[0m |\n",
      "| \u001B[0m631      \u001B[0m | \u001B[0m-83.8    \u001B[0m | \u001B[0m-18.11   \u001B[0m | \u001B[0m-0.09664 \u001B[0m |\n",
      "| \u001B[0m632      \u001B[0m | \u001B[0m-16.65   \u001B[0m | \u001B[0m-14.7    \u001B[0m | \u001B[0m-0.8779  \u001B[0m |\n",
      "| \u001B[0m633      \u001B[0m | \u001B[0m-12.01   \u001B[0m | \u001B[0m-16.34   \u001B[0m | \u001B[0m-0.8191  \u001B[0m |\n",
      "| \u001B[0m634      \u001B[0m | \u001B[0m-12.05   \u001B[0m | \u001B[0m-15.16   \u001B[0m | \u001B[0m-0.3066  \u001B[0m |\n",
      "| \u001B[0m635      \u001B[0m | \u001B[0m-348.2   \u001B[0m | \u001B[0m-12.77   \u001B[0m | \u001B[0m1.182    \u001B[0m |\n",
      "| \u001B[0m636      \u001B[0m | \u001B[0m-17.34   \u001B[0m | \u001B[0m-16.83   \u001B[0m | \u001B[0m1.334    \u001B[0m |\n",
      "| \u001B[0m637      \u001B[0m | \u001B[0m-15.51   \u001B[0m | \u001B[0m-15.54   \u001B[0m | \u001B[0m1.26     \u001B[0m |\n",
      "| \u001B[0m638      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-59.27   \u001B[0m | \u001B[0m-65.54   \u001B[0m |\n",
      "| \u001B[0m639      \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m-30.17   \u001B[0m | \u001B[0m44.4     \u001B[0m |\n",
      "| \u001B[0m640      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-32.63   \u001B[0m | \u001B[0m60.01    \u001B[0m |\n",
      "| \u001B[0m641      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-21.1    \u001B[0m | \u001B[0m50.59    \u001B[0m |\n",
      "| \u001B[0m642      \u001B[0m | \u001B[0m-488.0   \u001B[0m | \u001B[0m33.82    \u001B[0m | \u001B[0m26.77    \u001B[0m |\n",
      "| \u001B[0m643      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m57.45    \u001B[0m | \u001B[0m-25.1    \u001B[0m |\n",
      "| \u001B[0m644      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-1.199   \u001B[0m | \u001B[0m54.33    \u001B[0m |\n",
      "| \u001B[0m645      \u001B[0m | \u001B[0m-374.6   \u001B[0m | \u001B[0m-2.172   \u001B[0m | \u001B[0m35.33    \u001B[0m |\n",
      "| \u001B[0m646      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m61.17    \u001B[0m | \u001B[0m6.77     \u001B[0m |\n",
      "| \u001B[0m647      \u001B[0m | \u001B[0m-133.0   \u001B[0m | \u001B[0m-2.325   \u001B[0m | \u001B[0m31.33    \u001B[0m |\n",
      "| \u001B[0m648      \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m44.78    \u001B[0m | \u001B[0m-9.489   \u001B[0m |\n",
      "| \u001B[0m649      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m47.49    \u001B[0m | \u001B[0m11.85    \u001B[0m |\n",
      "| \u001B[0m650      \u001B[0m | \u001B[0m-20.15   \u001B[0m | \u001B[0m-31.98   \u001B[0m | \u001B[0m31.96    \u001B[0m |\n",
      "| \u001B[0m651      \u001B[0m | \u001B[0m-26.05   \u001B[0m | \u001B[0m-33.3    \u001B[0m | \u001B[0m30.91    \u001B[0m |\n",
      "| \u001B[0m652      \u001B[0m | \u001B[0m-24.84   \u001B[0m | \u001B[0m-31.61   \u001B[0m | \u001B[0m30.69    \u001B[0m |\n",
      "| \u001B[0m653      \u001B[0m | \u001B[0m-21.33   \u001B[0m | \u001B[0m-32.47   \u001B[0m | \u001B[0m30.96    \u001B[0m |\n",
      "| \u001B[0m654      \u001B[0m | \u001B[0m-173.0   \u001B[0m | \u001B[0m-33.35   \u001B[0m | \u001B[0m29.51    \u001B[0m |\n",
      "| \u001B[0m655      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m38.75    \u001B[0m | \u001B[0m-52.64   \u001B[0m |\n",
      "| \u001B[0m656      \u001B[0m | \u001B[0m-12.48   \u001B[0m | \u001B[0m-16.96   \u001B[0m | \u001B[0m0.2247   \u001B[0m |\n",
      "| \u001B[0m657      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m49.61    \u001B[0m | \u001B[0m21.9     \u001B[0m |\n",
      "| \u001B[0m658      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-51.19   \u001B[0m | \u001B[0m0.5361   \u001B[0m |\n",
      "| \u001B[0m659      \u001B[0m | \u001B[0m-499.8   \u001B[0m | \u001B[0m-10.37   \u001B[0m | \u001B[0m43.57    \u001B[0m |\n",
      "| \u001B[0m660      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-58.08   \u001B[0m | \u001B[0m22.29    \u001B[0m |\n",
      "| \u001B[0m661      \u001B[0m | \u001B[0m-20.26   \u001B[0m | \u001B[0m-31.42   \u001B[0m | \u001B[0m31.35    \u001B[0m |\n",
      "| \u001B[0m662      \u001B[0m | \u001B[0m-19.05   \u001B[0m | \u001B[0m-0.2827  \u001B[0m | \u001B[0m-14.49   \u001B[0m |\n",
      "| \u001B[0m663      \u001B[0m | \u001B[0m-476.7   \u001B[0m | \u001B[0m17.16    \u001B[0m | \u001B[0m-27.34   \u001B[0m |\n",
      "| \u001B[0m664      \u001B[0m | \u001B[0m-1.376   \u001B[0m | \u001B[0m-31.33   \u001B[0m | \u001B[0m-32.81   \u001B[0m |\n",
      "| \u001B[0m665      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m14.92    \u001B[0m | \u001B[0m53.24    \u001B[0m |\n",
      "| \u001B[0m666      \u001B[0m | \u001B[0m-17.33   \u001B[0m | \u001B[0m31.8     \u001B[0m | \u001B[0m1.197    \u001B[0m |\n",
      "| \u001B[0m667      \u001B[0m | \u001B[0m-5.957   \u001B[0m | \u001B[0m-17.06   \u001B[0m | \u001B[0m-30.82   \u001B[0m |\n",
      "| \u001B[0m668      \u001B[0m | \u001B[0m-170.0   \u001B[0m | \u001B[0m-18.17   \u001B[0m | \u001B[0m-29.69   \u001B[0m |\n",
      "| \u001B[0m669      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-39.95   \u001B[0m | \u001B[0m65.49    \u001B[0m |\n",
      "| \u001B[0m670      \u001B[0m | \u001B[0m-3.457   \u001B[0m | \u001B[0m-32.81   \u001B[0m | \u001B[0m-33.14   \u001B[0m |\n",
      "| \u001B[0m671      \u001B[0m | \u001B[0m-2.623   \u001B[0m | \u001B[0m-16.42   \u001B[0m | \u001B[0m-31.07   \u001B[0m |\n",
      "| \u001B[0m672      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-40.03   \u001B[0m | \u001B[0m55.42    \u001B[0m |\n",
      "| \u001B[0m673      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m-28.47   \u001B[0m | \u001B[0m-54.53   \u001B[0m |\n",
      "| \u001B[0m674      \u001B[0m | \u001B[0m-17.44   \u001B[0m | \u001B[0m17.26    \u001B[0m | \u001B[0m0.3376   \u001B[0m |\n",
      "| \u001B[0m675      \u001B[0m | \u001B[0m-4.863   \u001B[0m | \u001B[0m16.27    \u001B[0m | \u001B[0m-32.98   \u001B[0m |\n",
      "| \u001B[0m676      \u001B[0m | \u001B[0m-499.8   \u001B[0m | \u001B[0m-13.93   \u001B[0m | \u001B[0m-43.09   \u001B[0m |\n",
      "| \u001B[0m677      \u001B[0m | \u001B[0m-4.402   \u001B[0m | \u001B[0m15.48    \u001B[0m | \u001B[0m-32.87   \u001B[0m |\n",
      "| \u001B[0m678      \u001B[0m | \u001B[0m-24.33   \u001B[0m | \u001B[0m14.96    \u001B[0m | \u001B[0m31.18    \u001B[0m |\n",
      "| \u001B[0m679      \u001B[0m | \u001B[0m-4.594   \u001B[0m | \u001B[0m16.93    \u001B[0m | \u001B[0m-32.28   \u001B[0m |\n",
      "| \u001B[0m680      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m51.19    \u001B[0m | \u001B[0m-43.52   \u001B[0m |\n",
      "| \u001B[0m681      \u001B[0m | \u001B[0m-3.239   \u001B[0m | \u001B[0m0.786    \u001B[0m | \u001B[0m-31.46   \u001B[0m |\n",
      "| \u001B[0m682      \u001B[0m | \u001B[0m-499.9   \u001B[0m | \u001B[0m43.19    \u001B[0m | \u001B[0m-35.45   \u001B[0m |\n",
      "| \u001B[0m683      \u001B[0m | \u001B[0m-6.77    \u001B[0m | \u001B[0m-31.04   \u001B[0m | \u001B[0m-15.34   \u001B[0m |\n",
      "| \u001B[0m684      \u001B[0m | \u001B[0m-20.4    \u001B[0m | \u001B[0m-32.8    \u001B[0m | \u001B[0m31.61    \u001B[0m |\n",
      "| \u001B[0m685      \u001B[0m | \u001B[0m-2.011   \u001B[0m | \u001B[0m-15.49   \u001B[0m | \u001B[0m-31.74   \u001B[0m |\n",
      "| \u001B[0m686      \u001B[0m | \u001B[0m-17.37   \u001B[0m | \u001B[0m-0.1887  \u001B[0m | \u001B[0m15.76    \u001B[0m |\n",
      "| \u001B[0m687      \u001B[0m | \u001B[0m-2.97    \u001B[0m | \u001B[0m-17.0    \u001B[0m | \u001B[0m-32.31   \u001B[0m |\n",
      "| \u001B[0m688      \u001B[0m | \u001B[0m-500.0   \u001B[0m | \u001B[0m51.96    \u001B[0m | \u001B[0m58.04    \u001B[0m |\n",
      "| \u001B[0m689      \u001B[0m | \u001B[0m-179.5   \u001B[0m | \u001B[0m-18.51   \u001B[0m | \u001B[0m1.652    \u001B[0m |\n",
      "| \u001B[0m690      \u001B[0m | \u001B[0m-48.95   \u001B[0m | \u001B[0m-31.77   \u001B[0m | \u001B[0m-17.91   \u001B[0m |\n",
      "| \u001B[0m691      \u001B[0m | \u001B[0m-24.0    \u001B[0m | \u001B[0m31.45    \u001B[0m | \u001B[0m31.25    \u001B[0m |\n",
      "| \u001B[0m692      \u001B[0m | \u001B[0m-3.57    \u001B[0m | \u001B[0m0.5139   \u001B[0m | \u001B[0m-32.91   \u001B[0m |\n",
      "| \u001B[0m693      \u001B[0m | \u001B[0m-27.06   \u001B[0m | \u001B[0m-14.4    \u001B[0m | \u001B[0m-0.18    \u001B[0m |\n",
      "| \u001B[0m694      \u001B[0m | \u001B[0m-1.421   \u001B[0m | \u001B[0m-31.13   \u001B[0m | \u001B[0m-31.62   \u001B[0m |\n",
      "| \u001B[0m695      \u001B[0m | \u001B[0m-6.076   \u001B[0m | \u001B[0m-32.61   \u001B[0m | \u001B[0m-15.32   \u001B[0m |\n",
      "| \u001B[0m696      \u001B[0m | \u001B[0m-51.75   \u001B[0m | \u001B[0m-1.732   \u001B[0m | \u001B[0m14.47    \u001B[0m |\n",
      "| \u001B[0m697      \u001B[0m | \u001B[0m-13.06   \u001B[0m | \u001B[0m-31.68   \u001B[0m | \u001B[0m1.158    \u001B[0m |\n",
      "| \u001B[0m698      \u001B[0m | \u001B[0m-21.19   \u001B[0m | \u001B[0m-16.64   \u001B[0m | \u001B[0m32.63    \u001B[0m |\n",
      "| \u001B[0m699      \u001B[0m | \u001B[0m-19.56   \u001B[0m | \u001B[0m-31.26   \u001B[0m | \u001B[0m-14.44   \u001B[0m |\n",
      "| \u001B[0m700      \u001B[0m | \u001B[0m-491.8   \u001B[0m | \u001B[0m5.052    \u001B[0m | \u001B[0m-27.06   \u001B[0m |\n",
      "=================================================\n",
      "{'target': -0.9984053009406285, 'params': {'x': -31.728225564812035, 'y': -32.0707755779813}}\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "b1ixHFYyCYX8",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1646671420244,
     "user_tz": -60,
     "elapsed": 33,
     "user": {
      "displayName": "Umberto Junior Mele",
      "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Giw0iR9vS5IODhHeTZGbR8GwOqnIsDCXtQ8zf30=s64",
      "userId": "04357784316495716135"
     }
    },
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "outputId": "b2da0cb3-d9e5-499b-d54e-56c858f2d5fa"
   },
   "source": [
    "print(optimizer.max)"
   ],
   "execution_count": 7,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'target': -0.9984053009406285, 'params': {'x': -31.728225564812035, 'y': -32.0707755779813}}\n"
     ]
    }
   ]
  }
 ]
}