Khosravi_Elham_04_LR.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "593c688d",
   "metadata": {},
   "source": [
    "# <img src=\"https://filoger.com/wp-content/uploads/2021/09/circle-logo-1536x1536.png\" alt=\"keras\" width=\"150\" height=\"150\">\n",
    "<h1 align=center><font size = 7>Lab 04 : Linear Regression</font></h1>\n",
    "<h1 align=center><font size = 4>Hands-On Machine Learning, 1401 | DeadLine: 26th Mehr, 13:00 </font></h1>\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f4232ce",
   "metadata": {},
   "source": [
    "# Step0: Import Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 554,
   "id": "c1b4a0aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "import seaborn as sns\n",
    "\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "from sklearn import metrics\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9eafcdd",
   "metadata": {},
   "source": [
    "# Step1: Read Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 555,
   "id": "284f4844",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"Real estate.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 556,
   "id": "59965888",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 414 entries, 0 to 413\n",
      "Data columns (total 8 columns):\n",
      " #   Column                                  Non-Null Count  Dtype  \n",
      "---  ------                                  --------------  -----  \n",
      " 0   No                                      414 non-null    int64  \n",
      " 1   X1 transaction date                     414 non-null    float64\n",
      " 2   X2 house age                            414 non-null    float64\n",
      " 3   X3 distance to the nearest MRT station  414 non-null    float64\n",
      " 4   X4 number of convenience stores         414 non-null    int64  \n",
      " 5   X5 latitude                             414 non-null    float64\n",
      " 6   X6 longitude                            414 non-null    float64\n",
      " 7   Y house price of unit area              414 non-null    float64\n",
      "dtypes: float64(6), int64(2)\n",
      "memory usage: 26.0 KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "650d45ab",
   "metadata": {},
   "source": [
    "# Step2: X, y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 557,
   "id": "67dac33b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.rename(columns = {'Y house price of unit area':'price'}, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 558,
   "id": "b07e9bf9",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df.drop(['price', 'No', 'X1 transaction date', 'X3 distance to the nearest MRT station'], axis=1)\n",
    "y = df['price']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 559,
   "id": "5f5f4d34",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X2 house age</th>\n",
       "      <th>X4 number of convenience stores</th>\n",
       "      <th>X5 latitude</th>\n",
       "      <th>X6 longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>32.0</td>\n",
       "      <td>10</td>\n",
       "      <td>24.98298</td>\n",
       "      <td>121.54024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>19.5</td>\n",
       "      <td>9</td>\n",
       "      <td>24.98034</td>\n",
       "      <td>121.53951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>13.3</td>\n",
       "      <td>5</td>\n",
       "      <td>24.98746</td>\n",
       "      <td>121.54391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>13.3</td>\n",
       "      <td>5</td>\n",
       "      <td>24.98746</td>\n",
       "      <td>121.54391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>5</td>\n",
       "      <td>24.97937</td>\n",
       "      <td>121.54245</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   X2 house age  X4 number of convenience stores  X5 latitude  X6 longitude\n",
       "0          32.0                               10     24.98298     121.54024\n",
       "1          19.5                                9     24.98034     121.53951\n",
       "2          13.3                                5     24.98746     121.54391\n",
       "3          13.3                                5     24.98746     121.54391\n",
       "4           5.0                                5     24.97937     121.54245"
      ]
     },
     "execution_count": 559,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 560,
   "id": "d60d968a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(414, 4)"
      ]
     },
     "execution_count": 560,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 561,
   "id": "964baad7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(414,)"
      ]
     },
     "execution_count": 561,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "589f734f",
   "metadata": {},
   "source": [
    "# Step3: Split Trainset and Testset (X_train, X_test, y_train, y_test)\n",
    "<hr>\n",
    "<b>from sklearn.model_selection import train_test_split</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 562,
   "id": "47db0597",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=101)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 563,
   "id": "86b4a186",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(331, 4)"
      ]
     },
     "execution_count": 563,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 564,
   "id": "ee8da7f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(83, 4)"
      ]
     },
     "execution_count": 564,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be60d413",
   "metadata": {},
   "source": [
    "# Step4: Data Visualization\n",
    "<hr>\n",
    "pairplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 449,
   "id": "e924700c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x20e654113d0>"
      ]
     },
     "execution_count": 449,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 72 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df, diag_kind = 'kde')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 565,
   "id": "e6b293c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x20e6b0f8220>"
      ]
     },
     "execution_count": 565,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(data=df, x='price', kde=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "369b6bf6",
   "metadata": {},
   "source": [
    "# Step5: Create the model\n",
    "<b>linear regression</b>\n",
    "<hr>\n",
    "<b>from sklearn.linear_model import LinearRegression</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 566,
   "id": "243dd01c",
   "metadata": {},
   "outputs": [],
   "source": [
    "LR = LinearRegression()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "764e00b1",
   "metadata": {},
   "source": [
    "# Step6: Training the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 567,
   "id": "ede60962",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression()"
      ]
     },
     "execution_count": 567,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LR.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ae6856e",
   "metadata": {},
   "source": [
    "### Coefficients"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 568,
   "id": "d6c1dd5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-2.92300973e-01,  1.69048906e+00,  3.47977918e+02,  2.17869233e+02])"
      ]
     },
     "execution_count": 568,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LR.coef_"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0678511",
   "metadata": {},
   "source": [
    "### intercept"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 569,
   "id": "586d8ab7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-35130.579657896735"
      ]
     },
     "execution_count": 569,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LR.intercept_"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3eaf061",
   "metadata": {},
   "source": [
    "# Step7: Predicting Test Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 570,
   "id": "d8e0b122",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([16.9813562 , 15.92066043, 35.60943817, 49.68379435, 34.73545007,\n",
       "       38.15112148, 37.2901119 , 39.86518825, 46.85864198, 39.28330952,\n",
       "       45.24354372, 32.46460033, 34.59975664, 41.38706688, 47.16359531,\n",
       "       50.11540608, 34.79318191, 43.24957688, 52.47315452, 49.76482618,\n",
       "       34.79652206, 53.75215757, 47.53093422, 35.2770385 , 29.62508525,\n",
       "       49.07938227, 36.76260473, 50.01960903, 46.32526166, 38.35382956,\n",
       "       51.97955297, 40.64741702, 44.13278834, 43.43963544, 47.57517772,\n",
       "       12.03528952, 33.55133118, 37.40746164, 11.97682932, 57.23994169,\n",
       "       31.18892296, 49.56392225, 19.75324917, 46.17436852, 45.08179463,\n",
       "       52.826197  , 39.72310689, 35.29144457, 45.96351875, 33.9897065 ,\n",
       "       47.77507296, 36.09030652, 40.47203643, 15.63263345, 37.32329134,\n",
       "       49.80643906, 43.1843504 , 47.48192999, 45.13315941, 42.52589346,\n",
       "       27.81073975, 39.56620695, 40.55972672, 42.97057988, 53.85824728,\n",
       "       42.1534446 , 28.0294384 , 49.04084651, 29.72861518, 37.52017575,\n",
       "       44.74736784, 49.8831502 , 14.96479808, 33.83041317, 15.961732  ,\n",
       "       44.52083075, 31.08495403, 44.9803139 , 42.98466635, 13.48854374,\n",
       "       46.95224482, 36.86494348, 40.47203643])"
      ]
     },
     "execution_count": 570,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred = LR.predict(X_test)\n",
    "y_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 571,
   "id": "f11fc4d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "176    19.2\n",
       "347    11.2\n",
       "307    24.7\n",
       "299    46.1\n",
       "391    31.3\n",
       "       ... \n",
       "65     44.3\n",
       "48     13.4\n",
       "18     42.3\n",
       "15     50.5\n",
       "143    40.1\n",
       "Name: price, Length: 83, dtype: float64"
      ]
     },
     "execution_count": 571,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_test"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a65ef03",
   "metadata": {},
   "source": [
    "# Step8: Evalutaing the Model\n",
    "<hr>\n",
    "<br>from sklearn import metrics</br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "616e32b2",
   "metadata": {},
   "source": [
    "### MAE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 572,
   "id": "93131c9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.759104090198699"
      ]
     },
     "execution_count": 572,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MAE = metrics.mean_absolute_error(y_test, y_pred)\n",
    "MAE"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7304dbbb",
   "metadata": {},
   "source": [
    "### MSE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 573,
   "id": "ae5372d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "56.005432363583004"
      ]
     },
     "execution_count": 573,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MSE = metrics.mean_squared_error(y_test, y_pred)\n",
    "MSE"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f597893f",
   "metadata": {},
   "source": [
    "### RMSE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 574,
   "id": "6e429861",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7.483677729805247"
      ]
     },
     "execution_count": 574,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "RMSE = np.sqrt(MSE)\n",
    "RMSE"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51b969bb",
   "metadata": {},
   "source": [
    "### Creat a DataFrame\n",
    "<hr>\n",
    "<b>MAE, MSE, RMSE</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 575,
   "id": "217ba594",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>MAE</th>\n",
       "      <td>5.759104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSE</th>\n",
       "      <td>56.005432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RMSE</th>\n",
       "      <td>7.483678</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              0\n",
       "MAE    5.759104\n",
       "MSE   56.005432\n",
       "RMSE   7.483678"
      ]
     },
     "execution_count": 575,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ME = pd.DataFrame([MAE, MSE, RMSE] , index = ['MAE','MSE','RMSE'])\n",
    "ME"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 576,
   "id": "fd7d19a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MAE</th>\n",
       "      <th>MSE</th>\n",
       "      <th>RMSE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Values</th>\n",
       "      <td>5.759104</td>\n",
       "      <td>56.005432</td>\n",
       "      <td>7.483678</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             MAE        MSE      RMSE\n",
       "Values  5.759104  56.005432  7.483678"
      ]
     },
     "execution_count": 576,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r1 = pd.Series({'MAE':MAE , 'MSE':MSE , 'RMSE':RMSE})\n",
    "ME = pd.DataFrame([r1] , index=['Values'])\n",
    "ME"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dff0d24a",
   "metadata": {},
   "source": [
    "# Extra Points"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a46d3e8a",
   "metadata": {},
   "source": [
    "## Gradient Descent"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32f6d243",
   "metadata": {},
   "source": [
    "# Step9: Scale Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 577,
   "id": "b13378e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler = StandardScaler()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 578,
   "id": "cfc6695a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "StandardScaler()"
      ]
     },
     "execution_count": 578,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaler.fit(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 579,
   "id": "4ab907a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_s = scaler.transform(X_train)\n",
    "X_test_s = scaler.transform(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb3c526d",
   "metadata": {},
   "source": [
    "# Step10: Plot J(w,b), Iterations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 580,
   "id": "8b5ff085",
   "metadata": {},
   "outputs": [],
   "source": [
    "def cost_function(x, y, W, b):\n",
    "    m = x.shape[0]\n",
    "    \n",
    "    f_wb = np.dot(x, W) + b\n",
    "    \n",
    "    error = f_wb - y\n",
    "    \n",
    "    J = 1/(2*m) * np.sum(error ** 2)\n",
    "    \n",
    "    return J, error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 581,
   "id": "29fb3657",
   "metadata": {},
   "outputs": [],
   "source": [
    "J_hist = [0.1]\n",
    "n_iter = 10000\n",
    "J_h = np.zeros((n_iter+1,2))\n",
    "\n",
    "def gradient(alpha, x, y, n_iter):\n",
    "    \n",
    "    m = x.shape[0]\n",
    "    W = np.ones(X.shape[1])\n",
    "    b=0\n",
    "    \n",
    "    for iter in range(0, n_iter):\n",
    "        J, error = cost_function(x, y, W, b)\n",
    "        \n",
    "        J_hist.append(J)\n",
    "        \n",
    "        print(\"iter:\",iter,\"J:\", J )\n",
    "        \n",
    "        J_h[iter, 1] = iter\n",
    "        J_h[iter, 0] = J\n",
    "        \n",
    "        if(J_hist[iter+1] - J_hist[iter]==0):\n",
    "            break\n",
    "            \n",
    "        dj_dw = 1/m * np.dot(x.T, error)\n",
    "        \n",
    "        dj_db = 1/m * np.sum(error)\n",
    "        \n",
    "        W = W- alpha * dj_dw\n",
    "        \n",
    "        b = b- alpha * dj_db\n",
    "        \n",
    "    return W,b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 582,
   "id": "7c4943d9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter: 0 J: 806.3804209105039\n",
      "iter: 1 J: 790.7843447787963\n",
      "iter: 2 J: 775.5166346642233\n",
      "iter: 3 J: 760.5700895808628\n",
      "iter: 4 J: 745.9376764724993\n",
      "iter: 5 J: 731.612525960993\n",
      "iter: 6 J: 717.5879282128653\n",
      "iter: 7 J: 703.8573289205027\n",
      "iter: 8 J: 690.4143253945084\n",
      "iter: 9 J: 677.2526627638317\n",
      "iter: 10 J: 664.3662302804286\n",
      "iter: 11 J: 651.7490577252984\n",
      "iter: 12 J: 639.3953119128568\n",
      "iter: 13 J: 627.2992932906931\n",
      "iter: 14 J: 615.4554326318637\n",
      "iter: 15 J: 603.8582878169581\n",
      "iter: 16 J: 592.502540703268\n",
      "iter: 17 J: 581.382994078475\n",
      "iter: 18 J: 570.4945686963529\n",
      "iter: 19 J: 559.8323003920616\n",
      "iter: 20 J: 549.3913372746908\n",
      "iter: 21 J: 539.1669369947801\n",
      "iter: 22 J: 529.1544640846184\n",
      "iter: 23 J: 519.3493873691962\n",
      "iter: 24 J: 509.74727744574756\n",
      "iter: 25 J: 500.3438042298888\n",
      "iter: 26 J: 491.1347345664188\n",
      "iter: 27 J: 482.11592990291194\n",
      "iter: 28 J: 473.28334402428965\n",
      "iter: 29 J: 464.6330208466136\n",
      "iter: 30 J: 456.1610922684024\n",
      "iter: 31 J: 447.8637760778222\n",
      "iter: 32 J: 439.7373739141549\n",
      "iter: 33 J: 431.7782692819972\n",
      "iter: 34 J: 423.98292561669354\n",
      "iter: 35 J: 416.34788439954787\n",
      "iter: 36 J: 408.8697633214094\n",
      "iter: 37 J: 401.5452544932664\n",
      "iter: 38 J: 394.37112270252806\n",
      "iter: 39 J: 387.34420371371067\n",
      "iter: 40 J: 380.4614026122879\n",
      "iter: 41 J: 373.7196921904999\n",
      "iter: 42 J: 367.1161113739546\n",
      "iter: 43 J: 360.647763687888\n",
      "iter: 44 J: 354.3118157619864\n",
      "iter: 45 J: 348.1054958727076\n",
      "iter: 46 J: 342.02609252206605\n",
      "iter: 47 J: 336.0709530518832\n",
      "iter: 48 J: 330.23748229253056\n",
      "iter: 49 J: 324.52314124522513\n",
      "iter: 50 J: 318.9254457969614\n",
      "iter: 51 J: 313.4419654671949\n",
      "iter: 52 J: 308.0703221854174\n",
      "iter: 53 J: 302.8081890987883\n",
      "iter: 54 J: 297.653289409013\n",
      "iter: 55 J: 292.6033952376818\n",
      "iter: 56 J: 287.6563265193084\n",
      "iter: 57 J: 282.80994992132463\n",
      "iter: 58 J: 278.0621777903167\n",
      "iter: 59 J: 273.4109671238015\n",
      "iter: 60 J: 268.8543185668695\n",
      "iter: 61 J: 264.3902754330333\n",
      "iter: 62 J: 260.0169227486471\n",
      "iter: 63 J: 255.73238632027346\n",
      "iter: 64 J: 251.53483182439874\n",
      "iter: 65 J: 247.42246391891032\n",
      "iter: 66 J: 243.39352537576858\n",
      "iter: 67 J: 239.4462962343228\n",
      "iter: 68 J: 235.57909297473375\n",
      "iter: 69 J: 231.7902677109837\n",
      "iter: 70 J: 228.07820740296762\n",
      "iter: 71 J: 224.44133308717412\n",
      "iter: 72 J: 220.8780991254792\n",
      "iter: 73 J: 217.38699247158831\n",
      "iter: 74 J: 213.96653195467636\n",
      "iter: 75 J: 210.61526757978666\n",
      "iter: 76 J: 207.33177984456324\n",
      "iter: 77 J: 204.114679071903\n",
      "iter: 78 J: 200.96260475812386\n",
      "iter: 79 J: 197.874224936259\n",
      "iter: 80 J: 194.8482355540949\n",
      "iter: 81 J: 191.88335986658515\n",
      "iter: 82 J: 188.97834784227834\n",
      "iter: 83 J: 186.13197558341136\n",
      "iter: 84 J: 183.34304475932723\n",
      "iter: 85 J: 180.6103820528862\n",
      "iter: 86 J: 177.93283861954856\n",
      "iter: 87 J: 175.30928955881555\n",
      "iter: 88 J: 172.73863339772353\n",
      "iter: 89 J: 170.21979158609517\n",
      "iter: 90 J: 167.75170800325884\n",
      "iter: 91 J: 165.3333484759553\n",
      "iter: 92 J: 162.96370030715872\n",
      "iter: 93 J: 160.6417718155459\n",
      "iter: 94 J: 158.36659188535486\n",
      "iter: 95 J: 156.1372095263807\n",
      "iter: 96 J: 153.9526934438635\n",
      "iter: 97 J: 151.81213161802964\n",
      "iter: 98 J: 149.7146308930538\n",
      "iter: 99 J: 147.65931657521526\n",
      "iter: 100 J: 145.645332040028\n",
      "iter: 101 J: 143.67183834813048\n",
      "iter: 102 J: 141.73801386972517\n",
      "iter: 103 J: 139.8430539173646\n",
      "iter: 104 J: 137.9861703868862\n",
      "iter: 105 J: 136.16659140630125\n",
      "iter: 106 J: 134.3835609924516\n",
      "iter: 107 J: 132.63633871524914\n",
      "iter: 108 J: 130.9241993693203\n",
      "iter: 109 J: 129.24643265288148\n",
      "iter: 110 J: 127.60234285367538\n",
      "iter: 111 J: 125.99124854180316\n",
      "iter: 112 J: 124.41248226929152\n",
      "iter: 113 J: 122.86539027623739\n",
      "iter: 114 J: 121.34933220337741\n",
      "iter: 115 J: 119.86368081093308\n",
      "iter: 116 J: 118.40782170358577\n",
      "iter: 117 J: 116.9811530614406\n",
      "iter: 118 J: 115.58308537683993\n",
      "iter: 119 J: 114.21304119689282\n",
      "iter: 120 J: 112.87045487158827\n",
      "iter: 121 J: 111.55477230736444\n",
      "iter: 122 J: 110.26545072600898\n",
      "iter: 123 J: 109.00195842876809\n",
      "iter: 124 J: 107.76377456554638\n",
      "iter: 125 J: 106.55038890908074\n",
      "iter: 126 J: 105.36130163397557\n",
      "iter: 127 J: 104.19602310048886\n",
      "iter: 128 J: 103.05407364296188\n",
      "iter: 129 J: 101.93498336278695\n",
      "iter: 130 J: 100.8382919258114\n",
      "iter: 131 J: 99.76354836407735\n",
      "iter: 132 J: 98.71031088179988\n",
      "iter: 133 J: 97.67814666548892\n",
      "iter: 134 J: 96.66663169812087\n",
      "iter: 135 J: 95.67535057727066\n",
      "iter: 136 J: 94.70389633711481\n",
      "iter: 137 J: 93.7518702742192\n",
      "iter: 138 J: 92.81888177702808\n",
      "iter: 139 J: 91.90454815897101\n",
      "iter: 140 J: 91.0084944951079\n",
      "iter: 141 J: 90.130353462234\n",
      "iter: 142 J: 89.26976518236752\n",
      "iter: 143 J: 88.42637706954602\n",
      "iter: 144 J: 87.59984367985778\n",
      "iter: 145 J: 86.78982656463741\n",
      "iter: 146 J: 85.99599412675593\n",
      "iter: 147 J: 85.21802147993724\n",
      "iter: 148 J: 84.45559031103465\n",
      "iter: 149 J: 83.70838874520298\n",
      "iter: 150 J: 82.97611121390214\n",
      "iter: 151 J: 82.2584583256712\n",
      "iter: 152 J: 81.55513673961198\n",
      "iter: 153 J: 80.86585904152314\n",
      "iter: 154 J: 80.19034362262752\n",
      "iter: 155 J: 79.52831456083598\n",
      "iter: 156 J: 78.87950150449282\n",
      "iter: 157 J: 78.24363955854916\n",
      "iter: 158 J: 77.62046917311159\n",
      "iter: 159 J: 77.00973603431477\n",
      "iter: 160 J: 76.41119095746784\n",
      "iter: 161 J: 75.82458978242552\n",
      "iter: 162 J: 75.24969327113638\n",
      "iter: 163 J: 74.68626700732077\n",
      "iter: 164 J: 74.13408129823327\n",
      "iter: 165 J: 73.59291107846471\n",
      "iter: 166 J: 73.06253581573999\n",
      "iter: 167 J: 72.542739418669\n",
      "iter: 168 J: 72.033310146409\n",
      "iter: 169 J: 71.53404052019725\n",
      "iter: 170 J: 71.04472723671479\n",
      "iter: 171 J: 70.56517108324117\n",
      "iter: 172 J: 70.09517685456312\n",
      "iter: 173 J: 69.63455327159913\n",
      "iter: 174 J: 69.18311290170377\n",
      "iter: 175 J: 68.740672080616\n",
      "iter: 176 J: 68.30705083601678\n",
      "iter: 177 J: 67.88207281266158\n",
      "iter: 178 J: 67.4655651990547\n",
      "iter: 179 J: 67.05735865563278\n",
      "iter: 180 J: 66.65728724442558\n",
      "iter: 181 J: 66.26518836016271\n",
      "iter: 182 J: 65.88090266279612\n",
      "iter: 183 J: 65.5042740114083\n",
      "iter: 184 J: 65.13514939947711\n",
      "iter: 185 J: 64.7733788914686\n",
      "iter: 186 J: 64.41881556073022\n",
      "iter: 187 J: 64.07131542865675\n",
      "iter: 188 J: 63.730737405102396\n",
      "iter: 189 J: 63.39694323001319\n",
      "iter: 190 J: 63.06979741625371\n",
      "iter: 191 J: 62.749167193603355\n",
      "iter: 192 J: 62.43492245389786\n",
      "iter: 193 J: 62.12693569729185\n",
      "iter: 194 J: 61.825081979619085\n",
      "iter: 195 J: 61.529238860827945\n",
      "iter: 196 J: 61.23928635446885\n",
      "iter: 197 J: 60.95510687821277\n",
      "iter: 198 J: 60.676585205378316\n",
      "iter: 199 J: 60.40360841744754\n",
      "iter: 200 J: 60.136065857548815\n",
      "iter: 201 J: 59.87384908488747\n",
      "iter: 202 J: 59.61685183010417\n",
      "iter: 203 J: 59.36496995154191\n",
      "iter: 204 J: 59.11810139240285\n",
      "iter: 205 J: 58.8761461387764\n",
      "iter: 206 J: 58.63900617852059\n",
      "iter: 207 J: 58.40658546097912\n",
      "iter: 208 J: 58.17878985751694\n",
      "iter: 209 J: 57.955527122856914\n",
      "iter: 210 J: 57.73670685720196\n",
      "iter: 211 J: 57.52224046912537\n",
      "iter: 212 J: 57.3120411392144\n",
      "iter: 213 J: 57.10602378445114\n",
      "iter: 214 J: 56.90410502331532\n",
      "iter: 215 J: 56.70620314159485\n",
      "iter: 216 J: 56.5122380588888\n",
      "iter: 217 J: 56.322131295788864\n",
      "iter: 218 J: 56.13580594172575\n",
      "iter: 219 J: 55.95318662346608\n",
      "iter: 220 J: 55.77419947424712\n",
      "iter: 221 J: 55.598772103535815\n",
      "iter: 222 J: 55.42683356739968\n",
      "iter: 223 J: 55.258314339476556\n",
      "iter: 224 J: 55.09314628253148\n",
      "iter: 225 J: 54.93126262058832\n",
      "iter: 226 J: 54.77259791162425\n",
      "iter: 227 J: 54.61708802081619\n",
      "iter: 228 J: 54.46467009432714\n",
      "iter: 229 J: 54.31528253362198\n",
      "iter: 230 J: 54.16886497030155\n",
      "iter: 231 J: 54.02535824144458\n",
      "iter: 232 J: 53.88470436544725\n",
      "iter: 233 J: 53.746846518349685\n",
      "iter: 234 J: 53.61172901064026\n",
      "iter: 235 J: 53.4792972645272\n",
      "iter: 236 J: 53.349497791668476\n",
      "iter: 237 J: 53.22227817135042\n",
      "iter: 238 J: 53.09758702910594\n",
      "iter: 239 J: 52.97537401576341\n",
      "iter: 240 J: 52.85558978691771\n",
      "iter: 241 J: 52.73818598281421\n",
      "iter: 242 J: 52.62311520863801\n",
      "iter: 243 J: 52.5103310151998\n",
      "iter: 244 J: 52.39978788001029\n",
      "iter: 245 J: 52.29144118873542\n",
      "iter: 246 J: 52.18524721702472\n",
      "iter: 247 J: 52.0811631127049\n",
      "iter: 248 J: 51.97914687833172\n",
      "iter: 249 J: 51.87915735409228\n",
      "iter: 250 J: 51.78115420105146\n",
      "iter: 251 J: 51.68509788473454\n",
      "iter: 252 J: 51.59094965904007\n",
      "iter: 253 J: 51.498671550475734\n",
      "iter: 254 J: 51.408226342710925\n",
      "iter: 255 J: 51.31957756143947\n",
      "iter: 256 J: 51.23268945954644\n",
      "iter: 257 J: 51.14752700257266\n",
      "iter: 258 J: 51.06405585447096\n",
      "iter: 259 J: 50.98224236364845\n",
      "iter: 260 J: 50.902053549288766\n",
      "iter: 261 J: 50.8234570879488\n",
      "iter: 262 J: 50.74642130042424\n",
      "iter: 263 J: 50.67091513887871\n",
      "iter: 264 J: 50.596908174231\n",
      "iter: 265 J: 50.524370583795005\n",
      "iter: 266 J: 50.453273139167884\n",
      "iter: 267 J: 50.38358719436071\n",
      "iter: 268 J: 50.315284674167124\n",
      "iter: 269 J: 50.24833806276518\n",
      "iter: 270 J: 50.18272039254756\n",
      "iter: 271 J: 50.11840523317554\n",
      "iter: 272 J: 50.05536668085235\n",
      "iter: 273 J: 49.99357934781136\n",
      "iter: 274 J: 49.933018352014855\n",
      "iter: 275 J: 49.873659307059086\n",
      "iter: 276 J: 49.81547831228147\n",
      "iter: 277 J: 49.75845194306588\n",
      "iter: 278 J: 49.702557241342085\n",
      "iter: 279 J: 49.64777170627529\n",
      "iter: 280 J: 49.59407328514211\n",
      "iter: 281 J: 49.54144036438902\n",
      "iter: 282 J: 49.48985176087004\n",
      "iter: 283 J: 49.4392867132594\n",
      "iter: 284 J: 49.38972487363625\n",
      "iter: 285 J: 49.3411462992376\n",
      "iter: 286 J: 49.29353144437643\n",
      "iter: 287 J: 49.24686115252117\n",
      "iter: 288 J: 49.20111664853383\n",
      "iter: 289 J: 49.15627953106325\n",
      "iter: 290 J: 49.11233176509048\n",
      "iter: 291 J: 49.0692556746232\n",
      "iter: 292 J: 49.02703393553623\n",
      "iter: 293 J: 48.985649568555154\n",
      "iter: 294 J: 48.94508593238016\n",
      "iter: 295 J: 48.90532671694738\n",
      "iter: 296 J: 48.866355936824924\n",
      "iter: 297 J: 48.82815792474076\n",
      "iter: 298 J: 48.790717325240095\n",
      "iter: 299 J: 48.75401908846938\n",
      "iter: 300 J: 48.71804846408453\n",
      "iter: 301 J: 48.68279099528092\n",
      "iter: 302 J: 48.6482325129425\n",
      "iter: 303 J: 48.614359129907946\n",
      "iter: 304 J: 48.581157235351164\n",
      "iter: 305 J: 48.54861348927423\n",
      "iter: 306 J: 48.516714817110106\n",
      "iter: 307 J: 48.4854484044333\n",
      "iter: 308 J: 48.45480169177605\n",
      "iter: 309 J: 48.424762369548034\n",
      "iter: 310 J: 48.39531837305755\n",
      "iter: 311 J: 48.36645787763204\n",
      "iter: 312 J: 48.33816929383601\n",
      "iter: 313 J: 48.310441262784565\n",
      "iter: 314 J: 48.283262651550196\n",
      "iter: 315 J: 48.256622548661554\n",
      "iter: 316 J: 48.230510259691826\n",
      "iter: 317 J: 48.20491530293532\n",
      "iter: 318 J: 48.17982740517021\n",
      "iter: 319 J: 48.15523649750587\n",
      "iter: 320 J: 48.131132711313064\n",
      "iter: 321 J: 48.10750637423546\n",
      "iter: 322 J: 48.08434800628039\n",
      "iter: 323 J: 48.06164831598807\n",
      "iter: 324 J: 48.039398196676714\n",
      "iter: 325 J: 48.017588722763065\n",
      "iter: 326 J: 47.99621114615595\n",
      "iter: 327 J: 47.97525689272187\n",
      "iter: 328 J: 47.954717558821244\n",
      "iter: 329 J: 47.93458490791339\n",
      "iter: 330 J: 47.91485086722962\n",
      "iter: 331 J: 47.89550752451237\n",
      "iter: 332 J: 47.87654712481949\n",
      "iter: 333 J: 47.85796206739224\n",
      "iter: 334 J: 47.83974490258571\n",
      "iter: 335 J: 47.821888328860446\n",
      "iter: 336 J: 47.80438518983412\n",
      "iter: 337 J: 47.78722847139187\n",
      "iter: 338 J: 47.77041129885434\n",
      "iter: 339 J: 47.75392693420212\n",
      "iter: 340 J: 47.737768773355505\n",
      "iter: 341 J: 47.72193034350859\n",
      "iter: 342 J: 47.706405300516295\n",
      "iter: 343 J: 47.69118742633372\n",
      "iter: 344 J: 47.676270626506266\n",
      "iter: 345 J: 47.66164892771001\n",
      "iter: 346 J: 47.64731647534106\n",
      "iter: 347 J: 47.6332675311527\n",
      "iter: 348 J: 47.61949647094\n",
      "iter: 349 J: 47.605997782270336\n",
      "iter: 350 J: 47.592766062259116\n",
      "iter: 351 J: 47.57979601538993\n",
      "iter: 352 J: 47.5670824513781\n",
      "iter: 353 J: 47.55462028307676\n",
      "iter: 354 J: 47.54240452442467\n",
      "iter: 355 J: 47.53043028843497\n",
      "iter: 356 J: 47.5186927852239\n",
      "iter: 357 J: 47.50718732007887\n",
      "iter: 358 J: 47.49590929156503\n",
      "iter: 359 J: 47.484854189669385\n",
      "iter: 360 J: 47.47401759398219\n",
      "iter: 361 J: 47.46339517191424\n",
      "iter: 362 J: 47.45298267694992\n",
      "iter: 363 J: 47.44277594693488\n",
      "iter: 364 J: 47.43277090239785\n",
      "iter: 365 J: 47.42296354490608\n",
      "iter: 366 J: 47.41334995545312\n",
      "iter: 367 J: 47.40392629287915\n",
      "iter: 368 J: 47.39468879232239\n",
      "iter: 369 J: 47.38563376370174\n",
      "iter: 370 J: 47.37675759022921\n",
      "iter: 371 J: 47.368056726952275\n",
      "iter: 372 J: 47.35952769932518\n",
      "iter: 373 J: 47.35116710180863\n",
      "iter: 374 J: 47.34297159649741\n",
      "iter: 375 J: 47.33493791177537\n",
      "iter: 376 J: 47.327062840997066\n",
      "iter: 377 J: 47.31934324119581\n",
      "iter: 378 J: 47.311776031817274\n",
      "iter: 379 J: 47.304358193478464\n",
      "iter: 380 J: 47.2970867667513\n",
      "iter: 381 J: 47.28995885097036\n",
      "iter: 382 J: 47.2829716030646\n",
      "iter: 383 J: 47.27612223641201\n",
      "iter: 384 J: 47.2694080197173\n",
      "iter: 385 J: 47.26282627591183\n",
      "iter: 386 J: 47.25637438107546\n",
      "iter: 387 J: 47.25004976337987\n",
      "iter: 388 J: 47.24384990205289\n",
      "iter: 389 J: 47.23777232636342\n",
      "iter: 390 J: 47.23181461462665\n",
      "iter: 391 J: 47.22597439322896\n",
      "iter: 392 J: 47.220249335672285\n",
      "iter: 393 J: 47.21463716163755\n",
      "iter: 394 J: 47.20913563606662\n",
      "iter: 395 J: 47.203742568262584\n",
      "iter: 396 J: 47.19845581100804\n",
      "iter: 397 J: 47.19327325970072\n",
      "iter: 398 J: 47.188192851506514\n",
      "iter: 399 J: 47.18321256452918\n",
      "iter: 400 J: 47.17833041699677\n",
      "iter: 401 J: 47.173544466463994\n",
      "iter: 402 J: 47.16885280903074\n",
      "iter: 403 J: 47.16425357857587\n",
      "iter: 404 J: 47.15974494600646\n",
      "iter: 405 J: 47.15532511852191\n",
      "iter: 406 J: 47.15099233889261\n",
      "iter: 407 J: 47.14674488475317\n",
      "iter: 408 J: 47.14258106790944\n",
      "iter: 409 J: 47.13849923365957\n",
      "iter: 410 J: 47.13449776012839\n",
      "iter: 411 J: 47.130575057615125\n",
      "iter: 412 J: 47.1267295679541\n",
      "iter: 413 J: 47.12295976388804\n",
      "iter: 414 J: 47.11926414845403\n",
      "iter: 415 J: 47.11564125438153\n",
      "iter: 416 J: 47.11208964350242\n",
      "iter: 417 J: 47.10860790617279\n",
      "iter: 418 J: 47.10519466070624\n",
      "iter: 419 J: 47.10184855281835\n",
      "iter: 420 J: 47.09856825508243\n",
      "iter: 421 J: 47.095352466395795\n",
      "iter: 422 J: 47.09219991145688\n",
      "iter: 423 J: 47.08910934025273\n",
      "iter: 424 J: 47.08607952755654\n",
      "iter: 425 J: 47.08310927243534\n",
      "iter: 426 J: 47.08019739776739\n",
      "iter: 427 J: 47.07734274976925\n",
      "iter: 428 J: 47.074544197532155\n",
      "iter: 429 J: 47.071800632567644\n",
      "iter: 430 J: 47.06911096836231\n",
      "iter: 431 J: 47.066474139941256\n",
      "iter: 432 J: 47.06388910344038\n",
      "iter: 433 J: 47.061354835687034\n",
      "iter: 434 J: 47.05887033378913\n",
      "iter: 435 J: 47.05643461473234\n",
      "iter: 436 J: 47.054046714985354\n",
      "iter: 437 J: 47.05170569011295\n",
      "iter: 438 J: 47.04941061439682\n",
      "iter: 439 J: 47.04716058046379\n",
      "iter: 440 J: 47.044954698921664\n",
      "iter: 441 J: 47.04279209800211\n",
      "iter: 442 J: 47.04067192321064\n",
      "iter: 443 J: 47.038593336983794\n",
      "iter: 444 J: 47.03655551835282\n",
      "iter: 445 J: 47.03455766261427\n",
      "iter: 446 J: 47.03259898100699\n",
      "iter: 447 J: 47.03067870039569\n",
      "iter: 448 J: 47.02879606296067\n",
      "iter: 449 J: 47.02695032589374\n",
      "iter: 450 J: 47.025140761100296\n",
      "iter: 451 J: 47.023366654907115\n",
      "iter: 452 J: 47.02162730777618\n",
      "iter: 453 J: 47.019922034024\n",
      "iter: 454 J: 47.01825016154666\n",
      "iter: 455 J: 47.01661103155025\n",
      "iter: 456 J: 47.015003998286645\n",
      "iter: 457 J: 47.01342842879466\n",
      "iter: 458 J: 47.01188370264613\n",
      "iter: 459 J: 47.01036921169724\n",
      "iter: 460 J: 47.00888435984475\n",
      "iter: 461 J: 47.007428562786934\n",
      "iter: 462 J: 47.00600124778946\n",
      "iter: 463 J: 47.00460185345583\n",
      "iter: 464 J: 47.003229829502345\n",
      "iter: 465 J: 47.00188463653757\n",
      "iter: 466 J: 47.00056574584629\n",
      "iter: 467 J: 46.99927263917756\n",
      "iter: 468 J: 46.99800480853717\n",
      "iter: 469 J: 46.99676175598402\n",
      "iter: 470 J: 46.99554299343075\n",
      "iter: 471 J: 46.99434804244825\n",
      "iter: 472 J: 46.99317643407395\n",
      "iter: 473 J: 46.992027708624114\n",
      "iter: 474 J: 46.99090141550969\n",
      "iter: 475 J: 46.989797113055936\n",
      "iter: 476 J: 46.98871436832557\n",
      "iter: 477 J: 46.987652756945444\n",
      "iter: 478 J: 46.986611862936684\n",
      "iter: 479 J: 46.98559127854818\n",
      "iter: 480 J: 46.98459060409336\n",
      "iter: 481 J: 46.98360944779033\n",
      "iter: 482 J: 46.98264742560499\n",
      "iter: 483 J: 46.981704161097426\n",
      "iter: 484 J: 46.98077928527133\n",
      "iter: 485 J: 46.97987243642636\n",
      "iter: 486 J: 46.9789832600134\n",
      "iter: 487 J: 46.978111408492836\n",
      "iter: 488 J: 46.977256541195565\n",
      "iter: 489 J: 46.97641832418668\n",
      "iter: 490 J: 46.97559643013205\n",
      "iter: 491 J: 46.97479053816735\n",
      "iter: 492 J: 46.974000333769844\n",
      "iter: 493 J: 46.973225508632666\n",
      "iter: 494 J: 46.97246576054156\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter: 495 J: 46.97172079325411\n",
      "iter: 496 J: 46.970990316381375\n",
      "iter: 497 J: 46.97027404527183\n",
      "iter: 498 J: 46.969571700897646\n",
      "iter: 499 J: 46.96888300974326\n",
      "iter: 500 J: 46.96820770369605\n",
      "iter: 501 J: 46.967545519939335\n",
      "iter: 502 J: 46.9668962008473\n",
      "iter: 503 J: 46.96625949388228\n",
      "iter: 504 J: 46.96563515149376\n",
      "iter: 505 J: 46.96502293101967\n",
      "iter: 506 J: 46.96442259458947\n",
      "iter: 507 J: 46.9638339090292\n",
      "iter: 508 J: 46.96325664576844\n",
      "iter: 509 J: 46.96269058074907\n",
      "iter: 510 J: 46.962135494335904\n",
      "iter: 511 J: 46.96159117122907\n",
      "iter: 512 J: 46.96105740037807\n",
      "iter: 513 J: 46.96053397489765\n",
      "iter: 514 J: 46.96002069198528\n",
      "iter: 515 J: 46.95951735284027\n",
      "iter: 516 J: 46.95902376258451\n",
      "iter: 517 J: 46.95853973018479\n",
      "iter: 518 J: 46.95806506837661\n",
      "iter: 519 J: 46.95759959358961\n",
      "iter: 520 J: 46.957143125874346\n",
      "iter: 521 J: 46.956695488830626\n",
      "iter: 522 J: 46.956256509537155\n",
      "iter: 523 J: 46.95582601848281\n",
      "iter: 524 J: 46.955403849498914\n",
      "iter: 525 J: 46.95498983969321\n",
      "iter: 526 J: 46.95458382938494\n",
      "iter: 527 J: 46.95418566204123\n",
      "iter: 528 J: 46.95379518421487\n",
      "iter: 529 J: 46.953412245483115\n",
      "iter: 530 J: 46.95303669838789\n",
      "iter: 531 J: 46.95266839837712\n",
      "iter: 532 J: 46.952307203747125\n",
      "iter: 533 J: 46.95195297558638\n",
      "iter: 534 J: 46.95160557772012\n",
      "iter: 535 J: 46.951264876656275\n",
      "iter: 536 J: 46.950930741532346\n",
      "iter: 537 J: 46.95060304406336\n",
      "iter: 538 J: 46.950281658490916\n",
      "iter: 539 J: 46.94996646153315\n",
      "iter: 540 J: 46.949657332335754\n",
      "iter: 541 J: 46.94935415242396\n",
      "iter: 542 J: 46.94905680565545\n",
      "iter: 543 J: 46.948765178174234\n",
      "iter: 544 J: 46.948479158365416\n",
      "iter: 545 J: 46.948198636810865\n",
      "iter: 546 J: 46.9479235062458\n",
      "iter: 547 J: 46.947653661516135\n",
      "iter: 548 J: 46.94738899953681\n",
      "iter: 549 J: 46.94712941925082\n",
      "iter: 550 J: 46.94687482158917\n",
      "iter: 551 J: 46.94662510943152\n",
      "iter: 552 J: 46.9463801875677\n",
      "iter: 553 J: 46.946139962659885\n",
      "iter: 554 J: 46.94590434320563\n",
      "iter: 555 J: 46.94567323950161\n",
      "iter: 556 J: 46.94544656360797\n",
      "iter: 557 J: 46.9452242293136\n",
      "iter: 558 J: 46.94500615210182\n",
      "iter: 559 J: 46.944792249116986\n",
      "iter: 560 J: 46.944582439131686\n",
      "iter: 561 J: 46.94437664251447\n",
      "iter: 562 J: 46.94417478119843\n",
      "iter: 563 J: 46.94397677865019\n",
      "iter: 564 J: 46.943782559839654\n",
      "iter: 565 J: 46.94359205121031\n",
      "iter: 566 J: 46.943405180650124\n",
      "iter: 567 J: 46.943221877462996\n",
      "iter: 568 J: 46.943042072340795\n",
      "iter: 569 J: 46.94286569733593\n",
      "iter: 570 J: 46.94269268583455\n",
      "iter: 571 J: 46.9425229725301\n",
      "iter: 572 J: 46.942356493397625\n",
      "iter: 573 J: 46.942193185668344\n",
      "iter: 574 J: 46.942032987804936\n",
      "iter: 575 J: 46.941875839477234\n",
      "iter: 576 J: 46.94172168153834\n",
      "iter: 577 J: 46.94157045600129\n",
      "iter: 578 J: 46.94142210601617\n",
      "iter: 579 J: 46.94127657584768\n",
      "iter: 580 J: 46.941133810853124\n",
      "iter: 581 J: 46.94099375746086\n",
      "iter: 582 J: 46.94085636314915\n",
      "iter: 583 J: 46.940721576425474\n",
      "iter: 584 J: 46.94058934680619\n",
      "iter: 585 J: 46.940459624796674\n",
      "iter: 586 J: 46.940332361871754\n",
      "iter: 587 J: 46.940207510456666\n",
      "iter: 588 J: 46.94008502390824\n",
      "iter: 589 J: 46.93996485649656\n",
      "iter: 590 J: 46.93984696338696\n",
      "iter: 591 J: 46.93973130062237\n",
      "iter: 592 J: 46.93961782510598\n",
      "iter: 593 J: 46.939506494584336\n",
      "iter: 594 J: 46.939397267630696\n",
      "iter: 595 J: 46.93929010362868\n",
      "iter: 596 J: 46.93918496275639\n",
      "iter: 597 J: 46.93908180597072\n",
      "iter: 598 J: 46.93898059499194\n",
      "iter: 599 J: 46.93888129228878\n",
      "iter: 600 J: 46.93878386106357\n",
      "iter: 601 J: 46.93868826523785\n",
      "iter: 602 J: 46.93859446943819\n",
      "iter: 603 J: 46.938502438982304\n",
      "iter: 604 J: 46.938412139865434\n",
      "iter: 605 J: 46.938323538747\n",
      "iter: 606 J: 46.938236602937536\n",
      "iter: 607 J: 46.93815130038587\n",
      "iter: 608 J: 46.938067599666525\n",
      "iter: 609 J: 46.93798546996747\n",
      "iter: 610 J: 46.93790488107798\n",
      "iter: 611 J: 46.9378258033768\n",
      "iter: 612 J: 46.93774820782063\n",
      "iter: 613 J: 46.93767206593263\n",
      "iter: 614 J: 46.937597349791375\n",
      "iter: 615 J: 46.93752403201985\n",
      "iter: 616 J: 46.93745208577482\n",
      "iter: 617 J: 46.93738148473626\n",
      "iter: 618 J: 46.9373122030971\n",
      "iter: 619 J: 46.93724421555314\n",
      "iter: 620 J: 46.937177497293156\n",
      "iter: 621 J: 46.937112023989165\n",
      "iter: 622 J: 46.93704777178701\n",
      "iter: 623 J: 46.93698471729696\n",
      "iter: 624 J: 46.93692283758465\n",
      "iter: 625 J: 46.936862110162075\n",
      "iter: 626 J: 46.93680251297889\n",
      "iter: 627 J: 46.9367440244137\n",
      "iter: 628 J: 46.93668662326574\n",
      "iter: 629 J: 46.936630288746585\n",
      "iter: 630 J: 46.93657500047197\n",
      "iter: 631 J: 46.93652073845399\n",
      "iter: 632 J: 46.93646748309319\n",
      "iter: 633 J: 46.93641521517104\n",
      "iter: 634 J: 46.936363915842364\n",
      "iter: 635 J: 46.9363135666281\n",
      "iter: 636 J: 46.93626414940798\n",
      "iter: 637 J: 46.93621564641372\n",
      "iter: 638 J: 46.93616804022183\n",
      "iter: 639 J: 46.93612131374704\n",
      "iter: 640 J: 46.93607545023564\n",
      "iter: 641 J: 46.936030433258914\n",
      "iter: 642 J: 46.93598624670683\n",
      "iter: 643 J: 46.93594287478172\n",
      "iter: 644 J: 46.93590030199222\n",
      "iter: 645 J: 46.93585851314724\n",
      "iter: 646 J: 46.93581749335007\n",
      "iter: 647 J: 46.93577722799261\n",
      "iter: 648 J: 46.93573770274974\n",
      "iter: 649 J: 46.93569890357373\n",
      "iter: 650 J: 46.93566081668885\n",
      "iter: 651 J: 46.93562342858603\n",
      "iter: 652 J: 46.935586726017576\n",
      "iter: 653 J: 46.93555069599218\n",
      "iter: 654 J: 46.93551532576974\n",
      "iter: 655 J: 46.9354806028566\n",
      "iter: 656 J: 46.93544651500057\n",
      "iter: 657 J: 46.93541305018638\n",
      "iter: 658 J: 46.93538019663082\n",
      "iter: 659 J: 46.93534794277841\n",
      "iter: 660 J: 46.935316277296835\n",
      "iter: 661 J: 46.935285189072566\n",
      "iter: 662 J: 46.935254667206664\n",
      "iter: 663 J: 46.935224701010476\n",
      "iter: 664 J: 46.93519528000162\n",
      "iter: 665 J: 46.935166393899905\n",
      "iter: 666 J: 46.93513803262338\n",
      "iter: 667 J: 46.935110186284454\n",
      "iter: 668 J: 46.93508284518613\n",
      "iter: 669 J: 46.93505599981824\n",
      "iter: 670 J: 46.935029640853834\n",
      "iter: 671 J: 46.935003759145545\n",
      "iter: 672 J: 46.93497834572218\n",
      "iter: 673 J: 46.93495339178515\n",
      "iter: 674 J: 46.934928888705215\n",
      "iter: 675 J: 46.93490482801912\n",
      "iter: 676 J: 46.93488120142638\n",
      "iter: 677 J: 46.934858000786036\n",
      "iter: 678 J: 46.93483521811368\n",
      "iter: 679 J: 46.93481284557826\n",
      "iter: 680 J: 46.93479087549919\n",
      "iter: 681 J: 46.93476930034331\n",
      "iter: 682 J: 46.93474811272214\n",
      "iter: 683 J: 46.93472730538899\n",
      "iter: 684 J: 46.93470687123616\n",
      "iter: 685 J: 46.934686803292315\n",
      "iter: 686 J: 46.93466709471977\n",
      "iter: 687 J: 46.93464773881191\n",
      "iter: 688 J: 46.93462872899061\n",
      "iter: 689 J: 46.9346100588038\n",
      "iter: 690 J: 46.93459172192291\n",
      "iter: 691 J: 46.93457371214057\n",
      "iter: 692 J: 46.934556023368174\n",
      "iter: 693 J: 46.9345386496336\n",
      "iter: 694 J: 46.93452158507896\n",
      "iter: 695 J: 46.934504823958356\n",
      "iter: 696 J: 46.934488360635676\n",
      "iter: 697 J: 46.934472189582536\n",
      "iter: 698 J: 46.934456305376095\n",
      "iter: 699 J: 46.934440702697096\n",
      "iter: 700 J: 46.93442537632779\n",
      "iter: 701 J: 46.93441032114993\n",
      "iter: 702 J: 46.934395532142986\n",
      "iter: 703 J: 46.934381004382075\n",
      "iter: 704 J: 46.9343667330362\n",
      "iter: 705 J: 46.9343527133664\n",
      "iter: 706 J: 46.93433894072403\n",
      "iter: 707 J: 46.93432541054886\n",
      "iter: 708 J: 46.9343121183675\n",
      "iter: 709 J: 46.934299059791684\n",
      "iter: 710 J: 46.93428623051655\n",
      "iter: 711 J: 46.93427362631912\n",
      "iter: 712 J: 46.934261243056646\n",
      "iter: 713 J: 46.9342490766651\n",
      "iter: 714 J: 46.934237123157594\n",
      "iter: 715 J: 46.93422537862294\n",
      "iter: 716 J: 46.934213839224164\n",
      "iter: 717 J: 46.93420250119708\n",
      "iter: 718 J: 46.93419136084882\n",
      "iter: 719 J: 46.93418041455658\n",
      "iter: 720 J: 46.93416965876612\n",
      "iter: 721 J: 46.93415908999054\n",
      "iter: 722 J: 46.93414870480896\n",
      "iter: 723 J: 46.934138499865185\n",
      "iter: 724 J: 46.93412847186656\n",
      "iter: 725 J: 46.934118617582605\n",
      "iter: 726 J: 46.93410893384395\n",
      "iter: 727 J: 46.93409941754108\n",
      "iter: 728 J: 46.93409006562318\n",
      "iter: 729 J: 46.934080875097045\n",
      "iter: 730 J: 46.9340718430259\n",
      "iter: 731 J: 46.9340629665284\n",
      "iter: 732 J: 46.93405424277749\n",
      "iter: 733 J: 46.93404566899936\n",
      "iter: 734 J: 46.93403724247246\n",
      "iter: 735 J: 46.9340289605265\n",
      "iter: 736 J: 46.93402082054137\n",
      "iter: 737 J: 46.934012819946304\n",
      "iter: 738 J: 46.934004956218836\n",
      "iter: 739 J: 46.933997226883896\n",
      "iter: 740 J: 46.933989629512894\n",
      "iter: 741 J: 46.93398216172286\n",
      "iter: 742 J: 46.93397482117552\n",
      "iter: 743 J: 46.93396760557646\n",
      "iter: 744 J: 46.9339605126743\n",
      "iter: 745 J: 46.93395354025978\n",
      "iter: 746 J: 46.9339466861651\n",
      "iter: 747 J: 46.93393994826299\n",
      "iter: 748 J: 46.93393332446601\n",
      "iter: 749 J: 46.93392681272573\n",
      "iter: 750 J: 46.93392041103204\n",
      "iter: 751 J: 46.933914117412364\n",
      "iter: 752 J: 46.93390792993095\n",
      "iter: 753 J: 46.93390184668823\n",
      "iter: 754 J: 46.93389586582\n",
      "iter: 755 J: 46.93388998549687\n",
      "iter: 756 J: 46.93388420392351\n",
      "iter: 757 J: 46.933878519338045\n",
      "iter: 758 J: 46.9338729300114\n",
      "iter: 759 J: 46.93386743424665\n",
      "iter: 760 J: 46.93386203037846\n",
      "iter: 761 J: 46.933856716772425\n",
      "iter: 762 J: 46.933851491824505\n",
      "iter: 763 J: 46.93384635396045\n",
      "iter: 764 J: 46.93384130163522\n",
      "iter: 765 J: 46.93383633333242\n",
      "iter: 766 J: 46.93383144756378\n",
      "iter: 767 J: 46.933826642868574\n",
      "iter: 768 J: 46.93382191781317\n",
      "iter: 769 J: 46.93381727099041\n",
      "iter: 770 J: 46.93381270101917\n",
      "iter: 771 J: 46.93380820654391\n",
      "iter: 772 J: 46.933803786234066\n",
      "iter: 773 J: 46.93379943878369\n",
      "iter: 774 J: 46.93379516291087\n",
      "iter: 775 J: 46.9337909573574\n",
      "iter: 776 J: 46.93378682088822\n",
      "iter: 777 J: 46.933782752291044\n",
      "iter: 778 J: 46.93377875037589\n",
      "iter: 779 J: 46.93377481397466\n",
      "iter: 780 J: 46.93377094194075\n",
      "iter: 781 J: 46.93376713314861\n",
      "iter: 782 J: 46.93376338649339\n",
      "iter: 783 J: 46.93375970089046\n",
      "iter: 784 J: 46.933756075275156\n",
      "iter: 785 J: 46.933752508602254\n",
      "iter: 786 J: 46.93374899984572\n",
      "iter: 787 J: 46.93374554799832\n",
      "iter: 788 J: 46.9337421520712\n",
      "iter: 789 J: 46.93373881109359\n",
      "iter: 790 J: 46.93373552411253\n",
      "iter: 791 J: 46.93373229019237\n",
      "iter: 792 J: 46.93372910841457\n",
      "iter: 793 J: 46.933725977877344\n",
      "iter: 794 J: 46.93372289769533\n",
      "iter: 795 J: 46.93371986699932\n",
      "iter: 796 J: 46.93371688493587\n",
      "iter: 797 J: 46.9337139506671\n",
      "iter: 798 J: 46.93371106337036\n",
      "iter: 799 J: 46.9337082222379\n",
      "iter: 800 J: 46.933705426476685\n",
      "iter: 801 J: 46.933702675308005\n",
      "iter: 802 J: 46.93369996796732\n",
      "iter: 803 J: 46.93369730370393\n",
      "iter: 804 J: 46.933694681780665\n",
      "iter: 805 J: 46.93369210147375\n",
      "iter: 806 J: 46.93368956207248\n",
      "iter: 807 J: 46.93368706287896\n",
      "iter: 808 J: 46.933684603207915\n",
      "iter: 809 J: 46.933682182386406\n",
      "iter: 810 J: 46.93367979975365\n",
      "iter: 811 J: 46.93367745466076\n",
      "iter: 812 J: 46.9336751464705\n",
      "iter: 813 J: 46.93367287455711\n",
      "iter: 814 J: 46.93367063830608\n",
      "iter: 815 J: 46.93366843711392\n",
      "iter: 816 J: 46.933666270387995\n",
      "iter: 817 J: 46.93366413754623\n",
      "iter: 818 J: 46.93366203801708\n",
      "iter: 819 J: 46.93365997123913\n",
      "iter: 820 J: 46.93365793666106\n",
      "iter: 821 J: 46.933655933741406\n",
      "iter: 822 J: 46.93365396194836\n",
      "iter: 823 J: 46.93365202075959\n",
      "iter: 824 J: 46.9336501096621\n",
      "iter: 825 J: 46.933648228152066\n",
      "iter: 826 J: 46.93364637573454\n",
      "iter: 827 J: 46.93364455192347\n",
      "iter: 828 J: 46.9336427562414\n",
      "iter: 829 J: 46.933640988219345\n",
      "iter: 830 J: 46.933639247396684\n",
      "iter: 831 J: 46.93363753332093\n",
      "iter: 832 J: 46.93363584554762\n",
      "iter: 833 J: 46.93363418364016\n",
      "iter: 834 J: 46.93363254716968\n",
      "iter: 835 J: 46.93363093571489\n",
      "iter: 836 J: 46.93362934886191\n",
      "iter: 837 J: 46.933627786204234\n",
      "iter: 838 J: 46.933626247342445\n",
      "iter: 839 J: 46.9336247318842\n",
      "iter: 840 J: 46.93362323944405\n",
      "iter: 841 J: 46.933621769643324\n",
      "iter: 842 J: 46.93362032211001\n",
      "iter: 843 J: 46.93361889647862\n",
      "iter: 844 J: 46.93361749239007\n",
      "iter: 845 J: 46.93361610949158\n",
      "iter: 846 J: 46.93361474743652\n",
      "iter: 847 J: 46.93361340588437\n",
      "iter: 848 J: 46.93361208450053\n",
      "iter: 849 J: 46.9336107829562\n",
      "iter: 850 J: 46.93360950092842\n",
      "iter: 851 J: 46.93360823809975\n",
      "iter: 852 J: 46.933606994158346\n",
      "iter: 853 J: 46.93360576879777\n",
      "iter: 854 J: 46.93360456171689\n",
      "iter: 855 J: 46.93360337261984\n",
      "iter: 856 J: 46.933602201215855\n",
      "iter: 857 J: 46.933601047219234\n",
      "iter: 858 J: 46.93359991034919\n",
      "iter: 859 J: 46.93359879032982\n",
      "iter: 860 J: 46.93359768688998\n",
      "iter: 861 J: 46.933596599763234\n",
      "iter: 862 J: 46.93359552868769\n",
      "iter: 863 J: 46.93359447340601\n",
      "iter: 864 J: 46.933593433665266\n",
      "iter: 865 J: 46.93359240921691\n",
      "iter: 866 J: 46.93359139981661\n",
      "iter: 867 J: 46.93359040522428\n",
      "iter: 868 J: 46.93358942520394\n",
      "iter: 869 J: 46.93358845952364\n",
      "iter: 870 J: 46.9335875079554\n",
      "iter: 871 J: 46.93358657027516\n",
      "iter: 872 J: 46.93358564626264\n",
      "iter: 873 J: 46.933584735701395\n",
      "iter: 874 J: 46.9335838383786\n",
      "iter: 875 J: 46.9335829540851\n",
      "iter: 876 J: 46.933582082615246\n",
      "iter: 877 J: 46.93358122376694\n",
      "iter: 878 J: 46.93358037734149\n",
      "iter: 879 J: 46.93357954314358\n",
      "iter: 880 J: 46.9335787209812\n",
      "iter: 881 J: 46.933577910665605\n",
      "iter: 882 J: 46.9335771120112\n",
      "iter: 883 J: 46.93357632483556\n",
      "iter: 884 J: 46.93357554895934\n",
      "iter: 885 J: 46.93357478420622\n",
      "iter: 886 J: 46.93357403040281\n",
      "iter: 887 J: 46.933573287378685\n",
      "iter: 888 J: 46.93357255496625\n",
      "iter: 889 J: 46.93357183300074\n",
      "iter: 890 J: 46.93357112132016\n",
      "iter: 891 J: 46.9335704197652\n",
      "iter: 892 J: 46.93356972817925\n",
      "iter: 893 J: 46.9335690464083\n",
      "iter: 894 J: 46.9335683743009\n",
      "iter: 895 J: 46.93356771170813\n",
      "iter: 896 J: 46.93356705848358\n",
      "iter: 897 J: 46.933566414483245\n",
      "iter: 898 J: 46.93356577956551\n",
      "iter: 899 J: 46.933565153591154\n",
      "iter: 900 J: 46.933564536423205\n",
      "iter: 901 J: 46.93356392792699\n",
      "iter: 902 J: 46.93356332797011\n",
      "iter: 903 J: 46.933562736422274\n",
      "iter: 904 J: 46.93356215315537\n",
      "iter: 905 J: 46.93356157804343\n",
      "iter: 906 J: 46.93356101096253\n",
      "iter: 907 J: 46.9335604517908\n",
      "iter: 908 J: 46.93355990040836\n",
      "iter: 909 J: 46.93355935669731\n",
      "iter: 910 J: 46.93355882054167\n",
      "iter: 911 J: 46.93355829182738\n",
      "iter: 912 J: 46.93355777044224\n",
      "iter: 913 J: 46.93355725627586\n",
      "iter: 914 J: 46.93355674921968\n",
      "iter: 915 J: 46.93355624916692\n",
      "iter: 916 J: 46.933555756012495\n",
      "iter: 917 J: 46.93355526965307\n",
      "iter: 918 J: 46.93355478998697\n",
      "iter: 919 J: 46.93355431691417\n",
      "iter: 920 J: 46.933553850336274\n",
      "iter: 921 J: 46.93355339015648\n",
      "iter: 922 J: 46.93355293627954\n",
      "iter: 923 J: 46.93355248861178\n",
      "iter: 924 J: 46.93355204706097\n",
      "iter: 925 J: 46.93355161153642\n",
      "iter: 926 J: 46.9335511819489\n",
      "iter: 927 J: 46.933550758210586\n",
      "iter: 928 J: 46.93355034023508\n",
      "iter: 929 J: 46.933549927937385\n",
      "iter: 930 J: 46.93354952123383\n",
      "iter: 931 J: 46.9335491200421\n",
      "iter: 932 J: 46.93354872428122\n",
      "iter: 933 J: 46.93354833387146\n",
      "iter: 934 J: 46.9335479487344\n",
      "iter: 935 J: 46.933547568792854\n",
      "iter: 936 J: 46.93354719397085\n",
      "iter: 937 J: 46.933546824193655\n",
      "iter: 938 J: 46.9335464593877\n",
      "iter: 939 J: 46.93354609948057\n",
      "iter: 940 J: 46.93354574440104\n",
      "iter: 941 J: 46.93354539407896\n",
      "iter: 942 J: 46.9335450484453\n",
      "iter: 943 J: 46.93354470743216\n",
      "iter: 944 J: 46.93354437097265\n",
      "iter: 945 J: 46.93354403900096\n",
      "iter: 946 J: 46.93354371145233\n",
      "iter: 947 J: 46.933543388263\n",
      "iter: 948 J: 46.93354306937018\n",
      "iter: 949 J: 46.93354275471212\n",
      "iter: 950 J: 46.933542444228\n",
      "iter: 951 J: 46.933542137857934\n",
      "iter: 952 J: 46.93354183554303\n",
      "iter: 953 J: 46.93354153722523\n",
      "iter: 954 J: 46.93354124284746\n",
      "iter: 955 J: 46.93354095235348\n",
      "iter: 956 J: 46.933540665687936\n",
      "iter: 957 J: 46.93354038279633\n",
      "iter: 958 J: 46.933540103625035\n",
      "iter: 959 J: 46.933539828121205\n",
      "iter: 960 J: 46.93353955623283\n",
      "iter: 961 J: 46.93353928790873\n",
      "iter: 962 J: 46.93353902309846\n",
      "iter: 963 J: 46.93353876175241\n",
      "iter: 964 J: 46.93353850382168\n",
      "iter: 965 J: 46.93353824925815\n",
      "iter: 966 J: 46.93353799801442\n",
      "iter: 967 J: 46.93353775004382\n",
      "iter: 968 J: 46.933537505300414\n",
      "iter: 969 J: 46.93353726373894\n",
      "iter: 970 J: 46.93353702531482\n",
      "iter: 971 J: 46.933536789984196\n",
      "iter: 972 J: 46.93353655770384\n",
      "iter: 973 J: 46.93353632843118\n",
      "iter: 974 J: 46.93353610212432\n",
      "iter: 975 J: 46.93353587874196\n",
      "iter: 976 J: 46.93353565824345\n",
      "iter: 977 J: 46.93353544058874\n",
      "iter: 978 J: 46.9335352257384\n",
      "iter: 979 J: 46.93353501365359\n",
      "iter: 980 J: 46.933534804296045\n",
      "iter: 981 J: 46.93353459762807\n",
      "iter: 982 J: 46.93353439361256\n",
      "iter: 983 J: 46.93353419221294\n",
      "iter: 984 J: 46.93353399339319\n",
      "iter: 985 J: 46.933533797117846\n",
      "iter: 986 J: 46.933533603351954\n",
      "iter: 987 J: 46.93353341206109\n",
      "iter: 988 J: 46.933533223211334\n",
      "iter: 989 J: 46.93353303676927\n",
      "iter: 990 J: 46.933532852702015\n",
      "iter: 991 J: 46.93353267097711\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter: 992 J: 46.93353249156261\n",
      "iter: 993 J: 46.933532314427076\n",
      "iter: 994 J: 46.933532139539466\n",
      "iter: 995 J: 46.933531966869246\n",
      "iter: 996 J: 46.933531796386326\n",
      "iter: 997 J: 46.93353162806101\n",
      "iter: 998 J: 46.933531461864135\n",
      "iter: 999 J: 46.93353129776686\n",
      "iter: 1000 J: 46.93353113574086\n",
      "iter: 1001 J: 46.93353097575813\n",
      "iter: 1002 J: 46.933530817791166\n",
      "iter: 1003 J: 46.93353066181282\n",
      "iter: 1004 J: 46.93353050779633\n",
      "iter: 1005 J: 46.93353035571535\n",
      "iter: 1006 J: 46.93353020554389\n",
      "iter: 1007 J: 46.93353005725639\n",
      "iter: 1008 J: 46.93352991082759\n",
      "iter: 1009 J: 46.93352976623265\n",
      "iter: 1010 J: 46.933529623447065\n",
      "iter: 1011 J: 46.9335294824467\n",
      "iter: 1012 J: 46.93352934320774\n",
      "iter: 1013 J: 46.93352920570675\n",
      "iter: 1014 J: 46.93352906992061\n",
      "iter: 1015 J: 46.93352893582653\n",
      "iter: 1016 J: 46.93352880340207\n",
      "iter: 1017 J: 46.933528672625094\n",
      "iter: 1018 J: 46.933528543473756\n",
      "iter: 1019 J: 46.9335284159266\n",
      "iter: 1020 J: 46.9335282899624\n",
      "iter: 1021 J: 46.93352816556026\n",
      "iter: 1022 J: 46.933528042699606\n",
      "iter: 1023 J: 46.933527921360124\n",
      "iter: 1024 J: 46.9335278015218\n",
      "iter: 1025 J: 46.933527683164904\n",
      "iter: 1026 J: 46.93352756626999\n",
      "iter: 1027 J: 46.93352745081787\n",
      "iter: 1028 J: 46.933527336789666\n",
      "iter: 1029 J: 46.93352722416672\n",
      "iter: 1030 J: 46.93352711293067\n",
      "iter: 1031 J: 46.93352700306342\n",
      "iter: 1032 J: 46.93352689454707\n",
      "iter: 1033 J: 46.933526787364045\n",
      "iter: 1034 J: 46.933526681496986\n",
      "iter: 1035 J: 46.93352657692877\n",
      "iter: 1036 J: 46.9335264736425\n",
      "iter: 1037 J: 46.93352637162157\n",
      "iter: 1038 J: 46.933526270849555\n",
      "iter: 1039 J: 46.93352617131028\n",
      "iter: 1040 J: 46.93352607298778\n",
      "iter: 1041 J: 46.933525975866345\n",
      "iter: 1042 J: 46.93352587993044\n",
      "iter: 1043 J: 46.9335257851648\n",
      "iter: 1044 J: 46.9335256915543\n",
      "iter: 1045 J: 46.933525599084106\n",
      "iter: 1046 J: 46.9335255077395\n",
      "iter: 1047 J: 46.933525417506075\n",
      "iter: 1048 J: 46.93352532836952\n",
      "iter: 1049 J: 46.93352524031577\n",
      "iter: 1050 J: 46.93352515333096\n",
      "iter: 1051 J: 46.933525067401405\n",
      "iter: 1052 J: 46.93352498251359\n",
      "iter: 1053 J: 46.93352489865423\n",
      "iter: 1054 J: 46.93352481581017\n",
      "iter: 1055 J: 46.93352473396849\n",
      "iter: 1056 J: 46.933524653116386\n",
      "iter: 1057 J: 46.93352457324128\n",
      "iter: 1058 J: 46.933524494330726\n",
      "iter: 1059 J: 46.93352441637249\n",
      "iter: 1060 J: 46.93352433935446\n",
      "iter: 1061 J: 46.93352426326473\n",
      "iter: 1062 J: 46.933524188091525\n",
      "iter: 1063 J: 46.93352411382323\n",
      "iter: 1064 J: 46.93352404044842\n",
      "iter: 1065 J: 46.9335239679558\n",
      "iter: 1066 J: 46.93352389633421\n",
      "iter: 1067 J: 46.93352382557269\n",
      "iter: 1068 J: 46.93352375566037\n",
      "iter: 1069 J: 46.93352368658656\n",
      "iter: 1070 J: 46.93352361834074\n",
      "iter: 1071 J: 46.93352355091247\n",
      "iter: 1072 J: 46.933523484291484\n",
      "iter: 1073 J: 46.93352341846766\n",
      "iter: 1074 J: 46.933523353430985\n",
      "iter: 1075 J: 46.93352328917162\n",
      "iter: 1076 J: 46.93352322567983\n",
      "iter: 1077 J: 46.933523162945995\n",
      "iter: 1078 J: 46.93352310096066\n",
      "iter: 1079 J: 46.93352303971447\n",
      "iter: 1080 J: 46.933522979198216\n",
      "iter: 1081 J: 46.93352291940278\n",
      "iter: 1082 J: 46.9335228603192\n",
      "iter: 1083 J: 46.93352280193861\n",
      "iter: 1084 J: 46.933522744252265\n",
      "iter: 1085 J: 46.93352268725154\n",
      "iter: 1086 J: 46.93352263092792\n",
      "iter: 1087 J: 46.93352257527302\n",
      "iter: 1088 J: 46.933522520278515\n",
      "iter: 1089 J: 46.933522465936264\n",
      "iter: 1090 J: 46.93352241223819\n",
      "iter: 1091 J: 46.9335223591763\n",
      "iter: 1092 J: 46.93352230674274\n",
      "iter: 1093 J: 46.93352225492979\n",
      "iter: 1094 J: 46.933522203729744\n",
      "iter: 1095 J: 46.933522153135065\n",
      "iter: 1096 J: 46.93352210313829\n",
      "iter: 1097 J: 46.933522053732084\n",
      "iter: 1098 J: 46.93352200490914\n",
      "iter: 1099 J: 46.933521956662325\n",
      "iter: 1100 J: 46.933521908984545\n",
      "iter: 1101 J: 46.93352186186883\n",
      "iter: 1102 J: 46.93352181530826\n",
      "iter: 1103 J: 46.93352176929606\n",
      "iter: 1104 J: 46.93352172382551\n",
      "iter: 1105 J: 46.93352167888996\n",
      "iter: 1106 J: 46.93352163448288\n",
      "iter: 1107 J: 46.93352159059782\n",
      "iter: 1108 J: 46.933521547228395\n",
      "iter: 1109 J: 46.93352150436832\n",
      "iter: 1110 J: 46.93352146201139\n",
      "iter: 1111 J: 46.93352142015146\n",
      "iter: 1112 J: 46.93352137878248\n",
      "iter: 1113 J: 46.933521337898476\n",
      "iter: 1114 J: 46.933521297493556\n",
      "iter: 1115 J: 46.9335212575619\n",
      "iter: 1116 J: 46.93352121809775\n",
      "iter: 1117 J: 46.93352117909544\n",
      "iter: 1118 J: 46.933521140549374\n",
      "iter: 1119 J: 46.93352110245401\n",
      "iter: 1120 J: 46.93352106480389\n",
      "iter: 1121 J: 46.933521027593635\n",
      "iter: 1122 J: 46.93352099081792\n",
      "iter: 1123 J: 46.93352095447148\n",
      "iter: 1124 J: 46.933520918549156\n",
      "iter: 1125 J: 46.933520883045794\n",
      "iter: 1126 J: 46.93352084795637\n",
      "iter: 1127 J: 46.933520813275884\n",
      "iter: 1128 J: 46.9335207789994\n",
      "iter: 1129 J: 46.93352074512205\n",
      "iter: 1130 J: 46.933520711639055\n",
      "iter: 1131 J: 46.93352067854565\n",
      "iter: 1132 J: 46.933520645837156\n",
      "iter: 1133 J: 46.93352061350895\n",
      "iter: 1134 J: 46.933520581556465\n",
      "iter: 1135 J: 46.93352054997519\n",
      "iter: 1136 J: 46.933520518760695\n",
      "iter: 1137 J: 46.93352048790857\n",
      "iter: 1138 J: 46.93352045741445\n",
      "iter: 1139 J: 46.93352042727409\n",
      "iter: 1140 J: 46.93352039748324\n",
      "iter: 1141 J: 46.93352036803772\n",
      "iter: 1142 J: 46.93352033893341\n",
      "iter: 1143 J: 46.93352031016624\n",
      "iter: 1144 J: 46.933520281732164\n",
      "iter: 1145 J: 46.93352025362723\n",
      "iter: 1146 J: 46.93352022584751\n",
      "iter: 1147 J: 46.93352019838911\n",
      "iter: 1148 J: 46.933520171248226\n",
      "iter: 1149 J: 46.933520144421074\n",
      "iter: 1150 J: 46.933520117903925\n",
      "iter: 1151 J: 46.93352009169309\n",
      "iter: 1152 J: 46.93352006578492\n",
      "iter: 1153 J: 46.93352004017583\n",
      "iter: 1154 J: 46.93352001486225\n",
      "iter: 1155 J: 46.93351998984072\n",
      "iter: 1156 J: 46.93351996510773\n",
      "iter: 1157 J: 46.933519940659885\n",
      "iter: 1158 J: 46.933519916493786\n",
      "iter: 1159 J: 46.933519892606135\n",
      "iter: 1160 J: 46.9335198689936\n",
      "iter: 1161 J: 46.933519845652945\n",
      "iter: 1162 J: 46.93351982258095\n",
      "iter: 1163 J: 46.93351979977445\n",
      "iter: 1164 J: 46.93351977723029\n",
      "iter: 1165 J: 46.933519754945394\n",
      "iter: 1166 J: 46.93351973291669\n",
      "iter: 1167 J: 46.933519711141166\n",
      "iter: 1168 J: 46.93351968961583\n",
      "iter: 1169 J: 46.933519668337745\n",
      "iter: 1170 J: 46.93351964730399\n",
      "iter: 1171 J: 46.93351962651168\n",
      "iter: 1172 J: 46.933519605958\n",
      "iter: 1173 J: 46.933519585640134\n",
      "iter: 1174 J: 46.93351956555529\n",
      "iter: 1175 J: 46.93351954570075\n",
      "iter: 1176 J: 46.93351952607381\n",
      "iter: 1177 J: 46.93351950667179\n",
      "iter: 1178 J: 46.93351948749206\n",
      "iter: 1179 J: 46.93351946853201\n",
      "iter: 1180 J: 46.933519449789074\n",
      "iter: 1181 J: 46.93351943126068\n",
      "iter: 1182 J: 46.93351941294434\n",
      "iter: 1183 J: 46.93351939483757\n",
      "iter: 1184 J: 46.93351937693792\n",
      "iter: 1185 J: 46.93351935924295\n",
      "iter: 1186 J: 46.93351934175028\n",
      "iter: 1187 J: 46.93351932445755\n",
      "iter: 1188 J: 46.9335193073624\n",
      "iter: 1189 J: 46.93351929046256\n",
      "iter: 1190 J: 46.933519273755714\n",
      "iter: 1191 J: 46.933519257239645\n",
      "iter: 1192 J: 46.9335192409121\n",
      "iter: 1193 J: 46.9335192247709\n",
      "iter: 1194 J: 46.93351920881385\n",
      "iter: 1195 J: 46.933519193038826\n",
      "iter: 1196 J: 46.93351917744371\n",
      "iter: 1197 J: 46.9335191620264\n",
      "iter: 1198 J: 46.93351914678482\n",
      "iter: 1199 J: 46.933519131716935\n",
      "iter: 1200 J: 46.93351911682073\n",
      "iter: 1201 J: 46.9335191020942\n",
      "iter: 1202 J: 46.9335190875354\n",
      "iter: 1203 J: 46.933519073142335\n",
      "iter: 1204 J: 46.93351905891311\n",
      "iter: 1205 J: 46.93351904484584\n",
      "iter: 1206 J: 46.933519030938605\n",
      "iter: 1207 J: 46.93351901718958\n",
      "iter: 1208 J: 46.93351900359693\n",
      "iter: 1209 J: 46.93351899015883\n",
      "iter: 1210 J: 46.9335189768735\n",
      "iter: 1211 J: 46.933518963739154\n",
      "iter: 1212 J: 46.93351895075406\n",
      "iter: 1213 J: 46.9335189379165\n",
      "iter: 1214 J: 46.933518925224746\n",
      "iter: 1215 J: 46.93351891267713\n",
      "iter: 1216 J: 46.93351890027198\n",
      "iter: 1217 J: 46.93351888800764\n",
      "iter: 1218 J: 46.93351887588249\n",
      "iter: 1219 J: 46.93351886389493\n",
      "iter: 1220 J: 46.933518852043356\n",
      "iter: 1221 J: 46.933518840326215\n",
      "iter: 1222 J: 46.93351882874195\n",
      "iter: 1223 J: 46.933518817289034\n",
      "iter: 1224 J: 46.93351880596594\n",
      "iter: 1225 J: 46.933518794771174\n",
      "iter: 1226 J: 46.93351878370328\n",
      "iter: 1227 J: 46.93351877276076\n",
      "iter: 1228 J: 46.933518761942196\n",
      "iter: 1229 J: 46.93351875124616\n",
      "iter: 1230 J: 46.93351874067124\n",
      "iter: 1231 J: 46.93351873021603\n",
      "iter: 1232 J: 46.933518719879174\n",
      "iter: 1233 J: 46.93351870965929\n",
      "iter: 1234 J: 46.93351869955505\n",
      "iter: 1235 J: 46.93351868956511\n",
      "iter: 1236 J: 46.933518679688184\n",
      "iter: 1237 J: 46.93351866992295\n",
      "iter: 1238 J: 46.93351866026813\n",
      "iter: 1239 J: 46.933518650722455\n",
      "iter: 1240 J: 46.933518641284685\n",
      "iter: 1241 J: 46.933518631953575\n",
      "iter: 1242 J: 46.933518622727895\n",
      "iter: 1243 J: 46.93351861360645\n",
      "iter: 1244 J: 46.933518604588045\n",
      "iter: 1245 J: 46.93351859567149\n",
      "iter: 1246 J: 46.93351858685561\n",
      "iter: 1247 J: 46.93351857813928\n",
      "iter: 1248 J: 46.93351856952133\n",
      "iter: 1249 J: 46.93351856100066\n",
      "iter: 1250 J: 46.933518552576146\n",
      "iter: 1251 J: 46.933518544246674\n",
      "iter: 1252 J: 46.93351853601118\n",
      "iter: 1253 J: 46.93351852786858\n",
      "iter: 1254 J: 46.93351851981782\n",
      "iter: 1255 J: 46.93351851185783\n",
      "iter: 1256 J: 46.933518503987585\n",
      "iter: 1257 J: 46.93351849620607\n",
      "iter: 1258 J: 46.93351848851226\n",
      "iter: 1259 J: 46.93351848090515\n",
      "iter: 1260 J: 46.933518473383785\n",
      "iter: 1261 J: 46.93351846594713\n",
      "iter: 1262 J: 46.93351845859425\n",
      "iter: 1263 J: 46.93351845132419\n",
      "iter: 1264 J: 46.93351844413601\n",
      "iter: 1265 J: 46.93351843702877\n",
      "iter: 1266 J: 46.933518430001534\n",
      "iter: 1267 J: 46.93351842305342\n",
      "iter: 1268 J: 46.93351841618351\n",
      "iter: 1269 J: 46.9335184093909\n",
      "iter: 1270 J: 46.93351840267474\n",
      "iter: 1271 J: 46.933518396034124\n",
      "iter: 1272 J: 46.933518389468226\n",
      "iter: 1273 J: 46.933518382976175\n",
      "iter: 1274 J: 46.933518376557146\n",
      "iter: 1275 J: 46.93351837021029\n",
      "iter: 1276 J: 46.933518363934795\n",
      "iter: 1277 J: 46.93351835772986\n",
      "iter: 1278 J: 46.93351835159467\n",
      "iter: 1279 J: 46.93351834552844\n",
      "iter: 1280 J: 46.93351833953038\n",
      "iter: 1281 J: 46.9335183335997\n",
      "iter: 1282 J: 46.933518327735676\n",
      "iter: 1283 J: 46.933518321937534\n",
      "iter: 1284 J: 46.93351831620449\n",
      "iter: 1285 J: 46.933518310535874\n",
      "iter: 1286 J: 46.93351830493088\n",
      "iter: 1287 J: 46.93351829938885\n",
      "iter: 1288 J: 46.933518293909025\n",
      "iter: 1289 J: 46.933518288490724\n",
      "iter: 1290 J: 46.93351828313324\n",
      "iter: 1291 J: 46.93351827783589\n",
      "iter: 1292 J: 46.933518272597986\n",
      "iter: 1293 J: 46.93351826741886\n",
      "iter: 1294 J: 46.93351826229784\n",
      "iter: 1295 J: 46.93351825723427\n",
      "iter: 1296 J: 46.93351825222749\n",
      "iter: 1297 J: 46.93351824727688\n",
      "iter: 1298 J: 46.933518242381794\n",
      "iter: 1299 J: 46.9335182375416\n",
      "iter: 1300 J: 46.93351823275566\n",
      "iter: 1301 J: 46.93351822802339\n",
      "iter: 1302 J: 46.93351822334417\n",
      "iter: 1303 J: 46.9335182187174\n",
      "iter: 1304 J: 46.93351821414248\n",
      "iter: 1305 J: 46.933518209618825\n",
      "iter: 1306 J: 46.93351820514588\n",
      "iter: 1307 J: 46.93351820072304\n",
      "iter: 1308 J: 46.93351819634975\n",
      "iter: 1309 J: 46.93351819202545\n",
      "iter: 1310 J: 46.93351818774959\n",
      "iter: 1311 J: 46.93351818352163\n",
      "iter: 1312 J: 46.933518179341014\n",
      "iter: 1313 J: 46.93351817520721\n",
      "iter: 1314 J: 46.93351817111969\n",
      "iter: 1315 J: 46.93351816707794\n",
      "iter: 1316 J: 46.93351816308142\n",
      "iter: 1317 J: 46.93351815912966\n",
      "iter: 1318 J: 46.93351815522213\n",
      "iter: 1319 J: 46.93351815135832\n",
      "iter: 1320 J: 46.93351814753775\n",
      "iter: 1321 J: 46.933518143759926\n",
      "iter: 1322 J: 46.93351814002439\n",
      "iter: 1323 J: 46.93351813633063\n",
      "iter: 1324 J: 46.93351813267819\n",
      "iter: 1325 J: 46.93351812906662\n",
      "iter: 1326 J: 46.93351812549545\n",
      "iter: 1327 J: 46.9335181219642\n",
      "iter: 1328 J: 46.93351811847244\n",
      "iter: 1329 J: 46.93351811501975\n",
      "iter: 1330 J: 46.933518111605636\n",
      "iter: 1331 J: 46.93351810822972\n",
      "iter: 1332 J: 46.933518104891526\n",
      "iter: 1333 J: 46.93351810159065\n",
      "iter: 1334 J: 46.93351809832667\n",
      "iter: 1335 J: 46.933518095099174\n",
      "iter: 1336 J: 46.93351809190774\n",
      "iter: 1337 J: 46.93351808875198\n",
      "iter: 1338 J: 46.933518085631476\n",
      "iter: 1339 J: 46.93351808254585\n",
      "iter: 1340 J: 46.93351807949468\n",
      "iter: 1341 J: 46.93351807647761\n",
      "iter: 1342 J: 46.933518073494234\n",
      "iter: 1343 J: 46.933518070544174\n",
      "iter: 1344 J: 46.933518067627084\n",
      "iter: 1345 J: 46.93351806474256\n",
      "iter: 1346 J: 46.93351806189025\n",
      "iter: 1347 J: 46.93351805906979\n",
      "iter: 1348 J: 46.93351805628082\n",
      "iter: 1349 J: 46.93351805352298\n",
      "iter: 1350 J: 46.93351805079594\n",
      "iter: 1351 J: 46.93351804809935\n",
      "iter: 1352 J: 46.933518045432855\n",
      "iter: 1353 J: 46.933518042796116\n",
      "iter: 1354 J: 46.93351804018881\n",
      "iter: 1355 J: 46.933518037610604\n",
      "iter: 1356 J: 46.93351803506117\n",
      "iter: 1357 J: 46.93351803254018\n",
      "iter: 1358 J: 46.93351803004731\n",
      "iter: 1359 J: 46.93351802758227\n",
      "iter: 1360 J: 46.93351802514472\n",
      "iter: 1361 J: 46.93351802273436\n",
      "iter: 1362 J: 46.9335180203509\n",
      "iter: 1363 J: 46.93351801799402\n",
      "iter: 1364 J: 46.933518015663424\n",
      "iter: 1365 J: 46.93351801335883\n",
      "iter: 1366 J: 46.933518011079926\n",
      "iter: 1367 J: 46.93351800882645\n",
      "iter: 1368 J: 46.933518006598085\n",
      "iter: 1369 J: 46.93351800439457\n",
      "iter: 1370 J: 46.93351800221563\n",
      "iter: 1371 J: 46.93351800006098\n",
      "iter: 1372 J: 46.933517997930345\n",
      "iter: 1373 J: 46.93351799582345\n",
      "iter: 1374 J: 46.933517993740075\n",
      "iter: 1375 J: 46.93351799167989\n",
      "iter: 1376 J: 46.93351798964268\n",
      "iter: 1377 J: 46.933517987628164\n",
      "iter: 1378 J: 46.93351798563612\n",
      "iter: 1379 J: 46.933517983666256\n",
      "iter: 1380 J: 46.933517981718346\n",
      "iter: 1381 J: 46.93351797979214\n",
      "iter: 1382 J: 46.9335179778874\n",
      "iter: 1383 J: 46.93351797600387\n",
      "iter: 1384 J: 46.933517974141324\n",
      "iter: 1385 J: 46.93351797229953\n",
      "iter: 1386 J: 46.93351797047825\n",
      "iter: 1387 J: 46.933517968677265\n",
      "iter: 1388 J: 46.93351796689633\n",
      "iter: 1389 J: 46.933517965135245\n",
      "iter: 1390 J: 46.933517963393754\n",
      "iter: 1391 J: 46.93351796167167\n",
      "iter: 1392 J: 46.93351795996875\n",
      "iter: 1393 J: 46.933517958284796\n",
      "iter: 1394 J: 46.93351795661959\n",
      "iter: 1395 J: 46.933517954972935\n",
      "iter: 1396 J: 46.9335179533446\n",
      "iter: 1397 J: 46.9335179517344\n",
      "iter: 1398 J: 46.933517950142125\n",
      "iter: 1399 J: 46.93351794856757\n",
      "iter: 1400 J: 46.93351794701056\n",
      "iter: 1401 J: 46.93351794547086\n",
      "iter: 1402 J: 46.9335179439483\n",
      "iter: 1403 J: 46.93351794244269\n",
      "iter: 1404 J: 46.933517940953834\n",
      "iter: 1405 J: 46.93351793948155\n",
      "iter: 1406 J: 46.93351793802565\n",
      "iter: 1407 J: 46.93351793658594\n",
      "iter: 1408 J: 46.93351793516226\n",
      "iter: 1409 J: 46.93351793375441\n",
      "iter: 1410 J: 46.933517932362236\n",
      "iter: 1411 J: 46.933517930985545\n",
      "iter: 1412 J: 46.93351792962417\n",
      "iter: 1413 J: 46.933517928277944\n",
      "iter: 1414 J: 46.933517926946685\n",
      "iter: 1415 J: 46.93351792563024\n",
      "iter: 1416 J: 46.93351792432844\n",
      "iter: 1417 J: 46.93351792304111\n",
      "iter: 1418 J: 46.93351792176811\n",
      "iter: 1419 J: 46.93351792050925\n",
      "iter: 1420 J: 46.93351791926441\n",
      "iter: 1421 J: 46.93351791803341\n",
      "iter: 1422 J: 46.933517916816086\n",
      "iter: 1423 J: 46.9335179156123\n",
      "iter: 1424 J: 46.933517914421905\n",
      "iter: 1425 J: 46.93351791324475\n",
      "iter: 1426 J: 46.933517912080674\n",
      "iter: 1427 J: 46.933517910929545\n",
      "iter: 1428 J: 46.93351790979121\n",
      "iter: 1429 J: 46.933517908665536\n",
      "iter: 1430 J: 46.93351790755238\n",
      "iter: 1431 J: 46.93351790645158\n",
      "iter: 1432 J: 46.93351790536303\n",
      "iter: 1433 J: 46.933517904286575\n",
      "iter: 1434 J: 46.93351790322208\n",
      "iter: 1435 J: 46.933517902169434\n",
      "iter: 1436 J: 46.93351790112847\n",
      "iter: 1437 J: 46.93351790009908\n",
      "iter: 1438 J: 46.933517899081124\n",
      "iter: 1439 J: 46.93351789807449\n",
      "iter: 1440 J: 46.933517897079035\n",
      "iter: 1441 J: 46.93351789609465\n",
      "iter: 1442 J: 46.93351789512119\n",
      "iter: 1443 J: 46.93351789415856\n",
      "iter: 1444 J: 46.93351789320662\n",
      "iter: 1445 J: 46.93351789226525\n",
      "iter: 1446 J: 46.93351789133435\n",
      "iter: 1447 J: 46.93351789041378\n",
      "iter: 1448 J: 46.933517889503456\n",
      "iter: 1449 J: 46.93351788860323\n",
      "iter: 1450 J: 46.93351788771299\n",
      "iter: 1451 J: 46.93351788683267\n",
      "iter: 1452 J: 46.933517885962104\n",
      "iter: 1453 J: 46.93351788510122\n",
      "iter: 1454 J: 46.93351788424988\n",
      "iter: 1455 J: 46.93351788340802\n",
      "iter: 1456 J: 46.93351788257551\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter: 1457 J: 46.93351788175222\n",
      "iter: 1458 J: 46.9335178809381\n",
      "iter: 1459 J: 46.93351788013301\n",
      "iter: 1460 J: 46.933517879336854\n",
      "iter: 1461 J: 46.933517878549544\n",
      "iter: 1462 J: 46.93351787777098\n",
      "iter: 1463 J: 46.93351787700106\n",
      "iter: 1464 J: 46.93351787623968\n",
      "iter: 1465 J: 46.93351787548676\n",
      "iter: 1466 J: 46.9335178747422\n",
      "iter: 1467 J: 46.9335178740059\n",
      "iter: 1468 J: 46.93351787327778\n",
      "iter: 1469 J: 46.93351787255775\n",
      "iter: 1470 J: 46.9335178718457\n",
      "iter: 1471 J: 46.93351787114156\n",
      "iter: 1472 J: 46.93351787044525\n",
      "iter: 1473 J: 46.93351786975665\n",
      "iter: 1474 J: 46.9335178690757\n",
      "iter: 1475 J: 46.93351786840232\n",
      "iter: 1476 J: 46.93351786773639\n",
      "iter: 1477 J: 46.93351786707786\n",
      "iter: 1478 J: 46.933517866426655\n",
      "iter: 1479 J: 46.933517865782655\n",
      "iter: 1480 J: 46.93351786514581\n",
      "iter: 1481 J: 46.93351786451605\n",
      "iter: 1482 J: 46.93351786389326\n",
      "iter: 1483 J: 46.93351786327739\n",
      "iter: 1484 J: 46.93351786266834\n",
      "iter: 1485 J: 46.93351786206606\n",
      "iter: 1486 J: 46.933517861470456\n",
      "iter: 1487 J: 46.93351786088147\n",
      "iter: 1488 J: 46.93351786029901\n",
      "iter: 1489 J: 46.93351785972302\n",
      "iter: 1490 J: 46.933517859153426\n",
      "iter: 1491 J: 46.933517858590136\n",
      "iter: 1492 J: 46.93351785803309\n",
      "iter: 1493 J: 46.933517857482244\n",
      "iter: 1494 J: 46.9335178569375\n",
      "iter: 1495 J: 46.9335178563988\n",
      "iter: 1496 J: 46.93351785586607\n",
      "iter: 1497 J: 46.93351785533927\n",
      "iter: 1498 J: 46.933517854818305\n",
      "iter: 1499 J: 46.9335178543031\n",
      "iter: 1500 J: 46.933517853793624\n",
      "iter: 1501 J: 46.933517853289814\n",
      "iter: 1502 J: 46.93351785279157\n",
      "iter: 1503 J: 46.93351785229886\n",
      "iter: 1504 J: 46.933517851811615\n",
      "iter: 1505 J: 46.93351785132978\n",
      "iter: 1506 J: 46.93351785085327\n",
      "iter: 1507 J: 46.93351785038207\n",
      "iter: 1508 J: 46.93351784991608\n",
      "iter: 1509 J: 46.93351784945526\n",
      "iter: 1510 J: 46.93351784899954\n",
      "iter: 1511 J: 46.93351784854888\n",
      "iter: 1512 J: 46.93351784810323\n",
      "iter: 1513 J: 46.93351784766251\n",
      "iter: 1514 J: 46.93351784722669\n",
      "iter: 1515 J: 46.933517846795695\n",
      "iter: 1516 J: 46.93351784636947\n",
      "iter: 1517 J: 46.933517845947975\n",
      "iter: 1518 J: 46.933517845531156\n",
      "iter: 1519 J: 46.933517845118956\n",
      "iter: 1520 J: 46.93351784471133\n",
      "iter: 1521 J: 46.93351784430821\n",
      "iter: 1522 J: 46.933517843909584\n",
      "iter: 1523 J: 46.93351784351537\n",
      "iter: 1524 J: 46.933517843125514\n",
      "iter: 1525 J: 46.93351784273998\n",
      "iter: 1526 J: 46.93351784235873\n",
      "iter: 1527 J: 46.933517841981704\n",
      "iter: 1528 J: 46.93351784160886\n",
      "iter: 1529 J: 46.933517841240146\n",
      "iter: 1530 J: 46.93351784087552\n",
      "iter: 1531 J: 46.93351784051493\n",
      "iter: 1532 J: 46.933517840158345\n",
      "iter: 1533 J: 46.9335178398057\n",
      "iter: 1534 J: 46.933517839456975\n",
      "iter: 1535 J: 46.93351783911211\n",
      "iter: 1536 J: 46.93351783877107\n",
      "iter: 1537 J: 46.93351783843381\n",
      "iter: 1538 J: 46.933517838100286\n",
      "iter: 1539 J: 46.93351783777046\n",
      "iter: 1540 J: 46.933517837444285\n",
      "iter: 1541 J: 46.93351783712173\n",
      "iter: 1542 J: 46.93351783680275\n",
      "iter: 1543 J: 46.9335178364873\n",
      "iter: 1544 J: 46.933517836175355\n",
      "iter: 1545 J: 46.933517835866844\n",
      "iter: 1546 J: 46.93351783556179\n",
      "iter: 1547 J: 46.93351783526008\n",
      "iter: 1548 J: 46.933517834961734\n",
      "iter: 1549 J: 46.93351783466669\n",
      "iter: 1550 J: 46.93351783437491\n",
      "iter: 1551 J: 46.93351783408635\n",
      "iter: 1552 J: 46.93351783380101\n",
      "iter: 1553 J: 46.93351783351882\n",
      "iter: 1554 J: 46.93351783323976\n",
      "iter: 1555 J: 46.9335178329638\n",
      "iter: 1556 J: 46.93351783269089\n",
      "iter: 1557 J: 46.93351783242101\n",
      "iter: 1558 J: 46.9335178321541\n",
      "iter: 1559 J: 46.93351783189017\n",
      "iter: 1560 J: 46.933517831629146\n",
      "iter: 1561 J: 46.93351783137103\n",
      "iter: 1562 J: 46.933517831115765\n",
      "iter: 1563 J: 46.93351783086332\n",
      "iter: 1564 J: 46.93351783061368\n",
      "iter: 1565 J: 46.9335178303668\n",
      "iter: 1566 J: 46.93351783012267\n",
      "iter: 1567 J: 46.933517829881225\n",
      "iter: 1568 J: 46.93351782964247\n",
      "iter: 1569 J: 46.933517829406355\n",
      "iter: 1570 J: 46.93351782917284\n",
      "iter: 1571 J: 46.93351782894192\n",
      "iter: 1572 J: 46.933517828713576\n",
      "iter: 1573 J: 46.93351782848774\n",
      "iter: 1574 J: 46.93351782826442\n",
      "iter: 1575 J: 46.93351782804356\n",
      "iter: 1576 J: 46.933517827825156\n",
      "iter: 1577 J: 46.933517827609165\n",
      "iter: 1578 J: 46.93351782739556\n",
      "iter: 1579 J: 46.93351782718433\n",
      "iter: 1580 J: 46.93351782697545\n",
      "iter: 1581 J: 46.93351782676887\n",
      "iter: 1582 J: 46.93351782656458\n",
      "iter: 1583 J: 46.93351782636255\n",
      "iter: 1584 J: 46.933517826162756\n",
      "iter: 1585 J: 46.933517825965176\n",
      "iter: 1586 J: 46.93351782576979\n",
      "iter: 1587 J: 46.93351782557655\n",
      "iter: 1588 J: 46.93351782538546\n",
      "iter: 1589 J: 46.9335178251965\n",
      "iter: 1590 J: 46.933517825009616\n",
      "iter: 1591 J: 46.9335178248248\n",
      "iter: 1592 J: 46.93351782464204\n",
      "iter: 1593 J: 46.933517824461305\n",
      "iter: 1594 J: 46.93351782428256\n",
      "iter: 1595 J: 46.9335178241058\n",
      "iter: 1596 J: 46.933517823931\n",
      "iter: 1597 J: 46.93351782375812\n",
      "iter: 1598 J: 46.93351782358718\n",
      "iter: 1599 J: 46.933517823418114\n",
      "iter: 1600 J: 46.93351782325093\n",
      "iter: 1601 J: 46.93351782308559\n",
      "iter: 1602 J: 46.93351782292208\n",
      "iter: 1603 J: 46.93351782276038\n",
      "iter: 1604 J: 46.93351782260047\n",
      "iter: 1605 J: 46.93351782244233\n",
      "iter: 1606 J: 46.93351782228595\n",
      "iter: 1607 J: 46.93351782213129\n",
      "iter: 1608 J: 46.93351782197835\n",
      "iter: 1609 J: 46.9335178218271\n",
      "iter: 1610 J: 46.93351782167752\n",
      "iter: 1611 J: 46.9335178215296\n",
      "iter: 1612 J: 46.93351782138332\n",
      "iter: 1613 J: 46.93351782123865\n",
      "iter: 1614 J: 46.93351782109559\n",
      "iter: 1615 J: 46.93351782095411\n",
      "iter: 1616 J: 46.9335178208142\n",
      "iter: 1617 J: 46.93351782067583\n",
      "iter: 1618 J: 46.933517820539\n",
      "iter: 1619 J: 46.93351782040369\n",
      "iter: 1620 J: 46.933517820269856\n",
      "iter: 1621 J: 46.93351782013752\n",
      "iter: 1622 J: 46.933517820006635\n",
      "iter: 1623 J: 46.93351781987722\n",
      "iter: 1624 J: 46.93351781974923\n",
      "iter: 1625 J: 46.93351781962264\n",
      "iter: 1626 J: 46.93351781949747\n",
      "iter: 1627 J: 46.93351781937368\n",
      "iter: 1628 J: 46.93351781925124\n",
      "iter: 1629 J: 46.933517819130195\n",
      "iter: 1630 J: 46.93351781901046\n",
      "iter: 1631 J: 46.93351781889206\n",
      "iter: 1632 J: 46.933517818774966\n",
      "iter: 1633 J: 46.933517818659176\n",
      "iter: 1634 J: 46.933517818544644\n",
      "iter: 1635 J: 46.93351781843142\n",
      "iter: 1636 J: 46.933517818319416\n",
      "iter: 1637 J: 46.93351781820866\n",
      "iter: 1638 J: 46.933517818099126\n",
      "iter: 1639 J: 46.93351781799081\n",
      "iter: 1640 J: 46.9335178178837\n",
      "iter: 1641 J: 46.933517817777755\n",
      "iter: 1642 J: 46.933517817673\n",
      "iter: 1643 J: 46.9335178175694\n",
      "iter: 1644 J: 46.93351781746694\n",
      "iter: 1645 J: 46.93351781736562\n",
      "iter: 1646 J: 46.93351781726542\n",
      "iter: 1647 J: 46.93351781716632\n",
      "iter: 1648 J: 46.93351781706833\n",
      "iter: 1649 J: 46.93351781697142\n",
      "iter: 1650 J: 46.93351781687558\n",
      "iter: 1651 J: 46.93351781678079\n",
      "iter: 1652 J: 46.93351781668706\n",
      "iter: 1653 J: 46.93351781659437\n",
      "iter: 1654 J: 46.93351781650271\n",
      "iter: 1655 J: 46.93351781641205\n",
      "iter: 1656 J: 46.9335178163224\n",
      "iter: 1657 J: 46.93351781623374\n",
      "iter: 1658 J: 46.933517816146065\n",
      "iter: 1659 J: 46.93351781605935\n",
      "iter: 1660 J: 46.9335178159736\n",
      "iter: 1661 J: 46.9335178158888\n",
      "iter: 1662 J: 46.93351781580494\n",
      "iter: 1663 J: 46.93351781572199\n",
      "iter: 1664 J: 46.93351781563998\n",
      "iter: 1665 J: 46.93351781555887\n",
      "iter: 1666 J: 46.93351781547865\n",
      "iter: 1667 J: 46.93351781539933\n",
      "iter: 1668 J: 46.93351781532089\n",
      "iter: 1669 J: 46.9335178152433\n",
      "iter: 1670 J: 46.93351781516658\n",
      "iter: 1671 J: 46.93351781509071\n",
      "iter: 1672 J: 46.93351781501567\n",
      "iter: 1673 J: 46.93351781494146\n",
      "iter: 1674 J: 46.93351781486808\n",
      "iter: 1675 J: 46.93351781479551\n",
      "iter: 1676 J: 46.933517814723736\n",
      "iter: 1677 J: 46.93351781465277\n",
      "iter: 1678 J: 46.933517814582565\n",
      "iter: 1679 J: 46.933517814513166\n",
      "iter: 1680 J: 46.93351781444451\n",
      "iter: 1681 J: 46.93351781437663\n",
      "iter: 1682 J: 46.93351781430949\n",
      "iter: 1683 J: 46.93351781424309\n",
      "iter: 1684 J: 46.93351781417743\n",
      "iter: 1685 J: 46.9335178141125\n",
      "iter: 1686 J: 46.93351781404828\n",
      "iter: 1687 J: 46.93351781398477\n",
      "iter: 1688 J: 46.933517813921966\n",
      "iter: 1689 J: 46.93351781385985\n",
      "iter: 1690 J: 46.933517813798446\n",
      "iter: 1691 J: 46.933517813737694\n",
      "iter: 1692 J: 46.93351781367763\n",
      "iter: 1693 J: 46.93351781361821\n",
      "iter: 1694 J: 46.93351781355947\n",
      "iter: 1695 J: 46.933517813501375\n",
      "iter: 1696 J: 46.93351781344391\n",
      "iter: 1697 J: 46.93351781338709\n",
      "iter: 1698 J: 46.933517813330894\n",
      "iter: 1699 J: 46.93351781327532\n",
      "iter: 1700 J: 46.933517813220355\n",
      "iter: 1701 J: 46.933517813166006\n",
      "iter: 1702 J: 46.93351781311226\n",
      "iter: 1703 J: 46.933517813059105\n",
      "iter: 1704 J: 46.93351781300654\n",
      "iter: 1705 J: 46.93351781295456\n",
      "iter: 1706 J: 46.93351781290314\n",
      "iter: 1707 J: 46.9335178128523\n",
      "iter: 1708 J: 46.93351781280201\n",
      "iter: 1709 J: 46.933517812752285\n",
      "iter: 1710 J: 46.933517812703116\n",
      "iter: 1711 J: 46.93351781265449\n",
      "iter: 1712 J: 46.9335178126064\n",
      "iter: 1713 J: 46.93351781255884\n",
      "iter: 1714 J: 46.933517812511795\n",
      "iter: 1715 J: 46.933517812465276\n",
      "iter: 1716 J: 46.933517812419275\n",
      "iter: 1717 J: 46.93351781237378\n",
      "iter: 1718 J: 46.933517812328795\n",
      "iter: 1719 J: 46.9335178122843\n",
      "iter: 1720 J: 46.9335178122403\n",
      "iter: 1721 J: 46.93351781219679\n",
      "iter: 1722 J: 46.93351781215375\n",
      "iter: 1723 J: 46.9335178121112\n",
      "iter: 1724 J: 46.933517812069105\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter: 1725 J: 46.93351781202748\n",
      "iter: 1726 J: 46.93351781198633\n",
      "iter: 1727 J: 46.93351781194562\n",
      "iter: 1728 J: 46.93351781190536\n",
      "iter: 1729 J: 46.93351781186554\n",
      "iter: 1730 J: 46.93351781182618\n",
      "iter: 1731 J: 46.93351781178724\n",
      "iter: 1732 J: 46.93351781174874\n",
      "iter: 1733 J: 46.933517811710644\n",
      "iter: 1734 J: 46.93351781167299\n",
      "iter: 1735 J: 46.933517811635745\n",
      "iter: 1736 J: 46.93351781159892\n",
      "iter: 1737 J: 46.93351781156249\n",
      "iter: 1738 J: 46.933517811526464\n",
      "iter: 1739 J: 46.933517811490844\n",
      "iter: 1740 J: 46.933517811455616\n",
      "iter: 1741 J: 46.93351781142077\n",
      "iter: 1742 J: 46.93351781138632\n",
      "iter: 1743 J: 46.933517811352246\n",
      "iter: 1744 J: 46.93351781131855\n",
      "iter: 1745 J: 46.93351781128521\n",
      "iter: 1746 J: 46.933517811252266\n",
      "iter: 1747 J: 46.93351781121967\n",
      "iter: 1748 J: 46.93351781118744\n",
      "iter: 1749 J: 46.93351781115555\n",
      "iter: 1750 J: 46.933517811124034\n",
      "iter: 1751 J: 46.93351781109286\n",
      "iter: 1752 J: 46.933517811062025\n",
      "iter: 1753 J: 46.933517811031535\n",
      "iter: 1754 J: 46.93351781100138\n",
      "iter: 1755 J: 46.933517810971566\n",
      "iter: 1756 J: 46.93351781094207\n",
      "iter: 1757 J: 46.9335178109129\n",
      "iter: 1758 J: 46.93351781088406\n",
      "iter: 1759 J: 46.933517810855534\n",
      "iter: 1760 J: 46.93351781082733\n",
      "iter: 1761 J: 46.93351781079944\n",
      "iter: 1762 J: 46.933517810771846\n",
      "iter: 1763 J: 46.93351781074456\n",
      "iter: 1764 J: 46.933517810717575\n",
      "iter: 1765 J: 46.933517810690894\n",
      "iter: 1766 J: 46.933517810664505\n",
      "iter: 1767 J: 46.933517810638406\n",
      "iter: 1768 J: 46.9335178106126\n",
      "iter: 1769 J: 46.93351781058708\n",
      "iter: 1770 J: 46.93351781056183\n",
      "iter: 1771 J: 46.93351781053687\n",
      "iter: 1772 J: 46.93351781051217\n",
      "iter: 1773 J: 46.93351781048777\n",
      "iter: 1774 J: 46.93351781046362\n",
      "iter: 1775 J: 46.933517810439746\n",
      "iter: 1776 J: 46.93351781041613\n",
      "iter: 1777 J: 46.93351781039278\n",
      "iter: 1778 J: 46.93351781036967\n",
      "iter: 1779 J: 46.93351781034685\n",
      "iter: 1780 J: 46.933517810324254\n",
      "iter: 1781 J: 46.933517810301915\n",
      "iter: 1782 J: 46.933517810279824\n",
      "iter: 1783 J: 46.933517810257975\n",
      "iter: 1784 J: 46.93351781023637\n",
      "iter: 1785 J: 46.933517810215\n",
      "iter: 1786 J: 46.93351781019387\n",
      "iter: 1787 J: 46.933517810172965\n",
      "iter: 1788 J: 46.93351781015231\n",
      "iter: 1789 J: 46.933517810131875\n",
      "iter: 1790 J: 46.93351781011166\n",
      "iter: 1791 J: 46.93351781009167\n",
      "iter: 1792 J: 46.9335178100719\n",
      "iter: 1793 J: 46.93351781005235\n",
      "iter: 1794 J: 46.93351781003302\n",
      "iter: 1795 J: 46.933517810013896\n",
      "iter: 1796 J: 46.93351780999498\n",
      "iter: 1797 J: 46.93351780997628\n",
      "iter: 1798 J: 46.933517809957785\n",
      "iter: 1799 J: 46.9335178099395\n",
      "iter: 1800 J: 46.93351780992141\n",
      "iter: 1801 J: 46.93351780990353\n",
      "iter: 1802 J: 46.933517809885835\n",
      "iter: 1803 J: 46.93351780986834\n",
      "iter: 1804 J: 46.93351780985104\n",
      "iter: 1805 J: 46.93351780983393\n",
      "iter: 1806 J: 46.93351780981701\n",
      "iter: 1807 J: 46.93351780980027\n",
      "iter: 1808 J: 46.93351780978372\n",
      "iter: 1809 J: 46.93351780976735\n",
      "iter: 1810 J: 46.93351780975118\n",
      "iter: 1811 J: 46.933517809735164\n",
      "iter: 1812 J: 46.933517809719326\n",
      "iter: 1813 J: 46.93351780970368\n",
      "iter: 1814 J: 46.933517809688205\n",
      "iter: 1815 J: 46.933517809672885\n",
      "iter: 1816 J: 46.933517809657744\n",
      "iter: 1817 J: 46.933517809642765\n",
      "iter: 1818 J: 46.933517809627965\n",
      "iter: 1819 J: 46.93351780961331\n",
      "iter: 1820 J: 46.93351780959882\n",
      "iter: 1821 J: 46.93351780958451\n",
      "iter: 1822 J: 46.93351780957034\n",
      "iter: 1823 J: 46.933517809556335\n",
      "iter: 1824 J: 46.93351780954247\n",
      "iter: 1825 J: 46.93351780952877\n",
      "iter: 1826 J: 46.933517809515216\n",
      "iter: 1827 J: 46.93351780950183\n",
      "iter: 1828 J: 46.93351780948858\n",
      "iter: 1829 J: 46.93351780947546\n",
      "iter: 1830 J: 46.9335178094625\n",
      "iter: 1831 J: 46.933517809449675\n",
      "iter: 1832 J: 46.93351780943701\n",
      "iter: 1833 J: 46.93351780942447\n",
      "iter: 1834 J: 46.93351780941207\n",
      "iter: 1835 J: 46.9335178093998\n",
      "iter: 1836 J: 46.93351780938769\n",
      "iter: 1837 J: 46.93351780937569\n",
      "iter: 1838 J: 46.93351780936383\n",
      "iter: 1839 J: 46.933517809352104\n",
      "iter: 1840 J: 46.93351780934051\n",
      "iter: 1841 J: 46.93351780932903\n",
      "iter: 1842 J: 46.93351780931769\n",
      "iter: 1843 J: 46.933517809306466\n",
      "iter: 1844 J: 46.93351780929537\n",
      "iter: 1845 J: 46.933517809284396\n",
      "iter: 1846 J: 46.93351780927354\n",
      "iter: 1847 J: 46.93351780926281\n",
      "iter: 1848 J: 46.93351780925221\n",
      "iter: 1849 J: 46.93351780924171\n",
      "iter: 1850 J: 46.933517809231326\n",
      "iter: 1851 J: 46.93351780922105\n",
      "iter: 1852 J: 46.933517809210905\n",
      "iter: 1853 J: 46.933517809200865\n",
      "iter: 1854 J: 46.93351780919093\n",
      "iter: 1855 J: 46.93351780918111\n",
      "iter: 1856 J: 46.9335178091714\n",
      "iter: 1857 J: 46.9335178091618\n",
      "iter: 1858 J: 46.9335178091523\n",
      "iter: 1859 J: 46.933517809142906\n",
      "iter: 1860 J: 46.93351780913362\n",
      "iter: 1861 J: 46.933517809124446\n",
      "iter: 1862 J: 46.93351780911535\n",
      "iter: 1863 J: 46.93351780910636\n",
      "iter: 1864 J: 46.933517809097474\n",
      "iter: 1865 J: 46.93351780908869\n",
      "iter: 1866 J: 46.93351780908\n",
      "iter: 1867 J: 46.933517809071404\n",
      "iter: 1868 J: 46.933517809062906\n",
      "iter: 1869 J: 46.9335178090545\n",
      "iter: 1870 J: 46.93351780904618\n",
      "iter: 1871 J: 46.93351780903796\n",
      "iter: 1872 J: 46.93351780902984\n",
      "iter: 1873 J: 46.93351780902179\n",
      "iter: 1874 J: 46.933517809013836\n",
      "iter: 1875 J: 46.93351780900597\n",
      "iter: 1876 J: 46.93351780899821\n",
      "iter: 1877 J: 46.93351780899051\n",
      "iter: 1878 J: 46.9335178089829\n",
      "iter: 1879 J: 46.93351780897538\n",
      "iter: 1880 J: 46.933517808967935\n",
      "iter: 1881 J: 46.93351780896059\n",
      "iter: 1882 J: 46.93351780895331\n",
      "iter: 1883 J: 46.93351780894611\n",
      "iter: 1884 J: 46.933517808938994\n",
      "iter: 1885 J: 46.93351780893195\n",
      "iter: 1886 J: 46.93351780892499\n",
      "iter: 1887 J: 46.933517808918104\n",
      "iter: 1888 J: 46.93351780891129\n",
      "iter: 1889 J: 46.93351780890457\n",
      "iter: 1890 J: 46.93351780889791\n",
      "iter: 1891 J: 46.933517808891324\n",
      "iter: 1892 J: 46.93351780888481\n",
      "iter: 1893 J: 46.93351780887838\n",
      "iter: 1894 J: 46.933517808872004\n",
      "iter: 1895 J: 46.93351780886571\n",
      "iter: 1896 J: 46.93351780885948\n",
      "iter: 1897 J: 46.93351780885332\n",
      "iter: 1898 J: 46.93351780884723\n",
      "iter: 1899 J: 46.933517808841195\n",
      "iter: 1900 J: 46.93351780883524\n",
      "iter: 1901 J: 46.93351780882935\n",
      "iter: 1902 J: 46.93351780882352\n",
      "iter: 1903 J: 46.93351780881775\n",
      "iter: 1904 J: 46.933517808812056\n",
      "iter: 1905 J: 46.93351780880642\n",
      "iter: 1906 J: 46.933517808800836\n",
      "iter: 1907 J: 46.93351780879533\n",
      "iter: 1908 J: 46.93351780878987\n",
      "iter: 1909 J: 46.93351780878447\n",
      "iter: 1910 J: 46.93351780877916\n",
      "iter: 1911 J: 46.93351780877388\n",
      "iter: 1912 J: 46.93351780876867\n",
      "iter: 1913 J: 46.933517808763504\n",
      "iter: 1914 J: 46.9335178087584\n",
      "iter: 1915 J: 46.933517808753365\n",
      "iter: 1916 J: 46.93351780874838\n",
      "iter: 1917 J: 46.93351780874343\n",
      "iter: 1918 J: 46.93351780873856\n",
      "iter: 1919 J: 46.933517808733725\n",
      "iter: 1920 J: 46.93351780872896\n",
      "iter: 1921 J: 46.93351780872425\n",
      "iter: 1922 J: 46.93351780871957\n",
      "iter: 1923 J: 46.93351780871496\n",
      "iter: 1924 J: 46.933517808710384\n",
      "iter: 1925 J: 46.93351780870588\n",
      "iter: 1926 J: 46.93351780870141\n",
      "iter: 1927 J: 46.933517808697\n",
      "iter: 1928 J: 46.933517808692635\n",
      "iter: 1929 J: 46.93351780868831\n",
      "iter: 1930 J: 46.93351780868404\n",
      "iter: 1931 J: 46.93351780867982\n",
      "iter: 1932 J: 46.93351780867564\n",
      "iter: 1933 J: 46.933517808671496\n",
      "iter: 1934 J: 46.93351780866742\n",
      "iter: 1935 J: 46.933517808663375\n",
      "iter: 1936 J: 46.93351780865939\n",
      "iter: 1937 J: 46.933517808655424\n",
      "iter: 1938 J: 46.93351780865153\n",
      "iter: 1939 J: 46.93351780864766\n",
      "iter: 1940 J: 46.933517808643835\n",
      "iter: 1941 J: 46.933517808640055\n",
      "iter: 1942 J: 46.93351780863632\n",
      "iter: 1943 J: 46.933517808632615\n",
      "iter: 1944 J: 46.93351780862896\n",
      "iter: 1945 J: 46.933517808625346\n",
      "iter: 1946 J: 46.933517808621765\n",
      "iter: 1947 J: 46.93351780861823\n",
      "iter: 1948 J: 46.93351780861474\n",
      "iter: 1949 J: 46.93351780861128\n",
      "iter: 1950 J: 46.93351780860785\n",
      "iter: 1951 J: 46.93351780860446\n",
      "iter: 1952 J: 46.933517808601124\n",
      "iter: 1953 J: 46.93351780859781\n",
      "iter: 1954 J: 46.93351780859454\n",
      "iter: 1955 J: 46.933517808591304\n",
      "iter: 1956 J: 46.93351780858811\n",
      "iter: 1957 J: 46.93351780858494\n",
      "iter: 1958 J: 46.933517808581804\n",
      "iter: 1959 J: 46.93351780857871\n",
      "iter: 1960 J: 46.93351780857566\n",
      "iter: 1961 J: 46.933517808572624\n",
      "iter: 1962 J: 46.93351780856963\n",
      "iter: 1963 J: 46.93351780856667\n",
      "iter: 1964 J: 46.933517808563735\n",
      "iter: 1965 J: 46.93351780856083\n",
      "iter: 1966 J: 46.93351780855798\n",
      "iter: 1967 J: 46.93351780855515\n",
      "iter: 1968 J: 46.93351780855234\n",
      "iter: 1969 J: 46.93351780854957\n",
      "iter: 1970 J: 46.93351780854683\n",
      "iter: 1971 J: 46.93351780854412\n",
      "iter: 1972 J: 46.933517808541446\n",
      "iter: 1973 J: 46.93351780853879\n",
      "iter: 1974 J: 46.933517808536166\n",
      "iter: 1975 J: 46.93351780853357\n",
      "iter: 1976 J: 46.933517808531015\n",
      "iter: 1977 J: 46.93351780852847\n",
      "iter: 1978 J: 46.93351780852597\n",
      "iter: 1979 J: 46.93351780852348\n",
      "iter: 1980 J: 46.93351780852103\n",
      "iter: 1981 J: 46.933517808518616\n",
      "iter: 1982 J: 46.9335178085162\n",
      "iter: 1983 J: 46.93351780851384\n",
      "iter: 1984 J: 46.93351780851149\n",
      "iter: 1985 J: 46.93351780850917\n",
      "iter: 1986 J: 46.93351780850688\n",
      "iter: 1987 J: 46.933517808504604\n",
      "iter: 1988 J: 46.93351780850235\n",
      "iter: 1989 J: 46.93351780850014\n",
      "iter: 1990 J: 46.933517808497946\n",
      "iter: 1991 J: 46.93351780849578\n",
      "iter: 1992 J: 46.93351780849364\n",
      "iter: 1993 J: 46.9335178084915\n",
      "iter: 1994 J: 46.933517808489405\n",
      "iter: 1995 J: 46.93351780848732\n",
      "iter: 1996 J: 46.93351780848528\n",
      "iter: 1997 J: 46.933517808483245\n",
      "iter: 1998 J: 46.93351780848123\n",
      "iter: 1999 J: 46.933517808479245\n",
      "iter: 2000 J: 46.933517808477276\n",
      "iter: 2001 J: 46.93351780847534\n",
      "iter: 2002 J: 46.93351780847342\n",
      "iter: 2003 J: 46.933517808471514\n",
      "iter: 2004 J: 46.93351780846964\n",
      "iter: 2005 J: 46.93351780846778\n",
      "iter: 2006 J: 46.933517808465936\n",
      "iter: 2007 J: 46.933517808464124\n",
      "iter: 2008 J: 46.93351780846233\n",
      "iter: 2009 J: 46.93351780846054\n",
      "iter: 2010 J: 46.933517808458795\n",
      "iter: 2011 J: 46.93351780845705\n",
      "iter: 2012 J: 46.93351780845534\n",
      "iter: 2013 J: 46.93351780845364\n",
      "iter: 2014 J: 46.933517808451946\n",
      "iter: 2015 J: 46.93351780845028\n",
      "iter: 2016 J: 46.933517808448634\n",
      "iter: 2017 J: 46.93351780844702\n",
      "iter: 2018 J: 46.93351780844541\n",
      "iter: 2019 J: 46.93351780844382\n",
      "iter: 2020 J: 46.93351780844223\n",
      "iter: 2021 J: 46.933517808440676\n",
      "iter: 2022 J: 46.93351780843914\n",
      "iter: 2023 J: 46.93351780843762\n",
      "iter: 2024 J: 46.933517808436115\n",
      "iter: 2025 J: 46.93351780843462\n",
      "iter: 2026 J: 46.93351780843315\n",
      "iter: 2027 J: 46.9335178084317\n",
      "iter: 2028 J: 46.93351780843026\n",
      "iter: 2029 J: 46.93351780842884\n",
      "iter: 2030 J: 46.93351780842742\n",
      "iter: 2031 J: 46.93351780842603\n",
      "iter: 2032 J: 46.933517808424654\n",
      "iter: 2033 J: 46.93351780842328\n",
      "iter: 2034 J: 46.93351780842194\n",
      "iter: 2035 J: 46.9335178084206\n",
      "iter: 2036 J: 46.93351780841929\n",
      "iter: 2037 J: 46.93351780841798\n",
      "iter: 2038 J: 46.933517808416696\n",
      "iter: 2039 J: 46.933517808415424\n",
      "iter: 2040 J: 46.933517808414166\n",
      "iter: 2041 J: 46.93351780841291\n",
      "iter: 2042 J: 46.93351780841169\n",
      "iter: 2043 J: 46.933517808410464\n",
      "iter: 2044 J: 46.93351780840926\n",
      "iter: 2045 J: 46.93351780840806\n",
      "iter: 2046 J: 46.93351780840689\n",
      "iter: 2047 J: 46.93351780840572\n",
      "iter: 2048 J: 46.93351780840456\n",
      "iter: 2049 J: 46.93351780840342\n",
      "iter: 2050 J: 46.93351780840229\n",
      "iter: 2051 J: 46.93351780840118\n",
      "iter: 2052 J: 46.933517808400076\n",
      "iter: 2053 J: 46.93351780839899\n",
      "iter: 2054 J: 46.9335178083979\n",
      "iter: 2055 J: 46.93351780839683\n",
      "iter: 2056 J: 46.933517808395784\n",
      "iter: 2057 J: 46.93351780839474\n",
      "iter: 2058 J: 46.9335178083937\n",
      "iter: 2059 J: 46.93351780839268\n",
      "iter: 2060 J: 46.93351780839168\n",
      "iter: 2061 J: 46.93351780839068\n",
      "iter: 2062 J: 46.93351780838968\n",
      "iter: 2063 J: 46.933517808388714\n",
      "iter: 2064 J: 46.933517808387734\n",
      "iter: 2065 J: 46.93351780838679\n",
      "iter: 2066 J: 46.933517808385844\n",
      "iter: 2067 J: 46.933517808384906\n",
      "iter: 2068 J: 46.93351780838399\n",
      "iter: 2069 J: 46.933517808383066\n",
      "iter: 2070 J: 46.93351780838216\n",
      "iter: 2071 J: 46.933517808381275\n",
      "iter: 2072 J: 46.93351780838039\n",
      "iter: 2073 J: 46.93351780837951\n",
      "iter: 2074 J: 46.933517808378646\n",
      "iter: 2075 J: 46.933517808377786\n",
      "iter: 2076 J: 46.93351780837694\n",
      "iter: 2077 J: 46.93351780837611\n",
      "iter: 2078 J: 46.933517808375285\n",
      "iter: 2079 J: 46.93351780837446\n",
      "iter: 2080 J: 46.93351780837365\n",
      "iter: 2081 J: 46.933517808372855\n",
      "iter: 2082 J: 46.933517808372066\n",
      "iter: 2083 J: 46.93351780837128\n",
      "iter: 2084 J: 46.9335178083705\n",
      "iter: 2085 J: 46.933517808369736\n",
      "iter: 2086 J: 46.93351780836898\n",
      "iter: 2087 J: 46.93351780836823\n",
      "iter: 2088 J: 46.93351780836749\n",
      "iter: 2089 J: 46.933517808366766\n",
      "iter: 2090 J: 46.933517808366034\n",
      "iter: 2091 J: 46.93351780836532\n",
      "iter: 2092 J: 46.93351780836461\n",
      "iter: 2093 J: 46.93351780836391\n",
      "iter: 2094 J: 46.93351780836322\n",
      "iter: 2095 J: 46.93351780836253\n",
      "iter: 2096 J: 46.933517808361856\n",
      "iter: 2097 J: 46.93351780836118\n",
      "iter: 2098 J: 46.93351780836052\n",
      "iter: 2099 J: 46.933517808359866\n",
      "iter: 2100 J: 46.93351780835921\n",
      "iter: 2101 J: 46.93351780835858\n",
      "iter: 2102 J: 46.93351780835795\n",
      "iter: 2103 J: 46.93351780835732\n",
      "iter: 2104 J: 46.9335178083567\n",
      "iter: 2105 J: 46.93351780835608\n",
      "iter: 2106 J: 46.933517808355475\n",
      "iter: 2107 J: 46.93351780835487\n",
      "iter: 2108 J: 46.93351780835429\n",
      "iter: 2109 J: 46.9335178083537\n",
      "iter: 2110 J: 46.933517808353116\n",
      "iter: 2111 J: 46.93351780835254\n",
      "iter: 2112 J: 46.93351780835197\n",
      "iter: 2113 J: 46.93351780835141\n",
      "iter: 2114 J: 46.93351780835085\n",
      "iter: 2115 J: 46.93351780835031\n",
      "iter: 2116 J: 46.93351780834977\n",
      "iter: 2117 J: 46.93351780834924\n",
      "iter: 2118 J: 46.9335178083487\n",
      "iter: 2119 J: 46.93351780834817\n",
      "iter: 2120 J: 46.93351780834765\n",
      "iter: 2121 J: 46.93351780834714\n",
      "iter: 2122 J: 46.93351780834663\n",
      "iter: 2123 J: 46.93351780834612\n",
      "iter: 2124 J: 46.93351780834563\n",
      "iter: 2125 J: 46.933517808345144\n",
      "iter: 2126 J: 46.93351780834466\n",
      "iter: 2127 J: 46.93351780834417\n",
      "iter: 2128 J: 46.933517808343694\n",
      "iter: 2129 J: 46.933517808343225\n",
      "iter: 2130 J: 46.93351780834276\n",
      "iter: 2131 J: 46.933517808342295\n",
      "iter: 2132 J: 46.93351780834185\n",
      "iter: 2133 J: 46.93351780834139\n",
      "iter: 2134 J: 46.933517808340945\n",
      "iter: 2135 J: 46.93351780834051\n",
      "iter: 2136 J: 46.93351780834008\n",
      "iter: 2137 J: 46.933517808339644\n",
      "iter: 2138 J: 46.933517808339225\n",
      "iter: 2139 J: 46.9335178083388\n",
      "iter: 2140 J: 46.93351780833839\n",
      "iter: 2141 J: 46.933517808337974\n",
      "iter: 2142 J: 46.93351780833756\n",
      "iter: 2143 J: 46.933517808337164\n",
      "iter: 2144 J: 46.93351780833676\n",
      "iter: 2145 J: 46.933517808336376\n",
      "iter: 2146 J: 46.93351780833598\n",
      "iter: 2147 J: 46.93351780833559\n",
      "iter: 2148 J: 46.93351780833521\n",
      "iter: 2149 J: 46.933517808334834\n",
      "iter: 2150 J: 46.933517808334464\n",
      "iter: 2151 J: 46.93351780833409\n",
      "iter: 2152 J: 46.93351780833373\n",
      "iter: 2153 J: 46.93351780833338\n",
      "iter: 2154 J: 46.933517808333015\n",
      "iter: 2155 J: 46.933517808332674\n",
      "iter: 2156 J: 46.93351780833231\n",
      "iter: 2157 J: 46.93351780833198\n",
      "iter: 2158 J: 46.93351780833163\n",
      "iter: 2159 J: 46.933517808331295\n",
      "iter: 2160 J: 46.933517808330954\n",
      "iter: 2161 J: 46.93351780833062\n",
      "iter: 2162 J: 46.9335178083303\n",
      "iter: 2163 J: 46.93351780832998\n",
      "iter: 2164 J: 46.93351780832966\n",
      "iter: 2165 J: 46.93351780832935\n",
      "iter: 2166 J: 46.933517808329036\n",
      "iter: 2167 J: 46.93351780832872\n",
      "iter: 2168 J: 46.93351780832842\n",
      "iter: 2169 J: 46.93351780832812\n",
      "iter: 2170 J: 46.93351780832782\n",
      "iter: 2171 J: 46.93351780832752\n",
      "iter: 2172 J: 46.93351780832723\n",
      "iter: 2173 J: 46.93351780832694\n",
      "iter: 2174 J: 46.93351780832666\n",
      "iter: 2175 J: 46.93351780832637\n",
      "iter: 2176 J: 46.9335178083261\n",
      "iter: 2177 J: 46.93351780832582\n",
      "iter: 2178 J: 46.93351780832555\n",
      "iter: 2179 J: 46.93351780832528\n",
      "iter: 2180 J: 46.933517808325014\n",
      "iter: 2181 J: 46.933517808324744\n",
      "iter: 2182 J: 46.93351780832448\n",
      "iter: 2183 J: 46.93351780832423\n",
      "iter: 2184 J: 46.93351780832397\n",
      "iter: 2185 J: 46.933517808323714\n",
      "iter: 2186 J: 46.93351780832347\n",
      "iter: 2187 J: 46.933517808323224\n",
      "iter: 2188 J: 46.933517808322975\n",
      "iter: 2189 J: 46.93351780832273\n",
      "iter: 2190 J: 46.93351780832249\n",
      "iter: 2191 J: 46.93351780832226\n",
      "iter: 2192 J: 46.93351780832202\n",
      "iter: 2193 J: 46.933517808321795\n",
      "iter: 2194 J: 46.93351780832157\n",
      "iter: 2195 J: 46.93351780832134\n",
      "iter: 2196 J: 46.93351780832111\n",
      "iter: 2197 J: 46.93351780832089\n",
      "iter: 2198 J: 46.93351780832067\n",
      "iter: 2199 J: 46.93351780832045\n",
      "iter: 2200 J: 46.93351780832024\n",
      "iter: 2201 J: 46.93351780832003\n",
      "iter: 2202 J: 46.93351780831981\n",
      "iter: 2203 J: 46.933517808319614\n",
      "iter: 2204 J: 46.93351780831941\n",
      "iter: 2205 J: 46.93351780831921\n",
      "iter: 2206 J: 46.93351780831902\n",
      "iter: 2207 J: 46.93351780831881\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iter: 2208 J: 46.93351780831862\n",
      "iter: 2209 J: 46.93351780831842\n",
      "iter: 2210 J: 46.93351780831822\n",
      "iter: 2211 J: 46.93351780831804\n",
      "iter: 2212 J: 46.933517808317845\n",
      "iter: 2213 J: 46.93351780831767\n",
      "iter: 2214 J: 46.93351780831749\n",
      "iter: 2215 J: 46.93351780831729\n",
      "iter: 2216 J: 46.93351780831712\n",
      "iter: 2217 J: 46.93351780831694\n",
      "iter: 2218 J: 46.933517808316765\n",
      "iter: 2219 J: 46.933517808316594\n",
      "iter: 2220 J: 46.93351780831642\n",
      "iter: 2221 J: 46.93351780831625\n",
      "iter: 2222 J: 46.93351780831609\n",
      "iter: 2223 J: 46.93351780831592\n",
      "iter: 2224 J: 46.933517808315756\n",
      "iter: 2225 J: 46.93351780831559\n",
      "iter: 2226 J: 46.93351780831543\n",
      "iter: 2227 J: 46.93351780831528\n",
      "iter: 2228 J: 46.933517808315116\n",
      "iter: 2229 J: 46.93351780831495\n",
      "iter: 2230 J: 46.933517808314804\n",
      "iter: 2231 J: 46.933517808314654\n",
      "iter: 2232 J: 46.933517808314505\n",
      "iter: 2233 J: 46.93351780831435\n",
      "iter: 2234 J: 46.933517808314214\n",
      "iter: 2235 J: 46.93351780831407\n",
      "iter: 2236 J: 46.93351780831392\n",
      "iter: 2237 J: 46.93351780831378\n",
      "iter: 2238 J: 46.93351780831364\n",
      "iter: 2239 J: 46.933517808313496\n",
      "iter: 2240 J: 46.93351780831336\n",
      "iter: 2241 J: 46.933517808313226\n",
      "iter: 2242 J: 46.93351780831309\n",
      "iter: 2243 J: 46.93351780831296\n",
      "iter: 2244 J: 46.93351780831282\n",
      "iter: 2245 J: 46.9335178083127\n",
      "iter: 2246 J: 46.933517808312565\n",
      "iter: 2247 J: 46.93351780831245\n",
      "iter: 2248 J: 46.93351780831231\n",
      "iter: 2249 J: 46.93351780831218\n",
      "iter: 2250 J: 46.93351780831206\n",
      "iter: 2251 J: 46.93351780831194\n",
      "iter: 2252 J: 46.933517808311834\n",
      "iter: 2253 J: 46.933517808311706\n",
      "iter: 2254 J: 46.93351780831159\n",
      "iter: 2255 J: 46.93351780831147\n",
      "iter: 2256 J: 46.93351780831135\n",
      "iter: 2257 J: 46.933517808311244\n",
      "iter: 2258 J: 46.93351780831113\n",
      "iter: 2259 J: 46.93351780831102\n",
      "iter: 2260 J: 46.9335178083109\n",
      "iter: 2261 J: 46.9335178083108\n",
      "iter: 2262 J: 46.93351780831069\n",
      "iter: 2263 J: 46.93351780831058\n",
      "iter: 2264 J: 46.933517808310484\n",
      "iter: 2265 J: 46.93351780831037\n",
      "iter: 2266 J: 46.93351780831026\n",
      "iter: 2267 J: 46.93351780831017\n",
      "iter: 2268 J: 46.93351780831007\n",
      "iter: 2269 J: 46.93351780830998\n",
      "iter: 2270 J: 46.93351780830987\n",
      "iter: 2271 J: 46.93351780830977\n",
      "iter: 2272 J: 46.93351780830968\n",
      "iter: 2273 J: 46.93351780830958\n",
      "iter: 2274 J: 46.93351780830949\n",
      "iter: 2275 J: 46.9335178083094\n",
      "iter: 2276 J: 46.933517808309304\n",
      "iter: 2277 J: 46.93351780830922\n",
      "iter: 2278 J: 46.93351780830912\n",
      "iter: 2279 J: 46.933517808309034\n",
      "iter: 2280 J: 46.933517808308935\n",
      "iter: 2281 J: 46.93351780830886\n",
      "iter: 2282 J: 46.933517808308764\n",
      "iter: 2283 J: 46.933517808308686\n",
      "iter: 2284 J: 46.93351780830859\n",
      "iter: 2285 J: 46.933517808308515\n",
      "iter: 2286 J: 46.93351780830842\n",
      "iter: 2287 J: 46.93351780830835\n",
      "iter: 2288 J: 46.933517808308274\n",
      "iter: 2289 J: 46.933517808308196\n",
      "iter: 2290 J: 46.93351780830811\n",
      "iter: 2291 J: 46.93351780830803\n",
      "iter: 2292 J: 46.93351780830796\n",
      "iter: 2293 J: 46.93351780830788\n",
      "iter: 2294 J: 46.93351780830781\n",
      "iter: 2295 J: 46.93351780830772\n",
      "iter: 2296 J: 46.93351780830766\n",
      "iter: 2297 J: 46.93351780830758\n",
      "iter: 2298 J: 46.93351780830751\n",
      "iter: 2299 J: 46.933517808307435\n",
      "iter: 2300 J: 46.93351780830738\n",
      "iter: 2301 J: 46.9335178083073\n",
      "iter: 2302 J: 46.93351780830722\n",
      "iter: 2303 J: 46.933517808307165\n",
      "iter: 2304 J: 46.93351780830709\n",
      "iter: 2305 J: 46.93351780830703\n",
      "iter: 2306 J: 46.93351780830696\n",
      "iter: 2307 J: 46.933517808306895\n",
      "iter: 2308 J: 46.93351780830683\n",
      "iter: 2309 J: 46.93351780830676\n",
      "iter: 2310 J: 46.9335178083067\n",
      "iter: 2311 J: 46.93351780830665\n",
      "iter: 2312 J: 46.93351780830657\n",
      "iter: 2313 J: 46.93351780830651\n",
      "iter: 2314 J: 46.93351780830646\n",
      "iter: 2315 J: 46.93351780830639\n",
      "iter: 2316 J: 46.93351780830634\n",
      "iter: 2317 J: 46.93351780830627\n",
      "iter: 2318 J: 46.93351780830622\n",
      "iter: 2319 J: 46.93351780830616\n",
      "iter: 2320 J: 46.93351780830611\n",
      "iter: 2321 J: 46.93351780830605\n",
      "iter: 2322 J: 46.933517808306\n",
      "iter: 2323 J: 46.933517808305936\n",
      "iter: 2324 J: 46.93351780830588\n",
      "iter: 2325 J: 46.93351780830583\n",
      "iter: 2326 J: 46.93351780830577\n",
      "iter: 2327 J: 46.93351780830572\n",
      "iter: 2328 J: 46.933517808305666\n",
      "iter: 2329 J: 46.93351780830563\n",
      "iter: 2330 J: 46.93351780830557\n",
      "iter: 2331 J: 46.93351780830553\n",
      "iter: 2332 J: 46.933517808305474\n",
      "iter: 2333 J: 46.933517808305425\n",
      "iter: 2334 J: 46.933517808305375\n",
      "iter: 2335 J: 46.93351780830532\n",
      "iter: 2336 J: 46.93351780830527\n",
      "iter: 2337 J: 46.933517808305226\n",
      "iter: 2338 J: 46.93351780830518\n",
      "iter: 2339 J: 46.93351780830514\n",
      "iter: 2340 J: 46.93351780830509\n",
      "iter: 2341 J: 46.93351780830504\n",
      "iter: 2342 J: 46.933517808305005\n",
      "iter: 2343 J: 46.933517808304956\n",
      "iter: 2344 J: 46.93351780830491\n",
      "iter: 2345 J: 46.93351780830488\n",
      "iter: 2346 J: 46.93351780830483\n",
      "iter: 2347 J: 46.933517808304785\n",
      "iter: 2348 J: 46.93351780830474\n",
      "iter: 2349 J: 46.9335178083047\n",
      "iter: 2350 J: 46.933517808304664\n",
      "iter: 2351 J: 46.93351780830462\n",
      "iter: 2352 J: 46.933517808304586\n",
      "iter: 2353 J: 46.93351780830454\n",
      "iter: 2354 J: 46.93351780830451\n",
      "iter: 2355 J: 46.933517808304465\n",
      "iter: 2356 J: 46.93351780830443\n",
      "iter: 2357 J: 46.93351780830439\n",
      "iter: 2358 J: 46.93351780830435\n",
      "iter: 2359 J: 46.93351780830432\n",
      "iter: 2360 J: 46.93351780830429\n",
      "iter: 2361 J: 46.933517808304245\n",
      "iter: 2362 J: 46.93351780830421\n",
      "iter: 2363 J: 46.933517808304174\n",
      "iter: 2364 J: 46.93351780830414\n",
      "iter: 2365 J: 46.93351780830411\n",
      "iter: 2366 J: 46.933517808304074\n",
      "iter: 2367 J: 46.93351780830403\n",
      "iter: 2368 J: 46.933517808304\n",
      "iter: 2369 J: 46.93351780830396\n",
      "iter: 2370 J: 46.93351780830394\n",
      "iter: 2371 J: 46.93351780830391\n",
      "iter: 2372 J: 46.93351780830387\n",
      "iter: 2373 J: 46.93351780830384\n",
      "iter: 2374 J: 46.93351780830382\n",
      "iter: 2375 J: 46.933517808303776\n",
      "iter: 2376 J: 46.93351780830375\n",
      "iter: 2377 J: 46.93351780830372\n",
      "iter: 2378 J: 46.93351780830369\n",
      "iter: 2379 J: 46.93351780830366\n",
      "iter: 2380 J: 46.933517808303634\n",
      "iter: 2381 J: 46.9335178083036\n",
      "iter: 2382 J: 46.93351780830358\n",
      "iter: 2383 J: 46.93351780830355\n",
      "iter: 2384 J: 46.93351780830352\n",
      "iter: 2385 J: 46.93351780830348\n",
      "iter: 2386 J: 46.93351780830347\n",
      "iter: 2387 J: 46.933517808303435\n",
      "iter: 2388 J: 46.93351780830341\n",
      "iter: 2389 J: 46.93351780830338\n",
      "iter: 2390 J: 46.93351780830336\n",
      "iter: 2391 J: 46.93351780830333\n",
      "iter: 2392 J: 46.93351780830331\n",
      "iter: 2393 J: 46.933517808303286\n",
      "iter: 2394 J: 46.93351780830326\n",
      "iter: 2395 J: 46.93351780830323\n",
      "iter: 2396 J: 46.93351780830321\n",
      "iter: 2397 J: 46.933517808303186\n",
      "iter: 2398 J: 46.933517808303165\n",
      "iter: 2399 J: 46.93351780830314\n",
      "iter: 2400 J: 46.93351780830311\n",
      "iter: 2401 J: 46.93351780830309\n",
      "iter: 2402 J: 46.93351780830306\n",
      "iter: 2403 J: 46.93351780830304\n",
      "iter: 2404 J: 46.933517808303016\n",
      "iter: 2405 J: 46.933517808302994\n",
      "iter: 2406 J: 46.93351780830297\n",
      "iter: 2407 J: 46.93351780830295\n",
      "iter: 2408 J: 46.93351780830293\n",
      "iter: 2409 J: 46.9335178083029\n",
      "iter: 2410 J: 46.93351780830289\n",
      "iter: 2411 J: 46.933517808302874\n",
      "iter: 2412 J: 46.93351780830285\n",
      "iter: 2413 J: 46.933517808302824\n",
      "iter: 2414 J: 46.93351780830281\n",
      "iter: 2415 J: 46.93351780830279\n",
      "iter: 2416 J: 46.933517808302774\n",
      "iter: 2417 J: 46.933517808302746\n",
      "iter: 2418 J: 46.933517808302724\n",
      "iter: 2419 J: 46.93351780830271\n",
      "iter: 2420 J: 46.933517808302696\n",
      "iter: 2421 J: 46.933517808302675\n",
      "iter: 2422 J: 46.93351780830265\n",
      "iter: 2423 J: 46.93351780830263\n",
      "iter: 2424 J: 46.933517808302625\n",
      "iter: 2425 J: 46.93351780830261\n",
      "iter: 2426 J: 46.93351780830258\n",
      "iter: 2427 J: 46.93351780830257\n",
      "iter: 2428 J: 46.933517808302554\n",
      "iter: 2429 J: 46.93351780830253\n",
      "iter: 2430 J: 46.93351780830252\n",
      "iter: 2431 J: 46.933517808302504\n",
      "iter: 2432 J: 46.93351780830248\n",
      "iter: 2433 J: 46.93351780830247\n",
      "iter: 2434 J: 46.93351780830246\n",
      "iter: 2435 J: 46.93351780830243\n",
      "iter: 2436 J: 46.93351780830242\n",
      "iter: 2437 J: 46.93351780830239\n",
      "iter: 2438 J: 46.93351780830238\n",
      "iter: 2439 J: 46.93351780830238\n"
     ]
    }
   ],
   "source": [
    "x, y = X_train_s, y_train\n",
    "\n",
    "alpha=0.01\n",
    "\n",
    "W, b = gradient(alpha, x, y, n_iter)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 583,
   "id": "42f7e985",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(83, 4)"
      ]
     },
     "execution_count": 583,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test_s.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 584,
   "id": "b6fcfa87",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(x.shape[1]):\n",
    "    y_prediction = X_test_s[:, [0]] * W[0] + b \n",
    "plt.plot(X_test_s[:, [0]], y_test, 'o')\n",
    "plt.plot(X_test_s[:, [0]], y_prediction, 'k-')\n",
    "plt.xlabel(\"X\")\n",
    "plt.ylabel(\"Y\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 585,
   "id": "b69ae42d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(J_h[:2400,[1]], J_h[:2400,[0]], color=\"black\")\n",
    "plt.xlabel(\"Iteration\")\n",
    "plt.ylabel(\"J(W,b)\")\n",
    "\n",
    "plt.xlim([0, 2000])\n",
    "plt.ylim([0, 900])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 586,
   "id": "70d34c11",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(x.shape[1]):\n",
    "    y_prediction = X_test_s[:, [1]] * W[1] + b \n",
    "plt.plot(X_test_s[:, [1]], y_test, 'o')\n",
    "plt.plot(X_test_s[:, [1]], y_prediction, 'k-')\n",
    "plt.xlabel(\"X\")\n",
    "plt.ylabel(\"Y\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 587,
   "id": "834fe68c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(x.shape[1]):\n",
    "    y_prediction = X_test_s[:, [2]] * W[2] + b \n",
    "plt.plot(X_test_s[:, [2]], y_test, 'o')\n",
    "plt.plot(X_test_s[:, [2]], y_prediction, 'k-')\n",
    "plt.xlabel(\"X\")\n",
    "plt.ylabel(\"Y\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 588,
   "id": "3b1d6b81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(x.shape[1]):\n",
    "    y_prediction = X_test_s[:, [3]] * W[3] + b \n",
    "plt.plot(X_test_s[:, [3]], y_test, 'o')\n",
    "plt.plot(X_test_s[:, [3]], y_prediction, 'k-')\n",
    "plt.xlabel(\"X\")\n",
    "plt.ylabel(\"Y\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "049bb4fc",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\" role=\"alert\">\n",
    "  <h1 class=\"alert-heading\">Well done!</h1>\n",
    "  <p>Best Wishes!, Filoger</p>\n",
    "</div>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}