From 70d892ecdb70acd1a4e8660bef57914958da337f Mon Sep 17 00:00:00 2001 From: rukna40 Date: Fri, 27 Oct 2023 20:19:28 +0530 Subject: [PATCH] ml --- Linear_Regression/linear_regression.ipynb | 200 +++ Linear_Regression/winequality-red.csv | 1600 +++++++++++++++++ Logistic_Regression/logistic_regression.ipynb | 237 +++ Logistic_Regression/winequality-red.csv | 1600 +++++++++++++++++ Neural_Network/Neural_Network.ipynb | 333 ++++ 5 files changed, 3970 insertions(+) create mode 100644 Linear_Regression/linear_regression.ipynb create mode 100644 Linear_Regression/winequality-red.csv create mode 100644 Logistic_Regression/logistic_regression.ipynb create mode 100644 Logistic_Regression/winequality-red.csv create mode 100644 Neural_Network/Neural_Network.ipynb diff --git a/Linear_Regression/linear_regression.ipynb b/Linear_Regression/linear_regression.ipynb new file mode 100644 index 0000000..f49eb57 --- /dev/null +++ b/Linear_Regression/linear_regression.ipynb @@ -0,0 +1,200 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.model_selection import train_test_split \n", + "from sklearn.metrics import r2_score\n", + "\n", + "\n", + "df=pd.read_csv('winequality-red.csv')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "df_n=(df-df.mean())/df.std()\n", + "\n", + "x=df_n.iloc[:,:11]\n", + "ones=np.ones([x.shape[0],1])\n", + "x=np.concatenate((ones,x),axis=1)\n", + "\n", + "y=df_n.iloc[:,11].values\n", + "\n", + "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.3, random_state = 69)\n", + "\n", + "w=np.zeros(12)\n", + "\n", + "alpha=0.1\n", + "epoch=100" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.47246782603838217" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def costfn(x,y,w):\n", + " sigma=np.sum(np.power(((x @ w)-y),2))\n", + " return sigma/(2*len(x))\n", + "costfn(x_train,y_train,w)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0.01937712 0.05574684 -0.22382067 -0.04199808 0.04042892 -0.09861986\n", + " 0.04953233 -0.14465526 -0.0732391 -0.07465907 0.20218477 0.3266351 ]\n", + "0.3204925403695667\n" + ] + } + ], + "source": [ + "def gradient_descent(x,y,w,epoch,alpha):\n", + " cost=np.zeros(epoch)\n", + " for i in range(epoch):\n", + " d=(x.T)*(x @ w - y)\n", + " w=w-(alpha/len(x))*np.sum(d,axis=1)\n", + " cost[i]=costfn(x,y,w)\n", + " return w,cost\n", + "\n", + "g,cost=gradient_descent(x_train,y_train,w,epoch,alpha)\n", + "print(g)\n", + "\n", + "finalCost = costfn(x,y,g)\n", + "print(finalCost)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Error vs. Training Epoch')" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkAAAAHFCAYAAAAaD0bAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAgAElEQVR4nOzde1yUZf7/8fcIcpCTCIonFDyFimaCmaesVMrKcv1WZht2VlsxD1ubpqZShltWbrti6ZZlB3W33GpbKzEPYbipqGXqapmFKR5AAwwFgfv3x/wYGUHlMMw9MK/n43E/7pnrvuaez32v3y/vruu+77EYhmEIAADAjTQwuwAAAABnIwABAAC3QwACAABuhwAEAADcDgEIAAC4HQIQAABwOwQgAADgdghAAADA7RCAAACA2yEAAU7y5ptvymKxXHTZsGGD2SW6hMudp9IlIiLCYd/56quvymKx6OjRo1X+7P/+9z9ZLBatWLHCYfVU9bsvtsybN8/pNV2oefPmuuOOO8wuAyjH0+wCAHezdOlSRUVFlWvv0qWLCdW4nltuuUWbN2+2a+vTp4/uuOMO/fGPf7S1eXt7O+w7R4wYoR49eigkJKTKn42IiNDmzZvVsWNHh9VTVX/84x8rDBlt2rQxoRqgbiAAAU4WHR2t2NjYKn3GMAydPXtWvr6+5bYVFxerqKioRoHAEftwlKZNm6pp06bl2sPCwnTNNddUah/5+flq1KhRpb+zWbNmatasWaX7l+Xj41PpumpLRESE6TUAdQ1TYIALslgsSkhI0KuvvqrOnTvL29tbb731ln766SdZLBY9//zzevbZZxUZGSlvb2+tX79ekpSRkaF7771XzZo1k7e3tzp37qwXX3xRJSUltn1fbh8XuuqqqzRgwIBy7cXFxWrVqpVGjBhha1u0aJGuvPJK+fv7KyAgQFFRUXrqqaccfHbs3X333QoNDdWOHTs0aNAg+fv76+abb5YkrV69WsOGDVOrVq3k4+Ojjh07avz48Tp58qTdPiqaArvmmmsUGxurzZs3q2/fvmrUqJE6dOigF198UWV/Q7qiKbCpU6fKYrFo//79uvPOOxUYGKgWLVpozJgxysvLs/vu7Oxs3XfffQoODlZAQIBuv/127du3z+FTWKXHs27dOvXq1Us+Pj5q3bq1EhMT7f59SFJWVpbGjBmjFi1ayMvLS+3bt9esWbN07tw5u37FxcV6+eWX1b17d/n6+qpx48bq27evPv3003Lf/+9//1s9evSQr6+vunTponfeecdhxwZUByNAgJOVjraUZbFY5OHhYdf24YcfKjU1VU8//bSaN29uN0LxyiuvqFOnTpo/f74CAwPVsWNHnThxQn379lVhYaGeeeYZRURE6JNPPtHjjz+uAwcOKDk52W7/Fe2jIg888IAmTpyo77//3q7PmjVrdOTIET3wwAOSpBUrVugPf/iDJkyYoPnz56tBgwb64YcftGfPnhqdr8rIz8/X8OHDlZCQoBkzZqi4uFiSdODAAQ0YMEBjx45VQECADh48qPnz5+u6667Tjh07yp3zCx06dEj333+/nnjiCUVERGjlypV6/PHHFR4errvuuuuydQ0fPlyjRo3S2LFjtWPHDs2YMUOenp62/y2Kioo0dOhQ7d69W3PmzNGVV16p1NRU3XrrrVU6/pKSknL/piTJ09P+/8VnZGQoPj5eM2bMULt27fTxxx9r1qxZys3N1fz58yVJv/32m6699lr98ssvSkxMVNeuXbV+/XrNnTtXu3bt0qpVq2z7GzVqlN5//32NHTtWc+fOlYeHh9LT0/XTTz/Zfe/WrVu1b98+TZ06VaGhoVq0aJHi4+PVqVMnXX311VU6VsBhDABOsXTpUkNShYuHh4ddX0lGUFCQcfLkSbv2gwcPGpKM9u3bG4WFhXbbpk6dakgyvv76a7v2Rx991LBYLMa+ffsuu4+KZGVlGV5eXsZTTz1l137XXXcZYWFhxrlz5wzDMIyEhASjcePGlTsZVSTJGD9+fIXbRo4caUgy3nvvvUvuo6SkxDh37pyxb98+Q5Lx+eef27YtWrTIkGRkZmba2nr37m1YLBZj586ddvvo0KGDcfvtt9va9u7da0gyli9fbmt78sknDUnGK6+8YlfDgw8+aAQGBtref/DBB4YkY+nSpXb9Zs2aZUgykpKSLnlMpd99sWXr1q12x3PhcRuGYcTHxxuenp62Y1+wYIEhyfj444/t+s2ZM8eQZHz55ZeGYRjGmjVrDEnGM888c8kaw8LCDD8/P+PIkSO2ttOnTxsBAQHGxIkTL/lZoDYxBQY42bJly7R161a75euvvy7X74YbblBwcHCF+7jtttvUsGFDu7Z169apS5cu5f6L+v7775dhGFq3bt1l91GRkJAQDRs2TG+99ZZtquTUqVP66KOPNHr0aNsow9VXX61ff/1Vo0aN0kcffaSsrKzL7ttRLBaLfve735Vrz8zM1COPPKJWrVrJ09NTDRs21BVXXCFJ2rt372X327ZtW1155ZV23xMdHa2ff/65UnXddtttdu+7d++u3Nxc5eTkSJI2btwoSbrzzjvt+o0aNapS+y/1xBNPlPs3tXXr1nIX1oeGhiouLs6u7Z577lFRUZE2bdokyfrvqEmTJho2bJhdv/vvv1+S9MUXX0iSbZpr/Pjxl62vV69eatGihe29n5+f2rdvX+nzCNQGpsAAJ+vcuXOlLoIu+wejMtuys7MrvDW8ZcuWtu2V3f+FHnzwQX3wwQdKSUnRjTfeqOXLl6ugoMD2R1GS4uPjVVRUpCVLluj//u//VFJSol69eunZZ5/VkCFDKv1d1REcHCwfHx+7tqKiIg0aNEinTp3SjBkz1LVrV/n7+ys/P18DBw7UmTNnLrvfiu4K8/b2rtRnK/p86UXmZ86cUVBQkLKzs+Xv7y8/Pz+7fmFhYZXaf6k2bdpU6t9U8+bNL9pW+u8jOzu7wn8bF/47OnHihBo1anTRkF5WTc8jUBsYAQJclMViqdK2kJAQZWZmlms/cuSIJOt//Vd2/xe68cYb1bJlSy1dulSS9Vb+3r17lxtheOCBB5SWlqacnBz95z//kWEYuvXWW2v9v/QrOpbt27dr7969WrBggcaPH6/rrrtOsbGxatKkSa3WUhUhISE6ffq0fvvtN7v26jyPqDIq2m9pW2lICQkJqbDfhf+OmjZtqvz8fJ06dapWagVqGwEIqCcGDRqkPXv2aPv27Xbty5Ytk8Vi0fXXX1/tfXt4eCg+Pt52Yfa2bdv04IMPXrS/n5+fhg4dqunTp6uwsFC7d++u9ndXV2kouvDW/tdee83ptVzMwIEDJUn/+Mc/7Npr66GKWVlZWrNmjV3be++9J09PT/Xv31+S9d9RdnZ2uTu5li1bZtsuSUOHDpVkvfMPqIuYAgOc7Lvvvqvwjp327dtX+Pybypo8ebKWLVumW265RYmJiWrbtq3+85//KDk5WY8++qg6depUk7L14IMP6s9//rPuuece+fr6auTIkXbbH3nkEfn6+qpfv35q0aKFjh49qqSkJAUFBalXr16SpJ9//lnt27fXfffdp9dff71G9VxOt27d1KZNGz3++OMqKChQUFCQPvzww3LXQpnptttuU69evZSQkKCTJ0/a7gJ79913JUkNGlTuv1F/+ukn/fe//y3X3qxZM7Vr1872vmnTpnrggQc0Y8YMtW/fXh999JHefvttTZ482TYV9tBDD+nVV1/VPffco8TERHXu3FkbNmzQvHnzNGLECFtQGjJkiO666y7NnDlThw8f1tChQ9WwYUNt375dwcHBGjduXE1PD1CrCECAk5XeNn6hJUuW6OGHH672fps2baq0tDRNmzZN06ZNU25urtq1a6fnn39eU6ZMqfZ+S3Xq1El9+/ZVWlqafv/73ysoKMhu+4ABA/Tmm2/qH//4h06dOqXQ0FD1799fy5YtswU7wzBUXFxsu029Nvn4+OiTTz7RpEmT9PDDD6thw4a66aab9Pnnn9uFAjN5enrq008/1eTJk/XMM8+oqKhIAwYM0FtvvaX+/furcePGldrPiy++qBdffLFc+0MPPaS///3vtvdt2rTRvHnz9OSTT2r37t0KCQnRrFmz9PTTT9v6+Pn5aePGjZo+fbrmzp2rkydPqnXr1nrqqac0c+ZMu/2/99576tWrl5YuXaq///3vatSokbp27VquH+CKLIZR5oleAADTvfHGG3rooYeUnp6unj17OmSf11xzjYqKirRt2zaH7A+o6xgBAgATLVu2TFlZWeratassFovS0tI0f/58DRkyxGHhB0B5BCAAMJG/v78WLFigAwcOKD8/X61atdKYMWOUmJhodmlAvcYUGAAAcDvcBg8AANwOAQgAALgdAhAAAHA7XARdgZKSEh05ckQBAQFV+rkAAABgHsMwlJeXp5YtW172QaIEoAocOXJE4eHhZpcBAACq4dChQ2rduvUl+xCAKhAQECDJegIDAwNNrgYAAFRGbm6uwsPDbX/HL4UAVIHSaa/AwEACEAAAdUxlLl/hImgAAOB2CEAAAMDtEIAAAIDbIQABAAC3QwACAABuhwAEAADcDgEIAAC4HQIQAABwOwQgAADgdghAAADA7RCAAACA2yEAAQAAt8OPoTpTYaF0/LhUVCRFRJhdDQAAbosRIGf673+l8HDpppvMrgQAALdGAHImf3/r+vRpc+sAAMDNEYCcKSDAuiYAAQBgKgKQM5UdATIMc2sBAMCNEYCcqTQAFRdLBQXm1gIAgBsjADlTo0bnXzMNBgCAaUwPQMnJyYqMjJSPj49iYmKUmppaqc999dVX8vT0VI8ePezalyxZogEDBig4OFjBwcEaPHiwtmzZUhulV52Hx/kQRAACAMA0pgaglStXatKkSZo+fbp27NihAQMGaOjQocrIyLjk53JycjR69GgNGjSo3LYNGzZo1KhRWr9+vTZv3qw2bdooLi5Ohw8frq3DqJrSabC8PHPrAADAjVkMw7yrcXv37q2ePXtq0aJFtrbOnTtr+PDhSkpKuujn7r77bnXs2FEeHh768MMPtXPnzov2LS4uVnBwsP72t79p9OjRlaorNzdXQUFBysnJUWBgYOUPqDLat5d+/FFKS5P69HHsvgEAcGNV+ftt2ghQYWGh0tPTFRcXZ9ceFxentLS0i35u6dKlOnDggGbNmlWp78nPz9e5c+fUpEmTi/YpKChQbm6u3VJruBUeAADTmRaAsrKyVFxcrLCwMLv2sLAwHT16tMLPfP/995o6dareffddeXpW7lc8pk6dqlatWmnw4MEX7ZOUlKSgoCDbEh4eXvkDqSoehggAgOlMvwjaYrHYvTcMo1ybZJ3KuueeezRnzhx16tSpUvt+/vnntXz5cq1atUo+Pj4X7Tdt2jTl5OTYlkOHDlXtIKqCAAQAgOlM+zHU0NBQeXh4lBvtOX78eLlRIUnKy8vTtm3btGPHDiUkJEiSSkpKZBiGPD09tWbNGt1www22/vPnz9dzzz2ntWvXqnv37pesxdvbW97e3g44qkogAAEAYDrTApCXl5diYmKUkpKi3/3ud7b2lJQU3X777eX6BwYGateuXXZtycnJWrdund5//31FRkba2l944QU9++yz+vzzzxUbG1t7B1EdBCAAAExnWgCSpClTpig+Pl6xsbHq06ePFi9erIyMDI0bN06SdWrq8OHDWrZsmRo0aKDo6Gi7zzdr1kw+Pj527c8//7xmzpyp9957TxEREbYRJn9/f/mXhg8zcRs8AACmMzUAjRw5UtnZ2UpMTFRmZqaio6O1evVqtW3bVpKUmZl52WcCXSg5OVmFhYW644477NpnzZql2bNnO6r06mMECAAA05n6HCBXVavPAXr2WWnmTOmRR6TFix27bwAA3FideA6Q2+I5QAAAmI4A5GxMgQEAYDoCkLMRgAAAMB0ByNkIQAAAmI4A5GwEIAAATEcAcjaeAwQAgOkIQM7GCBAAAKYjADlb2QDEI5gAADAFAcjZSp8DVFQkFRaaWwsAAG6KAORsfn7nXzMNBgCAKQhAzubhIfn6Wl8TgAAAMAUByAxcCA0AgKkIQGbgVngAAExFADIDI0AAAJiKAGQGAhAAAKYiAJmh9FZ4AhAAAKYgAJmBESAAAExFADIDAQgAAFMRgMxAAAIAwFQEIDMQgAAAMBUByAw8BwgAAFMRgMzACBAAAKYiAJmBAAQAgKkIQGbgOUAAAJiKAGQGRoAAADAVAcgMBCAAAExFADIDAQgAAFMRgMzAbfAAAJiKAGQGRoAAADAVAcgMpQHo3DmpsNDcWgAAcEMEIDOUBiCJUSAAAExAADKDp6fk42N9TQACAMDpCEBm4TogAABMQwAyCwEIAADTEIDMQgACAMA0BCCz8CwgAABMQwAyCyNAAACYhgBkFgIQAACmIQCZJSDAuiYAAQDgdAQgszACBACAaQhAZiEAAQBgGgKQWQhAAACYhgBkFm6DBwDANAQgszACBACAaQhAZiEAAQBgGgKQWQhAAACYxvQAlJycrMjISPn4+CgmJkapqamV+txXX30lT09P9ejRo9y2Dz74QF26dJG3t7e6dOmif/3rX44uu+Z4DhAAAKYxNQCtXLlSkyZN0vTp07Vjxw4NGDBAQ4cOVUZGxiU/l5OTo9GjR2vQoEHltm3evFkjR45UfHy8vvnmG8XHx+uuu+7S119/XVuHUT2MAAEAYBqLYRiGWV/eu3dv9ezZU4sWLbK1de7cWcOHD1dSUtJFP3f33XerY8eO8vDw0IcffqidO3fato0cOVK5ubn69NNPbW033XSTgoODtXz58krVlZubq6CgIOXk5CgwMLAaR1YJe/dKXbpIISFSVlbtfAcAAG6kKn+/TRsBKiwsVHp6uuLi4uza4+LilJaWdtHPLV26VAcOHNCsWbMq3L558+Zy+7zxxhsvuU9TMAIEAIBpPM364qysLBUXFyssLMyuPSwsTEePHq3wM99//72mTp2q1NRUeXpWXPrRo0ertE9JKigoUEFBge19bm5uZQ+j+koDUEGBdO6c1LBh7X8nAACQ5AIXQVssFrv3hmGUa5Ok4uJi3XPPPZozZ446derkkH2WSkpKUlBQkG0JDw+vwhFUk5/f+deMAgEA4FSmBaDQ0FB5eHiUG5k5fvx4uREcScrLy9O2bduUkJAgT09PeXp6KjExUd988408PT21bt06SVLz5s0rvc9S06ZNU05Ojm05dOiQA47wMry8rItEAAIAwMlMC0BeXl6KiYlRSkqKXXtKSor69u1brn9gYKB27dqlnTt32pZx48bpiiuu0M6dO9W7d29JUp8+fcrtc82aNRXus5S3t7cCAwPtFqfgOiAAAExh2jVAkjRlyhTFx8crNjZWffr00eLFi5WRkaFx48ZJso7MHD58WMuWLVODBg0UHR1t9/lmzZrJx8fHrn3ixIm69tpr9ec//1m33367PvroI61du1abNm1y6rFVSkCAdPIkAQgAACczNQCNHDlS2dnZSkxMVGZmpqKjo7V69Wq1bdtWkpSZmXnZZwJdqG/fvlqxYoVmzJihmTNnqn379lq5cqVthMilMAIEAIApTH0OkKtyynOAJOmaa6Svv5Y+/lgaNqz2vgcAADdQJ54DBJ0fAcrLM7cOAADcDAHITEyBAQBgCgKQmQhAAACYggBkJgIQAACmIACZKSDAuiYAAQDgVAQgMzECBACAKQhAZiIAAQBgCgKQmQhAAACYggBkJp4DBACAKQhAZmIECAAAUxCAzEQAAgDAFAQgMxGAAAAwBQHITDwHCAAAUxCAzMQIEAAApiAAmak0AJ09KxUVmVsLAABuhABkptIAJDEKBACAExGAzOTlJTVsaH1NAAIAwGkIQGbjOiAAAJyOAGQ2AhAAAE5HADIbAQgAAKcjAJmNZwEBAOB0BCCzMQIEAIDTEYDMRgACAMDpCEBmCwy0rn/91dw6AABwIwQgswUHW9enTplbBwAAboQAZLYmTazrkyfNrQMAADdCADJbaQBiBAgAAKchAJmtdAqMESAAAJyGAGQ2RoAAAHA6ApDZGAECAMDpCEBmYwQIAACnIwCZrXQE6NdfpeJic2sBAMBNEIDMVhqADEPKyTG3FgAA3AQByGxeXud/DoNpMAAAnIIA5Aq4EBoAAKciALkCLoQGAMCpCECugBEgAACcigDkChgBAgDAqQhAroAfRAUAwKkIQK6AKTAAAJyKAOQKmAIDAMCpCECugBEgAACcigDkChgBAgDAqQhAroARIAAAnIoA5AoYAQIAwKkIQK6A2+ABAHAqApArKJ0CO3NGOnvW3FoAAHADpgeg5ORkRUZGysfHRzExMUpNTb1o302bNqlfv34KCQmRr6+voqKi9PLLL5frt2DBAl1xxRXy9fVVeHi4Jk+erLOuHCwCAyUPD+trpsEAAKh1nmZ++cqVKzVp0iQlJyerX79+eu211zR06FDt2bNHbdq0Kdffz89PCQkJ6t69u/z8/LRp0yaNHTtWfn5+GjNmjCTp3Xff1dSpU/XGG2+ob9++2r9/v+6//35JqjAsuQSLRWrcWMrOtk6DtWhhdkUAANRrFsMwDLO+vHfv3urZs6cWLVpka+vcubOGDx+upKSkSu1jxIgR8vPz09tvvy1JSkhI0N69e/XFF1/Y+vzxj3/Uli1bLjm6VFZubq6CgoKUk5OjwMDAKhxRDXTqJH3/vZSaKvXv75zvBACgHqnK32/TpsAKCwuVnp6uuLg4u/a4uDilpaVVah87duxQWlqaBg4caGvr37+/0tPTtWXLFknSjz/+qNWrV+uWW2656H4KCgqUm5trtzgdt8IDAOA0pk2BZWVlqbi4WGFhYXbtYWFhOnr06CU/27p1a504cUJFRUWaPXu2Hn74Ydu2u+++WydOnFD//v1lGIaKior06KOPaurUqRfdX1JSkubMmVOzA6op7gQDAMBpTL8I2mKx2L03DKNc24VSU1O1bds2vfrqq1qwYIGWL19u27ZhwwbNnTtXycnJ2r59u1atWqVPPvlEzzzzzEX3N23aNOXk5NiWQ4cO1eygqoNnAQEA4DSmjQCFhobKw8Oj3GjP8ePHy40KXSgyMlKS1K1bNx07dkyzZ8/WqFGjJEkzZ85UfHy8bVSoW7du+u233zRmzBhNnz5dDRqUz3ze3t7y9vZ2xGFVH1NgAAA4jWkjQF5eXoqJiVFKSopde0pKivr27Vvp/RiGoYKCAtv7/Pz8ciHHw8NDhmHIxOu9L48RIAAAnMbU2+CnTJmi+Ph4xcbGqk+fPlq8eLEyMjI0btw4SdapqcOHD2vZsmWSpIULF6pNmzaKioqSZH0u0Pz58zVhwgTbPocNG6aXXnpJV111lXr37q0ffvhBM2fO1G233SaP0mftuCJGgAAAcBpTA9DIkSOVnZ2txMREZWZmKjo6WqtXr1bbtm0lSZmZmcrIyLD1Lykp0bRp03Tw4EF5enqqffv2mjdvnsaOHWvrM2PGDFksFs2YMUOHDx9W06ZNNWzYMM2dO9fpx1cljAABAOA0pj4HyFWZ8hygjz+Wbr9duvpq6euvnfOdAADUI3XiOUC4ALfBAwDgNAQgV8EUGAAATkMAchWlF0GfOiWVlJhbCwAA9RwByFWUBqCSEikvz9xaAACo5whArsLHR/L1tb7mOiAAAGoVAciVcB0QAABOQQByJTwMEQAApyAAuRJuhQcAwCkIQK6EKTAAAJyCAORKmAIDAMApCECuhBEgAACcggDkShgBAgDAKQhAroQRIAAAnIIA5EoYAQIAwCkIQK6E2+ABAHAKApArYQoMAACnIAC5EqbAAABwCgKQKykdAfrtN6mw0NxaAACoxwhAriQoSLJYrK+ZBgMAoNYQgFxJgwZS48bW1wQgAABqDQHI1XAnGAAAtY4A5Gq4EBoAgFpHAHI13AoPAECtIwC5GkaAAACoddUKQImJicrPzy/XfubMGSUmJta4KLfGCBAAALWuWgFozpw5On36dLn2/Px8zZkzp8ZFuTVGgAAAqHXVCkCGYchS+ryaMr755hs1KR3BQPUwAgQAQK3zrErn4OBgWSwWWSwWderUyS4EFRcX6/Tp0xo3bpzDi3Qr3AYPAECtq1IAWrBggQzD0IMPPqg5c+YoKCjIts3Ly0sRERHq06ePw4t0K0yBAQBQ66oUgO677z5JUmRkpPr16ydPzyp9HJXBFBgAALWuWtcABQQEaO/evbb3H330kYYPH66nnnpKhfyIZ80wAgQAQK2rVgAaO3as9u/fL0n68ccfNXLkSDVq1Ej//Oc/9ac//cmhBbqdkBDr+uRJqaTE3FoAAKinqhWA9u/frx49ekiS/vnPf2rgwIF677339Oabb+qDDz5waIFup1kz6y/CFxdLWVlmVwMAQL1U7dvgS/7/6MTatWt18803S5LCw8OVxR/tmvH0lJo2tb4+csTcWgAAqKeqFYBiY2P17LPP6u2339bGjRt1yy23SJIOHjyosLAwhxbollq2tK4zM82tAwCAeqpaAWjBggXavn27EhISNH36dHXo0EGS9P7776tv374OLdAttWhhXROAAACoFdW6j7179+7atWtXufYXXnhBHh4eNS7K7ZUGIKbAAACoFTV6kE96err27t0ri8Wizp07q2fPno6qy70xBQYAQK2qVgA6fvy4Ro4cqY0bN6px48YyDEM5OTm6/vrrtWLFCjUtvYgX1cMUGAAAtapa1wBNmDBBeXl52r17t06ePKlTp07pu+++U25urh577DFH1+h+CEAAANSqao0AffbZZ1q7dq06d+5sa+vSpYsWLlyouLg4hxXntrgGCACAWlWtEaCSkhI1bNiwXHvDhg1tzwdCDZReA3T0qGQY5tYCAEA9VK0AdMMNN2jixIk6UmaE4vDhw5o8ebIGDRrksOLcVvPm1nVhIb8JBgBALahWAPrb3/6mvLw8RUREqH379urQoYMiIyOVl5env/71r46u0f14eZ3/TTCmwQAAcLhqXQMUHh6u7du3KyUlRf/73/9kGIa6dOmiwYMHO7o+99WypZSdbb0Quls3s6sBAKBeqdII0Lp169SlSxfl5uZKkoYMGaIJEyboscceU69evdS1axl/HZgAACAASURBVFelpqbWSqFuhzvBAACoNVUKQAsWLNAjjzyiwMDActuCgoI0duxYvfTSS1UqIDk5WZGRkfLx8VFMTMwlA9SmTZvUr18/hYSEyNfXV1FRUXr55ZfL9fv11181fvx4tWjRQj4+PurcubNWr15dpbpMx51gAADUmipNgX3zzTf685//fNHtcXFxmj9/fqX3t3LlSk2aNEnJycnq16+fXnvtNQ0dOlR79uxRmzZtyvX38/NTQkKCunfvLj8/P23atEljx46Vn5+fxowZI0kqLCzUkCFD1KxZM73//vtq3bq1Dh06pICAgKocqvkYAQIAoNZUKQAdO3aswtvfbTvz9NSJEycqvb+XXnpJDz30kB5++GFJ1hGmzz//XIsWLVJSUlK5/ldddZWuuuoq2/uIiAitWrVKqamptgD0xhtv6OTJk0pLS7PV2rZt20rX5DL4OQwAAGpNlabAWrVqVeGPoJb69ttv1aJ05OIyCgsLlZ6eXu7BiXFxcUpLS6vUPnbs2KG0tDQNHDjQ1vbxxx+rT58+Gj9+vMLCwhQdHa3nnntOxcXFF91PQUGBcnNz7RbTMQIEAECtqVIAuvnmm/X000/r7Nmz5badOXNGs2bN0q233lqpfWVlZam4uFhhYWF27WFhYTp69OglP9u6dWt5e3srNjZW48ePt40gSdKPP/6o999/X8XFxVq9erVmzJihF198UXPnzr3o/pKSkhQUFGRbwsPDK3UMtYprgAAAqDVVmgKbMWOGVq1apU6dOikhIUFXXHGFLBaL9u7dq4ULF6q4uFjTp0+vUgEWi8XuvWEY5doulJqaqtOnT+u///2vpk6dqg4dOmjUqFGSrE+pbtasmRYvXiwPDw/FxMToyJEjeuGFF/T0009XuL9p06ZpypQptve5ubnmh6CyI0CGIV3mnAAAgMqrUgAKCwtTWlqaHn30UU2bNk3G//+ZBovFohtvvFHJycnlRnQuJjQ0VB4eHuVGe44fP37ZfURGRkqSunXrpmPHjmn27Nm2ANSiRQs1bNhQHh4etv6dO3fW0aNHVVhYKC8vr3L78/b2lre3d6XqdprSAHT2rJSTIzVubG49AADUI1V+EnTbtm21evVqZWVl6euvv9Z///tfZWVlafXq1YqIiKj0fry8vBQTE6OUlBS79pSUFPXt27fS+zEMQwUFBbb3/fr10w8//GD3m2T79+9XixYtKgw/LsvX93zoYRoMAACHqtaToCUpODhYvXr1qtGXT5kyRfHx8YqNjVWfPn20ePFiZWRkaNy4cZKsU1OHDx/WsmXLJEkLFy5UmzZtFBUVJcn6XKD58+drwoQJtn0++uij+utf/6qJEydqwoQJ+v777/Xcc8/pscceq1GtpmjRQvr1V+s0WJcuZlcDAEC9Ue0A5AgjR45Udna2EhMTlZmZqejoaK1evdp223pmZqYyMjJs/UtKSjRt2jQdPHhQnp6eat++vebNm6exY8fa+oSHh2vNmjWaPHmyunfvrlatWmnixIl68sknnX58NdaypbR3L3eCAQDgYBaj9EIe2OTm5iooKEg5OTkVPvXaaeLjpXfekZ5/XnriCfPqAACgDqjK3+9q/Ro8nIRb4QEAqBUEIFfGwxABAKgVBCBXxs9hAABQKwhArowpMAAAagUByJUxBQYAQK0gALmy0gD0229SXp65tQAAUI8QgFyZv78UEGB9zTQYAAAOQwBydUyDAQDgcAQgV0cAAgDA4QhAro5b4QEAcDgCkKvjVngAAByOAOTqmAIDAMDhCECujgAEAIDDEYBcXek1QEyBAQDgMAQgV8cIEAAADkcAcnWlASg3V8rPN7cWAADqCQKQqwsMlHx9ra8ZBQIAwCEIQK7OYuE6IAAAHIwAVBdwHRAAAA5FAKoLCEAAADgUAaguKJ0C++UXc+sAAKCeIADVBe3aWdc//mhuHQAA1BMEoLqgQwfr+ocfzK0DAIB6ggBUF3TsaF3/8INkGObWAgBAPUAAqgvatpU8PKwPQuRCaAAAaowAVBd4eVlDkMQ0GAAADkAAqiu4DggAAIchANUVBCAAAByGAFRXEIAAAHAYAlBdQQACAMBhCEB1RdkAxK3wAADUCAGoroiMtP4yfF6edOKE2dUAAFCnEYDqCh8fKTzc+pppMAAAaoQAVJdwHRAAAA5BAKpLCEAAADgEAaguIQABAOAQBKC6hAAEAIBDEIDqEgIQAAAOQQCqS9q1s65PnZJOnjS3FgAA6jACUF3i5ye1bGl9zSgQAADVRgCqa5gGAwCgxghAdQ0BCACAGiMA1TUEIAAAaowAVNcQgAAAqDECUF1DAAIAoMYIQHVN+/bW9YkTUk6OubUAAFBHmR6AkpOTFRkZKR8fH8XExCg1NfWifTdt2qR+/fopJCREvr6+ioqK0ssvv3zR/itWrJDFYtHw4cNro3RzBAZKzZpZXx84YG4tAADUUaYGoJUrV2rSpEmaPn26duzYoQEDBmjo0KHKyMiosL+fn58SEhL05Zdfau/evZoxY4ZmzJihxYsXl+v7888/6/HHH9eAAQNq+zCcj2kwAABqxNQA9NJLL+mhhx7Sww8/rM6dO2vBggUKDw/XokWLKux/1VVXadSoUeratasiIiJ077336sYbbyw3alRcXKzf//73mjNnjtqVPj25PiEAAQBQI6YFoMLCQqWnpysuLs6uPS4uTmlpaZXax44dO5SWlqaBAwfatScmJqpp06Z66KGHKrWfgoIC5ebm2i0urWNH65oABABAtXia9cVZWVkqLi5WWFiYXXtYWJiOHj16yc+2bt1aJ06cUFFRkWbPnq2HH37Ytu2rr77S66+/rp07d1a6lqSkJM2ZM6dqB2AmRoAAAKgR0y+Ctlgsdu8NwyjXdqHU1FRt27ZNr776qhYsWKDly5dLkvLy8nTvvfdqyZIlCg0NrXQN06ZNU05Ojm05dOhQ1Q/EmQhAAADUiGkjQKGhofLw8Cg32nP8+PFyo0IXioyMlCR169ZNx44d0+zZszVq1CgdOHBAP/30k4YNG2brW1JSIkny9PTUvn371L70NvIyvL295e3tXdNDcp7SY8jMlE6flvz9za0HAIA6xrQRIC8vL8XExCglJcWuPSUlRX379q30fgzDUEFBgSQpKipKu3bt0s6dO23Lbbfdpuuvv147d+5UeHi4Q4/BNMHBUosW1tfffGNuLQAA1EGmjQBJ0pQpUxQfH6/Y2Fj16dNHixcvVkZGhsaNGyfJOjV1+PBhLVu2TJK0cOFCtWnTRlFRUZKszwWaP3++JkyYIEny8fFRdHS03Xc0btxYksq113kxMdInn0jbt0v9+pldDQAAdYqpAWjkyJHKzs5WYmKiMjMzFR0drdWrV6tt27aSpMzMTLtnApWUlGjatGk6ePCgPD091b59e82bN09jx4416xDMUxqA0tPNrgQAgDrHYhiGYXYRriY3N1dBQUHKyclRYGCg2eVU7N//lm67TYqOlnbtMrsaAABMV5W/36bfBYZqiomxrvfskfLzza0FAIA6hgBUV7VoIYWFSSUlXAgNAEAVEYDqKovl/CgQ1wEBAFAlBKC6jAAEAEC1EIDqMgIQAADVQgCqy8peCH3mjLm1AABQhxCA6rJWraRmzaTiYi6EBgCgCghAdVnZC6G3bze3FgAA6hACUF3HdUAAAFQZAaiuIwABAFBlBKC6rjQA7d4tnT1rbi0AANQRBKC6rnVrqWlTqahI+vZbs6sBAKBOIADVdTwRGgCAKiMA1Qc9e1rXBCAAACqFAFQfMAIEAECVEIDqg9IA9N13XAgNAEAlEIDqgzZtpJAQ64XQu3aZXQ0AAC6PAFQf8ERoAACqhABUX5QGoC1bzK0DAIA6gABUXwwYYF2vXSsZhrm1AADg4ghA9cXAgZK3t5SRIe3bZ3Y1AAC4NAJQfdGokXTttdbXn31mbi0AALg4AlB9cuON1vXnn5tbBwAALo4AVJ+UBqCNG6UzZ8ytBQAAF0YAqk+6dpVatbKGn9RUs6sBAMBlEYDqE4uFaTAAACqBAFTfEIAAALgsAlB9M3iw1KCBtHu3dOiQ2dUAAOCSCED1TZMm0tVXW1+vWWNuLQAAuCgCUH3ENBgAAJdEAKqPbrrJuk5Jsf5CPAAAsEMAqo969ZKCg6Vff5W2bjW7GgAAXA4BqD7y8LBeDC0xDQYAQAUIQPVV6TQYvwsGAEA5BKD6Ki7Out66VcrONrcWAABcDAGovmrdWurRQyopkVauNLsaAABcCgGoPrv/fuv69ddNLQMAAFdDAKrP7r1X8vKStm+Xdu40uxoAAFwGAag+CwmRbr/d+ppRIAAAbAhA9d1DD1nX774rnT1rbi0AALgIAlB9N3iwFB4unTol/etfZlcDAIBLIADVdx4e0gMPWF8zDQYAgCQCkHt44AHJYpG++EI6eNDsagAAMB0ByB1EREiDBllfL11qaikAALgCApC7KL0Y+s03peJiU0sBAMBsBCB3MXy49RfiDx2S1q41uxoAAExlegBKTk5WZGSkfHx8FBMTo9TU1Iv23bRpk/r166eQkBD5+voqKipKL7/8sl2fJUuWaMCAAQoODlZwcLAGDx6sLVu21PZhuD4fH+n3v7e+fvVVc2sBAMBkpgaglStXatKkSZo+fbp27NihAQMGaOjQocrIyKiwv5+fnxISEvTll19q7969mjFjhmbMmKHFixfb+mzYsEGjRo3S+vXrtXnzZrVp00ZxcXE6fPiwsw7LdT36qPVi6A8/lLZtM7saAABMYzEMwzDry3v37q2ePXtq0aJFtrbOnTtr+PDhSkpKqtQ+RowYIT8/P7399tsVbi8uLlZwcLD+9re/afTo0ZXaZ25uroKCgpSTk6PAwMBKfabOGD1aevttacgQac0as6sBAMBhqvL327QRoMLCQqWnpysuLs6uPS4uTmlpaZXax44dO5SWlqaBAwdetE9+fr7OnTunJk2a1KjeemPOHKlhQyklRVq3zuxqAAAwhWkBKCsrS8XFxQoLC7NrDwsL09GjRy/52datW8vb21uxsbEaP368Hn744Yv2nTp1qlq1aqXBgwdftE9BQYFyc3PtlnorMlIaM8b6eto0ybwBQAAATGP6RdAWi8XuvWEY5doulJqaqm3btunVV1/VggULtHz58gr7Pf/881q+fLlWrVolHx+fi+4vKSlJQUFBtiU8PLzqB1KXzJghNWokbdkiffSR2dUAAOB0pgWg0NBQeXh4lBvtOX78eLlRoQtFRkaqW7dueuSRRzR58mTNnj27XJ/58+frueee05o1a9S9e/dL7m/atGnKycmxLYcOHary8dQpzZtLkyZZX0+fznOBAABux7QA5OXlpZiYGKWkpNi1p6SkqG/fvpXej2EYKigosGt74YUX9Mwzz+izzz5TbGzsZffh7e2twMBAu6Xee+IJ63OB9uyR3nnH7GoAAHAqTzO/fMqUKYqPj1dsbKz69OmjxYsXKyMjQ+PGjZNkHZk5fPiwli1bJklauHCh2rRpo6ioKEnW5wLNnz9fEyZMsO3z+eef18yZM/Xee+8pIiLCNsLk7+8vf39/Jx+hC2vcWJo6VXrySWnWLOnuuyVvb7OrAgDAKUwNQCNHjlR2drYSExOVmZmp6OhorV69Wm3btpUkZWZm2j0TqKSkRNOmTdPBgwfl6emp9u3ba968eRo7dqytT3JysgoLC3XHHXfYfdesWbMqnCpzawkJ0l/+Iv38szR7tlTJRw8AAFDXmfocIFdVr58DdKF//UsaMeL8r8Vff73ZFQEAUC114jlAcBG/+530yCPW2+Hj46XsbLMrAgCg1hGAIL38snTFFdLhw9ZnBDEoCACo5whAkPz8pPfesz4hetUq6fXXza4IAIBaRQCCVc+e0nPPWV9PnCjt22duPQAA1CICEM6bMkUaPFjKz5f+7/+4HggAUG8RgHBegwbSW29JLVpIu3dLN90k1effRQMAuC0CEOy1bCmtXSuFhkrbtkm33CL99pvZVQEA4FAEIJTXpYu0Zo0UFCRt2mS9Vf7sWbOrAgDAYQhAqNhVV0mffmq9QywlRRo5UiosNLsqAAAcggCEi+vTR/rkE8nHR/r4Y+sF0seOmV0VAAA1RgDCpV13nfTRR1JgoJSaKsXESFu2mF0VAAA1QgDC5cXFWUNPVJT1adEDBkhvvGF2VQAAVBsBCJVzxRXS119Lt99uvRbooYesvyGWk2N2ZQAAVBkBCJUXGGj9qYzEROuvx//979ZRoZUr+f0wAECdQgBC1TRoIM2cKX3xhdSpk3T0qHT33dLQodKBA2ZXBwBApRCAUD3XXy99+600Z47k7S19/rkUHS09/rg1FAEA4MIIQKg+b2/p6aelXbukQYOsD0t88UUpMtL6g6qHD5tdIQAAFSIAoeY6drQ+LHH1aumaa6xB6JVXpHbtpDFjpPR0rhECALgUAhAcw2KxXgeUlmYNQ9dea71bbMkSKTZW6tlTSk6Wfv3V7EoBACAAwcEsFusTozdutD448Z57rFNlO3dK48dbf2z1zjul5cv5pXkAgGkshsHcxIVyc3MVFBSknJwcBQYGml1O3ZedLb3zjnU0aPfu8+1eXtKQIdLw4daHLbZpY16NAIA6ryp/vwlAFSAA1RLDkLZvlz74wLrs32+/vVMnayAaPNg6hdakiTl1AgDqJAJQDRGAnMAwpD17rEHo00+tP7VRUmLfp3Nn6w+y9u1rXV9xheThYU69AACXRwCqIQKQCX79VdqwwXoB9RdfSPv2le/TqJHUo4f1guqePaXu3a0hqVEjp5cLAHA9BKAaIgC5gKwsafNm611lmzdLW7dK+fnl+1ks1tvto6Olrl2t02ilS0iI8+sGAJiGAFRDBCAXVFxsvWZo+/bzy3ffWYPSxTRpInXoYA1IZZe2baXWra0XYQMA6g0CUA0RgOqQ48etd5Z99531mqLvv7cGpUOHLv05i0Vq3tx651l4uNSqlf3SooV1CQhwznEAAGqMAFRDBKB6ID/fGoZ+/LH8kpFhfVp1Zfj5WYNS8+ZSWJjUrNn5ddOm1iU01LqEhEgNG9bucQEALooAVEMEoHrOMKxTZxkZ0s8/S7/8Yv3dstLll1+sP+h6+nTV9x0YaA1CISHWKbgmTaTgYPulcWP7JSjI+jmm5ACgRqry99vTSTUBrsNiOT96ExNz8X6nT1uDUGamdX3ihHTsmHXa7dgxa4jKyrK2Z2dbg1VurnU5eLDqdfn4WINQUJB16i0w0H7t72+/9vOzvi67btTIui593YCHvQNARQhAwMX4+1svou7Q4fJ9i4utt/JnZ9svp06dX06etK5zcqx9c3Ks73/7zbqPs2ety/HjjjsGHx9rECpdfH2tS9nXZRcfn/Prsou3d/n1xRYvL+uaZzYBcGEEIMARPDzOT31VVVGRlJdnHTnKybEueXnn23JzraNReXnn13l51uD022/WttJ1fr794wJKQ9XJk4471sry8LCGobJLw4YVvy+7rmjx9Lx4W9l12aVhQ2sNpe/Lvi77vuy6dLnc+7JLgwbWtcXi/HMMoNoIQIDZPD3PXx/kCCUl0pkz1lB05sz5UFS6nDlzfsnPtwaksm1nzkgFBefD09mz59+XbS8osF8KC+3rKC4+vz93YLHYB6KLvS67vvB1Re9rslgs9usLX1fU51LrC19fatulPnPhcrnt1V1K/3epzPaK+l7Ydrn3l9rnpV6Xvr9wXVFbbfS53Ocv16e6n/f2tt5gYhICEFDfNGhw/jogZzIM6dw5axAqDUXnzp0PR6VLaZ+LrUtfl12KiuzXpa/Lvi8uLt+vuNi+vez70qX0fdl12aW07XL3ixiGtS+AyunTx/qwW5MQgAA4hsVyfmrL39/sahzPMMqHo5KS8m0Xbi9dyva/WFvZbYZRvq3s50q3V/S+tNbStrLvL9VW2l62z4Xrsp+5sO+l2irqU5XtZfuV/u9xqeVyfS62vWx7VftU9/XF2irzuUv1uXD/Fa1r2qe6n5esI0AmIgABQGVYLOevHwJQ53GPLAAAcDsEIAAA4HYIQAAAwO0QgAAAgNshAAEAALdDAAIAAG6HAAQAANwOAQgAALgdAhAAAHA7BCAAAOB2CEAAAMDtEIAAAIDbIQABAAC3QwACAABux9PsAlyRYRiSpNzcXJMrAQAAlVX6d7v07/ilEIAqkJeXJ0kKDw83uRIAAFBVeXl5CgoKumQfi1GZmORmSkpKdOTIEQUEBMhisTh037m5uQoPD9ehQ4cUGBjo0H3DHufaeTjXzsO5dh7OtfM46lwbhqG8vDy1bNlSDRpc+iofRoAq0KBBA7Vu3bpWvyMwMJD/g3ISzrXzcK6dh3PtPJxr53HEub7cyE8pLoIGAABuhwAEAADcjsfs2bNnm12Eu/Hw8NB1110nT09mIGsb59p5ONfOw7l2Hs618zj7XHMRNAAAcDtMgQEAALdDAAIAAG6HAAQAANwOAQgAALgdApATJScnKzIyUj4+PoqJiVFqaqrZJdV5SUlJ6tWrlwICAtSsWTMNHz5c+/bts+tjGIZmz56tli1bytfXV9ddd512795tUsX1R1JSkiwWiyZNmmRr41w7zuHDh3XvvfcqJCREjRo1Uo8ePZSenm7bzrl2jKKiIs2YMUORkZHy9fVVu3btlJiYqJKSElsfznX1ffnllxo2bJhatmwpi8WiDz/80G57Zc5tQUGBJkyYoNDQUPn5+em2227TL7/8UvPiDDjFihUrjIYNGxpLliwx9uzZY0ycONHw8/Mzfv75Z7NLq9NuvPFGY+nSpcZ3331n7Ny507jllluMNm3aGKdPn7b1mTdvnhEQEGB88MEHxq5du4yRI0caLVq0MHJzc02svG7bsmWLERERYXTv3t2YOHGirZ1z7RgnT5402rZta9x///3G119/bRw8eNBYu3at8cMPP9j6cK4d49lnnzVCQkKMTz75xDh48KDxz3/+0/D39zcWLFhg68O5rr7Vq1cb06dPNz744ANDkvGvf/3Lbntlzu24ceOMVq1aGSkpKcb27duN66+/3rjyyiuNoqKiGtVGAHKSq6++2hg3bpxdW1RUlDF16lSTKqqfjh8/bkgyNm7caBiGYZSUlBjNmzc35s2bZ+tz9uxZIygoyHj11VfNKrNOy8vLMzp27GikpKQYAwcOtAUgzrXjPPnkk0b//v0vup1z7Ti33HKL8eCDD9q1jRgxwrj33nsNw+BcO9KFAagy5/bXX381GjZsaKxYscLW5/Dhw0aDBg2Mzz77rEb1MAXmBIWFhUpPT1dcXJxde1xcnNLS0kyqqn7KycmRJDVp0kSSdPDgQR09etTu3Ht7e2vgwIGc+2oaP368brnlFg0ePNiunXPtOB9//LFiY2N15513qlmzZrrqqqu0ZMkS23bOteP0799fX3zxhfbv3y9J+uabb7Rp0ybdfPPNkjjXtaky5zY9PV3nzp2z69OyZUtFR0fX+PzzaEsnyMrKUnFxscLCwuzaw8LCdPToUZOqqn8Mw9CUKVPUv39/RUdHS5Lt/FZ07n/++Wen11jXrVixQtu3b9fWrVvLbeNcO86PP/6oRYsWacqUKXrqqae0ZcsWPfbYY/L29tbo0aM51w705JNPKicnR1FRUfLw8FBxcbHmzp2rUaNGSeLfdW2qzLk9evSovLy8FBwcXK5PTf9+EoCcyGKx2L03DKNcG6ovISFB3377rTZt2lRuG+e+5g4dOqSJEydqzZo18vHxuWg/znXNlZSUKDY2Vs8995wk6aqrrtLu3bu1aNEijR492taPc11zK1eu1DvvvKP33ntPXbt21c6dOzVp0iS1bNlS9913n60f57r2VOfcOuL8MwXmBKGhofLw8CiXVo8fP14u+aJ6JkyYoI8//ljr169X69atbe3NmzeXJM69A6Snp+v48eOKiYmRp6enPD09tXHjRr3yyivy9PS0nU/Odc21aNFCXbp0sWvr3LmzMjIyJPHv2pGeeOIJTZ06VXfffbe6deum+Ph4TZ48WUlJSZI417WpMue2efPmKiws1KlTpy7ap7oIQE7g5eWlmJgYpaSk2LWnpKSob9++JlVVPxiGoYSEBK1atUrr1q1TZGSk3fbIyEg1b97c7twXFhZq48aNnPsqGjRokHbt2qWdO3faltjYWP3+97/Xzp071a5dO861g/Tr16/c4xz279+vtm3bSuLftSPl5+erQQP7P4UeHh622+A517WnMuc2JiZGDRs2tOuTmZmp7777rubnv0aXUKPSSm+Df/311409e/YYkyZNMvz8/IyffvrJ7NLqtEcffdQICgoyNmzYYGRmZtqW/Px8W5958+YZQUFBxqpVq4xdu3YZo0aN4hZWByl7F5hhcK4dZcuWLYanp6cxd+5c4/vvvzfeffddo1GjRsY777xj68O5doz77rvPaNWqle02+FWrVhmhoaHGn/70J1sfznX15eXlGTt27DB27NhhSDJeeuklY8eOHbZHwFTm3I4bN85o3bq1sXbtWmP79u3GDTfcwG3wdc3ChQuNtm3bGl5eXkbPnj1tt2qj+iRVuCxdutTWp6SkxJg1a5bRvHlzw9vb27j22muNXbt2mVd0PXJhAOJcO86///1vIzo62vD29jaioqKMxYsX223nXDtGbm6uMXHiRKNNmzaGj4+P0a5dO2P69OlGQUGBrQ/nuvrWr19f4f+Pvu+++wzDqNy5PXPmjJGQkGA0adLE8PX1NW699VYjIyOjxrVZDMMwajaGBAAAULdwDRAAAHA7BCAAAOB2CEAAAMDtEIAAAIDbIQABAAC3QwACAABuhwAEAADcDgEIAP6/iIgILViwwOwyADgBAQiAKe6//34NHz5cknTddddp0qRJTvvuN998U40bNy7XvnXrVo0ZM8ZpdQAwj6fZBQCAoxQWFsrLy6van2/atKkDqwHgyhgBAmCq+++/Xxs3btRf9ZQG+wAABSpJREFU/vIXWSwWWSwW/fTTT5KkPXv26Oabb5a/v7/CwsIUHx+vrKws22evu+46JSQkaMqUKQoNDdWQIUMkSS+99JK6desmPz8/hYeH6w9/+INOnz4tSdqwYYMeeOAB5eTk2L5v9uzZkspPgWVkZOj222+Xv7+/AgMDddddd+nYsWO27bNnz1aPHj309ttvKyIiQkFBQbr77ruVl5dn6/P++++rW7du8vX1VUhIiAYPHqzffvuttk4ngEoiAAEw1V/+8hf16dNHjzzyiDIzM5WZmanw8HBlZmZq4MCB6tGjh7Zt26bPPvtMx44d01133WX3+bfeekuenp766quv9Nprr0mSGjRooFdeeUXfffed3nrrLa1bt05/+tOfJEl9+/bVggULFBgYaPu+xx9/vFxdhmFo+PDhOnnypDZu3KiUlBQdOHBAI0eOtOt34MABffjhh/rkk0/0ySefaOPGjZo3b54kKTMzU6NGjdKDDz6ovXv3asOGDRoxYoT4CUbAfEyBATBVUFCQvLy81KhRIzVv3tzWvmjRIvXs2VPPPfecre2NN95QeHi49u/fr06dOkmSOnTooOeff95un2WvJ4qMjNQzzzyjRx99VMnJyfLy8lJQUJAsFovd911o7dq1+vbbb3Xw4EGFh4dLkt5++2117dpVW7duVa9evSRJJSUlevPNNxUQECBJio+P1xdffKG5c+cqMzNTRUVFGjFihNq2bStJ6tatW01OFwAHYQQIgEtKT0/X+vXr5e/vb1uioqIkWUddSsXGxpb77Pr16zVkyBC1atVKAQEBGj16tLKzs6s09bR3716Fh4fbwo8kdenSRY0bN9bevXttbREREbbwI0ktWrTQ8ePHJUlXXnmlBg0apG7duunOO+/UkiVLdOrUqcqfBAC1hgAEwCWVlJRo2LBh2rlzp93y/fff69prr7X18/Pzs/vczz//rJtvvlnR0dH64IMPlJ6eroULF0qSzp07V+nvNwxDFovlsu0NGza0226xWFRSUiJJ8vDwUEpKij799FN16dJFf/3rX3XFFVfo4MGDla4DwP9r345dkgkDOI7/LHAsGlyaDgvBQyKaJEEXIfIfCBEamoSGFkeXlsTBlpZ2cXDR5sBFcFDEJh0PucAlCQRxOu0dXnh5rd739R3E4fl+4Jbj7h6eG44vz92tBwEEYOP8fr/m8/nSvpOTE/X7fVmWpcPDw6Xtc/T8rtvtyvM8lUolRaNRhUIhjUajf473mW3bcl1Xr6+vv/YNBgNNJhOFw+GV5+bz+RSLxXR7e6uXlxf5/X7V6/WVzwewHgQQgI2zLEvtdlvD4VDj8ViLxULX19d6f39XOp1Wp9OR4zh6fn7W1dXVX+Pl4OBAnufp4eFBjuOoXC7r8fHxy3jT6VSNRkPj8Viz2ezLdZLJpI6OjpTJZNTr9dTpdHR5ealEIvHta7fvtNtt3d3dqdvtynVd1Wo1vb29/VdAAVgPAgjAxuVyOW1vb8u2bQUCAbmuq/39fbVaLc3nc52dnSkSiejm5ka7u7va2vrzo+v4+Fj39/cqFouKRCKqVCoqFApLx5yeniqbzeri4kKBQODLR9TSz5Wbp6cn7e3tKR6PK5lMKhgMqlqtrjyvnZ0dNZtNpVIphUIh5fN5lUolnZ+fr35zAKyF74P/MQEAgGFYAQIAAMYhgAAAgHEIIAAAYBwCCAAAGIcAAgAAxiGAAACAcQggAABgHAIIAAAYhwACAADGIYAAAIBxCCAAAGAcAggAABjnB+Km2cNAOxlFAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig , ax = plt.subplots() \n", + "ax.plot(np.arange(epoch), cost, 'r') \n", + "ax.set_xlabel('Iterations') \n", + "ax.set_ylabel('Cost') \n", + "ax.set_title('Error vs. Training Epoch') " + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x_values = np.linspace(np.min(x_test[:,1]), np.max(x_test[:,1]), 100)\n", + "y_values = g[0] + g[1]*x_values\n", + "\n", + "plt.scatter(x_train[:,1],y_train)\n", + "plt.plot(x_values, y_values, color='r', label='Regression Line')\n", + "plt.xlabel('First Feature in x')\n", + "plt.ylabel('y')\n", + "plt.title('Regression Line')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy of the model is: 36.953653568813735 %\n" + ] + } + ], + "source": [ + "y_pred=np.dot(x_test,g)\n", + "r2=r2_score(y_test, y_pred)\n", + "print(\"Accuracy of the model is:\",r2*100,\"%\")" + ] + } + ], + "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": "3.8.10" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Linear_Regression/winequality-red.csv b/Linear_Regression/winequality-red.csv new file mode 100644 index 0000000..62e674c --- /dev/null +++ b/Linear_Regression/winequality-red.csv @@ -0,0 +1,1600 @@ +fixed acidity,volatile acidity,citric acid,residual sugar,chlorides,free sulfur dioxide,total sulfur dioxide,density,pH,sulphates,alcohol,quality +7.4,0.7,0.0,1.9,0.076,11.0,34.0,0.9978,3.51,0.56,9.4,5 +7.8,0.88,0.0,2.6,0.098,25.0,67.0,0.9968,3.2,0.68,9.8,5 +7.8,0.76,0.04,2.3,0.092,15.0,54.0,0.997,3.26,0.65,9.8,5 +11.2,0.28,0.56,1.9,0.075,17.0,60.0,0.998,3.16,0.58,9.8,6 +7.4,0.7,0.0,1.9,0.076,11.0,34.0,0.9978,3.51,0.56,9.4,5 +7.4,0.66,0.0,1.8,0.075,13.0,40.0,0.9978,3.51,0.56,9.4,5 +7.9,0.6,0.06,1.6,0.069,15.0,59.0,0.9964,3.3,0.46,9.4,5 +7.3,0.65,0.0,1.2,0.065,15.0,21.0,0.9946,3.39,0.47,10.0,7 +7.8,0.58,0.02,2.0,0.073,9.0,18.0,0.9968,3.36,0.57,9.5,7 +7.5,0.5,0.36,6.1,0.071,17.0,102.0,0.9978,3.35,0.8,10.5,5 +6.7,0.58,0.08,1.8,0.09699999999999999,15.0,65.0,0.9959,3.28,0.54,9.2,5 +7.5,0.5,0.36,6.1,0.071,17.0,102.0,0.9978,3.35,0.8,10.5,5 +5.6,0.615,0.0,1.6,0.08900000000000001,16.0,59.0,0.9943,3.58,0.52,9.9,5 +7.8,0.61,0.29,1.6,0.114,9.0,29.0,0.9974,3.26,1.56,9.1,5 +8.9,0.62,0.18,3.8,0.17600000000000002,52.0,145.0,0.9986,3.16,0.88,9.2,5 +8.9,0.62,0.19,3.9,0.17,51.0,148.0,0.9986,3.17,0.93,9.2,5 +8.5,0.28,0.56,1.8,0.092,35.0,103.0,0.9969,3.3,0.75,10.5,7 +8.1,0.56,0.28,1.7,0.368,16.0,56.0,0.9968,3.11,1.28,9.3,5 +7.4,0.59,0.08,4.4,0.086,6.0,29.0,0.9974,3.38,0.5,9.0,4 +7.9,0.32,0.51,1.8,0.341,17.0,56.0,0.9969,3.04,1.08,9.2,6 +8.9,0.22,0.48,1.8,0.077,29.0,60.0,0.9968,3.39,0.53,9.4,6 +7.6,0.39,0.31,2.3,0.08199999999999999,23.0,71.0,0.9982,3.52,0.65,9.7,5 +7.9,0.43,0.21,1.6,0.106,10.0,37.0,0.9966,3.17,0.91,9.5,5 +8.5,0.49,0.11,2.3,0.084,9.0,67.0,0.9968,3.17,0.53,9.4,5 +6.9,0.4,0.14,2.4,0.085,21.0,40.0,0.9968,3.43,0.63,9.7,6 +6.3,0.39,0.16,1.4,0.08,11.0,23.0,0.9955,3.34,0.56,9.3,5 +7.6,0.41,0.24,1.8,0.08,4.0,11.0,0.9962,3.28,0.59,9.5,5 +7.9,0.43,0.21,1.6,0.106,10.0,37.0,0.9966,3.17,0.91,9.5,5 +7.1,0.71,0.0,1.9,0.08,14.0,35.0,0.9972,3.47,0.55,9.4,5 +7.8,0.645,0.0,2.0,0.08199999999999999,8.0,16.0,0.9964,3.38,0.59,9.8,6 +6.7,0.675,0.07,2.4,0.08900000000000001,17.0,82.0,0.9958,3.35,0.54,10.1,5 +6.9,0.685,0.0,2.5,0.105,22.0,37.0,0.9966,3.46,0.57,10.6,6 +8.3,0.655,0.12,2.3,0.083,15.0,113.0,0.9966,3.17,0.66,9.8,5 +6.9,0.605,0.12,10.7,0.073,40.0,83.0,0.9993,3.45,0.52,9.4,6 +5.2,0.32,0.25,1.8,0.10300000000000001,13.0,50.0,0.9957,3.38,0.55,9.2,5 +7.8,0.645,0.0,5.5,0.086,5.0,18.0,0.9986,3.4,0.55,9.6,6 +7.8,0.6,0.14,2.4,0.086,3.0,15.0,0.9975,3.42,0.6,10.8,6 +8.1,0.38,0.28,2.1,0.066,13.0,30.0,0.9968,3.23,0.73,9.7,7 +5.7,1.13,0.09,1.5,0.172,7.0,19.0,0.9940000000000001,3.5,0.48,9.8,4 +7.3,0.45,0.36,5.9,0.07400000000000001,12.0,87.0,0.9978,3.33,0.83,10.5,5 +7.3,0.45,0.36,5.9,0.07400000000000001,12.0,87.0,0.9978,3.33,0.83,10.5,5 +8.8,0.61,0.3,2.8,0.08800000000000001,17.0,46.0,0.9976,3.26,0.51,9.3,4 +7.5,0.49,0.2,2.6,0.332,8.0,14.0,0.9968,3.21,0.9,10.5,6 +8.1,0.66,0.22,2.2,0.069,9.0,23.0,0.9968,3.3,1.2,10.3,5 +6.8,0.67,0.02,1.8,0.05,5.0,11.0,0.9962,3.48,0.52,9.5,5 +4.6,0.52,0.15,2.1,0.054000000000000006,8.0,65.0,0.9934,3.9,0.56,13.1,4 +7.7,0.935,0.43,2.2,0.114,22.0,114.0,0.997,3.25,0.73,9.2,5 +8.7,0.29,0.52,1.6,0.113,12.0,37.0,0.9969,3.25,0.58,9.5,5 +6.4,0.4,0.23,1.6,0.066,5.0,12.0,0.9958,3.34,0.56,9.2,5 +5.6,0.31,0.37,1.4,0.07400000000000001,12.0,96.0,0.9954,3.32,0.58,9.2,5 +8.8,0.66,0.26,1.7,0.07400000000000001,4.0,23.0,0.9971,3.15,0.74,9.2,5 +6.6,0.52,0.04,2.2,0.069,8.0,15.0,0.9956,3.4,0.63,9.4,6 +6.6,0.5,0.04,2.1,0.068,6.0,14.0,0.9955,3.39,0.64,9.4,6 +8.6,0.38,0.36,3.0,0.081,30.0,119.0,0.997,3.2,0.56,9.4,5 +7.6,0.51,0.15,2.8,0.11,33.0,73.0,0.9955,3.17,0.63,10.2,6 +7.7,0.62,0.04,3.8,0.084,25.0,45.0,0.9978,3.34,0.53,9.5,5 +10.2,0.42,0.57,3.4,0.07,4.0,10.0,0.9971,3.04,0.63,9.6,5 +7.5,0.63,0.12,5.1,0.111,50.0,110.0,0.9983,3.26,0.77,9.4,5 +7.8,0.59,0.18,2.3,0.076,17.0,54.0,0.9975,3.43,0.59,10.0,5 +7.3,0.39,0.31,2.4,0.07400000000000001,9.0,46.0,0.9962,3.41,0.54,9.4,6 +8.8,0.4,0.4,2.2,0.079,19.0,52.0,0.998,3.44,0.64,9.2,5 +7.7,0.69,0.49,1.8,0.115,20.0,112.0,0.9968,3.21,0.71,9.3,5 +7.5,0.52,0.16,1.9,0.085,12.0,35.0,0.9968,3.38,0.62,9.5,7 +7.0,0.735,0.05,2.0,0.081,13.0,54.0,0.9966,3.39,0.57,9.8,5 +7.2,0.725,0.05,4.65,0.086,4.0,11.0,0.9962,3.41,0.39,10.9,5 +7.2,0.725,0.05,4.65,0.086,4.0,11.0,0.9962,3.41,0.39,10.9,5 +7.5,0.52,0.11,1.5,0.079,11.0,39.0,0.9968,3.42,0.58,9.6,5 +6.6,0.705,0.07,1.6,0.076,6.0,15.0,0.9962,3.44,0.58,10.7,5 +9.3,0.32,0.57,2.0,0.07400000000000001,27.0,65.0,0.9969,3.28,0.79,10.7,5 +8.0,0.705,0.05,1.9,0.07400000000000001,8.0,19.0,0.9962,3.34,0.95,10.5,6 +7.7,0.63,0.08,1.9,0.076,15.0,27.0,0.9967,3.32,0.54,9.5,6 +7.7,0.67,0.23,2.1,0.08800000000000001,17.0,96.0,0.9962,3.32,0.48,9.5,5 +7.7,0.69,0.22,1.9,0.084,18.0,94.0,0.9961,3.31,0.48,9.5,5 +8.3,0.675,0.26,2.1,0.084,11.0,43.0,0.9976,3.31,0.53,9.2,4 +9.7,0.32,0.54,2.5,0.094,28.0,83.0,0.9984,3.28,0.82,9.6,5 +8.8,0.41,0.64,2.2,0.09300000000000001,9.0,42.0,0.9986,3.54,0.66,10.5,5 +8.8,0.41,0.64,2.2,0.09300000000000001,9.0,42.0,0.9986,3.54,0.66,10.5,5 +6.8,0.785,0.0,2.4,0.10400000000000001,14.0,30.0,0.9966,3.52,0.55,10.7,6 +6.7,0.75,0.12,2.0,0.086,12.0,80.0,0.9958,3.38,0.52,10.1,5 +8.3,0.625,0.2,1.5,0.08,27.0,119.0,0.9972,3.16,1.12,9.1,4 +6.2,0.45,0.2,1.6,0.069,3.0,15.0,0.9958,3.41,0.56,9.2,5 +7.8,0.43,0.7,1.9,0.46399999999999997,22.0,67.0,0.9974,3.13,1.28,9.4,5 +7.4,0.5,0.47,2.0,0.086,21.0,73.0,0.997,3.36,0.57,9.1,5 +7.3,0.67,0.26,1.8,0.401,16.0,51.0,0.9969,3.16,1.14,9.4,5 +6.3,0.3,0.48,1.8,0.069,18.0,61.0,0.9959,3.44,0.78,10.3,6 +6.9,0.55,0.15,2.2,0.076,19.0,40.0,0.9961,3.41,0.59,10.1,5 +8.6,0.49,0.28,1.9,0.11,20.0,136.0,0.9972,2.93,1.95,9.9,6 +7.7,0.49,0.26,1.9,0.062,9.0,31.0,0.9966,3.39,0.64,9.6,5 +9.3,0.39,0.44,2.1,0.107,34.0,125.0,0.9978,3.14,1.22,9.5,5 +7.0,0.62,0.08,1.8,0.076,8.0,24.0,0.9978,3.48,0.53,9.0,5 +7.9,0.52,0.26,1.9,0.079,42.0,140.0,0.9964,3.23,0.54,9.5,5 +8.6,0.49,0.28,1.9,0.11,20.0,136.0,0.9972,2.93,1.95,9.9,6 +8.6,0.49,0.29,2.0,0.11,19.0,133.0,0.9972,2.93,1.98,9.8,5 +7.7,0.49,0.26,1.9,0.062,9.0,31.0,0.9966,3.39,0.64,9.6,5 +5.0,1.02,0.04,1.4,0.045,41.0,85.0,0.9938,3.75,0.48,10.5,4 +4.7,0.6,0.17,2.3,0.057999999999999996,17.0,106.0,0.9932,3.85,0.6,12.9,6 +6.8,0.775,0.0,3.0,0.102,8.0,23.0,0.9965,3.45,0.56,10.7,5 +7.0,0.5,0.25,2.0,0.07,3.0,22.0,0.9963,3.25,0.63,9.2,5 +7.6,0.9,0.06,2.5,0.079,5.0,10.0,0.9967,3.39,0.56,9.8,5 +8.1,0.545,0.18,1.9,0.08,13.0,35.0,0.9972,3.3,0.59,9.0,6 +8.3,0.61,0.3,2.1,0.084,11.0,50.0,0.9972,3.4,0.61,10.2,6 +7.8,0.5,0.3,1.9,0.075,8.0,22.0,0.9959,3.31,0.56,10.4,6 +8.1,0.545,0.18,1.9,0.08,13.0,35.0,0.9972,3.3,0.59,9.0,6 +8.1,0.575,0.22,2.1,0.077,12.0,65.0,0.9967,3.29,0.51,9.2,5 +7.2,0.49,0.24,2.2,0.07,5.0,36.0,0.996,3.33,0.48,9.4,5 +8.1,0.575,0.22,2.1,0.077,12.0,65.0,0.9967,3.29,0.51,9.2,5 +7.8,0.41,0.68,1.7,0.467,18.0,69.0,0.9973,3.08,1.31,9.3,5 +6.2,0.63,0.31,1.7,0.08800000000000001,15.0,64.0,0.9969,3.46,0.79,9.3,5 +8.0,0.33,0.53,2.5,0.091,18.0,80.0,0.9976,3.37,0.8,9.6,6 +8.1,0.785,0.52,2.0,0.122,37.0,153.0,0.9969,3.21,0.69,9.3,5 +7.8,0.56,0.19,1.8,0.10400000000000001,12.0,47.0,0.9964,3.19,0.93,9.5,5 +8.4,0.62,0.09,2.2,0.084,11.0,108.0,0.9964,3.15,0.66,9.8,5 +8.4,0.6,0.1,2.2,0.085,14.0,111.0,0.9964,3.15,0.66,9.8,5 +10.1,0.31,0.44,2.3,0.08,22.0,46.0,0.9988,3.32,0.67,9.7,6 +7.8,0.56,0.19,1.8,0.10400000000000001,12.0,47.0,0.9964,3.19,0.93,9.5,5 +9.4,0.4,0.31,2.2,0.09,13.0,62.0,0.9966,3.07,0.63,10.5,6 +8.3,0.54,0.28,1.9,0.077,11.0,40.0,0.9978,3.39,0.61,10.0,6 +7.8,0.56,0.12,2.0,0.08199999999999999,7.0,28.0,0.997,3.37,0.5,9.4,6 +8.8,0.55,0.04,2.2,0.11900000000000001,14.0,56.0,0.9962,3.21,0.6,10.9,6 +7.0,0.69,0.08,1.8,0.09699999999999999,22.0,89.0,0.9959,3.34,0.54,9.2,6 +7.3,1.07,0.09,1.7,0.17800000000000002,10.0,89.0,0.9962,3.3,0.57,9.0,5 +8.8,0.55,0.04,2.2,0.11900000000000001,14.0,56.0,0.9962,3.21,0.6,10.9,6 +7.3,0.695,0.0,2.5,0.075,3.0,13.0,0.998,3.49,0.52,9.2,5 +8.0,0.71,0.0,2.6,0.08,11.0,34.0,0.9976,3.44,0.53,9.5,5 +7.8,0.5,0.17,1.6,0.08199999999999999,21.0,102.0,0.996,3.39,0.48,9.5,5 +9.0,0.62,0.04,1.9,0.146,27.0,90.0,0.9984,3.16,0.7,9.4,5 +8.2,1.33,0.0,1.7,0.081,3.0,12.0,0.9964,3.53,0.49,10.9,5 +8.1,1.33,0.0,1.8,0.08199999999999999,3.0,12.0,0.9964,3.54,0.48,10.9,5 +8.0,0.59,0.16,1.8,0.065,3.0,16.0,0.9962,3.42,0.92,10.5,7 +6.1,0.38,0.15,1.8,0.07200000000000001,6.0,19.0,0.9955,3.42,0.57,9.4,5 +8.0,0.745,0.56,2.0,0.11800000000000001,30.0,134.0,0.9968,3.24,0.66,9.4,5 +5.6,0.5,0.09,2.3,0.049,17.0,99.0,0.9937,3.63,0.63,13.0,5 +5.6,0.5,0.09,2.3,0.049,17.0,99.0,0.9937,3.63,0.63,13.0,5 +6.6,0.5,0.01,1.5,0.06,17.0,26.0,0.9952,3.4,0.58,9.8,6 +7.9,1.04,0.05,2.2,0.084,13.0,29.0,0.9959,3.22,0.55,9.9,6 +8.4,0.745,0.11,1.9,0.09,16.0,63.0,0.9965,3.19,0.82,9.6,5 +8.3,0.715,0.15,1.8,0.08900000000000001,10.0,52.0,0.9968,3.23,0.77,9.5,5 +7.2,0.415,0.36,2.0,0.081,13.0,45.0,0.9972,3.48,0.64,9.2,5 +7.8,0.56,0.19,2.1,0.081,15.0,105.0,0.9962,3.33,0.54,9.5,5 +7.8,0.56,0.19,2.0,0.081,17.0,108.0,0.9962,3.32,0.54,9.5,5 +8.4,0.745,0.11,1.9,0.09,16.0,63.0,0.9965,3.19,0.82,9.6,5 +8.3,0.715,0.15,1.8,0.08900000000000001,10.0,52.0,0.9968,3.23,0.77,9.5,5 +5.2,0.34,0.0,1.8,0.05,27.0,63.0,0.9916,3.68,0.79,14.0,6 +6.3,0.39,0.08,1.7,0.066,3.0,20.0,0.9954,3.34,0.58,9.4,5 +5.2,0.34,0.0,1.8,0.05,27.0,63.0,0.9916,3.68,0.79,14.0,6 +8.1,0.67,0.55,1.8,0.11699999999999999,32.0,141.0,0.9968,3.17,0.62,9.4,5 +5.8,0.68,0.02,1.8,0.087,21.0,94.0,0.9944,3.54,0.52,10.0,5 +7.6,0.49,0.26,1.6,0.23600000000000002,10.0,88.0,0.9968,3.11,0.8,9.3,5 +6.9,0.49,0.1,2.3,0.07400000000000001,12.0,30.0,0.9959,3.42,0.58,10.2,6 +8.2,0.4,0.44,2.8,0.08900000000000001,11.0,43.0,0.9975,3.53,0.61,10.5,6 +7.3,0.33,0.47,2.1,0.077,5.0,11.0,0.9958,3.33,0.53,10.3,6 +9.2,0.52,1.0,3.4,0.61,32.0,69.0,0.9996,2.74,2.0,9.4,4 +7.5,0.6,0.03,1.8,0.095,25.0,99.0,0.995,3.35,0.54,10.1,5 +7.5,0.6,0.03,1.8,0.095,25.0,99.0,0.995,3.35,0.54,10.1,5 +7.1,0.43,0.42,5.5,0.07,29.0,129.0,0.9973,3.42,0.72,10.5,5 +7.1,0.43,0.42,5.5,0.071,28.0,128.0,0.9973,3.42,0.71,10.5,5 +7.1,0.43,0.42,5.5,0.07,29.0,129.0,0.9973,3.42,0.72,10.5,5 +7.1,0.43,0.42,5.5,0.071,28.0,128.0,0.9973,3.42,0.71,10.5,5 +7.1,0.68,0.0,2.2,0.073,12.0,22.0,0.9969,3.48,0.5,9.3,5 +6.8,0.6,0.18,1.9,0.079,18.0,86.0,0.9968,3.59,0.57,9.3,6 +7.6,0.95,0.03,2.0,0.09,7.0,20.0,0.9959,3.2,0.56,9.6,5 +7.6,0.68,0.02,1.3,0.07200000000000001,9.0,20.0,0.9965,3.17,1.08,9.2,4 +7.8,0.53,0.04,1.7,0.076,17.0,31.0,0.9964,3.33,0.56,10.0,6 +7.4,0.6,0.26,7.3,0.07,36.0,121.0,0.9982,3.37,0.49,9.4,5 +7.3,0.59,0.26,7.2,0.07,35.0,121.0,0.9981,3.37,0.49,9.4,5 +7.8,0.63,0.48,1.7,0.1,14.0,96.0,0.9961,3.19,0.62,9.5,5 +6.8,0.64,0.1,2.1,0.085,18.0,101.0,0.9956,3.34,0.52,10.2,5 +7.3,0.55,0.03,1.6,0.07200000000000001,17.0,42.0,0.9956,3.37,0.48,9.0,4 +6.8,0.63,0.07,2.1,0.08900000000000001,11.0,44.0,0.9953,3.47,0.55,10.4,6 +7.5,0.705,0.24,1.8,0.36,15.0,63.0,0.9964,3.0,1.59,9.5,5 +7.9,0.885,0.03,1.8,0.057999999999999996,4.0,8.0,0.9972,3.36,0.33,9.1,4 +8.0,0.42,0.17,2.0,0.073,6.0,18.0,0.9972,3.29,0.61,9.2,6 +8.0,0.42,0.17,2.0,0.073,6.0,18.0,0.9972,3.29,0.61,9.2,6 +7.4,0.62,0.05,1.9,0.068,24.0,42.0,0.9961,3.42,0.57,11.5,6 +7.3,0.38,0.21,2.0,0.08,7.0,35.0,0.9961,3.33,0.47,9.5,5 +6.9,0.5,0.04,1.5,0.085,19.0,49.0,0.9958,3.35,0.78,9.5,5 +7.3,0.38,0.21,2.0,0.08,7.0,35.0,0.9961,3.33,0.47,9.5,5 +7.5,0.52,0.42,2.3,0.087,8.0,38.0,0.9972,3.58,0.61,10.5,6 +7.0,0.805,0.0,2.5,0.068,7.0,20.0,0.9969,3.48,0.56,9.6,5 +8.8,0.61,0.14,2.4,0.067,10.0,42.0,0.9969,3.19,0.59,9.5,5 +8.8,0.61,0.14,2.4,0.067,10.0,42.0,0.9969,3.19,0.59,9.5,5 +8.9,0.61,0.49,2.0,0.27,23.0,110.0,0.9972,3.12,1.02,9.3,5 +7.2,0.73,0.02,2.5,0.076,16.0,42.0,0.9972,3.44,0.52,9.3,5 +6.8,0.61,0.2,1.8,0.077,11.0,65.0,0.9971,3.54,0.58,9.3,5 +6.7,0.62,0.21,1.9,0.079,8.0,62.0,0.997,3.52,0.58,9.3,6 +8.9,0.31,0.57,2.0,0.111,26.0,85.0,0.9971,3.26,0.53,9.7,5 +7.4,0.39,0.48,2.0,0.08199999999999999,14.0,67.0,0.9972,3.34,0.55,9.2,5 +7.7,0.705,0.1,2.6,0.084,9.0,26.0,0.9976,3.39,0.49,9.7,5 +7.9,0.5,0.33,2.0,0.084,15.0,143.0,0.9968,3.2,0.55,9.5,5 +7.9,0.49,0.32,1.9,0.08199999999999999,17.0,144.0,0.9968,3.2,0.55,9.5,5 +8.2,0.5,0.35,2.9,0.077,21.0,127.0,0.9976,3.23,0.62,9.4,5 +6.4,0.37,0.25,1.9,0.07400000000000001,21.0,49.0,0.9974,3.57,0.62,9.8,6 +6.8,0.63,0.12,3.8,0.099,16.0,126.0,0.9969,3.28,0.61,9.5,5 +7.6,0.55,0.21,2.2,0.071,7.0,28.0,0.9964,3.28,0.55,9.7,5 +7.6,0.55,0.21,2.2,0.071,7.0,28.0,0.9964,3.28,0.55,9.7,5 +7.8,0.59,0.33,2.0,0.07400000000000001,24.0,120.0,0.9968,3.25,0.54,9.4,5 +7.3,0.58,0.3,2.4,0.07400000000000001,15.0,55.0,0.9968,3.46,0.59,10.2,5 +11.5,0.3,0.6,2.0,0.067,12.0,27.0,0.9981,3.11,0.97,10.1,6 +5.4,0.835,0.08,1.2,0.046,13.0,93.0,0.9924,3.57,0.85,13.0,7 +6.9,1.09,0.06,2.1,0.061,12.0,31.0,0.9948,3.51,0.43,11.4,4 +9.6,0.32,0.47,1.4,0.055999999999999994,9.0,24.0,0.99695,3.22,0.82,10.3,7 +8.8,0.37,0.48,2.1,0.09699999999999999,39.0,145.0,0.9975,3.04,1.03,9.3,5 +6.8,0.5,0.11,1.5,0.075,16.0,49.0,0.99545,3.36,0.79,9.5,5 +7.0,0.42,0.35,1.6,0.08800000000000001,16.0,39.0,0.9961,3.34,0.55,9.2,5 +7.0,0.43,0.36,1.6,0.08900000000000001,14.0,37.0,0.99615,3.34,0.56,9.2,6 +12.8,0.3,0.74,2.6,0.095,9.0,28.0,0.9994,3.2,0.77,10.8,7 +12.8,0.3,0.74,2.6,0.095,9.0,28.0,0.9994,3.2,0.77,10.8,7 +7.8,0.57,0.31,1.8,0.069,26.0,120.0,0.99625,3.29,0.53,9.3,5 +7.8,0.44,0.28,2.7,0.1,18.0,95.0,0.9966,3.22,0.67,9.4,5 +11.0,0.3,0.58,2.1,0.054000000000000006,7.0,19.0,0.998,3.31,0.88,10.5,7 +9.7,0.53,0.6,2.0,0.039,5.0,19.0,0.99585,3.3,0.86,12.4,6 +8.0,0.725,0.24,2.8,0.083,10.0,62.0,0.99685,3.35,0.56,10.0,6 +11.6,0.44,0.64,2.1,0.059000000000000004,5.0,15.0,0.998,3.21,0.67,10.2,6 +8.2,0.57,0.26,2.2,0.06,28.0,65.0,0.9959,3.3,0.43,10.1,5 +7.8,0.735,0.08,2.4,0.092,10.0,41.0,0.9974,3.24,0.71,9.8,6 +7.0,0.49,0.49,5.6,0.06,26.0,121.0,0.9974,3.34,0.76,10.5,5 +8.7,0.625,0.16,2.0,0.10099999999999999,13.0,49.0,0.9962,3.14,0.57,11.0,5 +8.1,0.725,0.22,2.2,0.07200000000000001,11.0,41.0,0.9967,3.36,0.55,9.1,5 +7.5,0.49,0.19,1.9,0.076,10.0,44.0,0.9957,3.39,0.54,9.7,5 +7.8,0.53,0.33,2.4,0.08,24.0,144.0,0.99655,3.3,0.6,9.5,5 +7.8,0.34,0.37,2.0,0.08199999999999999,24.0,58.0,0.9964,3.34,0.59,9.4,6 +7.4,0.53,0.26,2.0,0.10099999999999999,16.0,72.0,0.9957,3.15,0.57,9.4,5 +6.8,0.61,0.04,1.5,0.057,5.0,10.0,0.99525,3.42,0.6,9.5,5 +8.6,0.645,0.25,2.0,0.083,8.0,28.0,0.99815,3.28,0.6,10.0,6 +8.4,0.635,0.36,2.0,0.08900000000000001,15.0,55.0,0.99745,3.31,0.57,10.4,4 +7.7,0.43,0.25,2.6,0.073,29.0,63.0,0.99615,3.37,0.58,10.5,6 +8.9,0.59,0.5,2.0,0.337,27.0,81.0,0.9964,3.04,1.61,9.5,6 +9.0,0.82,0.14,2.6,0.08900000000000001,9.0,23.0,0.9984,3.39,0.63,9.8,5 +7.7,0.43,0.25,2.6,0.073,29.0,63.0,0.99615,3.37,0.58,10.5,6 +6.9,0.52,0.25,2.6,0.081,10.0,37.0,0.99685,3.46,0.5,11.0,5 +5.2,0.48,0.04,1.6,0.054000000000000006,19.0,106.0,0.9927,3.54,0.62,12.2,7 +8.0,0.38,0.06,1.8,0.078,12.0,49.0,0.99625,3.37,0.52,9.9,6 +8.5,0.37,0.2,2.8,0.09,18.0,58.0,0.998,3.34,0.7,9.6,6 +6.9,0.52,0.25,2.6,0.081,10.0,37.0,0.99685,3.46,0.5,11.0,5 +8.2,1.0,0.09,2.3,0.065,7.0,37.0,0.99685,3.32,0.55,9.0,6 +7.2,0.63,0.0,1.9,0.09699999999999999,14.0,38.0,0.99675,3.37,0.58,9.0,6 +7.2,0.63,0.0,1.9,0.09699999999999999,14.0,38.0,0.99675,3.37,0.58,9.0,6 +7.2,0.645,0.0,1.9,0.09699999999999999,15.0,39.0,0.99675,3.37,0.58,9.2,6 +7.2,0.63,0.0,1.9,0.09699999999999999,14.0,38.0,0.99675,3.37,0.58,9.0,6 +8.2,1.0,0.09,2.3,0.065,7.0,37.0,0.99685,3.32,0.55,9.0,6 +8.9,0.635,0.37,1.7,0.263,5.0,62.0,0.9971,3.0,1.09,9.3,5 +12.0,0.38,0.56,2.1,0.09300000000000001,6.0,24.0,0.99925,3.14,0.71,10.9,6 +7.7,0.58,0.1,1.8,0.102,28.0,109.0,0.99565,3.08,0.49,9.8,6 +15.0,0.21,0.44,2.2,0.075,10.0,24.0,1.00005,3.07,0.84,9.2,7 +15.0,0.21,0.44,2.2,0.075,10.0,24.0,1.00005,3.07,0.84,9.2,7 +7.3,0.66,0.0,2.0,0.084,6.0,23.0,0.9983,3.61,0.96,9.9,6 +7.1,0.68,0.07,1.9,0.075,16.0,51.0,0.99685,3.38,0.52,9.5,5 +8.2,0.6,0.17,2.3,0.07200000000000001,11.0,73.0,0.9963,3.2,0.45,9.3,5 +7.7,0.53,0.06,1.7,0.07400000000000001,9.0,39.0,0.99615,3.35,0.48,9.8,6 +7.3,0.66,0.0,2.0,0.084,6.0,23.0,0.9983,3.61,0.96,9.9,6 +10.8,0.32,0.44,1.6,0.063,16.0,37.0,0.9985,3.22,0.78,10.0,6 +7.1,0.6,0.0,1.8,0.07400000000000001,16.0,34.0,0.9972,3.47,0.7,9.9,6 +11.1,0.35,0.48,3.1,0.09,5.0,21.0,0.9986,3.17,0.53,10.5,5 +7.7,0.775,0.42,1.9,0.092,8.0,86.0,0.9959,3.23,0.59,9.5,5 +7.1,0.6,0.0,1.8,0.07400000000000001,16.0,34.0,0.9972,3.47,0.7,9.9,6 +8.0,0.57,0.23,3.2,0.073,17.0,119.0,0.99675,3.26,0.57,9.3,5 +9.4,0.34,0.37,2.2,0.075,5.0,13.0,0.998,3.22,0.62,9.2,5 +6.6,0.695,0.0,2.1,0.075,12.0,56.0,0.9968,3.49,0.67,9.2,5 +7.7,0.41,0.76,1.8,0.611,8.0,45.0,0.9968,3.06,1.26,9.4,5 +10.0,0.31,0.47,2.6,0.085,14.0,33.0,0.99965,3.36,0.8,10.5,7 +7.9,0.33,0.23,1.7,0.077,18.0,45.0,0.99625,3.29,0.65,9.3,5 +7.0,0.975,0.04,2.0,0.087,12.0,67.0,0.99565,3.35,0.6,9.4,4 +8.0,0.52,0.03,1.7,0.07,10.0,35.0,0.99575,3.34,0.57,10.0,5 +7.9,0.37,0.23,1.8,0.077,23.0,49.0,0.9963,3.28,0.67,9.3,5 +12.5,0.56,0.49,2.4,0.064,5.0,27.0,0.9999,3.08,0.87,10.9,5 +11.8,0.26,0.52,1.8,0.071,6.0,10.0,0.9968,3.2,0.72,10.2,7 +8.1,0.87,0.0,3.3,0.096,26.0,61.0,1.00025,3.6,0.72,9.8,4 +7.9,0.35,0.46,3.6,0.078,15.0,37.0,0.9973,3.35,0.86,12.8,8 +6.9,0.54,0.04,3.0,0.077,7.0,27.0,0.9987,3.69,0.91,9.4,6 +11.5,0.18,0.51,4.0,0.10400000000000001,4.0,23.0,0.9996,3.28,0.97,10.1,6 +7.9,0.545,0.06,4.0,0.087,27.0,61.0,0.9965,3.36,0.67,10.7,6 +11.5,0.18,0.51,4.0,0.10400000000000001,4.0,23.0,0.9996,3.28,0.97,10.1,6 +10.9,0.37,0.58,4.0,0.071,17.0,65.0,0.99935,3.22,0.78,10.1,5 +8.4,0.715,0.2,2.4,0.076,10.0,38.0,0.99735,3.31,0.64,9.4,5 +7.5,0.65,0.18,7.0,0.08800000000000001,27.0,94.0,0.99915,3.38,0.77,9.4,5 +7.9,0.545,0.06,4.0,0.087,27.0,61.0,0.9965,3.36,0.67,10.7,6 +6.9,0.54,0.04,3.0,0.077,7.0,27.0,0.9987,3.69,0.91,9.4,6 +11.5,0.18,0.51,4.0,0.10400000000000001,4.0,23.0,0.9996,3.28,0.97,10.1,6 +10.3,0.32,0.45,6.4,0.073,5.0,13.0,0.9976,3.23,0.82,12.6,8 +8.9,0.4,0.32,5.6,0.087,10.0,47.0,0.9991,3.38,0.77,10.5,7 +11.4,0.26,0.44,3.6,0.071,6.0,19.0,0.9986,3.12,0.82,9.3,6 +7.7,0.27,0.68,3.5,0.358,5.0,10.0,0.9972,3.25,1.08,9.9,7 +7.6,0.52,0.12,3.0,0.067,12.0,53.0,0.9971,3.36,0.57,9.1,5 +8.9,0.4,0.32,5.6,0.087,10.0,47.0,0.9991,3.38,0.77,10.5,7 +9.9,0.59,0.07,3.4,0.102,32.0,71.0,1.00015,3.31,0.71,9.8,5 +9.9,0.59,0.07,3.4,0.102,32.0,71.0,1.00015,3.31,0.71,9.8,5 +12.0,0.45,0.55,2.0,0.073,25.0,49.0,0.9997,3.1,0.76,10.3,6 +7.5,0.4,0.12,3.0,0.092,29.0,53.0,0.9967,3.37,0.7,10.3,6 +8.7,0.52,0.09,2.5,0.091,20.0,49.0,0.9976,3.34,0.86,10.6,7 +11.6,0.42,0.53,3.3,0.105,33.0,98.0,1.001,3.2,0.95,9.2,5 +8.7,0.52,0.09,2.5,0.091,20.0,49.0,0.9976,3.34,0.86,10.6,7 +11.0,0.2,0.48,2.0,0.34299999999999997,6.0,18.0,0.9979,3.3,0.71,10.5,5 +10.4,0.55,0.23,2.7,0.091,18.0,48.0,0.9994,3.22,0.64,10.3,6 +6.9,0.36,0.25,2.4,0.098,5.0,16.0,0.9964,3.41,0.6,10.1,6 +13.3,0.34,0.52,3.2,0.094,17.0,53.0,1.0014,3.05,0.81,9.5,6 +10.8,0.5,0.46,2.5,0.073,5.0,27.0,1.0001,3.05,0.64,9.5,5 +10.6,0.83,0.37,2.6,0.086,26.0,70.0,0.9981,3.16,0.52,9.9,5 +7.1,0.63,0.06,2.0,0.083,8.0,29.0,0.99855,3.67,0.73,9.6,5 +7.2,0.65,0.02,2.3,0.094,5.0,31.0,0.9993,3.67,0.8,9.7,5 +6.9,0.67,0.06,2.1,0.08,8.0,33.0,0.99845,3.68,0.71,9.6,5 +7.5,0.53,0.06,2.6,0.086,20.0,44.0,0.9965,3.38,0.59,10.7,6 +11.1,0.18,0.48,1.5,0.068,7.0,15.0,0.9973,3.22,0.64,10.1,6 +8.3,0.705,0.12,2.6,0.092,12.0,28.0,0.9994,3.51,0.72,10.0,5 +7.4,0.67,0.12,1.6,0.18600000000000003,5.0,21.0,0.996,3.39,0.54,9.5,5 +8.4,0.65,0.6,2.1,0.11199999999999999,12.0,90.0,0.9973,3.2,0.52,9.2,5 +10.3,0.53,0.48,2.5,0.063,6.0,25.0,0.9998,3.12,0.59,9.3,6 +7.6,0.62,0.32,2.2,0.08199999999999999,7.0,54.0,0.9966,3.36,0.52,9.4,5 +10.3,0.41,0.42,2.4,0.213,6.0,14.0,0.9994,3.19,0.62,9.5,6 +10.3,0.43,0.44,2.4,0.214,5.0,12.0,0.9994,3.19,0.63,9.5,6 +7.4,0.29,0.38,1.7,0.062,9.0,30.0,0.9968,3.41,0.53,9.5,6 +10.3,0.53,0.48,2.5,0.063,6.0,25.0,0.9998,3.12,0.59,9.3,6 +7.9,0.53,0.24,2.0,0.07200000000000001,15.0,105.0,0.996,3.27,0.54,9.4,6 +9.0,0.46,0.31,2.8,0.09300000000000001,19.0,98.0,0.99815,3.32,0.63,9.5,6 +8.6,0.47,0.3,3.0,0.076,30.0,135.0,0.9976,3.3,0.53,9.4,5 +7.4,0.36,0.29,2.6,0.087,26.0,72.0,0.99645,3.39,0.68,11.0,5 +7.1,0.35,0.29,2.5,0.096,20.0,53.0,0.9962,3.42,0.65,11.0,6 +9.6,0.56,0.23,3.4,0.102,37.0,92.0,0.9996,3.3,0.65,10.1,5 +9.6,0.77,0.12,2.9,0.08199999999999999,30.0,74.0,0.99865,3.3,0.64,10.4,6 +9.8,0.66,0.39,3.2,0.083,21.0,59.0,0.9989,3.37,0.71,11.5,7 +9.6,0.77,0.12,2.9,0.08199999999999999,30.0,74.0,0.99865,3.3,0.64,10.4,6 +9.8,0.66,0.39,3.2,0.083,21.0,59.0,0.9989,3.37,0.71,11.5,7 +9.3,0.61,0.26,3.4,0.09,25.0,87.0,0.99975,3.24,0.62,9.7,5 +7.8,0.62,0.05,2.3,0.079,6.0,18.0,0.99735,3.29,0.63,9.3,5 +10.3,0.59,0.42,2.8,0.09,35.0,73.0,0.9990000000000001,3.28,0.7,9.5,6 +10.0,0.49,0.2,11.0,0.071,13.0,50.0,1.0015,3.16,0.69,9.2,6 +10.0,0.49,0.2,11.0,0.071,13.0,50.0,1.0015,3.16,0.69,9.2,6 +11.6,0.53,0.66,3.65,0.121,6.0,14.0,0.9978,3.05,0.74,11.5,7 +10.3,0.44,0.5,4.5,0.107,5.0,13.0,0.998,3.28,0.83,11.5,5 +13.4,0.27,0.62,2.6,0.08199999999999999,6.0,21.0,1.0002,3.16,0.67,9.7,6 +10.7,0.46,0.39,2.0,0.061,7.0,15.0,0.9981,3.18,0.62,9.5,5 +10.2,0.36,0.64,2.9,0.122,10.0,41.0,0.998,3.23,0.66,12.5,6 +10.2,0.36,0.64,2.9,0.122,10.0,41.0,0.998,3.23,0.66,12.5,6 +8.0,0.58,0.28,3.2,0.066,21.0,114.0,0.9973,3.22,0.54,9.4,6 +8.4,0.56,0.08,2.1,0.105,16.0,44.0,0.9958,3.13,0.52,11.0,5 +7.9,0.65,0.01,2.5,0.078,17.0,38.0,0.9963,3.34,0.74,11.7,7 +11.9,0.695,0.53,3.4,0.128,7.0,21.0,0.9992,3.17,0.84,12.2,7 +8.9,0.43,0.45,1.9,0.052000000000000005,6.0,16.0,0.9948,3.35,0.7,12.5,6 +7.8,0.43,0.32,2.8,0.08,29.0,58.0,0.9974,3.31,0.64,10.3,5 +12.4,0.49,0.58,3.0,0.10300000000000001,28.0,99.0,1.0008,3.16,1.0,11.5,6 +12.5,0.28,0.54,2.3,0.08199999999999999,12.0,29.0,0.9997,3.11,1.36,9.8,7 +12.2,0.34,0.5,2.4,0.066,10.0,21.0,1.0,3.12,1.18,9.2,6 +10.6,0.42,0.48,2.7,0.065,5.0,18.0,0.9972,3.21,0.87,11.3,6 +10.9,0.39,0.47,1.8,0.11800000000000001,6.0,14.0,0.9982,3.3,0.75,9.8,6 +10.9,0.39,0.47,1.8,0.11800000000000001,6.0,14.0,0.9982,3.3,0.75,9.8,6 +11.9,0.57,0.5,2.6,0.08199999999999999,6.0,32.0,1.0006,3.12,0.78,10.7,6 +7.0,0.685,0.0,1.9,0.067,40.0,63.0,0.9979,3.6,0.81,9.9,5 +6.6,0.815,0.02,2.7,0.07200000000000001,17.0,34.0,0.9955,3.58,0.89,12.3,7 +13.8,0.49,0.67,3.0,0.09300000000000001,6.0,15.0,0.9986,3.02,0.93,12.0,6 +9.6,0.56,0.31,2.8,0.08900000000000001,15.0,46.0,0.9979,3.11,0.92,10.0,6 +9.1,0.785,0.0,2.6,0.09300000000000001,11.0,28.0,0.9994,3.36,0.86,9.4,6 +10.7,0.67,0.22,2.7,0.107,17.0,34.0,1.0004,3.28,0.98,9.9,6 +9.1,0.795,0.0,2.6,0.096,11.0,26.0,0.9994,3.35,0.83,9.4,6 +7.7,0.665,0.0,2.4,0.09,8.0,19.0,0.9974,3.27,0.73,9.3,5 +13.5,0.53,0.79,4.8,0.12,23.0,77.0,1.0018,3.18,0.77,13.0,5 +6.1,0.21,0.4,1.4,0.066,40.5,165.0,0.9912,3.25,0.59,11.9,6 +6.7,0.75,0.01,2.4,0.078,17.0,32.0,0.9955,3.55,0.61,12.8,6 +11.5,0.41,0.52,3.0,0.08,29.0,55.0,1.0001,3.26,0.88,11.0,5 +10.5,0.42,0.66,2.95,0.11599999999999999,12.0,29.0,0.997,3.24,0.75,11.7,7 +11.9,0.43,0.66,3.1,0.109,10.0,23.0,1.0,3.15,0.85,10.4,7 +12.6,0.38,0.66,2.6,0.08800000000000001,10.0,41.0,1.001,3.17,0.68,9.8,6 +8.2,0.7,0.23,2.0,0.099,14.0,81.0,0.9973,3.19,0.7,9.4,5 +8.6,0.45,0.31,2.6,0.086,21.0,50.0,0.9982,3.37,0.91,9.9,6 +11.9,0.58,0.66,2.5,0.07200000000000001,6.0,37.0,0.9992,3.05,0.56,10.0,5 +12.5,0.46,0.63,2.0,0.071,6.0,15.0,0.9988,2.99,0.87,10.2,5 +12.8,0.615,0.66,5.8,0.083,7.0,42.0,1.0022,3.07,0.73,10.0,7 +10.0,0.42,0.5,3.4,0.107,7.0,21.0,0.9979,3.26,0.93,11.8,6 +12.8,0.615,0.66,5.8,0.083,7.0,42.0,1.0022,3.07,0.73,10.0,7 +10.4,0.575,0.61,2.6,0.076,11.0,24.0,1.0,3.16,0.69,9.0,5 +10.3,0.34,0.52,2.8,0.159,15.0,75.0,0.9998,3.18,0.64,9.4,5 +9.4,0.27,0.53,2.4,0.07400000000000001,6.0,18.0,0.9962,3.2,1.13,12.0,7 +6.9,0.765,0.02,2.3,0.063,35.0,63.0,0.9975,3.57,0.78,9.9,5 +7.9,0.24,0.4,1.6,0.055999999999999994,11.0,25.0,0.9967,3.32,0.87,8.7,6 +9.1,0.28,0.48,1.8,0.067,26.0,46.0,0.9967,3.32,1.04,10.6,6 +7.4,0.55,0.22,2.2,0.106,12.0,72.0,0.9959,3.05,0.63,9.2,5 +14.0,0.41,0.63,3.8,0.08900000000000001,6.0,47.0,1.0014,3.01,0.81,10.8,6 +11.5,0.54,0.71,4.4,0.124,6.0,15.0,0.9984,3.01,0.83,11.8,7 +11.5,0.45,0.5,3.0,0.078,19.0,47.0,1.0003,3.26,1.11,11.0,6 +9.4,0.27,0.53,2.4,0.07400000000000001,6.0,18.0,0.9962,3.2,1.13,12.0,7 +11.4,0.625,0.66,6.2,0.08800000000000001,6.0,24.0,0.9988,3.11,0.99,13.3,6 +8.3,0.42,0.38,2.5,0.094,24.0,60.0,0.9979,3.31,0.7,10.8,6 +8.3,0.26,0.42,2.0,0.08,11.0,27.0,0.9974,3.21,0.8,9.4,6 +13.7,0.415,0.68,2.9,0.085,17.0,43.0,1.0014,3.06,0.8,10.0,6 +8.3,0.26,0.42,2.0,0.08,11.0,27.0,0.9974,3.21,0.8,9.4,6 +8.3,0.26,0.42,2.0,0.08,11.0,27.0,0.9974,3.21,0.8,9.4,6 +7.7,0.51,0.28,2.1,0.087,23.0,54.0,0.998,3.42,0.74,9.2,5 +7.4,0.63,0.07,2.4,0.09,11.0,37.0,0.9979,3.43,0.76,9.7,6 +7.8,0.54,0.26,2.0,0.08800000000000001,23.0,48.0,0.9981,3.41,0.74,9.2,6 +8.3,0.66,0.15,1.9,0.079,17.0,42.0,0.9972,3.31,0.54,9.6,6 +7.8,0.46,0.26,1.9,0.08800000000000001,23.0,53.0,0.9981,3.43,0.74,9.2,6 +9.6,0.38,0.31,2.5,0.096,16.0,49.0,0.9982,3.19,0.7,10.0,7 +5.6,0.85,0.05,1.4,0.045,12.0,88.0,0.9924,3.56,0.82,12.9,8 +13.7,0.415,0.68,2.9,0.085,17.0,43.0,1.0014,3.06,0.8,10.0,6 +9.5,0.37,0.52,2.0,0.08199999999999999,6.0,26.0,0.998,3.18,0.51,9.5,5 +8.4,0.665,0.61,2.0,0.11199999999999999,13.0,95.0,0.997,3.16,0.54,9.1,5 +12.7,0.6,0.65,2.3,0.063,6.0,25.0,0.9997,3.03,0.57,9.9,5 +12.0,0.37,0.76,4.2,0.066,7.0,38.0,1.0004,3.22,0.6,13.0,7 +6.6,0.735,0.02,7.9,0.122,68.0,124.0,0.9994,3.47,0.53,9.9,5 +11.5,0.59,0.59,2.6,0.087,13.0,49.0,0.9988,3.18,0.65,11.0,6 +11.5,0.59,0.59,2.6,0.087,13.0,49.0,0.9988,3.18,0.65,11.0,6 +8.7,0.765,0.22,2.3,0.064,9.0,42.0,0.9963,3.1,0.55,9.4,5 +6.6,0.735,0.02,7.9,0.122,68.0,124.0,0.9994,3.47,0.53,9.9,5 +7.7,0.26,0.3,1.7,0.059000000000000004,20.0,38.0,0.9949,3.29,0.47,10.8,6 +12.2,0.48,0.54,2.6,0.085,19.0,64.0,1.0,3.1,0.61,10.5,6 +11.4,0.6,0.49,2.7,0.085,10.0,41.0,0.9994,3.15,0.63,10.5,6 +7.7,0.69,0.05,2.7,0.075,15.0,27.0,0.9974,3.26,0.61,9.1,5 +8.7,0.31,0.46,1.4,0.059000000000000004,11.0,25.0,0.9966,3.36,0.76,10.1,6 +9.8,0.44,0.47,2.5,0.063,9.0,28.0,0.9981,3.24,0.65,10.8,6 +12.0,0.39,0.66,3.0,0.09300000000000001,12.0,30.0,0.9996,3.18,0.63,10.8,7 +10.4,0.34,0.58,3.7,0.174,6.0,16.0,0.997,3.19,0.7,11.3,6 +12.5,0.46,0.49,4.5,0.07,26.0,49.0,0.9981,3.05,0.57,9.6,4 +9.0,0.43,0.34,2.5,0.08,26.0,86.0,0.9987,3.38,0.62,9.5,6 +9.1,0.45,0.35,2.4,0.08,23.0,78.0,0.9987,3.38,0.62,9.5,5 +7.1,0.735,0.16,1.9,0.1,15.0,77.0,0.9966,3.27,0.64,9.3,5 +9.9,0.4,0.53,6.7,0.09699999999999999,6.0,19.0,0.9986,3.27,0.82,11.7,7 +8.8,0.52,0.34,2.7,0.087,24.0,122.0,0.9982,3.26,0.61,9.5,5 +8.6,0.725,0.24,6.6,0.11699999999999999,31.0,134.0,1.0014,3.32,1.07,9.3,5 +10.6,0.48,0.64,2.2,0.111,6.0,20.0,0.997,3.26,0.66,11.7,6 +7.0,0.58,0.12,1.9,0.091,34.0,124.0,0.9956,3.44,0.48,10.5,5 +11.9,0.38,0.51,2.0,0.121,7.0,20.0,0.9996,3.24,0.76,10.4,6 +6.8,0.77,0.0,1.8,0.066,34.0,52.0,0.9976,3.62,0.68,9.9,5 +9.5,0.56,0.33,2.4,0.08900000000000001,35.0,67.0,0.9972,3.28,0.73,11.8,7 +6.6,0.84,0.03,2.3,0.059000000000000004,32.0,48.0,0.9952,3.52,0.56,12.3,7 +7.7,0.96,0.2,2.0,0.047,15.0,60.0,0.9955,3.36,0.44,10.9,5 +10.5,0.24,0.47,2.1,0.066,6.0,24.0,0.9978,3.15,0.9,11.0,7 +7.7,0.96,0.2,2.0,0.047,15.0,60.0,0.9955,3.36,0.44,10.9,5 +6.6,0.84,0.03,2.3,0.059000000000000004,32.0,48.0,0.9952,3.52,0.56,12.3,7 +6.4,0.67,0.08,2.1,0.045,19.0,48.0,0.9949,3.49,0.49,11.4,6 +9.5,0.78,0.22,1.9,0.077,6.0,32.0,0.9988,3.26,0.56,10.6,6 +9.1,0.52,0.33,1.3,0.07,9.0,30.0,0.9978,3.24,0.6,9.3,5 +12.8,0.84,0.63,2.4,0.08800000000000001,13.0,35.0,0.9997,3.1,0.6,10.4,6 +10.5,0.24,0.47,2.1,0.066,6.0,24.0,0.9978,3.15,0.9,11.0,7 +7.8,0.55,0.35,2.2,0.07400000000000001,21.0,66.0,0.9974,3.25,0.56,9.2,5 +11.9,0.37,0.69,2.3,0.078,12.0,24.0,0.9958,3.0,0.65,12.8,6 +12.3,0.39,0.63,2.3,0.091,6.0,18.0,1.0004,3.16,0.49,9.5,5 +10.4,0.41,0.55,3.2,0.076,22.0,54.0,0.9996,3.15,0.89,9.9,6 +12.3,0.39,0.63,2.3,0.091,6.0,18.0,1.0004,3.16,0.49,9.5,5 +8.0,0.67,0.3,2.0,0.06,38.0,62.0,0.9958,3.26,0.56,10.2,6 +11.1,0.45,0.73,3.2,0.066,6.0,22.0,0.9986,3.17,0.66,11.2,6 +10.4,0.41,0.55,3.2,0.076,22.0,54.0,0.9996,3.15,0.89,9.9,6 +7.0,0.62,0.18,1.5,0.062,7.0,50.0,0.9951,3.08,0.6,9.3,5 +12.6,0.31,0.72,2.2,0.07200000000000001,6.0,29.0,0.9987,2.88,0.82,9.8,8 +11.9,0.4,0.65,2.15,0.068,7.0,27.0,0.9988,3.06,0.68,11.3,6 +15.6,0.685,0.76,3.7,0.1,6.0,43.0,1.0032,2.95,0.68,11.2,7 +10.0,0.44,0.49,2.7,0.077,11.0,19.0,0.9963,3.23,0.63,11.6,7 +5.3,0.57,0.01,1.7,0.054000000000000006,5.0,27.0,0.9934,3.57,0.84,12.5,7 +9.5,0.735,0.1,2.1,0.079,6.0,31.0,0.9986,3.23,0.56,10.1,6 +12.5,0.38,0.6,2.6,0.081,31.0,72.0,0.9996,3.1,0.73,10.5,5 +9.3,0.48,0.29,2.1,0.127,6.0,16.0,0.9968,3.22,0.72,11.2,5 +8.6,0.53,0.22,2.0,0.1,7.0,27.0,0.9967,3.2,0.56,10.2,6 +11.9,0.39,0.69,2.8,0.095,17.0,35.0,0.9994,3.1,0.61,10.8,6 +11.9,0.39,0.69,2.8,0.095,17.0,35.0,0.9994,3.1,0.61,10.8,6 +8.4,0.37,0.53,1.8,0.413,9.0,26.0,0.9979,3.06,1.06,9.1,6 +6.8,0.56,0.03,1.7,0.084,18.0,35.0,0.9968,3.44,0.63,10.0,6 +10.4,0.33,0.63,2.8,0.084,5.0,22.0,0.9998,3.26,0.74,11.2,7 +7.0,0.23,0.4,1.6,0.063,21.0,67.0,0.9952,3.5,0.63,11.1,5 +11.3,0.62,0.67,5.2,0.086,6.0,19.0,0.9988,3.22,0.69,13.4,8 +8.9,0.59,0.39,2.3,0.095,5.0,22.0,0.9986,3.37,0.58,10.3,5 +9.2,0.63,0.21,2.7,0.09699999999999999,29.0,65.0,0.9988,3.28,0.58,9.6,5 +10.4,0.33,0.63,2.8,0.084,5.0,22.0,0.9998,3.26,0.74,11.2,7 +11.6,0.58,0.66,2.2,0.07400000000000001,10.0,47.0,1.0008,3.25,0.57,9.0,3 +9.2,0.43,0.52,2.3,0.083,14.0,23.0,0.9976,3.35,0.61,11.3,6 +8.3,0.615,0.22,2.6,0.087,6.0,19.0,0.9982,3.26,0.61,9.3,5 +11.0,0.26,0.68,2.55,0.085,10.0,25.0,0.997,3.18,0.61,11.8,5 +8.1,0.66,0.7,2.2,0.098,25.0,129.0,0.9972,3.08,0.53,9.0,5 +11.5,0.315,0.54,2.1,0.084,5.0,15.0,0.9987,2.98,0.7,9.2,6 +10.0,0.29,0.4,2.9,0.098,10.0,26.0,1.0006,3.48,0.91,9.7,5 +10.3,0.5,0.42,2.0,0.069,21.0,51.0,0.9982,3.16,0.72,11.5,6 +8.8,0.46,0.45,2.6,0.065,7.0,18.0,0.9947,3.32,0.79,14.0,6 +11.4,0.36,0.69,2.1,0.09,6.0,21.0,1.0,3.17,0.62,9.2,6 +8.7,0.82,0.02,1.2,0.07,36.0,48.0,0.9952,3.2,0.58,9.8,5 +13.0,0.32,0.65,2.6,0.09300000000000001,15.0,47.0,0.9996,3.05,0.61,10.6,5 +9.6,0.54,0.42,2.4,0.081,25.0,52.0,0.997,3.2,0.71,11.4,6 +12.5,0.37,0.55,2.6,0.083,25.0,68.0,0.9995,3.15,0.82,10.4,6 +9.9,0.35,0.55,2.1,0.062,5.0,14.0,0.9971,3.26,0.79,10.6,5 +10.5,0.28,0.51,1.7,0.08,10.0,24.0,0.9982,3.2,0.89,9.4,6 +9.6,0.68,0.24,2.2,0.087,5.0,28.0,0.9988,3.14,0.6,10.2,5 +9.3,0.27,0.41,2.0,0.091,6.0,16.0,0.998,3.28,0.7,9.7,5 +10.4,0.24,0.49,1.8,0.075,6.0,20.0,0.9977,3.18,1.06,11.0,6 +9.6,0.68,0.24,2.2,0.087,5.0,28.0,0.9988,3.14,0.6,10.2,5 +9.4,0.685,0.11,2.7,0.077,6.0,31.0,0.9984,3.19,0.7,10.1,6 +10.6,0.28,0.39,15.5,0.069,6.0,23.0,1.0026,3.12,0.66,9.2,5 +9.4,0.3,0.56,2.8,0.08,6.0,17.0,0.9964,3.15,0.92,11.7,8 +10.6,0.36,0.59,2.2,0.152,6.0,18.0,0.9986,3.04,1.05,9.4,5 +10.6,0.36,0.6,2.2,0.152,7.0,18.0,0.9986,3.04,1.06,9.4,5 +10.6,0.44,0.68,4.1,0.114,6.0,24.0,0.997,3.06,0.66,13.4,6 +10.2,0.67,0.39,1.9,0.054000000000000006,6.0,17.0,0.9976,3.17,0.47,10.0,5 +10.2,0.67,0.39,1.9,0.054000000000000006,6.0,17.0,0.9976,3.17,0.47,10.0,5 +10.2,0.645,0.36,1.8,0.053,5.0,14.0,0.9982,3.17,0.42,10.0,6 +11.6,0.32,0.55,2.8,0.081,35.0,67.0,1.0002,3.32,0.92,10.8,7 +9.3,0.39,0.4,2.6,0.073,10.0,26.0,0.9984,3.34,0.75,10.2,6 +9.3,0.775,0.27,2.8,0.078,24.0,56.0,0.9984,3.31,0.67,10.6,6 +9.2,0.41,0.5,2.5,0.055,12.0,25.0,0.9952,3.34,0.79,13.3,7 +8.9,0.4,0.51,2.6,0.052000000000000005,13.0,27.0,0.995,3.32,0.9,13.4,7 +8.7,0.69,0.31,3.0,0.086,23.0,81.0,1.0002,3.48,0.74,11.6,6 +6.5,0.39,0.23,8.3,0.051,28.0,91.0,0.9952,3.44,0.55,12.1,6 +10.7,0.35,0.53,2.6,0.07,5.0,16.0,0.9972,3.15,0.65,11.0,8 +7.8,0.52,0.25,1.9,0.081,14.0,38.0,0.9984,3.43,0.65,9.0,6 +7.2,0.34,0.32,2.5,0.09,43.0,113.0,0.9966,3.32,0.79,11.1,5 +10.7,0.35,0.53,2.6,0.07,5.0,16.0,0.9972,3.15,0.65,11.0,8 +8.7,0.69,0.31,3.0,0.086,23.0,81.0,1.0002,3.48,0.74,11.6,6 +7.8,0.52,0.25,1.9,0.081,14.0,38.0,0.9984,3.43,0.65,9.0,6 +10.4,0.44,0.73,6.55,0.07400000000000001,38.0,76.0,0.9990000000000001,3.17,0.85,12.0,7 +10.4,0.44,0.73,6.55,0.07400000000000001,38.0,76.0,0.9990000000000001,3.17,0.85,12.0,7 +10.5,0.26,0.47,1.9,0.078,6.0,24.0,0.9976,3.18,1.04,10.9,7 +10.5,0.24,0.42,1.8,0.077,6.0,22.0,0.9976,3.21,1.05,10.8,7 +10.2,0.49,0.63,2.9,0.07200000000000001,10.0,26.0,0.9968,3.16,0.78,12.5,7 +10.4,0.24,0.46,1.8,0.075,6.0,21.0,0.9976,3.25,1.02,10.8,7 +11.2,0.67,0.55,2.3,0.084,6.0,13.0,1.0,3.17,0.71,9.5,6 +10.0,0.59,0.31,2.2,0.09,26.0,62.0,0.9994,3.18,0.63,10.2,6 +13.3,0.29,0.75,2.8,0.084,23.0,43.0,0.9986,3.04,0.68,11.4,7 +12.4,0.42,0.49,4.6,0.073,19.0,43.0,0.9978,3.02,0.61,9.5,5 +10.0,0.59,0.31,2.2,0.09,26.0,62.0,0.9994,3.18,0.63,10.2,6 +10.7,0.4,0.48,2.1,0.125,15.0,49.0,0.998,3.03,0.81,9.7,6 +10.5,0.51,0.64,2.4,0.107,6.0,15.0,0.9973,3.09,0.66,11.8,7 +10.5,0.51,0.64,2.4,0.107,6.0,15.0,0.9973,3.09,0.66,11.8,7 +8.5,0.655,0.49,6.1,0.122,34.0,151.0,1.001,3.31,1.14,9.3,5 +12.5,0.6,0.49,4.3,0.1,5.0,14.0,1.001,3.25,0.74,11.9,6 +10.4,0.61,0.49,2.1,0.2,5.0,16.0,0.9994,3.16,0.63,8.4,3 +10.9,0.21,0.49,2.8,0.08800000000000001,11.0,32.0,0.9972,3.22,0.68,11.7,6 +7.3,0.365,0.49,2.5,0.08800000000000001,39.0,106.0,0.9966,3.36,0.78,11.0,5 +9.8,0.25,0.49,2.7,0.08800000000000001,15.0,33.0,0.9982,3.42,0.9,10.0,6 +7.6,0.41,0.49,2.0,0.08800000000000001,16.0,43.0,0.998,3.48,0.64,9.1,5 +8.2,0.39,0.49,2.3,0.099,47.0,133.0,0.9979,3.38,0.99,9.8,5 +9.3,0.4,0.49,2.5,0.085,38.0,142.0,0.9978,3.22,0.55,9.4,5 +9.2,0.43,0.49,2.4,0.086,23.0,116.0,0.9976,3.23,0.64,9.5,5 +10.4,0.64,0.24,2.8,0.105,29.0,53.0,0.9998,3.24,0.67,9.9,5 +7.3,0.365,0.49,2.5,0.08800000000000001,39.0,106.0,0.9966,3.36,0.78,11.0,5 +7.0,0.38,0.49,2.5,0.09699999999999999,33.0,85.0,0.9962,3.39,0.77,11.4,6 +8.2,0.42,0.49,2.6,0.084,32.0,55.0,0.9988,3.34,0.75,8.7,6 +9.9,0.63,0.24,2.4,0.077,6.0,33.0,0.9974,3.09,0.57,9.4,5 +9.1,0.22,0.24,2.1,0.078,1.0,28.0,0.9990000000000001,3.41,0.87,10.3,6 +11.9,0.38,0.49,2.7,0.098,12.0,42.0,1.0004,3.16,0.61,10.3,5 +11.9,0.38,0.49,2.7,0.098,12.0,42.0,1.0004,3.16,0.61,10.3,5 +10.3,0.27,0.24,2.1,0.07200000000000001,15.0,33.0,0.9956,3.22,0.66,12.8,6 +10.0,0.48,0.24,2.7,0.102,13.0,32.0,1.0,3.28,0.56,10.0,6 +9.1,0.22,0.24,2.1,0.078,1.0,28.0,0.9990000000000001,3.41,0.87,10.3,6 +9.9,0.63,0.24,2.4,0.077,6.0,33.0,0.9974,3.09,0.57,9.4,5 +8.1,0.825,0.24,2.1,0.084,5.0,13.0,0.9972,3.37,0.77,10.7,6 +12.9,0.35,0.49,5.8,0.066,5.0,35.0,1.0014,3.2,0.66,12.0,7 +11.2,0.5,0.74,5.15,0.1,5.0,17.0,0.9996,3.22,0.62,11.2,5 +9.2,0.59,0.24,3.3,0.10099999999999999,20.0,47.0,0.9988,3.26,0.67,9.6,5 +9.5,0.46,0.49,6.3,0.064,5.0,17.0,0.9988,3.21,0.73,11.0,6 +9.3,0.715,0.24,2.1,0.07,5.0,20.0,0.9966,3.12,0.59,9.9,5 +11.2,0.66,0.24,2.5,0.085,16.0,53.0,0.9993,3.06,0.72,11.0,6 +14.3,0.31,0.74,1.8,0.075,6.0,15.0,1.0008,2.86,0.79,8.4,6 +9.1,0.47,0.49,2.6,0.094,38.0,106.0,0.9982,3.08,0.59,9.1,5 +7.5,0.55,0.24,2.0,0.078,10.0,28.0,0.9983,3.45,0.78,9.5,6 +10.6,0.31,0.49,2.5,0.067,6.0,21.0,0.9987,3.26,0.86,10.7,6 +12.4,0.35,0.49,2.6,0.079,27.0,69.0,0.9994,3.12,0.75,10.4,6 +9.0,0.53,0.49,1.9,0.171,6.0,25.0,0.9975,3.27,0.61,9.4,6 +6.8,0.51,0.01,2.1,0.07400000000000001,9.0,25.0,0.9958,3.33,0.56,9.5,6 +9.4,0.43,0.24,2.8,0.092,14.0,45.0,0.998,3.19,0.73,10.0,6 +9.5,0.46,0.24,2.7,0.092,14.0,44.0,0.998,3.12,0.74,10.0,6 +5.0,1.04,0.24,1.6,0.05,32.0,96.0,0.9934,3.74,0.62,11.5,5 +15.5,0.645,0.49,4.2,0.095,10.0,23.0,1.00315,2.92,0.74,11.1,5 +15.5,0.645,0.49,4.2,0.095,10.0,23.0,1.00315,2.92,0.74,11.1,5 +10.9,0.53,0.49,4.6,0.11800000000000001,10.0,17.0,1.0002,3.07,0.56,11.7,6 +15.6,0.645,0.49,4.2,0.095,10.0,23.0,1.00315,2.92,0.74,11.1,5 +10.9,0.53,0.49,4.6,0.11800000000000001,10.0,17.0,1.0002,3.07,0.56,11.7,6 +13.0,0.47,0.49,4.3,0.085,6.0,47.0,1.0021,3.3,0.68,12.7,6 +12.7,0.6,0.49,2.8,0.075,5.0,19.0,0.9994,3.14,0.57,11.4,5 +9.0,0.44,0.49,2.4,0.078,26.0,121.0,0.9978,3.23,0.58,9.2,5 +9.0,0.54,0.49,2.9,0.094,41.0,110.0,0.9982,3.08,0.61,9.2,5 +7.6,0.29,0.49,2.7,0.092,25.0,60.0,0.9971,3.31,0.61,10.1,6 +13.0,0.47,0.49,4.3,0.085,6.0,47.0,1.0021,3.3,0.68,12.7,6 +12.7,0.6,0.49,2.8,0.075,5.0,19.0,0.9994,3.14,0.57,11.4,5 +8.7,0.7,0.24,2.5,0.226,5.0,15.0,0.9991,3.32,0.6,9.0,6 +8.7,0.7,0.24,2.5,0.226,5.0,15.0,0.9991,3.32,0.6,9.0,6 +9.8,0.5,0.49,2.6,0.25,5.0,20.0,0.9990000000000001,3.31,0.79,10.7,6 +6.2,0.36,0.24,2.2,0.095,19.0,42.0,0.9946,3.57,0.57,11.7,6 +11.5,0.35,0.49,3.3,0.07,10.0,37.0,1.0003,3.32,0.91,11.0,6 +6.2,0.36,0.24,2.2,0.095,19.0,42.0,0.9946,3.57,0.57,11.7,6 +10.2,0.24,0.49,2.4,0.075,10.0,28.0,0.9978,3.14,0.61,10.4,5 +10.5,0.59,0.49,2.1,0.07,14.0,47.0,0.9991,3.3,0.56,9.6,4 +10.6,0.34,0.49,3.2,0.078,20.0,78.0,0.9992,3.19,0.7,10.0,6 +12.3,0.27,0.49,3.1,0.079,28.0,46.0,0.9993,3.2,0.8,10.2,6 +9.9,0.5,0.24,2.3,0.10300000000000001,6.0,14.0,0.9978,3.34,0.52,10.0,4 +8.8,0.44,0.49,2.8,0.083,18.0,111.0,0.9982,3.3,0.6,9.5,5 +8.8,0.47,0.49,2.9,0.085,17.0,110.0,0.9982,3.29,0.6,9.8,5 +10.6,0.31,0.49,2.2,0.063,18.0,40.0,0.9976,3.14,0.51,9.8,6 +12.3,0.5,0.49,2.2,0.08900000000000001,5.0,14.0,1.0002,3.19,0.44,9.6,5 +12.3,0.5,0.49,2.2,0.08900000000000001,5.0,14.0,1.0002,3.19,0.44,9.6,5 +11.7,0.49,0.49,2.2,0.083,5.0,15.0,1.0,3.19,0.43,9.2,5 +12.0,0.28,0.49,1.9,0.07400000000000001,10.0,21.0,0.9976,2.98,0.66,9.9,7 +11.8,0.33,0.49,3.4,0.09300000000000001,54.0,80.0,1.0002,3.3,0.76,10.7,7 +7.6,0.51,0.24,2.4,0.091,8.0,38.0,0.998,3.47,0.66,9.6,6 +11.1,0.31,0.49,2.7,0.094,16.0,47.0,0.9986,3.12,1.02,10.6,7 +7.3,0.73,0.24,1.9,0.10800000000000001,18.0,102.0,0.9967,3.26,0.59,9.3,5 +5.0,0.42,0.24,2.0,0.06,19.0,50.0,0.9917,3.72,0.74,14.0,8 +10.2,0.29,0.49,2.6,0.059000000000000004,5.0,13.0,0.9976,3.05,0.74,10.5,7 +9.0,0.45,0.49,2.6,0.084,21.0,75.0,0.9987,3.35,0.57,9.7,5 +6.6,0.39,0.49,1.7,0.07,23.0,149.0,0.9922,3.12,0.5,11.5,6 +9.0,0.45,0.49,2.6,0.084,21.0,75.0,0.9987,3.35,0.57,9.7,5 +9.9,0.49,0.58,3.5,0.094,9.0,43.0,1.0004,3.29,0.58,9.0,5 +7.9,0.72,0.17,2.6,0.096,20.0,38.0,0.9978,3.4,0.53,9.5,5 +8.9,0.595,0.41,7.9,0.086,30.0,109.0,0.9998,3.27,0.57,9.3,5 +12.4,0.4,0.51,2.0,0.059000000000000004,6.0,24.0,0.9994,3.04,0.6,9.3,6 +11.9,0.58,0.58,1.9,0.071,5.0,18.0,0.998,3.09,0.63,10.0,6 +8.5,0.585,0.18,2.1,0.078,5.0,30.0,0.9967,3.2,0.48,9.8,6 +12.7,0.59,0.45,2.3,0.08199999999999999,11.0,22.0,1.0,3.0,0.7,9.3,6 +8.2,0.915,0.27,2.1,0.08800000000000001,7.0,23.0,0.9962,3.26,0.47,10.0,4 +13.2,0.46,0.52,2.2,0.071,12.0,35.0,1.0006,3.1,0.56,9.0,6 +7.7,0.835,0.0,2.6,0.081,6.0,14.0,0.9975,3.3,0.52,9.3,5 +13.2,0.46,0.52,2.2,0.071,12.0,35.0,1.0006,3.1,0.56,9.0,6 +8.3,0.58,0.13,2.9,0.096,14.0,63.0,0.9984,3.17,0.62,9.1,6 +8.3,0.6,0.13,2.6,0.085,6.0,24.0,0.9984,3.31,0.59,9.2,6 +9.4,0.41,0.48,4.6,0.07200000000000001,10.0,20.0,0.9973,3.34,0.79,12.2,7 +8.8,0.48,0.41,3.3,0.092,26.0,52.0,0.9982,3.31,0.53,10.5,6 +10.1,0.65,0.37,5.1,0.11,11.0,65.0,1.0026,3.32,0.64,10.4,6 +6.3,0.36,0.19,3.2,0.075,15.0,39.0,0.9956,3.56,0.52,12.7,6 +8.8,0.24,0.54,2.5,0.083,25.0,57.0,0.9983,3.39,0.54,9.2,5 +13.2,0.38,0.55,2.7,0.081,5.0,16.0,1.0006,2.98,0.54,9.4,5 +7.5,0.64,0.0,2.4,0.077,18.0,29.0,0.9965,3.32,0.6,10.0,6 +8.2,0.39,0.38,1.5,0.057999999999999996,10.0,29.0,0.9962,3.26,0.74,9.8,5 +9.2,0.755,0.18,2.2,0.14800000000000002,10.0,103.0,0.9969,2.87,1.36,10.2,6 +9.6,0.6,0.5,2.3,0.079,28.0,71.0,0.9997,3.5,0.57,9.7,5 +9.6,0.6,0.5,2.3,0.079,28.0,71.0,0.9997,3.5,0.57,9.7,5 +11.5,0.31,0.51,2.2,0.079,14.0,28.0,0.9982,3.03,0.93,9.8,6 +11.4,0.46,0.5,2.7,0.122,4.0,17.0,1.0006,3.13,0.7,10.2,5 +11.3,0.37,0.41,2.3,0.08800000000000001,6.0,16.0,0.9988,3.09,0.8,9.3,5 +8.3,0.54,0.24,3.4,0.076,16.0,112.0,0.9976,3.27,0.61,9.4,5 +8.2,0.56,0.23,3.4,0.078,14.0,104.0,0.9976,3.28,0.62,9.4,5 +10.0,0.58,0.22,1.9,0.08,9.0,32.0,0.9974,3.13,0.55,9.5,5 +7.9,0.51,0.25,2.9,0.077,21.0,45.0,0.9974,3.49,0.96,12.1,6 +6.8,0.69,0.0,5.6,0.124,21.0,58.0,0.9997,3.46,0.72,10.2,5 +6.8,0.69,0.0,5.6,0.124,21.0,58.0,0.9997,3.46,0.72,10.2,5 +8.8,0.6,0.29,2.2,0.098,5.0,15.0,0.9988,3.36,0.49,9.1,5 +8.8,0.6,0.29,2.2,0.098,5.0,15.0,0.9988,3.36,0.49,9.1,5 +8.7,0.54,0.26,2.5,0.09699999999999999,7.0,31.0,0.9976,3.27,0.6,9.3,6 +7.6,0.685,0.23,2.3,0.111,20.0,84.0,0.9964,3.21,0.61,9.3,5 +8.7,0.54,0.26,2.5,0.09699999999999999,7.0,31.0,0.9976,3.27,0.6,9.3,6 +10.4,0.28,0.54,2.7,0.105,5.0,19.0,0.9988,3.25,0.63,9.5,5 +7.6,0.41,0.14,3.0,0.087,21.0,43.0,0.9964,3.32,0.57,10.5,6 +10.1,0.935,0.22,3.4,0.105,11.0,86.0,1.001,3.43,0.64,11.3,4 +7.9,0.35,0.21,1.9,0.073,46.0,102.0,0.9964,3.27,0.58,9.5,5 +8.7,0.84,0.0,1.4,0.065,24.0,33.0,0.9954,3.27,0.55,9.7,5 +9.6,0.88,0.28,2.4,0.086,30.0,147.0,0.9979,3.24,0.53,9.4,5 +9.5,0.885,0.27,2.3,0.084,31.0,145.0,0.9978,3.24,0.53,9.4,5 +7.7,0.915,0.12,2.2,0.14300000000000002,7.0,23.0,0.9964,3.35,0.65,10.2,7 +8.9,0.29,0.35,1.9,0.067,25.0,57.0,0.997,3.18,1.36,10.3,6 +9.9,0.54,0.45,2.3,0.071,16.0,40.0,0.9991,3.39,0.62,9.4,5 +9.5,0.59,0.44,2.3,0.071,21.0,68.0,0.9992,3.46,0.63,9.5,5 +9.9,0.54,0.45,2.3,0.071,16.0,40.0,0.9991,3.39,0.62,9.4,5 +9.5,0.59,0.44,2.3,0.071,21.0,68.0,0.9992,3.46,0.63,9.5,5 +9.9,0.54,0.45,2.3,0.071,16.0,40.0,0.9991,3.39,0.62,9.4,5 +7.8,0.64,0.1,6.0,0.115,5.0,11.0,0.9984,3.37,0.69,10.1,7 +7.3,0.67,0.05,3.6,0.107,6.0,20.0,0.9972,3.4,0.63,10.1,5 +8.3,0.845,0.01,2.2,0.07,5.0,14.0,0.9967,3.32,0.58,11.0,4 +8.7,0.48,0.3,2.8,0.066,10.0,28.0,0.9964,3.33,0.67,11.2,7 +6.7,0.42,0.27,8.6,0.068,24.0,148.0,0.9948,3.16,0.57,11.3,6 +10.7,0.43,0.39,2.2,0.106,8.0,32.0,0.9986,2.89,0.5,9.6,5 +9.8,0.88,0.25,2.5,0.10400000000000001,35.0,155.0,1.001,3.41,0.67,11.2,5 +15.9,0.36,0.65,7.5,0.096,22.0,71.0,0.9976,2.98,0.84,14.9,5 +9.4,0.33,0.59,2.8,0.079,9.0,30.0,0.9976,3.12,0.54,12.0,6 +8.6,0.47,0.47,2.4,0.07400000000000001,7.0,29.0,0.9979,3.08,0.46,9.5,5 +9.7,0.55,0.17,2.9,0.087,20.0,53.0,1.0004,3.14,0.61,9.4,5 +10.7,0.43,0.39,2.2,0.106,8.0,32.0,0.9986,2.89,0.5,9.6,5 +12.0,0.5,0.59,1.4,0.073,23.0,42.0,0.998,2.92,0.68,10.5,7 +7.2,0.52,0.07,1.4,0.07400000000000001,5.0,20.0,0.9973,3.32,0.81,9.6,6 +7.1,0.84,0.02,4.4,0.096,5.0,13.0,0.997,3.41,0.57,11.0,4 +7.2,0.52,0.07,1.4,0.07400000000000001,5.0,20.0,0.9973,3.32,0.81,9.6,6 +7.5,0.42,0.31,1.6,0.08,15.0,42.0,0.9978,3.31,0.64,9.0,5 +7.2,0.57,0.06,1.6,0.076,9.0,27.0,0.9972,3.36,0.7,9.6,6 +10.1,0.28,0.46,1.8,0.05,5.0,13.0,0.9974,3.04,0.79,10.2,6 +12.1,0.4,0.52,2.0,0.092,15.0,54.0,1.0,3.03,0.66,10.2,5 +9.4,0.59,0.14,2.0,0.084,25.0,48.0,0.9981,3.14,0.56,9.7,5 +8.3,0.49,0.36,1.8,0.222,6.0,16.0,0.998,3.18,0.6,9.5,6 +11.3,0.34,0.45,2.0,0.08199999999999999,6.0,15.0,0.9988,2.94,0.66,9.2,6 +10.0,0.73,0.43,2.3,0.059000000000000004,15.0,31.0,0.9966,3.15,0.57,11.0,5 +11.3,0.34,0.45,2.0,0.08199999999999999,6.0,15.0,0.9988,2.94,0.66,9.2,6 +6.9,0.4,0.24,2.5,0.083,30.0,45.0,0.9959,3.26,0.58,10.0,5 +8.2,0.73,0.21,1.7,0.07400000000000001,5.0,13.0,0.9968,3.2,0.52,9.5,5 +9.8,1.24,0.34,2.0,0.079,32.0,151.0,0.998,3.15,0.53,9.5,5 +8.2,0.73,0.21,1.7,0.07400000000000001,5.0,13.0,0.9968,3.2,0.52,9.5,5 +10.8,0.4,0.41,2.2,0.084,7.0,17.0,0.9984,3.08,0.67,9.3,6 +9.3,0.41,0.39,2.2,0.064,12.0,31.0,0.9984,3.26,0.65,10.2,5 +10.8,0.4,0.41,2.2,0.084,7.0,17.0,0.9984,3.08,0.67,9.3,6 +8.6,0.8,0.11,2.3,0.084,12.0,31.0,0.9979,3.4,0.48,9.9,5 +8.3,0.78,0.1,2.6,0.081,45.0,87.0,0.9983,3.48,0.53,10.0,5 +10.8,0.26,0.45,3.3,0.06,20.0,49.0,0.9972,3.13,0.54,9.6,5 +13.3,0.43,0.58,1.9,0.07,15.0,40.0,1.0004,3.06,0.49,9.0,5 +8.0,0.45,0.23,2.2,0.094,16.0,29.0,0.9962,3.21,0.49,10.2,6 +8.5,0.46,0.31,2.25,0.078,32.0,58.0,0.998,3.33,0.54,9.8,5 +8.1,0.78,0.23,2.6,0.059000000000000004,5.0,15.0,0.997,3.37,0.56,11.3,5 +9.8,0.98,0.32,2.3,0.078,35.0,152.0,0.998,3.25,0.48,9.4,5 +8.1,0.78,0.23,2.6,0.059000000000000004,5.0,15.0,0.997,3.37,0.56,11.3,5 +7.1,0.65,0.18,1.8,0.07,13.0,40.0,0.997,3.44,0.6,9.1,5 +9.1,0.64,0.23,3.1,0.095,13.0,38.0,0.9998,3.28,0.59,9.7,5 +7.7,0.66,0.04,1.6,0.039,4.0,9.0,0.9962,3.4,0.47,9.4,5 +8.1,0.38,0.48,1.8,0.157,5.0,17.0,0.9976,3.3,1.05,9.4,5 +7.4,1.185,0.0,4.25,0.09699999999999999,5.0,14.0,0.9966,3.63,0.54,10.7,3 +9.2,0.92,0.24,2.6,0.087,12.0,93.0,0.9998,3.48,0.54,9.8,5 +8.6,0.49,0.51,2.0,0.42200000000000004,16.0,62.0,0.9979,3.03,1.17,9.0,5 +9.0,0.48,0.32,2.8,0.084,21.0,122.0,0.9984,3.32,0.62,9.4,5 +9.0,0.47,0.31,2.7,0.084,24.0,125.0,0.9984,3.31,0.61,9.4,5 +5.1,0.47,0.02,1.3,0.034,18.0,44.0,0.9921,3.9,0.62,12.8,6 +7.0,0.65,0.02,2.1,0.066,8.0,25.0,0.9972,3.47,0.67,9.5,6 +7.0,0.65,0.02,2.1,0.066,8.0,25.0,0.9972,3.47,0.67,9.5,6 +9.4,0.615,0.28,3.2,0.087,18.0,72.0,1.0001,3.31,0.53,9.7,5 +11.8,0.38,0.55,2.1,0.071,5.0,19.0,0.9986,3.11,0.62,10.8,6 +10.6,1.02,0.43,2.9,0.076,26.0,88.0,0.9984,3.08,0.57,10.1,6 +7.0,0.65,0.02,2.1,0.066,8.0,25.0,0.9972,3.47,0.67,9.5,6 +7.0,0.64,0.02,2.1,0.067,9.0,23.0,0.997,3.47,0.67,9.4,6 +7.5,0.38,0.48,2.6,0.073,22.0,84.0,0.9972,3.32,0.7,9.6,4 +9.1,0.765,0.04,1.6,0.078,4.0,14.0,0.998,3.29,0.54,9.7,4 +8.4,1.035,0.15,6.0,0.073,11.0,54.0,0.9990000000000001,3.37,0.49,9.9,5 +7.0,0.78,0.08,2.0,0.09300000000000001,10.0,19.0,0.9956,3.4,0.47,10.0,5 +7.4,0.49,0.19,3.0,0.077,16.0,37.0,0.9966,3.37,0.51,10.5,5 +7.8,0.545,0.12,2.5,0.068,11.0,35.0,0.996,3.34,0.61,11.6,6 +9.7,0.31,0.47,1.6,0.062,13.0,33.0,0.9983,3.27,0.66,10.0,6 +10.6,1.025,0.43,2.8,0.08,21.0,84.0,0.9985,3.06,0.57,10.1,5 +8.9,0.565,0.34,3.0,0.09300000000000001,16.0,112.0,0.9998,3.38,0.61,9.5,5 +8.7,0.69,0.0,3.2,0.084,13.0,33.0,0.9992,3.36,0.45,9.4,5 +8.0,0.43,0.36,2.3,0.075,10.0,48.0,0.9976,3.34,0.46,9.4,5 +9.9,0.74,0.28,2.6,0.078,21.0,77.0,0.998,3.28,0.51,9.8,5 +7.2,0.49,0.18,2.7,0.069,13.0,34.0,0.9967,3.29,0.48,9.2,6 +8.0,0.43,0.36,2.3,0.075,10.0,48.0,0.9976,3.34,0.46,9.4,5 +7.6,0.46,0.11,2.6,0.079,12.0,49.0,0.9968,3.21,0.57,10.0,5 +8.4,0.56,0.04,2.0,0.08199999999999999,10.0,22.0,0.9976,3.22,0.44,9.6,5 +7.1,0.66,0.0,3.9,0.086,17.0,45.0,0.9976,3.46,0.54,9.5,5 +8.4,0.56,0.04,2.0,0.08199999999999999,10.0,22.0,0.9976,3.22,0.44,9.6,5 +8.9,0.48,0.24,2.85,0.094,35.0,106.0,0.9982,3.1,0.53,9.2,5 +7.6,0.42,0.08,2.7,0.084,15.0,48.0,0.9968,3.21,0.59,10.0,5 +7.1,0.31,0.3,2.2,0.053,36.0,127.0,0.9965,2.94,1.62,9.5,5 +7.5,1.115,0.1,3.1,0.086,5.0,12.0,0.9958,3.54,0.6,11.2,4 +9.0,0.66,0.17,3.0,0.077,5.0,13.0,0.9976,3.29,0.55,10.4,5 +8.1,0.72,0.09,2.8,0.084,18.0,49.0,0.9994,3.43,0.72,11.1,6 +6.4,0.57,0.02,1.8,0.067,4.0,11.0,0.997,3.46,0.68,9.5,5 +6.4,0.57,0.02,1.8,0.067,4.0,11.0,0.997,3.46,0.68,9.5,5 +6.4,0.865,0.03,3.2,0.071,27.0,58.0,0.995,3.61,0.49,12.7,6 +9.5,0.55,0.66,2.3,0.387,12.0,37.0,0.9982,3.17,0.67,9.6,5 +8.9,0.875,0.13,3.45,0.08800000000000001,4.0,14.0,0.9994,3.44,0.52,11.5,5 +7.3,0.835,0.03,2.1,0.092,10.0,19.0,0.9966,3.39,0.47,9.6,5 +7.0,0.45,0.34,2.7,0.08199999999999999,16.0,72.0,0.998,3.55,0.6,9.5,5 +7.7,0.56,0.2,2.0,0.075,9.0,39.0,0.9987,3.48,0.62,9.3,5 +7.7,0.965,0.1,2.1,0.11199999999999999,11.0,22.0,0.9963,3.26,0.5,9.5,5 +7.7,0.965,0.1,2.1,0.11199999999999999,11.0,22.0,0.9963,3.26,0.5,9.5,5 +8.2,0.59,0.0,2.5,0.09300000000000001,19.0,58.0,1.0002,3.5,0.65,9.3,6 +9.0,0.46,0.23,2.8,0.092,28.0,104.0,0.9983,3.1,0.56,9.2,5 +9.0,0.69,0.0,2.4,0.08800000000000001,19.0,38.0,0.9990000000000001,3.35,0.6,9.3,5 +8.3,0.76,0.29,4.2,0.075,12.0,16.0,0.9965,3.45,0.68,11.5,6 +9.2,0.53,0.24,2.6,0.078,28.0,139.0,0.9978799999999999,3.21,0.57,9.5,5 +6.5,0.615,0.0,1.9,0.065,9.0,18.0,0.9972,3.46,0.65,9.2,5 +11.6,0.41,0.58,2.8,0.096,25.0,101.0,1.00024,3.13,0.53,10.0,5 +11.1,0.39,0.54,2.7,0.095,21.0,101.0,1.0001,3.13,0.51,9.5,5 +7.3,0.51,0.18,2.1,0.07,12.0,28.0,0.9976799999999999,3.52,0.73,9.5,6 +8.2,0.34,0.38,2.5,0.08,12.0,57.0,0.9978,3.3,0.47,9.0,6 +8.6,0.33,0.4,2.6,0.083,16.0,68.0,0.99782,3.3,0.48,9.4,5 +7.2,0.5,0.18,2.1,0.071,12.0,31.0,0.99761,3.52,0.72,9.6,6 +7.3,0.51,0.18,2.1,0.07,12.0,28.0,0.9976799999999999,3.52,0.73,9.5,6 +8.3,0.65,0.1,2.9,0.08900000000000001,17.0,40.0,0.99803,3.29,0.55,9.5,5 +8.3,0.65,0.1,2.9,0.08900000000000001,17.0,40.0,0.99803,3.29,0.55,9.5,5 +7.6,0.54,0.13,2.5,0.09699999999999999,24.0,66.0,0.99785,3.39,0.61,9.4,5 +8.3,0.65,0.1,2.9,0.08900000000000001,17.0,40.0,0.99803,3.29,0.55,9.5,5 +7.8,0.48,0.68,1.7,0.415,14.0,32.0,0.99656,3.09,1.06,9.1,6 +7.8,0.91,0.07,1.9,0.057999999999999996,22.0,47.0,0.99525,3.51,0.43,10.7,6 +6.3,0.98,0.01,2.0,0.057,15.0,33.0,0.9948799999999999,3.6,0.46,11.2,6 +8.1,0.87,0.0,2.2,0.084,10.0,31.0,0.99656,3.25,0.5,9.8,5 +8.1,0.87,0.0,2.2,0.084,10.0,31.0,0.99656,3.25,0.5,9.8,5 +8.8,0.42,0.21,2.5,0.092,33.0,88.0,0.99823,3.19,0.52,9.2,5 +9.0,0.58,0.25,2.8,0.075,9.0,104.0,0.99779,3.23,0.57,9.7,5 +9.3,0.655,0.26,2.0,0.096,5.0,35.0,0.9973799999999999,3.25,0.42,9.6,5 +8.8,0.7,0.0,1.7,0.069,8.0,19.0,0.9970100000000001,3.31,0.53,10.0,6 +9.3,0.655,0.26,2.0,0.096,5.0,35.0,0.9973799999999999,3.25,0.42,9.6,5 +9.1,0.68,0.11,2.8,0.09300000000000001,11.0,44.0,0.9988799999999999,3.31,0.55,9.5,6 +9.2,0.67,0.1,3.0,0.091,12.0,48.0,0.9988799999999999,3.31,0.54,9.5,6 +8.8,0.59,0.18,2.9,0.08900000000000001,12.0,74.0,0.9973799999999999,3.14,0.54,9.4,5 +7.5,0.6,0.32,2.7,0.10300000000000001,13.0,98.0,0.9993799999999999,3.45,0.62,9.5,5 +7.1,0.59,0.02,2.3,0.08199999999999999,24.0,94.0,0.99744,3.55,0.53,9.7,6 +7.9,0.72,0.01,1.9,0.076,7.0,32.0,0.9966799999999999,3.39,0.54,9.6,5 +7.1,0.59,0.02,2.3,0.08199999999999999,24.0,94.0,0.99744,3.55,0.53,9.7,6 +9.4,0.685,0.26,2.4,0.08199999999999999,23.0,143.0,0.9978,3.28,0.55,9.4,5 +9.5,0.57,0.27,2.3,0.08199999999999999,23.0,144.0,0.99782,3.27,0.55,9.4,5 +7.9,0.4,0.29,1.8,0.157,1.0,44.0,0.9973,3.3,0.92,9.5,6 +7.9,0.4,0.3,1.8,0.157,2.0,45.0,0.9972700000000001,3.31,0.91,9.5,6 +7.2,1.0,0.0,3.0,0.102,7.0,16.0,0.9958600000000001,3.43,0.46,10.0,5 +6.9,0.765,0.18,2.4,0.243,5.5,48.0,0.9961200000000001,3.4,0.6,10.3,6 +6.9,0.635,0.17,2.4,0.24100000000000002,6.0,18.0,0.9961,3.4,0.59,10.3,6 +8.3,0.43,0.3,3.4,0.079,7.0,34.0,0.9978799999999999,3.36,0.61,10.5,5 +7.1,0.52,0.03,2.6,0.076,21.0,92.0,0.99745,3.5,0.6,9.8,5 +7.0,0.57,0.0,2.0,0.19,12.0,45.0,0.9967600000000001,3.31,0.6,9.4,6 +6.5,0.46,0.14,2.4,0.114,9.0,37.0,0.9973200000000001,3.66,0.65,9.8,5 +9.0,0.82,0.05,2.4,0.081,26.0,96.0,0.9981399999999999,3.36,0.53,10.0,5 +6.5,0.46,0.14,2.4,0.114,9.0,37.0,0.9973200000000001,3.66,0.65,9.8,5 +7.1,0.59,0.01,2.5,0.077,20.0,85.0,0.99746,3.55,0.59,9.8,5 +9.9,0.35,0.41,2.3,0.083,11.0,61.0,0.9982,3.21,0.5,9.5,5 +9.9,0.35,0.41,2.3,0.083,11.0,61.0,0.9982,3.21,0.5,9.5,5 +10.0,0.56,0.24,2.2,0.079,19.0,58.0,0.9991,3.18,0.56,10.1,6 +10.0,0.56,0.24,2.2,0.079,19.0,58.0,0.9991,3.18,0.56,10.1,6 +8.6,0.63,0.17,2.9,0.099,21.0,119.0,0.998,3.09,0.52,9.3,5 +7.4,0.37,0.43,2.6,0.08199999999999999,18.0,82.0,0.99708,3.33,0.68,9.7,6 +8.8,0.64,0.17,2.9,0.084,25.0,130.0,0.99818,3.23,0.54,9.6,5 +7.1,0.61,0.02,2.5,0.081,17.0,87.0,0.99745,3.48,0.6,9.7,6 +7.7,0.6,0.0,2.6,0.055,7.0,13.0,0.99639,3.38,0.56,10.8,5 +10.1,0.27,0.54,2.3,0.065,7.0,26.0,0.99531,3.17,0.53,12.5,6 +10.8,0.89,0.3,2.6,0.132,7.0,60.0,0.9978600000000001,2.99,1.18,10.2,5 +8.7,0.46,0.31,2.5,0.126,24.0,64.0,0.99746,3.1,0.74,9.6,5 +9.3,0.37,0.44,1.6,0.038,21.0,42.0,0.99526,3.24,0.81,10.8,7 +9.4,0.5,0.34,3.6,0.08199999999999999,5.0,14.0,0.9987,3.29,0.52,10.7,6 +9.4,0.5,0.34,3.6,0.08199999999999999,5.0,14.0,0.9987,3.29,0.52,10.7,6 +7.2,0.61,0.08,4.0,0.08199999999999999,26.0,108.0,0.99641,3.25,0.51,9.4,5 +8.6,0.55,0.09,3.3,0.068,8.0,17.0,0.99735,3.23,0.44,10.0,5 +5.1,0.585,0.0,1.7,0.044000000000000004,14.0,86.0,0.99264,3.56,0.94,12.9,7 +7.7,0.56,0.08,2.5,0.114,14.0,46.0,0.9971,3.24,0.66,9.6,6 +8.4,0.52,0.22,2.7,0.084,4.0,18.0,0.99682,3.26,0.57,9.9,6 +8.2,0.28,0.4,2.4,0.052000000000000005,4.0,10.0,0.99356,3.33,0.7,12.8,7 +8.4,0.25,0.39,2.0,0.040999999999999995,4.0,10.0,0.9938600000000001,3.27,0.71,12.5,7 +8.2,0.28,0.4,2.4,0.052000000000000005,4.0,10.0,0.99356,3.33,0.7,12.8,7 +7.4,0.53,0.12,1.9,0.165,4.0,12.0,0.99702,3.26,0.86,9.2,5 +7.6,0.48,0.31,2.8,0.07,4.0,15.0,0.9969299999999999,3.22,0.55,10.3,6 +7.3,0.49,0.1,2.6,0.068,4.0,14.0,0.9956200000000001,3.3,0.47,10.5,5 +12.9,0.5,0.55,2.8,0.07200000000000001,7.0,24.0,1.0001200000000001,3.09,0.68,10.9,6 +10.8,0.45,0.33,2.5,0.099,20.0,38.0,0.99818,3.24,0.71,10.8,5 +6.9,0.39,0.24,2.1,0.102,4.0,7.0,0.9946200000000001,3.44,0.58,11.4,4 +12.6,0.41,0.54,2.8,0.10300000000000001,19.0,41.0,0.99939,3.21,0.76,11.3,6 +10.8,0.45,0.33,2.5,0.099,20.0,38.0,0.99818,3.24,0.71,10.8,5 +9.8,0.51,0.19,3.2,0.081,8.0,30.0,0.9984,3.23,0.58,10.5,6 +10.8,0.29,0.42,1.6,0.084,19.0,27.0,0.99545,3.28,0.73,11.9,6 +7.1,0.715,0.0,2.35,0.071,21.0,47.0,0.9963200000000001,3.29,0.45,9.4,5 +9.1,0.66,0.15,3.2,0.09699999999999999,9.0,59.0,0.99976,3.28,0.54,9.6,5 +7.0,0.685,0.0,1.9,0.099,9.0,22.0,0.9960600000000001,3.34,0.6,9.7,5 +4.9,0.42,0.0,2.1,0.048,16.0,42.0,0.99154,3.71,0.74,14.0,7 +6.7,0.54,0.13,2.0,0.076,15.0,36.0,0.9973,3.61,0.64,9.8,5 +6.7,0.54,0.13,2.0,0.076,15.0,36.0,0.9973,3.61,0.64,9.8,5 +7.1,0.48,0.28,2.8,0.068,6.0,16.0,0.99682,3.24,0.53,10.3,5 +7.1,0.46,0.14,2.8,0.076,15.0,37.0,0.99624,3.36,0.49,10.7,5 +7.5,0.27,0.34,2.3,0.05,4.0,8.0,0.9951,3.4,0.64,11.0,7 +7.1,0.46,0.14,2.8,0.076,15.0,37.0,0.99624,3.36,0.49,10.7,5 +7.8,0.57,0.09,2.3,0.065,34.0,45.0,0.9941700000000001,3.46,0.74,12.7,8 +5.9,0.61,0.08,2.1,0.071,16.0,24.0,0.9937600000000001,3.56,0.77,11.1,6 +7.5,0.685,0.07,2.5,0.057999999999999996,5.0,9.0,0.9963200000000001,3.38,0.55,10.9,4 +5.9,0.61,0.08,2.1,0.071,16.0,24.0,0.9937600000000001,3.56,0.77,11.1,6 +10.4,0.44,0.42,1.5,0.145,34.0,48.0,0.9983200000000001,3.38,0.86,9.9,3 +11.6,0.47,0.44,1.6,0.147,36.0,51.0,0.99836,3.38,0.86,9.9,4 +8.8,0.685,0.26,1.6,0.08800000000000001,16.0,23.0,0.9969399999999999,3.32,0.47,9.4,5 +7.6,0.665,0.1,1.5,0.066,27.0,55.0,0.99655,3.39,0.51,9.3,5 +6.7,0.28,0.28,2.4,0.012,36.0,100.0,0.99064,3.26,0.39,11.7,7 +6.7,0.28,0.28,2.4,0.012,36.0,100.0,0.99064,3.26,0.39,11.7,7 +10.1,0.31,0.35,1.6,0.075,9.0,28.0,0.99672,3.24,0.83,11.2,7 +6.0,0.5,0.04,2.2,0.092,13.0,26.0,0.9964700000000001,3.46,0.47,10.0,5 +11.1,0.42,0.47,2.65,0.085,9.0,34.0,0.99736,3.24,0.77,12.1,7 +6.6,0.66,0.0,3.0,0.115,21.0,31.0,0.99629,3.45,0.63,10.3,5 +10.6,0.5,0.45,2.6,0.11900000000000001,34.0,68.0,0.99708,3.23,0.72,10.9,6 +7.1,0.685,0.35,2.0,0.08800000000000001,9.0,92.0,0.9963,3.28,0.62,9.4,5 +9.9,0.25,0.46,1.7,0.062,26.0,42.0,0.9959,3.18,0.83,10.6,6 +6.4,0.64,0.21,1.8,0.081,14.0,31.0,0.9968899999999999,3.59,0.66,9.8,5 +6.4,0.64,0.21,1.8,0.081,14.0,31.0,0.9968899999999999,3.59,0.66,9.8,5 +7.4,0.68,0.16,1.8,0.078,12.0,39.0,0.9977,3.5,0.7,9.9,6 +6.4,0.64,0.21,1.8,0.081,14.0,31.0,0.9968899999999999,3.59,0.66,9.8,5 +6.4,0.63,0.21,1.6,0.08,12.0,32.0,0.9968899999999999,3.58,0.66,9.8,5 +9.3,0.43,0.44,1.9,0.085,9.0,22.0,0.99708,3.28,0.55,9.5,5 +9.3,0.43,0.44,1.9,0.085,9.0,22.0,0.99708,3.28,0.55,9.5,5 +8.0,0.42,0.32,2.5,0.08,26.0,122.0,0.9980100000000001,3.22,1.07,9.7,5 +9.3,0.36,0.39,1.5,0.08,41.0,55.0,0.9965200000000001,3.47,0.73,10.9,6 +9.3,0.36,0.39,1.5,0.08,41.0,55.0,0.9965200000000001,3.47,0.73,10.9,6 +7.6,0.735,0.02,2.5,0.071,10.0,14.0,0.9953799999999999,3.51,0.71,11.7,7 +9.3,0.36,0.39,1.5,0.08,41.0,55.0,0.9965200000000001,3.47,0.73,10.9,6 +8.2,0.26,0.34,2.5,0.073,16.0,47.0,0.9959399999999999,3.4,0.78,11.3,7 +11.7,0.28,0.47,1.7,0.054000000000000006,17.0,32.0,0.9968600000000001,3.15,0.67,10.6,7 +6.8,0.56,0.22,1.8,0.07400000000000001,15.0,24.0,0.9943799999999999,3.4,0.82,11.2,6 +7.2,0.62,0.06,2.7,0.077,15.0,85.0,0.99746,3.51,0.54,9.5,5 +5.8,1.01,0.66,2.0,0.039,15.0,88.0,0.9935700000000001,3.66,0.6,11.5,6 +7.5,0.42,0.32,2.7,0.067,7.0,25.0,0.9962799999999999,3.24,0.44,10.4,5 +7.2,0.62,0.06,2.5,0.078,17.0,84.0,0.99746,3.51,0.53,9.7,5 +7.2,0.62,0.06,2.7,0.077,15.0,85.0,0.99746,3.51,0.54,9.5,5 +7.2,0.635,0.07,2.6,0.077,16.0,86.0,0.9974799999999999,3.51,0.54,9.7,5 +6.8,0.49,0.22,2.3,0.071,13.0,24.0,0.9943799999999999,3.41,0.83,11.3,6 +6.9,0.51,0.23,2.0,0.07200000000000001,13.0,22.0,0.9943799999999999,3.4,0.84,11.2,6 +6.8,0.56,0.22,1.8,0.07400000000000001,15.0,24.0,0.9943799999999999,3.4,0.82,11.2,6 +7.6,0.63,0.03,2.0,0.08,27.0,43.0,0.9957799999999999,3.44,0.64,10.9,6 +7.7,0.715,0.01,2.1,0.064,31.0,43.0,0.99371,3.41,0.57,11.8,6 +6.9,0.56,0.03,1.5,0.086,36.0,46.0,0.9952200000000001,3.53,0.57,10.6,5 +7.3,0.35,0.24,2.0,0.067,28.0,48.0,0.9957600000000001,3.43,0.54,10.0,4 +9.1,0.21,0.37,1.6,0.067,6.0,10.0,0.9955200000000001,3.23,0.58,11.1,7 +10.4,0.38,0.46,2.1,0.10400000000000001,6.0,10.0,0.99664,3.12,0.65,11.8,7 +8.8,0.31,0.4,2.8,0.109,7.0,16.0,0.9961399999999999,3.31,0.79,11.8,7 +7.1,0.47,0.0,2.2,0.067,7.0,14.0,0.9951700000000001,3.4,0.58,10.9,4 +7.7,0.715,0.01,2.1,0.064,31.0,43.0,0.99371,3.41,0.57,11.8,6 +8.8,0.61,0.19,4.0,0.094,30.0,69.0,0.99787,3.22,0.5,10.0,6 +7.2,0.6,0.04,2.5,0.076,18.0,88.0,0.99745,3.53,0.55,9.5,5 +9.2,0.56,0.18,1.6,0.078,10.0,21.0,0.9957600000000001,3.15,0.49,9.9,5 +7.6,0.715,0.0,2.1,0.068,30.0,35.0,0.9953299999999999,3.48,0.65,11.4,6 +8.4,0.31,0.29,3.1,0.19399999999999998,14.0,26.0,0.99536,3.22,0.78,12.0,6 +7.2,0.6,0.04,2.5,0.076,18.0,88.0,0.99745,3.53,0.55,9.5,5 +8.8,0.61,0.19,4.0,0.094,30.0,69.0,0.99787,3.22,0.5,10.0,6 +8.9,0.75,0.14,2.5,0.086,9.0,30.0,0.99824,3.34,0.64,10.5,5 +9.0,0.8,0.12,2.4,0.083,8.0,28.0,0.99836,3.33,0.65,10.4,6 +10.7,0.52,0.38,2.6,0.066,29.0,56.0,0.99577,3.15,0.79,12.1,7 +6.8,0.57,0.0,2.5,0.07200000000000001,32.0,64.0,0.9949100000000001,3.43,0.56,11.2,6 +10.7,0.9,0.34,6.6,0.11199999999999999,23.0,99.0,1.00289,3.22,0.68,9.3,5 +7.2,0.34,0.24,2.0,0.071,30.0,52.0,0.9957600000000001,3.44,0.58,10.1,5 +7.2,0.66,0.03,2.3,0.078,16.0,86.0,0.9974299999999999,3.53,0.57,9.7,5 +10.1,0.45,0.23,1.9,0.08199999999999999,10.0,18.0,0.99774,3.22,0.65,9.3,6 +7.2,0.66,0.03,2.3,0.078,16.0,86.0,0.9974299999999999,3.53,0.57,9.7,5 +7.2,0.63,0.03,2.2,0.08,17.0,88.0,0.99745,3.53,0.58,9.8,6 +7.1,0.59,0.01,2.3,0.08,27.0,43.0,0.9955,3.42,0.58,10.7,6 +8.3,0.31,0.39,2.4,0.078,17.0,43.0,0.99444,3.31,0.77,12.5,7 +7.1,0.59,0.01,2.3,0.08,27.0,43.0,0.9955,3.42,0.58,10.7,6 +8.3,0.31,0.39,2.4,0.078,17.0,43.0,0.99444,3.31,0.77,12.5,7 +8.3,1.02,0.02,3.4,0.084,6.0,11.0,0.99892,3.48,0.49,11.0,3 +8.9,0.31,0.36,2.6,0.055999999999999994,10.0,39.0,0.9956200000000001,3.4,0.69,11.8,5 +7.4,0.635,0.1,2.4,0.08,16.0,33.0,0.99736,3.58,0.69,10.8,7 +7.4,0.635,0.1,2.4,0.08,16.0,33.0,0.99736,3.58,0.69,10.8,7 +6.8,0.59,0.06,6.0,0.06,11.0,18.0,0.9962,3.41,0.59,10.8,7 +6.8,0.59,0.06,6.0,0.06,11.0,18.0,0.9962,3.41,0.59,10.8,7 +9.2,0.58,0.2,3.0,0.081,15.0,115.0,0.998,3.23,0.59,9.5,5 +7.2,0.54,0.27,2.6,0.084,12.0,78.0,0.9964,3.39,0.71,11.0,5 +6.1,0.56,0.0,2.2,0.079,6.0,9.0,0.9948,3.59,0.54,11.5,6 +7.4,0.52,0.13,2.4,0.078,34.0,61.0,0.9952799999999999,3.43,0.59,10.8,6 +7.3,0.305,0.39,1.2,0.059000000000000004,7.0,11.0,0.99331,3.29,0.52,11.5,6 +9.3,0.38,0.48,3.8,0.132,3.0,11.0,0.99577,3.23,0.57,13.2,6 +9.1,0.28,0.46,9.0,0.114,3.0,9.0,0.9990100000000001,3.18,0.6,10.9,6 +10.0,0.46,0.44,2.9,0.065,4.0,8.0,0.99674,3.33,0.62,12.2,6 +9.4,0.395,0.46,4.6,0.094,3.0,10.0,0.99639,3.27,0.64,12.2,7 +7.3,0.305,0.39,1.2,0.059000000000000004,7.0,11.0,0.99331,3.29,0.52,11.5,6 +8.6,0.315,0.4,2.2,0.079,3.0,6.0,0.9951200000000001,3.27,0.67,11.9,6 +5.3,0.715,0.19,1.5,0.161,7.0,62.0,0.99395,3.62,0.61,11.0,5 +6.8,0.41,0.31,8.8,0.084,26.0,45.0,0.99824,3.38,0.64,10.1,6 +8.4,0.36,0.32,2.2,0.081,32.0,79.0,0.9964,3.3,0.72,11.0,6 +8.4,0.62,0.12,1.8,0.07200000000000001,38.0,46.0,0.9950399999999999,3.38,0.89,11.8,6 +9.6,0.41,0.37,2.3,0.091,10.0,23.0,0.9978600000000001,3.24,0.56,10.5,5 +8.4,0.36,0.32,2.2,0.081,32.0,79.0,0.9964,3.3,0.72,11.0,6 +8.4,0.62,0.12,1.8,0.07200000000000001,38.0,46.0,0.9950399999999999,3.38,0.89,11.8,6 +6.8,0.41,0.31,8.8,0.084,26.0,45.0,0.99824,3.38,0.64,10.1,6 +8.6,0.47,0.27,2.3,0.055,14.0,28.0,0.99516,3.18,0.8,11.2,5 +8.6,0.22,0.36,1.9,0.064,53.0,77.0,0.9960399999999999,3.47,0.87,11.0,7 +9.4,0.24,0.33,2.3,0.061,52.0,73.0,0.9978600000000001,3.47,0.9,10.2,6 +8.4,0.67,0.19,2.2,0.09300000000000001,11.0,75.0,0.99736,3.2,0.59,9.2,4 +8.6,0.47,0.27,2.3,0.055,14.0,28.0,0.99516,3.18,0.8,11.2,5 +8.7,0.33,0.38,3.3,0.063,10.0,19.0,0.9946799999999999,3.3,0.73,12.0,7 +6.6,0.61,0.01,1.9,0.08,8.0,25.0,0.99746,3.69,0.73,10.5,5 +7.4,0.61,0.01,2.0,0.07400000000000001,13.0,38.0,0.9974799999999999,3.48,0.65,9.8,5 +7.6,0.4,0.29,1.9,0.078,29.0,66.0,0.9971,3.45,0.59,9.5,6 +7.4,0.61,0.01,2.0,0.07400000000000001,13.0,38.0,0.9974799999999999,3.48,0.65,9.8,5 +6.6,0.61,0.01,1.9,0.08,8.0,25.0,0.99746,3.69,0.73,10.5,5 +8.8,0.3,0.38,2.3,0.06,19.0,72.0,0.9954299999999999,3.39,0.72,11.8,6 +8.8,0.3,0.38,2.3,0.06,19.0,72.0,0.9954299999999999,3.39,0.72,11.8,6 +12.0,0.63,0.5,1.4,0.071,6.0,26.0,0.9979100000000001,3.07,0.6,10.4,4 +7.2,0.38,0.38,2.8,0.068,23.0,42.0,0.99356,3.34,0.72,12.9,7 +6.2,0.46,0.17,1.6,0.073,7.0,11.0,0.99425,3.61,0.54,11.4,5 +9.6,0.33,0.52,2.2,0.07400000000000001,13.0,25.0,0.9950899999999999,3.36,0.76,12.4,7 +9.9,0.27,0.49,5.0,0.08199999999999999,9.0,17.0,0.99484,3.19,0.52,12.5,7 +10.1,0.43,0.4,2.6,0.092,13.0,52.0,0.99834,3.22,0.64,10.0,7 +9.8,0.5,0.34,2.3,0.094,10.0,45.0,0.99864,3.24,0.6,9.7,7 +8.3,0.3,0.49,3.8,0.09,11.0,24.0,0.99498,3.27,0.64,12.1,7 +10.2,0.44,0.42,2.0,0.071,7.0,20.0,0.99566,3.14,0.79,11.1,7 +10.2,0.44,0.58,4.1,0.092,11.0,24.0,0.99745,3.29,0.99,12.0,7 +8.3,0.28,0.48,2.1,0.09300000000000001,6.0,12.0,0.99408,3.26,0.62,12.4,7 +8.9,0.12,0.45,1.8,0.075,10.0,21.0,0.9955200000000001,3.41,0.76,11.9,7 +8.9,0.12,0.45,1.8,0.075,10.0,21.0,0.9955200000000001,3.41,0.76,11.9,7 +8.9,0.12,0.45,1.8,0.075,10.0,21.0,0.9955200000000001,3.41,0.76,11.9,7 +8.3,0.28,0.48,2.1,0.09300000000000001,6.0,12.0,0.99408,3.26,0.62,12.4,7 +8.2,0.31,0.4,2.2,0.057999999999999996,6.0,10.0,0.99536,3.31,0.68,11.2,7 +10.2,0.34,0.48,2.1,0.052000000000000005,5.0,9.0,0.9945799999999999,3.2,0.69,12.1,7 +7.6,0.43,0.4,2.7,0.08199999999999999,6.0,11.0,0.9953799999999999,3.44,0.54,12.2,6 +8.5,0.21,0.52,1.9,0.09,9.0,23.0,0.9964799999999999,3.36,0.67,10.4,5 +9.0,0.36,0.52,2.1,0.111,5.0,10.0,0.9956799999999999,3.31,0.62,11.3,6 +9.5,0.37,0.52,2.0,0.08800000000000001,12.0,51.0,0.99613,3.29,0.58,11.1,6 +6.4,0.57,0.12,2.3,0.12,25.0,36.0,0.99519,3.47,0.71,11.3,7 +8.0,0.59,0.05,2.0,0.08900000000000001,12.0,32.0,0.99735,3.36,0.61,10.0,5 +8.5,0.47,0.27,1.9,0.057999999999999996,18.0,38.0,0.99518,3.16,0.85,11.1,6 +7.1,0.56,0.14,1.6,0.078,7.0,18.0,0.99592,3.27,0.62,9.3,5 +6.6,0.57,0.02,2.1,0.115,6.0,16.0,0.99654,3.38,0.69,9.5,5 +8.8,0.27,0.39,2.0,0.1,20.0,27.0,0.99546,3.15,0.69,11.2,6 +8.5,0.47,0.27,1.9,0.057999999999999996,18.0,38.0,0.99518,3.16,0.85,11.1,6 +8.3,0.34,0.4,2.4,0.065,24.0,48.0,0.99554,3.34,0.86,11.0,6 +9.0,0.38,0.41,2.4,0.10300000000000001,6.0,10.0,0.9960399999999999,3.13,0.58,11.9,7 +8.5,0.66,0.2,2.1,0.09699999999999999,23.0,113.0,0.9973299999999999,3.13,0.48,9.2,5 +9.0,0.4,0.43,2.4,0.068,29.0,46.0,0.9943,3.2,0.6,12.2,6 +6.7,0.56,0.09,2.9,0.079,7.0,22.0,0.99669,3.46,0.61,10.2,5 +10.4,0.26,0.48,1.9,0.066,6.0,10.0,0.99724,3.33,0.87,10.9,6 +10.4,0.26,0.48,1.9,0.066,6.0,10.0,0.99724,3.33,0.87,10.9,6 +10.1,0.38,0.5,2.4,0.10400000000000001,6.0,13.0,0.9964299999999999,3.22,0.65,11.6,7 +8.5,0.34,0.44,1.7,0.079,6.0,12.0,0.99605,3.52,0.63,10.7,5 +8.8,0.33,0.41,5.9,0.073,7.0,13.0,0.9965799999999999,3.3,0.62,12.1,7 +7.2,0.41,0.3,2.1,0.083,35.0,72.0,0.997,3.44,0.52,9.4,5 +7.2,0.41,0.3,2.1,0.083,35.0,72.0,0.997,3.44,0.52,9.4,5 +8.4,0.59,0.29,2.6,0.109,31.0,119.0,0.9980100000000001,3.15,0.5,9.1,5 +7.0,0.4,0.32,3.6,0.061,9.0,29.0,0.99416,3.28,0.49,11.3,7 +12.2,0.45,0.49,1.4,0.075,3.0,6.0,0.9969,3.13,0.63,10.4,5 +9.1,0.5,0.3,1.9,0.065,8.0,17.0,0.99774,3.32,0.71,10.5,6 +9.5,0.86,0.26,1.9,0.079,13.0,28.0,0.9971200000000001,3.25,0.62,10.0,5 +7.3,0.52,0.32,2.1,0.07,51.0,70.0,0.99418,3.34,0.82,12.9,6 +9.1,0.5,0.3,1.9,0.065,8.0,17.0,0.99774,3.32,0.71,10.5,6 +12.2,0.45,0.49,1.4,0.075,3.0,6.0,0.9969,3.13,0.63,10.4,5 +7.4,0.58,0.0,2.0,0.064,7.0,11.0,0.9956200000000001,3.45,0.58,11.3,6 +9.8,0.34,0.39,1.4,0.066,3.0,7.0,0.9947,3.19,0.55,11.4,7 +7.1,0.36,0.3,1.6,0.08,35.0,70.0,0.9969299999999999,3.44,0.5,9.4,5 +7.7,0.39,0.12,1.7,0.09699999999999999,19.0,27.0,0.9959600000000001,3.16,0.49,9.4,5 +9.7,0.295,0.4,1.5,0.073,14.0,21.0,0.99556,3.14,0.51,10.9,6 +7.7,0.39,0.12,1.7,0.09699999999999999,19.0,27.0,0.9959600000000001,3.16,0.49,9.4,5 +7.1,0.34,0.28,2.0,0.08199999999999999,31.0,68.0,0.9969399999999999,3.45,0.48,9.4,5 +6.5,0.4,0.1,2.0,0.076,30.0,47.0,0.99554,3.36,0.48,9.4,6 +7.1,0.34,0.28,2.0,0.08199999999999999,31.0,68.0,0.9969399999999999,3.45,0.48,9.4,5 +10.0,0.35,0.45,2.5,0.092,20.0,88.0,0.99918,3.15,0.43,9.4,5 +7.7,0.6,0.06,2.0,0.079,19.0,41.0,0.99697,3.39,0.62,10.1,6 +5.6,0.66,0.0,2.2,0.087,3.0,11.0,0.9937799999999999,3.71,0.63,12.8,7 +5.6,0.66,0.0,2.2,0.087,3.0,11.0,0.9937799999999999,3.71,0.63,12.8,7 +8.9,0.84,0.34,1.4,0.05,4.0,10.0,0.99554,3.12,0.48,9.1,6 +6.4,0.69,0.0,1.65,0.055,7.0,12.0,0.9916200000000001,3.47,0.53,12.9,6 +7.5,0.43,0.3,2.2,0.062,6.0,12.0,0.99495,3.44,0.72,11.5,7 +9.9,0.35,0.38,1.5,0.057999999999999996,31.0,47.0,0.9967600000000001,3.26,0.82,10.6,7 +9.1,0.29,0.33,2.05,0.063,13.0,27.0,0.99516,3.26,0.84,11.7,7 +6.8,0.36,0.32,1.8,0.067,4.0,8.0,0.9928,3.36,0.55,12.8,7 +8.2,0.43,0.29,1.6,0.081,27.0,45.0,0.99603,3.25,0.54,10.3,5 +6.8,0.36,0.32,1.8,0.067,4.0,8.0,0.9928,3.36,0.55,12.8,7 +9.1,0.29,0.33,2.05,0.063,13.0,27.0,0.99516,3.26,0.84,11.7,7 +9.1,0.3,0.34,2.0,0.064,12.0,25.0,0.99516,3.26,0.84,11.7,7 +8.9,0.35,0.4,3.6,0.11,12.0,24.0,0.99549,3.23,0.7,12.0,7 +9.6,0.5,0.36,2.8,0.11599999999999999,26.0,55.0,0.9972200000000001,3.18,0.68,10.9,5 +8.9,0.28,0.45,1.7,0.067,7.0,12.0,0.99354,3.25,0.55,12.3,7 +8.9,0.32,0.31,2.0,0.08800000000000001,12.0,19.0,0.9957,3.17,0.55,10.4,6 +7.7,1.005,0.15,2.1,0.102,11.0,32.0,0.9960399999999999,3.23,0.48,10.0,5 +7.5,0.71,0.0,1.6,0.092,22.0,31.0,0.99635,3.38,0.58,10.0,6 +8.0,0.58,0.16,2.0,0.12,3.0,7.0,0.99454,3.22,0.58,11.2,6 +10.5,0.39,0.46,2.2,0.075,14.0,27.0,0.99598,3.06,0.84,11.4,6 +8.9,0.38,0.4,2.2,0.068,12.0,28.0,0.9948600000000001,3.27,0.75,12.6,7 +8.0,0.18,0.37,0.9,0.049,36.0,109.0,0.9900700000000001,2.89,0.44,12.7,6 +8.0,0.18,0.37,0.9,0.049,36.0,109.0,0.9900700000000001,2.89,0.44,12.7,6 +7.0,0.5,0.14,1.8,0.078,10.0,23.0,0.99636,3.53,0.61,10.4,5 +11.3,0.36,0.66,2.4,0.12300000000000001,3.0,8.0,0.9964200000000001,3.2,0.53,11.9,6 +11.3,0.36,0.66,2.4,0.12300000000000001,3.0,8.0,0.9964200000000001,3.2,0.53,11.9,6 +7.0,0.51,0.09,2.1,0.062,4.0,9.0,0.99584,3.35,0.54,10.5,5 +8.2,0.32,0.42,2.3,0.098,3.0,9.0,0.9950600000000001,3.27,0.55,12.3,6 +7.7,0.58,0.01,1.8,0.08800000000000001,12.0,18.0,0.9956799999999999,3.32,0.56,10.5,7 +8.6,0.83,0.0,2.8,0.095,17.0,43.0,0.9982200000000001,3.33,0.6,10.4,6 +7.9,0.31,0.32,1.9,0.066,14.0,36.0,0.99364,3.41,0.56,12.6,6 +6.4,0.795,0.0,2.2,0.065,28.0,52.0,0.9937799999999999,3.49,0.52,11.6,5 +7.2,0.34,0.21,2.5,0.075,41.0,68.0,0.9958600000000001,3.37,0.54,10.1,6 +7.7,0.58,0.01,1.8,0.08800000000000001,12.0,18.0,0.9956799999999999,3.32,0.56,10.5,7 +7.1,0.59,0.0,2.1,0.091,9.0,14.0,0.9948799999999999,3.42,0.55,11.5,7 +7.3,0.55,0.01,1.8,0.09300000000000001,9.0,15.0,0.9951399999999999,3.35,0.58,11.0,7 +8.1,0.82,0.0,4.1,0.095,5.0,14.0,0.99854,3.36,0.53,9.6,5 +7.5,0.57,0.08,2.6,0.08900000000000001,14.0,27.0,0.99592,3.3,0.59,10.4,6 +8.9,0.745,0.18,2.5,0.077,15.0,48.0,0.99739,3.2,0.47,9.7,6 +10.1,0.37,0.34,2.4,0.085,5.0,17.0,0.9968299999999999,3.17,0.65,10.6,7 +7.6,0.31,0.34,2.5,0.08199999999999999,26.0,35.0,0.99356,3.22,0.59,12.5,7 +7.3,0.91,0.1,1.8,0.07400000000000001,20.0,56.0,0.99672,3.35,0.56,9.2,5 +8.7,0.41,0.41,6.2,0.078,25.0,42.0,0.9953,3.24,0.77,12.6,7 +8.9,0.5,0.21,2.2,0.08800000000000001,21.0,39.0,0.99692,3.33,0.83,11.1,6 +7.4,0.965,0.0,2.2,0.08800000000000001,16.0,32.0,0.99756,3.58,0.67,10.2,5 +6.9,0.49,0.19,1.7,0.079,13.0,26.0,0.9954700000000001,3.38,0.64,9.8,6 +8.9,0.5,0.21,2.2,0.08800000000000001,21.0,39.0,0.99692,3.33,0.83,11.1,6 +9.5,0.39,0.41,8.9,0.069,18.0,39.0,0.99859,3.29,0.81,10.9,7 +6.4,0.39,0.33,3.3,0.046,12.0,53.0,0.9929399999999999,3.36,0.62,12.2,6 +6.9,0.44,0.0,1.4,0.07,32.0,38.0,0.9943799999999999,3.32,0.58,11.4,6 +7.6,0.78,0.0,1.7,0.076,33.0,45.0,0.9961200000000001,3.31,0.62,10.7,6 +7.1,0.43,0.17,1.8,0.08199999999999999,27.0,51.0,0.99634,3.49,0.64,10.4,5 +9.3,0.49,0.36,1.7,0.081,3.0,14.0,0.99702,3.27,0.78,10.9,6 +9.3,0.5,0.36,1.8,0.084,6.0,17.0,0.9970399999999999,3.27,0.77,10.8,6 +7.1,0.43,0.17,1.8,0.08199999999999999,27.0,51.0,0.99634,3.49,0.64,10.4,5 +8.5,0.46,0.59,1.4,0.414,16.0,45.0,0.99702,3.03,1.34,9.2,5 +5.6,0.605,0.05,2.4,0.073,19.0,25.0,0.9925799999999999,3.56,0.55,12.9,5 +8.3,0.33,0.42,2.3,0.07,9.0,20.0,0.99426,3.38,0.77,12.7,7 +8.2,0.64,0.27,2.0,0.095,5.0,77.0,0.9974700000000001,3.13,0.62,9.1,6 +8.2,0.64,0.27,2.0,0.095,5.0,77.0,0.9974700000000001,3.13,0.62,9.1,6 +8.9,0.48,0.53,4.0,0.10099999999999999,3.0,10.0,0.9958600000000001,3.21,0.59,12.1,7 +7.6,0.42,0.25,3.9,0.10400000000000001,28.0,90.0,0.99784,3.15,0.57,9.1,5 +9.9,0.53,0.57,2.4,0.09300000000000001,30.0,52.0,0.9971,3.19,0.76,11.6,7 +8.9,0.48,0.53,4.0,0.10099999999999999,3.0,10.0,0.9958600000000001,3.21,0.59,12.1,7 +11.6,0.23,0.57,1.8,0.07400000000000001,3.0,8.0,0.9981,3.14,0.7,9.9,6 +9.1,0.4,0.5,1.8,0.071,7.0,16.0,0.9946200000000001,3.21,0.69,12.5,8 +8.0,0.38,0.44,1.9,0.098,6.0,15.0,0.9956,3.3,0.64,11.4,6 +10.2,0.29,0.65,2.4,0.075,6.0,17.0,0.99565,3.22,0.63,11.8,6 +8.2,0.74,0.09,2.0,0.067,5.0,10.0,0.99418,3.28,0.57,11.8,6 +7.7,0.61,0.18,2.4,0.083,6.0,20.0,0.9963,3.29,0.6,10.2,6 +6.6,0.52,0.08,2.4,0.07,13.0,26.0,0.9935799999999999,3.4,0.72,12.5,7 +11.1,0.31,0.53,2.2,0.06,3.0,10.0,0.99572,3.02,0.83,10.9,7 +11.1,0.31,0.53,2.2,0.06,3.0,10.0,0.99572,3.02,0.83,10.9,7 +8.0,0.62,0.35,2.8,0.086,28.0,52.0,0.997,3.31,0.62,10.8,5 +9.3,0.33,0.45,1.5,0.057,19.0,37.0,0.99498,3.18,0.89,11.1,7 +7.5,0.77,0.2,8.1,0.098,30.0,92.0,0.99892,3.2,0.58,9.2,5 +7.2,0.35,0.26,1.8,0.083,33.0,75.0,0.9968,3.4,0.58,9.5,6 +8.0,0.62,0.33,2.7,0.08800000000000001,16.0,37.0,0.9972,3.31,0.58,10.7,6 +7.5,0.77,0.2,8.1,0.098,30.0,92.0,0.99892,3.2,0.58,9.2,5 +9.1,0.25,0.34,2.0,0.071,45.0,67.0,0.99769,3.44,0.86,10.2,7 +9.9,0.32,0.56,2.0,0.073,3.0,8.0,0.99534,3.15,0.73,11.4,6 +8.6,0.37,0.65,6.4,0.08,3.0,8.0,0.9981700000000001,3.27,0.58,11.0,5 +8.6,0.37,0.65,6.4,0.08,3.0,8.0,0.9981700000000001,3.27,0.58,11.0,5 +7.9,0.3,0.68,8.3,0.05,37.5,278.0,0.99316,3.01,0.51,12.3,7 +10.3,0.27,0.56,1.4,0.047,3.0,8.0,0.99471,3.16,0.51,11.8,6 +7.9,0.3,0.68,8.3,0.05,37.5,289.0,0.99316,3.01,0.51,12.3,7 +7.2,0.38,0.3,1.8,0.073,31.0,70.0,0.99685,3.42,0.59,9.5,6 +8.7,0.42,0.45,2.4,0.07200000000000001,32.0,59.0,0.9961700000000001,3.33,0.77,12.0,6 +7.2,0.38,0.3,1.8,0.073,31.0,70.0,0.99685,3.42,0.59,9.5,6 +6.8,0.48,0.08,1.8,0.07400000000000001,40.0,64.0,0.99529,3.12,0.49,9.6,5 +8.5,0.34,0.4,4.7,0.055,3.0,9.0,0.9973799999999999,3.38,0.66,11.6,7 +7.9,0.19,0.42,1.6,0.057,18.0,30.0,0.9940000000000001,3.29,0.69,11.2,6 +11.6,0.41,0.54,1.5,0.095,22.0,41.0,0.99735,3.02,0.76,9.9,7 +11.6,0.41,0.54,1.5,0.095,22.0,41.0,0.99735,3.02,0.76,9.9,7 +10.0,0.26,0.54,1.9,0.083,42.0,74.0,0.99451,2.98,0.63,11.8,8 +7.9,0.34,0.42,2.0,0.086,8.0,19.0,0.99546,3.35,0.6,11.4,6 +7.0,0.54,0.09,2.0,0.081,10.0,16.0,0.99479,3.43,0.59,11.5,6 +9.2,0.31,0.36,2.2,0.079,11.0,31.0,0.99615,3.33,0.86,12.0,7 +6.6,0.725,0.09,5.5,0.11699999999999999,9.0,17.0,0.99655,3.35,0.49,10.8,6 +9.4,0.4,0.47,2.5,0.087,6.0,20.0,0.99772,3.15,0.5,10.5,5 +6.6,0.725,0.09,5.5,0.11699999999999999,9.0,17.0,0.99655,3.35,0.49,10.8,6 +8.6,0.52,0.38,1.5,0.096,5.0,18.0,0.99666,3.2,0.52,9.4,5 +8.0,0.31,0.45,2.1,0.21600000000000003,5.0,16.0,0.9935799999999999,3.15,0.81,12.5,7 +8.6,0.52,0.38,1.5,0.096,5.0,18.0,0.99666,3.2,0.52,9.4,5 +8.4,0.34,0.42,2.1,0.07200000000000001,23.0,36.0,0.99392,3.11,0.78,12.4,6 +7.4,0.49,0.27,2.1,0.071,14.0,25.0,0.9938799999999999,3.35,0.63,12.0,6 +6.1,0.48,0.09,1.7,0.078,18.0,30.0,0.9940200000000001,3.45,0.54,11.2,6 +7.4,0.49,0.27,2.1,0.071,14.0,25.0,0.9938799999999999,3.35,0.63,12.0,6 +8.0,0.48,0.34,2.2,0.073,16.0,25.0,0.9936,3.28,0.66,12.4,6 +6.3,0.57,0.28,2.1,0.048,13.0,49.0,0.99374,3.41,0.6,12.8,5 +8.2,0.23,0.42,1.9,0.069,9.0,17.0,0.9937600000000001,3.21,0.54,12.3,6 +9.1,0.3,0.41,2.0,0.068,10.0,24.0,0.99523,3.27,0.85,11.7,7 +8.1,0.78,0.1,3.3,0.09,4.0,13.0,0.99855,3.36,0.49,9.5,5 +10.8,0.47,0.43,2.1,0.171,27.0,66.0,0.9982,3.17,0.76,10.8,6 +8.3,0.53,0.0,1.4,0.07,6.0,14.0,0.99593,3.25,0.64,10.0,6 +5.4,0.42,0.27,2.0,0.092,23.0,55.0,0.99471,3.78,0.64,12.3,7 +7.9,0.33,0.41,1.5,0.055999999999999994,6.0,35.0,0.9939600000000001,3.29,0.71,11.0,6 +8.9,0.24,0.39,1.6,0.07400000000000001,3.0,10.0,0.99698,3.12,0.59,9.5,6 +5.0,0.4,0.5,4.3,0.046,29.0,80.0,0.9902,3.49,0.66,13.6,6 +7.0,0.69,0.07,2.5,0.091,15.0,21.0,0.99572,3.38,0.6,11.3,6 +7.0,0.69,0.07,2.5,0.091,15.0,21.0,0.99572,3.38,0.6,11.3,6 +7.0,0.69,0.07,2.5,0.091,15.0,21.0,0.99572,3.38,0.6,11.3,6 +7.1,0.39,0.12,2.1,0.065,14.0,24.0,0.9925200000000001,3.3,0.53,13.3,6 +5.6,0.66,0.0,2.5,0.066,7.0,15.0,0.99256,3.52,0.58,12.9,5 +7.9,0.54,0.34,2.5,0.076,8.0,17.0,0.99235,3.2,0.72,13.1,8 +6.6,0.5,0.0,1.8,0.062,21.0,28.0,0.9935200000000001,3.44,0.55,12.3,6 +6.3,0.47,0.0,1.4,0.055,27.0,33.0,0.9922,3.45,0.48,12.3,6 +10.7,0.4,0.37,1.9,0.081,17.0,29.0,0.99674,3.12,0.65,11.2,6 +6.5,0.58,0.0,2.2,0.096,3.0,13.0,0.9955700000000001,3.62,0.62,11.5,4 +8.8,0.24,0.35,1.7,0.055,13.0,27.0,0.9939399999999999,3.14,0.59,11.3,7 +5.8,0.29,0.26,1.7,0.063,3.0,11.0,0.9915,3.39,0.54,13.5,6 +6.3,0.76,0.0,2.9,0.07200000000000001,26.0,52.0,0.99379,3.51,0.6,11.5,6 +10.0,0.43,0.33,2.7,0.095,28.0,89.0,0.9984,3.22,0.68,10.0,5 +10.5,0.43,0.35,3.3,0.092,24.0,70.0,0.99798,3.21,0.69,10.5,6 +9.1,0.6,0.0,1.9,0.057999999999999996,5.0,10.0,0.9977,3.18,0.63,10.4,6 +5.9,0.19,0.21,1.7,0.045,57.0,135.0,0.99341,3.32,0.44,9.5,5 +7.4,0.36,0.34,1.8,0.075,18.0,38.0,0.9933,3.38,0.88,13.6,7 +7.2,0.48,0.07,5.5,0.08900000000000001,10.0,18.0,0.99684,3.37,0.68,11.2,7 +8.5,0.28,0.35,1.7,0.061,6.0,15.0,0.99524,3.3,0.74,11.8,7 +8.0,0.25,0.43,1.7,0.067,22.0,50.0,0.9946,3.38,0.6,11.9,6 +10.4,0.52,0.45,2.0,0.08,6.0,13.0,0.99774,3.22,0.76,11.4,6 +10.4,0.52,0.45,2.0,0.08,6.0,13.0,0.99774,3.22,0.76,11.4,6 +7.5,0.41,0.15,3.7,0.10400000000000001,29.0,94.0,0.9978600000000001,3.14,0.58,9.1,5 +8.2,0.51,0.24,2.0,0.079,16.0,86.0,0.99764,3.34,0.64,9.5,6 +7.3,0.4,0.3,1.7,0.08,33.0,79.0,0.9969,3.41,0.65,9.5,6 +8.2,0.38,0.32,2.5,0.08,24.0,71.0,0.99624,3.27,0.85,11.0,6 +6.9,0.45,0.11,2.4,0.043,6.0,12.0,0.99354,3.3,0.65,11.4,6 +7.0,0.22,0.3,1.8,0.065,16.0,20.0,0.99672,3.61,0.82,10.0,6 +7.3,0.32,0.23,2.3,0.066,35.0,70.0,0.9958799999999999,3.43,0.62,10.1,5 +8.2,0.2,0.43,2.5,0.076,31.0,51.0,0.99672,3.53,0.81,10.4,6 +7.8,0.5,0.12,1.8,0.17800000000000002,6.0,21.0,0.996,3.28,0.87,9.8,6 +10.0,0.41,0.45,6.2,0.071,6.0,14.0,0.99702,3.21,0.49,11.8,7 +7.8,0.39,0.42,2.0,0.086,9.0,21.0,0.99526,3.39,0.66,11.6,6 +10.0,0.35,0.47,2.0,0.061,6.0,11.0,0.99585,3.23,0.52,12.0,6 +8.2,0.33,0.32,2.8,0.067,4.0,12.0,0.9947299999999999,3.3,0.76,12.8,7 +6.1,0.58,0.23,2.5,0.044000000000000004,16.0,70.0,0.9935200000000001,3.46,0.65,12.5,6 +8.3,0.6,0.25,2.2,0.11800000000000001,9.0,38.0,0.99616,3.15,0.53,9.8,5 +9.6,0.42,0.35,2.1,0.083,17.0,38.0,0.9962200000000001,3.23,0.66,11.1,6 +6.6,0.58,0.0,2.2,0.1,50.0,63.0,0.99544,3.59,0.68,11.4,6 +8.3,0.6,0.25,2.2,0.11800000000000001,9.0,38.0,0.99616,3.15,0.53,9.8,5 +8.5,0.18,0.51,1.75,0.071,45.0,88.0,0.99524,3.33,0.76,11.8,7 +5.1,0.51,0.18,2.1,0.042,16.0,101.0,0.9924,3.46,0.87,12.9,7 +6.7,0.41,0.43,2.8,0.076,22.0,54.0,0.99572,3.42,1.16,10.6,6 +10.2,0.41,0.43,2.2,0.11,11.0,37.0,0.9972799999999999,3.16,0.67,10.8,5 +10.6,0.36,0.57,2.3,0.087,6.0,20.0,0.9967600000000001,3.14,0.72,11.1,7 +8.8,0.45,0.43,1.4,0.076,12.0,21.0,0.99551,3.21,0.75,10.2,6 +8.5,0.32,0.42,2.3,0.075,12.0,19.0,0.99434,3.14,0.71,11.8,7 +9.0,0.785,0.24,1.7,0.078,10.0,21.0,0.99692,3.29,0.67,10.0,5 +9.0,0.785,0.24,1.7,0.078,10.0,21.0,0.99692,3.29,0.67,10.0,5 +8.5,0.44,0.5,1.9,0.369,15.0,38.0,0.99634,3.01,1.1,9.4,5 +9.9,0.54,0.26,2.0,0.111,7.0,60.0,0.9970899999999999,2.94,0.98,10.2,5 +8.2,0.33,0.39,2.5,0.07400000000000001,29.0,48.0,0.9952799999999999,3.32,0.88,12.4,7 +6.5,0.34,0.27,2.8,0.067,8.0,44.0,0.99384,3.21,0.56,12.0,6 +7.6,0.5,0.29,2.3,0.086,5.0,14.0,0.9950200000000001,3.32,0.62,11.5,6 +9.2,0.36,0.34,1.6,0.062,5.0,12.0,0.9966700000000001,3.2,0.67,10.5,6 +7.1,0.59,0.0,2.2,0.078,26.0,44.0,0.9952200000000001,3.42,0.68,10.8,6 +9.7,0.42,0.46,2.1,0.07400000000000001,5.0,16.0,0.99649,3.27,0.74,12.3,6 +7.6,0.36,0.31,1.7,0.079,26.0,65.0,0.99716,3.46,0.62,9.5,6 +7.6,0.36,0.31,1.7,0.079,26.0,65.0,0.99716,3.46,0.62,9.5,6 +6.5,0.61,0.0,2.2,0.095,48.0,59.0,0.99541,3.61,0.7,11.5,6 +6.5,0.88,0.03,5.6,0.079,23.0,47.0,0.99572,3.58,0.5,11.2,4 +7.1,0.66,0.0,2.4,0.052000000000000005,6.0,11.0,0.99318,3.35,0.66,12.7,7 +5.6,0.915,0.0,2.1,0.040999999999999995,17.0,78.0,0.99346,3.68,0.73,11.4,5 +8.2,0.35,0.33,2.4,0.076,11.0,47.0,0.9959899999999999,3.27,0.81,11.0,6 +8.2,0.35,0.33,2.4,0.076,11.0,47.0,0.9959899999999999,3.27,0.81,11.0,6 +9.8,0.39,0.43,1.65,0.068,5.0,11.0,0.9947799999999999,3.19,0.46,11.4,5 +10.2,0.4,0.4,2.5,0.068,41.0,54.0,0.99754,3.38,0.86,10.5,6 +6.8,0.66,0.07,1.6,0.07,16.0,61.0,0.99572,3.29,0.6,9.3,5 +6.7,0.64,0.23,2.1,0.08,11.0,119.0,0.9953799999999999,3.36,0.7,10.9,5 +7.0,0.43,0.3,2.0,0.085,6.0,39.0,0.99346,3.33,0.46,11.9,6 +6.6,0.8,0.03,7.8,0.079,6.0,12.0,0.9963,3.52,0.5,12.2,5 +7.0,0.43,0.3,2.0,0.085,6.0,39.0,0.99346,3.33,0.46,11.9,6 +6.7,0.64,0.23,2.1,0.08,11.0,119.0,0.9953799999999999,3.36,0.7,10.9,5 +8.8,0.955,0.05,1.8,0.075,5.0,19.0,0.99616,3.3,0.44,9.6,4 +9.1,0.4,0.57,4.6,0.08,6.0,20.0,0.9965200000000001,3.28,0.57,12.5,6 +6.5,0.885,0.0,2.3,0.166,6.0,12.0,0.99551,3.56,0.51,10.8,5 +7.2,0.25,0.37,2.5,0.063,11.0,41.0,0.99439,3.52,0.8,12.4,7 +6.4,0.885,0.0,2.3,0.166,6.0,12.0,0.99551,3.56,0.51,10.8,5 +7.0,0.745,0.12,1.8,0.114,15.0,64.0,0.9958799999999999,3.22,0.59,9.5,6 +6.2,0.43,0.22,1.8,0.078,21.0,56.0,0.9963299999999999,3.52,0.6,9.5,6 +7.9,0.58,0.23,2.3,0.076,23.0,94.0,0.9968600000000001,3.21,0.58,9.5,6 +7.7,0.57,0.21,1.5,0.069,4.0,9.0,0.9945799999999999,3.16,0.54,9.8,6 +7.7,0.26,0.26,2.0,0.052000000000000005,19.0,77.0,0.9951,3.15,0.79,10.9,6 +7.9,0.58,0.23,2.3,0.076,23.0,94.0,0.9968600000000001,3.21,0.58,9.5,6 +7.7,0.57,0.21,1.5,0.069,4.0,9.0,0.9945799999999999,3.16,0.54,9.8,6 +7.9,0.34,0.36,1.9,0.065,5.0,10.0,0.99419,3.27,0.54,11.2,7 +8.6,0.42,0.39,1.8,0.068,6.0,12.0,0.99516,3.35,0.69,11.7,8 +9.9,0.74,0.19,5.8,0.111,33.0,76.0,0.9987799999999999,3.14,0.55,9.4,5 +7.2,0.36,0.46,2.1,0.07400000000000001,24.0,44.0,0.99534,3.4,0.85,11.0,7 +7.2,0.36,0.46,2.1,0.07400000000000001,24.0,44.0,0.99534,3.4,0.85,11.0,7 +7.2,0.36,0.46,2.1,0.07400000000000001,24.0,44.0,0.99534,3.4,0.85,11.0,7 +9.9,0.72,0.55,1.7,0.136,24.0,52.0,0.9975200000000001,3.35,0.94,10.0,5 +7.2,0.36,0.46,2.1,0.07400000000000001,24.0,44.0,0.99534,3.4,0.85,11.0,7 +6.2,0.39,0.43,2.0,0.071,14.0,24.0,0.9942799999999999,3.45,0.87,11.2,7 +6.8,0.65,0.02,2.1,0.078,8.0,15.0,0.99498,3.35,0.62,10.4,6 +6.6,0.44,0.15,2.1,0.076,22.0,53.0,0.9957,3.32,0.62,9.3,5 +6.8,0.65,0.02,2.1,0.078,8.0,15.0,0.99498,3.35,0.62,10.4,6 +9.6,0.38,0.42,1.9,0.071,5.0,13.0,0.99659,3.15,0.75,10.5,6 +10.2,0.33,0.46,1.9,0.081,6.0,9.0,0.9962799999999999,3.1,0.48,10.4,6 +8.8,0.27,0.46,2.1,0.095,20.0,29.0,0.9948799999999999,3.26,0.56,11.3,6 +7.9,0.57,0.31,2.0,0.079,10.0,79.0,0.99677,3.29,0.69,9.5,6 +8.2,0.34,0.37,1.9,0.057,43.0,74.0,0.99408,3.23,0.81,12.0,6 +8.2,0.4,0.31,1.9,0.08199999999999999,8.0,24.0,0.996,3.24,0.69,10.6,6 +9.0,0.39,0.4,1.3,0.044000000000000004,25.0,50.0,0.9947799999999999,3.2,0.83,10.9,6 +10.9,0.32,0.52,1.8,0.132,17.0,44.0,0.99734,3.28,0.77,11.5,6 +10.9,0.32,0.52,1.8,0.132,17.0,44.0,0.99734,3.28,0.77,11.5,6 +8.1,0.53,0.22,2.2,0.078,33.0,89.0,0.9967799999999999,3.26,0.46,9.6,6 +10.5,0.36,0.47,2.2,0.07400000000000001,9.0,23.0,0.9963799999999999,3.23,0.76,12.0,6 +12.6,0.39,0.49,2.5,0.08,8.0,20.0,0.9992,3.07,0.82,10.3,6 +9.2,0.46,0.23,2.6,0.091,18.0,77.0,0.9992200000000001,3.15,0.51,9.4,5 +7.5,0.58,0.03,4.1,0.08,27.0,46.0,0.99592,3.02,0.47,9.2,5 +9.0,0.58,0.25,2.0,0.10400000000000001,8.0,21.0,0.99769,3.27,0.72,9.6,5 +5.1,0.42,0.0,1.8,0.044000000000000004,18.0,88.0,0.9915700000000001,3.68,0.73,13.6,7 +7.6,0.43,0.29,2.1,0.075,19.0,66.0,0.99718,3.4,0.64,9.5,5 +7.7,0.18,0.34,2.7,0.066,15.0,58.0,0.9947,3.37,0.78,11.8,6 +7.8,0.815,0.01,2.6,0.07400000000000001,48.0,90.0,0.99621,3.38,0.62,10.8,5 +7.6,0.43,0.29,2.1,0.075,19.0,66.0,0.99718,3.4,0.64,9.5,5 +10.2,0.23,0.37,2.2,0.057,14.0,36.0,0.9961399999999999,3.23,0.49,9.3,4 +7.1,0.75,0.01,2.2,0.059000000000000004,11.0,18.0,0.9924200000000001,3.39,0.4,12.8,6 +6.0,0.33,0.32,12.9,0.054000000000000006,6.0,113.0,0.99572,3.3,0.56,11.5,4 +7.8,0.55,0.0,1.7,0.07,7.0,17.0,0.99659,3.26,0.64,9.4,6 +7.1,0.75,0.01,2.2,0.059000000000000004,11.0,18.0,0.9924200000000001,3.39,0.4,12.8,6 +8.1,0.73,0.0,2.5,0.081,12.0,24.0,0.99798,3.38,0.46,9.6,4 +6.5,0.67,0.0,4.3,0.057,11.0,20.0,0.9948799999999999,3.45,0.56,11.8,4 +7.5,0.61,0.2,1.7,0.076,36.0,60.0,0.9949399999999999,3.1,0.4,9.3,5 +9.8,0.37,0.39,2.5,0.079,28.0,65.0,0.99729,3.16,0.59,9.8,5 +9.0,0.4,0.41,2.0,0.057999999999999996,15.0,40.0,0.9941399999999999,3.22,0.6,12.2,6 +8.3,0.56,0.22,2.4,0.08199999999999999,10.0,86.0,0.9983,3.37,0.62,9.5,5 +5.9,0.29,0.25,13.4,0.067,72.0,160.0,0.99721,3.33,0.54,10.3,6 +7.4,0.55,0.19,1.8,0.08199999999999999,15.0,34.0,0.99655,3.49,0.68,10.5,5 +7.4,0.74,0.07,1.7,0.086,15.0,48.0,0.9950200000000001,3.12,0.48,10.0,5 +7.4,0.55,0.19,1.8,0.08199999999999999,15.0,34.0,0.99655,3.49,0.68,10.5,5 +6.9,0.41,0.33,2.2,0.081,22.0,36.0,0.9949,3.41,0.75,11.1,6 +7.1,0.6,0.01,2.3,0.079,24.0,37.0,0.9951399999999999,3.4,0.61,10.9,6 +7.1,0.6,0.01,2.3,0.079,24.0,37.0,0.9951399999999999,3.4,0.61,10.9,6 +7.5,0.58,0.14,2.2,0.077,27.0,60.0,0.9963,3.28,0.59,9.8,5 +7.1,0.72,0.0,1.8,0.12300000000000001,6.0,14.0,0.9962700000000001,3.45,0.58,9.8,5 +7.9,0.66,0.0,1.4,0.096,6.0,13.0,0.99569,3.43,0.58,9.5,5 +7.8,0.7,0.06,1.9,0.079,20.0,35.0,0.9962799999999999,3.4,0.69,10.9,5 +6.1,0.64,0.02,2.4,0.069,26.0,46.0,0.9935799999999999,3.47,0.45,11.0,5 +7.5,0.59,0.22,1.8,0.08199999999999999,43.0,60.0,0.9949899999999999,3.1,0.42,9.2,5 +7.0,0.58,0.28,4.8,0.085,12.0,69.0,0.9963299999999999,3.32,0.7,11.0,6 +6.8,0.64,0.0,2.7,0.12300000000000001,15.0,33.0,0.9953799999999999,3.44,0.63,11.3,6 +6.8,0.64,0.0,2.7,0.12300000000000001,15.0,33.0,0.9953799999999999,3.44,0.63,11.3,6 +8.6,0.635,0.68,1.8,0.40299999999999997,19.0,56.0,0.9963200000000001,3.02,1.15,9.3,5 +6.3,1.02,0.0,2.0,0.083,17.0,24.0,0.9943700000000001,3.59,0.55,11.2,4 +9.8,0.45,0.38,2.5,0.081,34.0,66.0,0.99726,3.15,0.58,9.8,5 +8.2,0.78,0.0,2.2,0.08900000000000001,13.0,26.0,0.9978,3.37,0.46,9.6,4 +8.5,0.37,0.32,1.8,0.066,26.0,51.0,0.99456,3.38,0.72,11.8,6 +7.2,0.57,0.05,2.3,0.081,16.0,36.0,0.99564,3.38,0.6,10.3,6 +7.2,0.57,0.05,2.3,0.081,16.0,36.0,0.99564,3.38,0.6,10.3,6 +10.4,0.43,0.5,2.3,0.068,13.0,19.0,0.996,3.1,0.87,11.4,6 +6.9,0.41,0.31,2.0,0.079,21.0,51.0,0.9966799999999999,3.47,0.55,9.5,6 +5.5,0.49,0.03,1.8,0.044000000000000004,28.0,87.0,0.9908,3.5,0.82,14.0,8 +5.0,0.38,0.01,1.6,0.048,26.0,60.0,0.9908399999999999,3.7,0.75,14.0,6 +7.3,0.44,0.2,1.6,0.049,24.0,64.0,0.9935,3.38,0.57,11.7,6 +5.9,0.46,0.0,1.9,0.077,25.0,44.0,0.99385,3.5,0.53,11.2,5 +7.5,0.58,0.2,2.0,0.073,34.0,44.0,0.9949399999999999,3.1,0.43,9.3,5 +7.8,0.58,0.13,2.1,0.102,17.0,36.0,0.9944,3.24,0.53,11.2,6 +8.0,0.715,0.22,2.3,0.075,13.0,81.0,0.9968799999999999,3.24,0.54,9.5,6 +8.5,0.4,0.4,6.3,0.05,3.0,10.0,0.99566,3.28,0.56,12.0,4 +7.0,0.69,0.0,1.9,0.114,3.0,10.0,0.99636,3.35,0.6,9.7,6 +8.0,0.715,0.22,2.3,0.075,13.0,81.0,0.9968799999999999,3.24,0.54,9.5,6 +9.8,0.3,0.39,1.7,0.062,3.0,9.0,0.9948,3.14,0.57,11.5,7 +7.1,0.46,0.2,1.9,0.077,28.0,54.0,0.9956,3.37,0.64,10.4,6 +7.1,0.46,0.2,1.9,0.077,28.0,54.0,0.9956,3.37,0.64,10.4,6 +7.9,0.765,0.0,2.0,0.084,9.0,22.0,0.9961899999999999,3.33,0.68,10.9,6 +8.7,0.63,0.28,2.7,0.096,17.0,69.0,0.99734,3.26,0.63,10.2,6 +7.0,0.42,0.19,2.3,0.071,18.0,36.0,0.9947600000000001,3.39,0.56,10.9,5 +11.3,0.37,0.5,1.8,0.09,20.0,47.0,0.99734,3.15,0.57,10.5,5 +7.1,0.16,0.44,2.5,0.068,17.0,31.0,0.9932799999999999,3.35,0.54,12.4,6 +8.0,0.6,0.08,2.6,0.055999999999999994,3.0,7.0,0.9928600000000001,3.22,0.37,13.0,5 +7.0,0.6,0.3,4.5,0.068,20.0,110.0,0.9991399999999999,3.3,1.17,10.2,5 +7.0,0.6,0.3,4.5,0.068,20.0,110.0,0.9991399999999999,3.3,1.17,10.2,5 +7.6,0.74,0.0,1.9,0.1,6.0,12.0,0.99521,3.36,0.59,11.0,5 +8.2,0.635,0.1,2.1,0.073,25.0,60.0,0.9963799999999999,3.29,0.75,10.9,6 +5.9,0.395,0.13,2.4,0.055999999999999994,14.0,28.0,0.9936200000000001,3.62,0.67,12.4,6 +7.5,0.755,0.0,1.9,0.084,6.0,12.0,0.99672,3.34,0.49,9.7,4 +8.2,0.635,0.1,2.1,0.073,25.0,60.0,0.9963799999999999,3.29,0.75,10.9,6 +6.6,0.63,0.0,4.3,0.09300000000000001,51.0,77.5,0.9955799999999999,3.2,0.45,9.5,5 +6.6,0.63,0.0,4.3,0.09300000000000001,51.0,77.5,0.9955799999999999,3.2,0.45,9.5,5 +7.2,0.53,0.14,2.1,0.064,15.0,29.0,0.99323,3.35,0.61,12.1,6 +5.7,0.6,0.0,1.4,0.063,11.0,18.0,0.9919100000000001,3.45,0.56,12.2,6 +7.6,1.58,0.0,2.1,0.13699999999999998,5.0,9.0,0.9947600000000001,3.5,0.4,10.9,3 +5.2,0.645,0.0,2.15,0.08,15.0,28.0,0.99444,3.78,0.61,12.5,6 +6.7,0.86,0.07,2.0,0.1,20.0,57.0,0.99598,3.6,0.74,11.7,6 +9.1,0.37,0.32,2.1,0.064,4.0,15.0,0.9957600000000001,3.3,0.8,11.2,6 +8.0,0.28,0.44,1.8,0.081,28.0,68.0,0.9950100000000001,3.36,0.66,11.2,5 +7.6,0.79,0.21,2.3,0.087,21.0,68.0,0.9955,3.12,0.44,9.2,5 +7.5,0.61,0.26,1.9,0.073,24.0,88.0,0.9961200000000001,3.3,0.53,9.8,5 +9.7,0.69,0.32,2.5,0.08800000000000001,22.0,91.0,0.9979,3.29,0.62,10.1,5 +6.8,0.68,0.09,3.9,0.068,15.0,29.0,0.99524,3.41,0.52,11.1,4 +9.7,0.69,0.32,2.5,0.08800000000000001,22.0,91.0,0.9979,3.29,0.62,10.1,5 +7.0,0.62,0.1,1.4,0.071,27.0,63.0,0.996,3.28,0.61,9.2,5 +7.5,0.61,0.26,1.9,0.073,24.0,88.0,0.9961200000000001,3.3,0.53,9.8,5 +6.5,0.51,0.15,3.0,0.064,12.0,27.0,0.9929,3.33,0.59,12.8,6 +8.0,1.18,0.21,1.9,0.083,14.0,41.0,0.9953200000000001,3.34,0.47,10.5,5 +7.0,0.36,0.21,2.3,0.086,20.0,65.0,0.9955799999999999,3.4,0.54,10.1,6 +7.0,0.36,0.21,2.4,0.086,24.0,69.0,0.99556,3.4,0.53,10.1,6 +7.5,0.63,0.27,2.0,0.083,17.0,91.0,0.99616,3.26,0.58,9.8,6 +5.4,0.74,0.0,1.2,0.040999999999999995,16.0,46.0,0.9925799999999999,4.01,0.59,12.5,6 +9.9,0.44,0.46,2.2,0.091,10.0,41.0,0.9963799999999999,3.18,0.69,11.9,6 +7.5,0.63,0.27,2.0,0.083,17.0,91.0,0.99616,3.26,0.58,9.8,6 +9.1,0.76,0.68,1.7,0.414,18.0,64.0,0.9965200000000001,2.9,1.33,9.1,6 +9.7,0.66,0.34,2.6,0.094,12.0,88.0,0.9979600000000001,3.26,0.66,10.1,5 +5.0,0.74,0.0,1.2,0.040999999999999995,16.0,46.0,0.9925799999999999,4.01,0.59,12.5,6 +9.1,0.34,0.42,1.8,0.057999999999999996,9.0,18.0,0.99392,3.18,0.55,11.4,5 +9.1,0.36,0.39,1.8,0.06,21.0,55.0,0.99495,3.18,0.82,11.0,7 +6.7,0.46,0.24,1.7,0.077,18.0,34.0,0.9948,3.39,0.6,10.6,6 +6.7,0.46,0.24,1.7,0.077,18.0,34.0,0.9948,3.39,0.6,10.6,6 +6.7,0.46,0.24,1.7,0.077,18.0,34.0,0.9948,3.39,0.6,10.6,6 +6.7,0.46,0.24,1.7,0.077,18.0,34.0,0.9948,3.39,0.6,10.6,6 +6.5,0.52,0.11,1.8,0.073,13.0,38.0,0.9955,3.34,0.52,9.3,5 +7.4,0.6,0.26,2.1,0.083,17.0,91.0,0.99616,3.29,0.56,9.8,6 +7.4,0.6,0.26,2.1,0.083,17.0,91.0,0.99616,3.29,0.56,9.8,6 +7.8,0.87,0.26,3.8,0.107,31.0,67.0,0.9966799999999999,3.26,0.46,9.2,5 +8.4,0.39,0.1,1.7,0.075,6.0,25.0,0.9958100000000001,3.09,0.43,9.7,6 +9.1,0.775,0.22,2.2,0.079,12.0,48.0,0.9976,3.18,0.51,9.6,5 +7.2,0.835,0.0,2.0,0.166,4.0,11.0,0.99608,3.39,0.52,10.0,5 +6.6,0.58,0.02,2.4,0.069,19.0,40.0,0.99387,3.38,0.66,12.6,6 +6.0,0.5,0.0,1.4,0.057,15.0,26.0,0.9944799999999999,3.36,0.45,9.5,5 +6.0,0.5,0.0,1.4,0.057,15.0,26.0,0.9944799999999999,3.36,0.45,9.5,5 +6.0,0.5,0.0,1.4,0.057,15.0,26.0,0.9944799999999999,3.36,0.45,9.5,5 +7.5,0.51,0.02,1.7,0.084,13.0,31.0,0.9953799999999999,3.36,0.54,10.5,6 +7.5,0.51,0.02,1.7,0.084,13.0,31.0,0.9953799999999999,3.36,0.54,10.5,6 +7.5,0.51,0.02,1.7,0.084,13.0,31.0,0.9953799999999999,3.36,0.54,10.5,6 +7.6,0.54,0.02,1.7,0.085,17.0,31.0,0.9958899999999999,3.37,0.51,10.4,6 +7.5,0.51,0.02,1.7,0.084,13.0,31.0,0.9953799999999999,3.36,0.54,10.5,6 +11.5,0.42,0.48,2.6,0.077,8.0,20.0,0.9985200000000001,3.09,0.53,11.0,5 +8.2,0.44,0.24,2.3,0.063,10.0,28.0,0.99613,3.25,0.53,10.2,6 +6.1,0.59,0.01,2.1,0.055999999999999994,5.0,13.0,0.99472,3.52,0.56,11.4,5 +7.2,0.655,0.03,1.8,0.078,7.0,12.0,0.99587,3.34,0.39,9.5,5 +7.2,0.655,0.03,1.8,0.078,7.0,12.0,0.99587,3.34,0.39,9.5,5 +6.9,0.57,0.0,2.8,0.081,21.0,41.0,0.99518,3.41,0.52,10.8,5 +9.0,0.6,0.29,2.0,0.069,32.0,73.0,0.99654,3.34,0.57,10.0,5 +7.2,0.62,0.01,2.3,0.065,8.0,46.0,0.9933200000000001,3.32,0.51,11.8,6 +7.6,0.645,0.03,1.9,0.086,14.0,57.0,0.9969,3.37,0.46,10.3,5 +7.6,0.645,0.03,1.9,0.086,14.0,57.0,0.9969,3.37,0.46,10.3,5 +7.2,0.58,0.03,2.3,0.077,7.0,28.0,0.9956799999999999,3.35,0.52,10.0,5 +6.1,0.32,0.25,1.8,0.086,5.0,32.0,0.99464,3.36,0.44,10.1,5 +6.1,0.34,0.25,1.8,0.084,4.0,28.0,0.99464,3.36,0.44,10.1,5 +7.3,0.43,0.24,2.5,0.078,27.0,67.0,0.9964799999999999,3.6,0.59,11.1,6 +7.4,0.64,0.17,5.4,0.168,52.0,98.0,0.99736,3.28,0.5,9.5,5 +11.6,0.475,0.4,1.4,0.091,6.0,28.0,0.9970399999999999,3.07,0.65,10.0333333333333,6 +9.2,0.54,0.31,2.3,0.11199999999999999,11.0,38.0,0.9969899999999999,3.24,0.56,10.9,5 +8.3,0.85,0.14,2.5,0.09300000000000001,13.0,54.0,0.99724,3.36,0.54,10.1,5 +11.6,0.475,0.4,1.4,0.091,6.0,28.0,0.9970399999999999,3.07,0.65,10.0333333333333,6 +8.0,0.83,0.27,2.0,0.08,11.0,63.0,0.9965200000000001,3.29,0.48,9.8,4 +7.2,0.605,0.02,1.9,0.096,10.0,31.0,0.995,3.46,0.53,11.8,6 +7.8,0.5,0.09,2.2,0.115,10.0,42.0,0.9971,3.18,0.62,9.5,5 +7.3,0.74,0.08,1.7,0.094,10.0,45.0,0.9957600000000001,3.24,0.5,9.8,5 +6.9,0.54,0.3,2.2,0.08800000000000001,9.0,105.0,0.99725,3.25,1.18,10.5,6 +8.0,0.77,0.32,2.1,0.079,16.0,74.0,0.99656,3.27,0.5,9.8,6 +6.6,0.61,0.0,1.6,0.069,4.0,8.0,0.9939600000000001,3.33,0.37,10.4,4 +8.7,0.78,0.51,1.7,0.415,12.0,66.0,0.99623,3.0,1.17,9.2,5 +7.5,0.58,0.56,3.1,0.153,5.0,14.0,0.9947600000000001,3.21,1.03,11.6,6 +8.7,0.78,0.51,1.7,0.415,12.0,66.0,0.99623,3.0,1.17,9.2,5 +7.7,0.75,0.27,3.8,0.11,34.0,89.0,0.99664,3.24,0.45,9.3,5 +6.8,0.815,0.0,1.2,0.267,16.0,29.0,0.99471,3.32,0.51,9.8,3 +7.2,0.56,0.26,2.0,0.083,13.0,100.0,0.9958600000000001,3.26,0.52,9.9,5 +8.2,0.885,0.2,1.4,0.086,7.0,31.0,0.9946,3.11,0.46,10.0,5 +5.2,0.49,0.26,2.3,0.09,23.0,74.0,0.9953,3.71,0.62,12.2,6 +7.2,0.45,0.15,2.0,0.078,10.0,28.0,0.9960899999999999,3.29,0.51,9.9,6 +7.5,0.57,0.02,2.6,0.077,11.0,35.0,0.9955700000000001,3.36,0.62,10.8,6 +7.5,0.57,0.02,2.6,0.077,11.0,35.0,0.9955700000000001,3.36,0.62,10.8,6 +6.8,0.83,0.09,1.8,0.07400000000000001,4.0,25.0,0.99534,3.38,0.45,9.6,5 +8.0,0.6,0.22,2.1,0.08,25.0,105.0,0.99613,3.3,0.49,9.9,5 +8.0,0.6,0.22,2.1,0.08,25.0,105.0,0.99613,3.3,0.49,9.9,5 +7.1,0.755,0.15,1.8,0.107,20.0,84.0,0.99593,3.19,0.5,9.5,5 +8.0,0.81,0.25,3.4,0.076,34.0,85.0,0.9966799999999999,3.19,0.42,9.2,5 +7.4,0.64,0.07,1.8,0.1,8.0,23.0,0.9961,3.3,0.58,9.6,5 +7.4,0.64,0.07,1.8,0.1,8.0,23.0,0.9961,3.3,0.58,9.6,5 +6.6,0.64,0.31,6.1,0.083,7.0,49.0,0.99718,3.35,0.68,10.3,5 +6.7,0.48,0.02,2.2,0.08,36.0,111.0,0.99524,3.1,0.53,9.7,5 +6.0,0.49,0.0,2.3,0.068,15.0,33.0,0.99292,3.58,0.59,12.5,6 +8.0,0.64,0.22,2.4,0.094,5.0,33.0,0.9961200000000001,3.37,0.58,11.0,5 +7.1,0.62,0.06,1.3,0.07,5.0,12.0,0.9942,3.17,0.48,9.8,5 +8.0,0.52,0.25,2.0,0.078,19.0,59.0,0.9961200000000001,3.3,0.48,10.2,5 +6.4,0.57,0.14,3.9,0.07,27.0,73.0,0.99669,3.32,0.48,9.2,5 +8.6,0.685,0.1,1.6,0.092,3.0,12.0,0.99745,3.31,0.65,9.55,6 +8.7,0.675,0.1,1.6,0.09,4.0,11.0,0.99745,3.31,0.65,9.55,5 +7.3,0.59,0.26,2.0,0.08,17.0,104.0,0.99584,3.28,0.52,9.9,5 +7.0,0.6,0.12,2.2,0.083,13.0,28.0,0.9966,3.52,0.62,10.2,7 +7.2,0.67,0.0,2.2,0.068,10.0,24.0,0.9956,3.42,0.72,11.1,6 +7.9,0.69,0.21,2.1,0.08,33.0,141.0,0.9962,3.25,0.51,9.9,5 +7.9,0.69,0.21,2.1,0.08,33.0,141.0,0.9962,3.25,0.51,9.9,5 +7.6,0.3,0.42,2.0,0.052000000000000005,6.0,24.0,0.9963,3.44,0.82,11.9,6 +7.2,0.33,0.33,1.7,0.061,3.0,13.0,0.996,3.23,1.1,10.0,8 +8.0,0.5,0.39,2.6,0.08199999999999999,12.0,46.0,0.9985,3.43,0.62,10.7,6 +7.7,0.28,0.3,2.0,0.062,18.0,34.0,0.9952,3.28,0.9,11.3,7 +8.2,0.24,0.34,5.1,0.062,8.0,22.0,0.9974,3.22,0.94,10.9,6 +6.0,0.51,0.0,2.1,0.064,40.0,54.0,0.995,3.54,0.93,10.7,6 +8.1,0.29,0.36,2.2,0.048,35.0,53.0,0.995,3.27,1.01,12.4,7 +6.0,0.51,0.0,2.1,0.064,40.0,54.0,0.995,3.54,0.93,10.7,6 +6.6,0.96,0.0,1.8,0.08199999999999999,5.0,16.0,0.9936,3.5,0.44,11.9,6 +6.4,0.47,0.4,2.4,0.071,8.0,19.0,0.9963,3.56,0.73,10.6,6 +8.2,0.24,0.34,5.1,0.062,8.0,22.0,0.9974,3.22,0.94,10.9,6 +9.9,0.57,0.25,2.0,0.10400000000000001,12.0,89.0,0.9963,3.04,0.9,10.1,5 +10.0,0.32,0.59,2.2,0.077,3.0,15.0,0.9994,3.2,0.78,9.6,5 +6.2,0.58,0.0,1.6,0.065,8.0,18.0,0.9966,3.56,0.84,9.4,5 +10.0,0.32,0.59,2.2,0.077,3.0,15.0,0.9994,3.2,0.78,9.6,5 +7.3,0.34,0.33,2.5,0.064,21.0,37.0,0.9952,3.35,0.77,12.1,7 +7.8,0.53,0.01,1.6,0.077,3.0,19.0,0.995,3.16,0.46,9.8,5 +7.7,0.64,0.21,2.2,0.077,32.0,133.0,0.9956,3.27,0.45,9.9,5 +7.8,0.53,0.01,1.6,0.077,3.0,19.0,0.995,3.16,0.46,9.8,5 +7.5,0.4,0.18,1.6,0.079,24.0,58.0,0.9965,3.34,0.58,9.4,5 +7.0,0.54,0.0,2.1,0.079,39.0,55.0,0.9956,3.39,0.84,11.4,6 +6.4,0.53,0.09,3.9,0.12300000000000001,14.0,31.0,0.9968,3.5,0.67,11.0,4 +8.3,0.26,0.37,1.4,0.076,8.0,23.0,0.9974,3.26,0.7,9.6,6 +8.3,0.26,0.37,1.4,0.076,8.0,23.0,0.9974,3.26,0.7,9.6,6 +7.7,0.23,0.37,1.8,0.046,23.0,60.0,0.9971,3.41,0.71,12.1,6 +7.6,0.41,0.33,2.5,0.078,6.0,23.0,0.9957,3.3,0.58,11.2,5 +7.8,0.64,0.0,1.9,0.07200000000000001,27.0,55.0,0.9962,3.31,0.63,11.0,5 +7.9,0.18,0.4,2.2,0.049,38.0,67.0,0.996,3.33,0.93,11.3,5 +7.4,0.41,0.24,1.8,0.066,18.0,47.0,0.9956,3.37,0.62,10.4,5 +7.6,0.43,0.31,2.1,0.069,13.0,74.0,0.9958,3.26,0.54,9.9,6 +5.9,0.44,0.0,1.6,0.042,3.0,11.0,0.9944,3.48,0.85,11.7,6 +6.1,0.4,0.16,1.8,0.069,11.0,25.0,0.9955,3.42,0.74,10.1,7 +10.2,0.54,0.37,15.4,0.214,55.0,95.0,1.00369,3.18,0.77,9.0,6 +10.2,0.54,0.37,15.4,0.214,55.0,95.0,1.00369,3.18,0.77,9.0,6 +10.0,0.38,0.38,1.6,0.16899999999999998,27.0,90.0,0.9991399999999999,3.15,0.65,8.5,5 +6.8,0.915,0.29,4.8,0.07,15.0,39.0,0.99577,3.53,0.54,11.1,5 +7.0,0.59,0.0,1.7,0.052000000000000005,3.0,8.0,0.996,3.41,0.47,10.3,5 +7.3,0.67,0.02,2.2,0.07200000000000001,31.0,92.0,0.99566,3.32,0.68,11.066666666666698,6 +7.2,0.37,0.32,2.0,0.062,15.0,28.0,0.9947,3.23,0.73,11.3,7 +7.4,0.785,0.19,5.2,0.094,19.0,98.0,0.99713,3.16,0.52,9.56666666666667,6 +6.9,0.63,0.02,1.9,0.078,18.0,30.0,0.9971200000000001,3.4,0.75,9.8,5 +6.9,0.58,0.2,1.75,0.057999999999999996,8.0,22.0,0.9932200000000001,3.38,0.49,11.7,5 +7.3,0.67,0.02,2.2,0.07200000000000001,31.0,92.0,0.99566,3.32,0.68,11.1,6 +7.4,0.785,0.19,5.2,0.094,19.0,98.0,0.99713,3.16,0.52,9.6,6 +6.9,0.63,0.02,1.9,0.078,18.0,30.0,0.9971200000000001,3.4,0.75,9.8,5 +6.8,0.67,0.0,1.9,0.08,22.0,39.0,0.9970100000000001,3.4,0.74,9.7,5 +6.9,0.58,0.01,1.9,0.08,40.0,54.0,0.9968299999999999,3.4,0.73,9.7,5 +7.2,0.38,0.31,2.0,0.055999999999999994,15.0,29.0,0.99472,3.23,0.76,11.3,8 +7.2,0.37,0.32,2.0,0.062,15.0,28.0,0.9947,3.23,0.73,11.3,7 +7.8,0.32,0.44,2.7,0.10400000000000001,8.0,17.0,0.9973200000000001,3.33,0.78,11.0,7 +6.6,0.58,0.02,2.0,0.062,37.0,53.0,0.99374,3.35,0.76,11.6,7 +7.6,0.49,0.33,1.9,0.07400000000000001,27.0,85.0,0.9970600000000001,3.41,0.58,9.0,5 +11.7,0.45,0.63,2.2,0.073,7.0,23.0,0.99974,3.21,0.69,10.9,6 +6.5,0.9,0.0,1.6,0.052000000000000005,9.0,17.0,0.99467,3.5,0.63,10.9,6 +6.0,0.54,0.06,1.8,0.05,38.0,89.0,0.99236,3.3,0.5,10.55,6 +7.6,0.49,0.33,1.9,0.07400000000000001,27.0,85.0,0.9970600000000001,3.41,0.58,9.0,5 +8.4,0.29,0.4,1.7,0.067,8.0,20.0,0.99603,3.39,0.6,10.5,5 +7.9,0.2,0.35,1.7,0.054000000000000006,7.0,15.0,0.9945799999999999,3.32,0.8,11.9,7 +6.4,0.42,0.09,2.3,0.054000000000000006,34.0,64.0,0.99724,3.41,0.68,10.4,6 +6.2,0.785,0.0,2.1,0.06,6.0,13.0,0.99664,3.59,0.61,10.0,4 +6.8,0.64,0.03,2.3,0.075,14.0,31.0,0.99545,3.36,0.58,10.4,6 +6.9,0.63,0.01,2.4,0.076,14.0,39.0,0.9952200000000001,3.34,0.53,10.8,6 +6.8,0.59,0.1,1.7,0.063,34.0,53.0,0.9958,3.41,0.67,9.7,5 +6.8,0.59,0.1,1.7,0.063,34.0,53.0,0.9958,3.41,0.67,9.7,5 +7.3,0.48,0.32,2.1,0.062,31.0,54.0,0.9972799999999999,3.3,0.65,10.0,7 +6.7,1.04,0.08,2.3,0.067,19.0,32.0,0.9964799999999999,3.52,0.57,11.0,4 +7.3,0.48,0.32,2.1,0.062,31.0,54.0,0.9972799999999999,3.3,0.65,10.0,7 +7.3,0.98,0.05,2.1,0.061,20.0,49.0,0.99705,3.31,0.55,9.7,3 +10.0,0.69,0.11,1.4,0.084,8.0,24.0,0.9957799999999999,2.88,0.47,9.7,5 +6.7,0.7,0.08,3.75,0.067,8.0,16.0,0.99334,3.43,0.52,12.6,5 +7.6,0.35,0.6,2.6,0.073,23.0,44.0,0.99656,3.38,0.79,11.1,6 +6.1,0.6,0.08,1.8,0.071,14.0,45.0,0.99336,3.38,0.54,11.0,5 +9.9,0.5,0.5,13.8,0.205,48.0,82.0,1.00242,3.16,0.75,8.8,5 +5.3,0.47,0.11,2.2,0.048,16.0,89.0,0.99182,3.54,0.88,13.566666666666698,7 +9.9,0.5,0.5,13.8,0.205,48.0,82.0,1.00242,3.16,0.75,8.8,5 +5.3,0.47,0.11,2.2,0.048,16.0,89.0,0.99182,3.54,0.88,13.6,7 +7.1,0.875,0.05,5.7,0.08199999999999999,3.0,14.0,0.99808,3.4,0.52,10.2,3 +8.2,0.28,0.6,3.0,0.10400000000000001,10.0,22.0,0.99828,3.39,0.68,10.6,5 +5.6,0.62,0.03,1.5,0.08,6.0,13.0,0.99498,3.66,0.62,10.1,4 +8.2,0.28,0.6,3.0,0.10400000000000001,10.0,22.0,0.99828,3.39,0.68,10.6,5 +7.2,0.58,0.54,2.1,0.114,3.0,9.0,0.9971899999999999,3.33,0.57,10.3,4 +8.1,0.33,0.44,1.5,0.042,6.0,12.0,0.9954200000000001,3.35,0.61,10.7,5 +6.8,0.91,0.06,2.0,0.06,4.0,11.0,0.99592,3.53,0.64,10.9,4 +7.0,0.655,0.16,2.1,0.07400000000000001,8.0,25.0,0.9960600000000001,3.37,0.55,9.7,5 +6.8,0.68,0.21,2.1,0.07,9.0,23.0,0.99546,3.38,0.6,10.3,5 +6.0,0.64,0.05,1.9,0.066,9.0,17.0,0.9949600000000001,3.52,0.78,10.6,5 +5.6,0.54,0.04,1.7,0.049,5.0,13.0,0.9942,3.72,0.58,11.4,5 +6.2,0.57,0.1,2.1,0.048,4.0,11.0,0.9944799999999999,3.44,0.76,10.8,6 +7.1,0.22,0.49,1.8,0.039,8.0,18.0,0.99344,3.39,0.56,12.4,6 +5.6,0.54,0.04,1.7,0.049,5.0,13.0,0.9942,3.72,0.58,11.4,5 +6.2,0.65,0.06,1.6,0.05,6.0,18.0,0.9934799999999999,3.57,0.54,11.95,5 +7.7,0.54,0.26,1.9,0.08900000000000001,23.0,147.0,0.99636,3.26,0.59,9.7,5 +6.4,0.31,0.09,1.4,0.066,15.0,28.0,0.99459,3.42,0.7,10.0,7 +7.0,0.43,0.02,1.9,0.08,15.0,28.0,0.99492,3.35,0.81,10.6,6 +7.7,0.54,0.26,1.9,0.08900000000000001,23.0,147.0,0.99636,3.26,0.59,9.7,5 +6.9,0.74,0.03,2.3,0.054000000000000006,7.0,16.0,0.99508,3.45,0.63,11.5,6 +6.6,0.895,0.04,2.3,0.068,7.0,13.0,0.99582,3.53,0.58,10.8,6 +6.9,0.74,0.03,2.3,0.054000000000000006,7.0,16.0,0.99508,3.45,0.63,11.5,6 +7.5,0.725,0.04,1.5,0.076,8.0,15.0,0.99508,3.26,0.53,9.6,5 +7.8,0.82,0.29,4.3,0.083,21.0,64.0,0.9964200000000001,3.16,0.53,9.4,5 +7.3,0.585,0.18,2.4,0.078,15.0,60.0,0.9963799999999999,3.31,0.54,9.8,5 +6.2,0.44,0.39,2.5,0.077,6.0,14.0,0.99555,3.51,0.69,11.0,6 +7.5,0.38,0.57,2.3,0.106,5.0,12.0,0.99605,3.36,0.55,11.4,6 +6.7,0.76,0.02,1.8,0.078,6.0,12.0,0.996,3.55,0.63,9.95,3 +6.8,0.81,0.05,2.0,0.07,6.0,14.0,0.9956200000000001,3.51,0.66,10.8,6 +7.5,0.38,0.57,2.3,0.106,5.0,12.0,0.99605,3.36,0.55,11.4,6 +7.1,0.27,0.6,2.1,0.07400000000000001,17.0,25.0,0.9981399999999999,3.38,0.72,10.6,6 +7.9,0.18,0.4,1.8,0.062,7.0,20.0,0.9941,3.28,0.7,11.1,5 +6.4,0.36,0.21,2.2,0.047,26.0,48.0,0.99661,3.47,0.77,9.7,6 +7.1,0.69,0.04,2.1,0.068,19.0,27.0,0.9971200000000001,3.44,0.67,9.8,5 +6.4,0.79,0.04,2.2,0.061,11.0,17.0,0.9958799999999999,3.53,0.65,10.4,6 +6.4,0.56,0.15,1.8,0.078,17.0,65.0,0.9929399999999999,3.33,0.6,10.5,6 +6.9,0.84,0.21,4.1,0.07400000000000001,16.0,65.0,0.9984200000000001,3.53,0.72,9.23333333333333,6 +6.9,0.84,0.21,4.1,0.07400000000000001,16.0,65.0,0.9984200000000001,3.53,0.72,9.25,6 +6.1,0.32,0.25,2.3,0.071,23.0,58.0,0.9963299999999999,3.42,0.97,10.6,5 +6.5,0.53,0.06,2.0,0.063,29.0,44.0,0.9948899999999999,3.38,0.83,10.3,6 +7.4,0.47,0.46,2.2,0.114,7.0,20.0,0.9964700000000001,3.32,0.63,10.5,5 +6.6,0.7,0.08,2.6,0.106,14.0,27.0,0.99665,3.44,0.58,10.2,5 +6.5,0.53,0.06,2.0,0.063,29.0,44.0,0.9948899999999999,3.38,0.83,10.3,6 +6.9,0.48,0.2,1.9,0.08199999999999999,9.0,23.0,0.99585,3.39,0.43,9.05,4 +6.1,0.32,0.25,2.3,0.071,23.0,58.0,0.9963299999999999,3.42,0.97,10.6,5 +6.8,0.48,0.25,2.0,0.076,29.0,61.0,0.9953,3.34,0.6,10.4,5 +6.0,0.42,0.19,2.0,0.075,22.0,47.0,0.9952200000000001,3.39,0.78,10.0,6 +6.7,0.48,0.08,2.1,0.064,18.0,34.0,0.9955200000000001,3.33,0.64,9.7,5 +6.8,0.47,0.08,2.2,0.064,18.0,38.0,0.9955299999999999,3.3,0.65,9.6,6 +7.1,0.53,0.07,1.7,0.071,15.0,24.0,0.9951,3.29,0.66,10.8,6 +7.9,0.29,0.49,2.2,0.096,21.0,59.0,0.9971399999999999,3.31,0.67,10.1,6 +7.1,0.69,0.08,2.1,0.063,42.0,52.0,0.99608,3.42,0.6,10.2,6 +6.6,0.44,0.09,2.2,0.063,9.0,18.0,0.99444,3.42,0.69,11.3,6 +6.1,0.705,0.1,2.8,0.081,13.0,28.0,0.99631,3.6,0.66,10.2,5 +7.2,0.53,0.13,2.0,0.057999999999999996,18.0,22.0,0.9957299999999999,3.21,0.68,9.9,6 +8.0,0.39,0.3,1.9,0.07400000000000001,32.0,84.0,0.9971700000000001,3.39,0.61,9.0,5 +6.6,0.56,0.14,2.4,0.064,13.0,29.0,0.99397,3.42,0.62,11.7,7 +7.0,0.55,0.13,2.2,0.075,15.0,35.0,0.9959,3.36,0.59,9.7,6 +6.1,0.53,0.08,1.9,0.077,24.0,45.0,0.9952799999999999,3.6,0.68,10.3,6 +5.4,0.58,0.08,1.9,0.059000000000000004,20.0,31.0,0.99484,3.5,0.64,10.2,6 +6.2,0.64,0.09,2.5,0.081,15.0,26.0,0.9953799999999999,3.57,0.63,12.0,5 +7.2,0.39,0.32,1.8,0.065,34.0,60.0,0.9971399999999999,3.46,0.78,9.9,5 +6.2,0.52,0.08,4.4,0.071,11.0,32.0,0.99646,3.56,0.63,11.6,6 +7.4,0.25,0.29,2.2,0.054000000000000006,19.0,49.0,0.99666,3.4,0.76,10.9,7 +6.7,0.855,0.02,1.9,0.064,29.0,38.0,0.99472,3.3,0.56,10.75,6 +11.1,0.44,0.42,2.2,0.064,14.0,19.0,0.9975799999999999,3.25,0.57,10.4,6 +8.4,0.37,0.43,2.3,0.063,12.0,19.0,0.9955,3.17,0.81,11.2,7 +6.5,0.63,0.33,1.8,0.059000000000000004,16.0,28.0,0.99531,3.36,0.64,10.1,6 +7.0,0.57,0.02,2.0,0.07200000000000001,17.0,26.0,0.99575,3.36,0.61,10.2,5 +6.3,0.6,0.1,1.6,0.048,12.0,26.0,0.99306,3.55,0.51,12.1,5 +11.2,0.4,0.5,2.0,0.099,19.0,50.0,0.9978299999999999,3.1,0.58,10.4,5 +7.4,0.36,0.3,1.8,0.07400000000000001,17.0,24.0,0.99419,3.24,0.7,11.4,8 +7.1,0.68,0.0,2.3,0.087,17.0,26.0,0.9978299999999999,3.45,0.53,9.5,5 +7.1,0.67,0.0,2.3,0.083,18.0,27.0,0.9976799999999999,3.44,0.54,9.4,5 +6.3,0.68,0.01,3.7,0.10300000000000001,32.0,54.0,0.9958600000000001,3.51,0.66,11.3,6 +7.3,0.735,0.0,2.2,0.08,18.0,28.0,0.99765,3.41,0.6,9.4,5 +6.6,0.855,0.02,2.4,0.062,15.0,23.0,0.9962700000000001,3.54,0.6,11.0,6 +7.0,0.56,0.17,1.7,0.065,15.0,24.0,0.9951399999999999,3.44,0.68,10.55,7 +6.6,0.88,0.04,2.2,0.066,12.0,20.0,0.99636,3.53,0.56,9.9,5 +6.6,0.855,0.02,2.4,0.062,15.0,23.0,0.9962700000000001,3.54,0.6,11.0,6 +6.9,0.63,0.33,6.7,0.235,66.0,115.0,0.99787,3.22,0.56,9.5,5 +7.8,0.6,0.26,2.0,0.08,31.0,131.0,0.9962200000000001,3.21,0.52,9.9,5 +7.8,0.6,0.26,2.0,0.08,31.0,131.0,0.9962200000000001,3.21,0.52,9.9,5 +7.8,0.6,0.26,2.0,0.08,31.0,131.0,0.9962200000000001,3.21,0.52,9.9,5 +7.2,0.695,0.13,2.0,0.076,12.0,20.0,0.99546,3.29,0.54,10.1,5 +7.2,0.695,0.13,2.0,0.076,12.0,20.0,0.99546,3.29,0.54,10.1,5 +7.2,0.695,0.13,2.0,0.076,12.0,20.0,0.99546,3.29,0.54,10.1,5 +6.7,0.67,0.02,1.9,0.061,26.0,42.0,0.9948899999999999,3.39,0.82,10.9,6 +6.7,0.16,0.64,2.1,0.059000000000000004,24.0,52.0,0.9949399999999999,3.34,0.71,11.2,6 +7.2,0.695,0.13,2.0,0.076,12.0,20.0,0.99546,3.29,0.54,10.1,5 +7.0,0.56,0.13,1.6,0.077,25.0,42.0,0.99629,3.34,0.59,9.2,5 +6.2,0.51,0.14,1.9,0.055999999999999994,15.0,34.0,0.9939600000000001,3.48,0.57,11.5,6 +6.4,0.36,0.53,2.2,0.23,19.0,35.0,0.9934,3.37,0.93,12.4,6 +6.4,0.38,0.14,2.2,0.038,15.0,25.0,0.9951399999999999,3.44,0.65,11.1,6 +7.3,0.69,0.32,2.2,0.069,35.0,104.0,0.9963200000000001,3.33,0.51,9.5,5 +6.0,0.58,0.2,2.4,0.075,15.0,50.0,0.99467,3.58,0.67,12.5,6 +5.6,0.31,0.78,13.9,0.07400000000000001,23.0,92.0,0.99677,3.39,0.48,10.5,6 +7.5,0.52,0.4,2.2,0.06,12.0,20.0,0.99474,3.26,0.64,11.8,6 +8.0,0.3,0.63,1.6,0.081,16.0,29.0,0.9958799999999999,3.3,0.78,10.8,6 +6.2,0.7,0.15,5.1,0.076,13.0,27.0,0.9962200000000001,3.54,0.6,11.9,6 +6.8,0.67,0.15,1.8,0.11800000000000001,13.0,20.0,0.9954,3.42,0.67,11.3,6 +6.2,0.56,0.09,1.7,0.053,24.0,32.0,0.9940200000000001,3.54,0.6,11.3,5 +7.4,0.35,0.33,2.4,0.068,9.0,26.0,0.9947,3.36,0.6,11.9,6 +6.2,0.56,0.09,1.7,0.053,24.0,32.0,0.9940200000000001,3.54,0.6,11.3,5 +6.1,0.715,0.1,2.6,0.053,13.0,27.0,0.9936200000000001,3.57,0.5,11.9,5 +6.2,0.46,0.29,2.1,0.07400000000000001,32.0,98.0,0.9957799999999999,3.33,0.62,9.8,5 +6.7,0.32,0.44,2.4,0.061,24.0,34.0,0.99484,3.29,0.8,11.6,7 +7.2,0.39,0.44,2.6,0.066,22.0,48.0,0.9949399999999999,3.3,0.84,11.5,6 +7.5,0.31,0.41,2.4,0.065,34.0,60.0,0.99492,3.34,0.85,11.4,6 +5.8,0.61,0.11,1.8,0.066,18.0,28.0,0.9948299999999999,3.55,0.66,10.9,6 +7.2,0.66,0.33,2.5,0.068,34.0,102.0,0.9941399999999999,3.27,0.78,12.8,6 +6.6,0.725,0.2,7.8,0.073,29.0,79.0,0.9977,3.29,0.54,9.2,5 +6.3,0.55,0.15,1.8,0.077,26.0,35.0,0.9931399999999999,3.32,0.82,11.6,6 +5.4,0.74,0.09,1.7,0.08900000000000001,16.0,26.0,0.9940200000000001,3.67,0.56,11.6,6 +6.3,0.51,0.13,2.3,0.076,29.0,40.0,0.99574,3.42,0.75,11.0,6 +6.8,0.62,0.08,1.9,0.068,28.0,38.0,0.99651,3.42,0.82,9.5,6 +6.2,0.6,0.08,2.0,0.09,32.0,44.0,0.9949,3.45,0.58,10.5,5 +5.9,0.55,0.1,2.2,0.062,39.0,51.0,0.9951200000000001,3.52,0.76,11.2,6 +6.3,0.51,0.13,2.3,0.076,29.0,40.0,0.99574,3.42,0.75,11.0,6 +5.9,0.645,0.12,2.0,0.075,32.0,44.0,0.9954700000000001,3.57,0.71,10.2,5 +6.0,0.31,0.47,3.6,0.067,18.0,42.0,0.99549,3.39,0.66,11.0,6 diff --git a/Logistic_Regression/logistic_regression.ipynb b/Logistic_Regression/logistic_regression.ipynb new file mode 100644 index 0000000..477a759 --- /dev/null +++ b/Logistic_Regression/logistic_regression.ipynb @@ -0,0 +1,237 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "df=pd.read_csv('winequality-red.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [], + "source": [ + "x=df.iloc[:,:11]\n", + "y=df.iloc[:,11].values" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [], + "source": [ + "x_norm=(x-x.mean())/x.std()\n", + "ones=np.ones([x_norm.shape[0],1])\n", + "x_norm=np.concatenate((ones,x_norm),axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": {}, + "outputs": [], + "source": [ + "y_ohe=[]\n", + "for i in y:\n", + " if i==3:\n", + " e=[1,0,0,0,0,0]\n", + " elif i==4:\n", + " e=[0,1,0,0,0,0]\n", + " elif i==5:\n", + " e=[0,0,1,0,0,0]\n", + " elif i==6:\n", + " e=[0,0,0,1,0,0]\n", + " elif i==7:\n", + " e=[0,0,0,0,1,0]\n", + " elif i==8:\n", + " e=[0,0,0,0,0,1]\n", + " y_ohe.append(e)" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [], + "source": [ + "x_train, x_test, y_train, y_test = train_test_split(x_norm, np.array(y_ohe), test_size = 0.25, random_state = 605)\n", + "w=np.zeros((6,12))\n", + "a=np.zeros((len(x_train),6))\n", + "a_test=np.zeros((len(x_test),6))" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.16666667, 0.16666667, 0.16666667, 0.16666667, 0.16666667,\n", + " 0.16666667],\n", + " [0.16666667, 0.16666667, 0.16666667, 0.16666667, 0.16666667,\n", + " 0.16666667],\n", + " [0.16666667, 0.16666667, 0.16666667, 0.16666667, 0.16666667,\n", + " 0.16666667],\n", + " ...,\n", + " [0.16666667, 0.16666667, 0.16666667, 0.16666667, 0.16666667,\n", + " 0.16666667],\n", + " [0.16666667, 0.16666667, 0.16666667, 0.16666667, 0.16666667,\n", + " 0.16666667],\n", + " [0.16666667, 0.16666667, 0.16666667, 0.16666667, 0.16666667,\n", + " 0.16666667]])" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def softmax(x_train,w,a):\n", + " z=np.dot(x_train,w.T)\n", + " for i in range(len(z)):\n", + " for j in range(len(z[i])):\n", + " a[i][j]=np.exp(z[i][j])/np.sum(np.exp(z[i]))\n", + " return a\n", + "softmax(x_train,w,a)" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.7917594692280547" + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def lossfn(a,y_train):\n", + " loss=0\n", + " for i in range(len(a)):\n", + " for k in range(len(a[i])):\n", + " loss+=y_train[i][k]*np.log(a[i][k])\n", + " return ((-1)/len(a))*(loss)\n", + "lossfn(a,y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [], + "source": [ + "def gradient_descent(x_train,y_train,w,alpha,epoch,a):\n", + " cost=[]\n", + " for iter in range(epoch): \n", + " total=alpha*np.dot(x_train.T,(y_train-a))/len(a)\n", + " w=w+total.T\n", + " a=softmax(x_train,w,a)\n", + " cost.append(lossfn(a,y_train))\n", + " return w,cost\n" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [], + "source": [ + "alpha=0.2\n", + "epoch=1000\n", + "g,cost_list=gradient_descent(x_train,y_train,w,alpha,epoch,a)" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(cost_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 66.0 %\n" + ] + } + ], + "source": [ + "y_pred_prob = softmax(x_test, g,a_test)\n", + "y_pred = np.argmax(y_pred_prob, axis=1)\n", + "accuracy = np.mean(y_pred == np.argmax(y_test, axis=1)) * 100\n", + "print(\"Accuracy:\", accuracy, \"%\")" + ] + } + ], + "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": "3.8.10" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Logistic_Regression/winequality-red.csv b/Logistic_Regression/winequality-red.csv new file mode 100644 index 0000000..62e674c --- /dev/null +++ b/Logistic_Regression/winequality-red.csv @@ -0,0 +1,1600 @@ +fixed acidity,volatile acidity,citric acid,residual sugar,chlorides,free sulfur dioxide,total sulfur dioxide,density,pH,sulphates,alcohol,quality +7.4,0.7,0.0,1.9,0.076,11.0,34.0,0.9978,3.51,0.56,9.4,5 +7.8,0.88,0.0,2.6,0.098,25.0,67.0,0.9968,3.2,0.68,9.8,5 +7.8,0.76,0.04,2.3,0.092,15.0,54.0,0.997,3.26,0.65,9.8,5 +11.2,0.28,0.56,1.9,0.075,17.0,60.0,0.998,3.16,0.58,9.8,6 +7.4,0.7,0.0,1.9,0.076,11.0,34.0,0.9978,3.51,0.56,9.4,5 +7.4,0.66,0.0,1.8,0.075,13.0,40.0,0.9978,3.51,0.56,9.4,5 +7.9,0.6,0.06,1.6,0.069,15.0,59.0,0.9964,3.3,0.46,9.4,5 +7.3,0.65,0.0,1.2,0.065,15.0,21.0,0.9946,3.39,0.47,10.0,7 +7.8,0.58,0.02,2.0,0.073,9.0,18.0,0.9968,3.36,0.57,9.5,7 +7.5,0.5,0.36,6.1,0.071,17.0,102.0,0.9978,3.35,0.8,10.5,5 +6.7,0.58,0.08,1.8,0.09699999999999999,15.0,65.0,0.9959,3.28,0.54,9.2,5 +7.5,0.5,0.36,6.1,0.071,17.0,102.0,0.9978,3.35,0.8,10.5,5 +5.6,0.615,0.0,1.6,0.08900000000000001,16.0,59.0,0.9943,3.58,0.52,9.9,5 +7.8,0.61,0.29,1.6,0.114,9.0,29.0,0.9974,3.26,1.56,9.1,5 +8.9,0.62,0.18,3.8,0.17600000000000002,52.0,145.0,0.9986,3.16,0.88,9.2,5 +8.9,0.62,0.19,3.9,0.17,51.0,148.0,0.9986,3.17,0.93,9.2,5 +8.5,0.28,0.56,1.8,0.092,35.0,103.0,0.9969,3.3,0.75,10.5,7 +8.1,0.56,0.28,1.7,0.368,16.0,56.0,0.9968,3.11,1.28,9.3,5 +7.4,0.59,0.08,4.4,0.086,6.0,29.0,0.9974,3.38,0.5,9.0,4 +7.9,0.32,0.51,1.8,0.341,17.0,56.0,0.9969,3.04,1.08,9.2,6 +8.9,0.22,0.48,1.8,0.077,29.0,60.0,0.9968,3.39,0.53,9.4,6 +7.6,0.39,0.31,2.3,0.08199999999999999,23.0,71.0,0.9982,3.52,0.65,9.7,5 +7.9,0.43,0.21,1.6,0.106,10.0,37.0,0.9966,3.17,0.91,9.5,5 +8.5,0.49,0.11,2.3,0.084,9.0,67.0,0.9968,3.17,0.53,9.4,5 +6.9,0.4,0.14,2.4,0.085,21.0,40.0,0.9968,3.43,0.63,9.7,6 +6.3,0.39,0.16,1.4,0.08,11.0,23.0,0.9955,3.34,0.56,9.3,5 +7.6,0.41,0.24,1.8,0.08,4.0,11.0,0.9962,3.28,0.59,9.5,5 +7.9,0.43,0.21,1.6,0.106,10.0,37.0,0.9966,3.17,0.91,9.5,5 +7.1,0.71,0.0,1.9,0.08,14.0,35.0,0.9972,3.47,0.55,9.4,5 +7.8,0.645,0.0,2.0,0.08199999999999999,8.0,16.0,0.9964,3.38,0.59,9.8,6 +6.7,0.675,0.07,2.4,0.08900000000000001,17.0,82.0,0.9958,3.35,0.54,10.1,5 +6.9,0.685,0.0,2.5,0.105,22.0,37.0,0.9966,3.46,0.57,10.6,6 +8.3,0.655,0.12,2.3,0.083,15.0,113.0,0.9966,3.17,0.66,9.8,5 +6.9,0.605,0.12,10.7,0.073,40.0,83.0,0.9993,3.45,0.52,9.4,6 +5.2,0.32,0.25,1.8,0.10300000000000001,13.0,50.0,0.9957,3.38,0.55,9.2,5 +7.8,0.645,0.0,5.5,0.086,5.0,18.0,0.9986,3.4,0.55,9.6,6 +7.8,0.6,0.14,2.4,0.086,3.0,15.0,0.9975,3.42,0.6,10.8,6 +8.1,0.38,0.28,2.1,0.066,13.0,30.0,0.9968,3.23,0.73,9.7,7 +5.7,1.13,0.09,1.5,0.172,7.0,19.0,0.9940000000000001,3.5,0.48,9.8,4 +7.3,0.45,0.36,5.9,0.07400000000000001,12.0,87.0,0.9978,3.33,0.83,10.5,5 +7.3,0.45,0.36,5.9,0.07400000000000001,12.0,87.0,0.9978,3.33,0.83,10.5,5 +8.8,0.61,0.3,2.8,0.08800000000000001,17.0,46.0,0.9976,3.26,0.51,9.3,4 +7.5,0.49,0.2,2.6,0.332,8.0,14.0,0.9968,3.21,0.9,10.5,6 +8.1,0.66,0.22,2.2,0.069,9.0,23.0,0.9968,3.3,1.2,10.3,5 +6.8,0.67,0.02,1.8,0.05,5.0,11.0,0.9962,3.48,0.52,9.5,5 +4.6,0.52,0.15,2.1,0.054000000000000006,8.0,65.0,0.9934,3.9,0.56,13.1,4 +7.7,0.935,0.43,2.2,0.114,22.0,114.0,0.997,3.25,0.73,9.2,5 +8.7,0.29,0.52,1.6,0.113,12.0,37.0,0.9969,3.25,0.58,9.5,5 +6.4,0.4,0.23,1.6,0.066,5.0,12.0,0.9958,3.34,0.56,9.2,5 +5.6,0.31,0.37,1.4,0.07400000000000001,12.0,96.0,0.9954,3.32,0.58,9.2,5 +8.8,0.66,0.26,1.7,0.07400000000000001,4.0,23.0,0.9971,3.15,0.74,9.2,5 +6.6,0.52,0.04,2.2,0.069,8.0,15.0,0.9956,3.4,0.63,9.4,6 +6.6,0.5,0.04,2.1,0.068,6.0,14.0,0.9955,3.39,0.64,9.4,6 +8.6,0.38,0.36,3.0,0.081,30.0,119.0,0.997,3.2,0.56,9.4,5 +7.6,0.51,0.15,2.8,0.11,33.0,73.0,0.9955,3.17,0.63,10.2,6 +7.7,0.62,0.04,3.8,0.084,25.0,45.0,0.9978,3.34,0.53,9.5,5 +10.2,0.42,0.57,3.4,0.07,4.0,10.0,0.9971,3.04,0.63,9.6,5 +7.5,0.63,0.12,5.1,0.111,50.0,110.0,0.9983,3.26,0.77,9.4,5 +7.8,0.59,0.18,2.3,0.076,17.0,54.0,0.9975,3.43,0.59,10.0,5 +7.3,0.39,0.31,2.4,0.07400000000000001,9.0,46.0,0.9962,3.41,0.54,9.4,6 +8.8,0.4,0.4,2.2,0.079,19.0,52.0,0.998,3.44,0.64,9.2,5 +7.7,0.69,0.49,1.8,0.115,20.0,112.0,0.9968,3.21,0.71,9.3,5 +7.5,0.52,0.16,1.9,0.085,12.0,35.0,0.9968,3.38,0.62,9.5,7 +7.0,0.735,0.05,2.0,0.081,13.0,54.0,0.9966,3.39,0.57,9.8,5 +7.2,0.725,0.05,4.65,0.086,4.0,11.0,0.9962,3.41,0.39,10.9,5 +7.2,0.725,0.05,4.65,0.086,4.0,11.0,0.9962,3.41,0.39,10.9,5 +7.5,0.52,0.11,1.5,0.079,11.0,39.0,0.9968,3.42,0.58,9.6,5 +6.6,0.705,0.07,1.6,0.076,6.0,15.0,0.9962,3.44,0.58,10.7,5 +9.3,0.32,0.57,2.0,0.07400000000000001,27.0,65.0,0.9969,3.28,0.79,10.7,5 +8.0,0.705,0.05,1.9,0.07400000000000001,8.0,19.0,0.9962,3.34,0.95,10.5,6 +7.7,0.63,0.08,1.9,0.076,15.0,27.0,0.9967,3.32,0.54,9.5,6 +7.7,0.67,0.23,2.1,0.08800000000000001,17.0,96.0,0.9962,3.32,0.48,9.5,5 +7.7,0.69,0.22,1.9,0.084,18.0,94.0,0.9961,3.31,0.48,9.5,5 +8.3,0.675,0.26,2.1,0.084,11.0,43.0,0.9976,3.31,0.53,9.2,4 +9.7,0.32,0.54,2.5,0.094,28.0,83.0,0.9984,3.28,0.82,9.6,5 +8.8,0.41,0.64,2.2,0.09300000000000001,9.0,42.0,0.9986,3.54,0.66,10.5,5 +8.8,0.41,0.64,2.2,0.09300000000000001,9.0,42.0,0.9986,3.54,0.66,10.5,5 +6.8,0.785,0.0,2.4,0.10400000000000001,14.0,30.0,0.9966,3.52,0.55,10.7,6 +6.7,0.75,0.12,2.0,0.086,12.0,80.0,0.9958,3.38,0.52,10.1,5 +8.3,0.625,0.2,1.5,0.08,27.0,119.0,0.9972,3.16,1.12,9.1,4 +6.2,0.45,0.2,1.6,0.069,3.0,15.0,0.9958,3.41,0.56,9.2,5 +7.8,0.43,0.7,1.9,0.46399999999999997,22.0,67.0,0.9974,3.13,1.28,9.4,5 +7.4,0.5,0.47,2.0,0.086,21.0,73.0,0.997,3.36,0.57,9.1,5 +7.3,0.67,0.26,1.8,0.401,16.0,51.0,0.9969,3.16,1.14,9.4,5 +6.3,0.3,0.48,1.8,0.069,18.0,61.0,0.9959,3.44,0.78,10.3,6 +6.9,0.55,0.15,2.2,0.076,19.0,40.0,0.9961,3.41,0.59,10.1,5 +8.6,0.49,0.28,1.9,0.11,20.0,136.0,0.9972,2.93,1.95,9.9,6 +7.7,0.49,0.26,1.9,0.062,9.0,31.0,0.9966,3.39,0.64,9.6,5 +9.3,0.39,0.44,2.1,0.107,34.0,125.0,0.9978,3.14,1.22,9.5,5 +7.0,0.62,0.08,1.8,0.076,8.0,24.0,0.9978,3.48,0.53,9.0,5 +7.9,0.52,0.26,1.9,0.079,42.0,140.0,0.9964,3.23,0.54,9.5,5 +8.6,0.49,0.28,1.9,0.11,20.0,136.0,0.9972,2.93,1.95,9.9,6 +8.6,0.49,0.29,2.0,0.11,19.0,133.0,0.9972,2.93,1.98,9.8,5 +7.7,0.49,0.26,1.9,0.062,9.0,31.0,0.9966,3.39,0.64,9.6,5 +5.0,1.02,0.04,1.4,0.045,41.0,85.0,0.9938,3.75,0.48,10.5,4 +4.7,0.6,0.17,2.3,0.057999999999999996,17.0,106.0,0.9932,3.85,0.6,12.9,6 +6.8,0.775,0.0,3.0,0.102,8.0,23.0,0.9965,3.45,0.56,10.7,5 +7.0,0.5,0.25,2.0,0.07,3.0,22.0,0.9963,3.25,0.63,9.2,5 +7.6,0.9,0.06,2.5,0.079,5.0,10.0,0.9967,3.39,0.56,9.8,5 +8.1,0.545,0.18,1.9,0.08,13.0,35.0,0.9972,3.3,0.59,9.0,6 +8.3,0.61,0.3,2.1,0.084,11.0,50.0,0.9972,3.4,0.61,10.2,6 +7.8,0.5,0.3,1.9,0.075,8.0,22.0,0.9959,3.31,0.56,10.4,6 +8.1,0.545,0.18,1.9,0.08,13.0,35.0,0.9972,3.3,0.59,9.0,6 +8.1,0.575,0.22,2.1,0.077,12.0,65.0,0.9967,3.29,0.51,9.2,5 +7.2,0.49,0.24,2.2,0.07,5.0,36.0,0.996,3.33,0.48,9.4,5 +8.1,0.575,0.22,2.1,0.077,12.0,65.0,0.9967,3.29,0.51,9.2,5 +7.8,0.41,0.68,1.7,0.467,18.0,69.0,0.9973,3.08,1.31,9.3,5 +6.2,0.63,0.31,1.7,0.08800000000000001,15.0,64.0,0.9969,3.46,0.79,9.3,5 +8.0,0.33,0.53,2.5,0.091,18.0,80.0,0.9976,3.37,0.8,9.6,6 +8.1,0.785,0.52,2.0,0.122,37.0,153.0,0.9969,3.21,0.69,9.3,5 +7.8,0.56,0.19,1.8,0.10400000000000001,12.0,47.0,0.9964,3.19,0.93,9.5,5 +8.4,0.62,0.09,2.2,0.084,11.0,108.0,0.9964,3.15,0.66,9.8,5 +8.4,0.6,0.1,2.2,0.085,14.0,111.0,0.9964,3.15,0.66,9.8,5 +10.1,0.31,0.44,2.3,0.08,22.0,46.0,0.9988,3.32,0.67,9.7,6 +7.8,0.56,0.19,1.8,0.10400000000000001,12.0,47.0,0.9964,3.19,0.93,9.5,5 +9.4,0.4,0.31,2.2,0.09,13.0,62.0,0.9966,3.07,0.63,10.5,6 +8.3,0.54,0.28,1.9,0.077,11.0,40.0,0.9978,3.39,0.61,10.0,6 +7.8,0.56,0.12,2.0,0.08199999999999999,7.0,28.0,0.997,3.37,0.5,9.4,6 +8.8,0.55,0.04,2.2,0.11900000000000001,14.0,56.0,0.9962,3.21,0.6,10.9,6 +7.0,0.69,0.08,1.8,0.09699999999999999,22.0,89.0,0.9959,3.34,0.54,9.2,6 +7.3,1.07,0.09,1.7,0.17800000000000002,10.0,89.0,0.9962,3.3,0.57,9.0,5 +8.8,0.55,0.04,2.2,0.11900000000000001,14.0,56.0,0.9962,3.21,0.6,10.9,6 +7.3,0.695,0.0,2.5,0.075,3.0,13.0,0.998,3.49,0.52,9.2,5 +8.0,0.71,0.0,2.6,0.08,11.0,34.0,0.9976,3.44,0.53,9.5,5 +7.8,0.5,0.17,1.6,0.08199999999999999,21.0,102.0,0.996,3.39,0.48,9.5,5 +9.0,0.62,0.04,1.9,0.146,27.0,90.0,0.9984,3.16,0.7,9.4,5 +8.2,1.33,0.0,1.7,0.081,3.0,12.0,0.9964,3.53,0.49,10.9,5 +8.1,1.33,0.0,1.8,0.08199999999999999,3.0,12.0,0.9964,3.54,0.48,10.9,5 +8.0,0.59,0.16,1.8,0.065,3.0,16.0,0.9962,3.42,0.92,10.5,7 +6.1,0.38,0.15,1.8,0.07200000000000001,6.0,19.0,0.9955,3.42,0.57,9.4,5 +8.0,0.745,0.56,2.0,0.11800000000000001,30.0,134.0,0.9968,3.24,0.66,9.4,5 +5.6,0.5,0.09,2.3,0.049,17.0,99.0,0.9937,3.63,0.63,13.0,5 +5.6,0.5,0.09,2.3,0.049,17.0,99.0,0.9937,3.63,0.63,13.0,5 +6.6,0.5,0.01,1.5,0.06,17.0,26.0,0.9952,3.4,0.58,9.8,6 +7.9,1.04,0.05,2.2,0.084,13.0,29.0,0.9959,3.22,0.55,9.9,6 +8.4,0.745,0.11,1.9,0.09,16.0,63.0,0.9965,3.19,0.82,9.6,5 +8.3,0.715,0.15,1.8,0.08900000000000001,10.0,52.0,0.9968,3.23,0.77,9.5,5 +7.2,0.415,0.36,2.0,0.081,13.0,45.0,0.9972,3.48,0.64,9.2,5 +7.8,0.56,0.19,2.1,0.081,15.0,105.0,0.9962,3.33,0.54,9.5,5 +7.8,0.56,0.19,2.0,0.081,17.0,108.0,0.9962,3.32,0.54,9.5,5 +8.4,0.745,0.11,1.9,0.09,16.0,63.0,0.9965,3.19,0.82,9.6,5 +8.3,0.715,0.15,1.8,0.08900000000000001,10.0,52.0,0.9968,3.23,0.77,9.5,5 +5.2,0.34,0.0,1.8,0.05,27.0,63.0,0.9916,3.68,0.79,14.0,6 +6.3,0.39,0.08,1.7,0.066,3.0,20.0,0.9954,3.34,0.58,9.4,5 +5.2,0.34,0.0,1.8,0.05,27.0,63.0,0.9916,3.68,0.79,14.0,6 +8.1,0.67,0.55,1.8,0.11699999999999999,32.0,141.0,0.9968,3.17,0.62,9.4,5 +5.8,0.68,0.02,1.8,0.087,21.0,94.0,0.9944,3.54,0.52,10.0,5 +7.6,0.49,0.26,1.6,0.23600000000000002,10.0,88.0,0.9968,3.11,0.8,9.3,5 +6.9,0.49,0.1,2.3,0.07400000000000001,12.0,30.0,0.9959,3.42,0.58,10.2,6 +8.2,0.4,0.44,2.8,0.08900000000000001,11.0,43.0,0.9975,3.53,0.61,10.5,6 +7.3,0.33,0.47,2.1,0.077,5.0,11.0,0.9958,3.33,0.53,10.3,6 +9.2,0.52,1.0,3.4,0.61,32.0,69.0,0.9996,2.74,2.0,9.4,4 +7.5,0.6,0.03,1.8,0.095,25.0,99.0,0.995,3.35,0.54,10.1,5 +7.5,0.6,0.03,1.8,0.095,25.0,99.0,0.995,3.35,0.54,10.1,5 +7.1,0.43,0.42,5.5,0.07,29.0,129.0,0.9973,3.42,0.72,10.5,5 +7.1,0.43,0.42,5.5,0.071,28.0,128.0,0.9973,3.42,0.71,10.5,5 +7.1,0.43,0.42,5.5,0.07,29.0,129.0,0.9973,3.42,0.72,10.5,5 +7.1,0.43,0.42,5.5,0.071,28.0,128.0,0.9973,3.42,0.71,10.5,5 +7.1,0.68,0.0,2.2,0.073,12.0,22.0,0.9969,3.48,0.5,9.3,5 +6.8,0.6,0.18,1.9,0.079,18.0,86.0,0.9968,3.59,0.57,9.3,6 +7.6,0.95,0.03,2.0,0.09,7.0,20.0,0.9959,3.2,0.56,9.6,5 +7.6,0.68,0.02,1.3,0.07200000000000001,9.0,20.0,0.9965,3.17,1.08,9.2,4 +7.8,0.53,0.04,1.7,0.076,17.0,31.0,0.9964,3.33,0.56,10.0,6 +7.4,0.6,0.26,7.3,0.07,36.0,121.0,0.9982,3.37,0.49,9.4,5 +7.3,0.59,0.26,7.2,0.07,35.0,121.0,0.9981,3.37,0.49,9.4,5 +7.8,0.63,0.48,1.7,0.1,14.0,96.0,0.9961,3.19,0.62,9.5,5 +6.8,0.64,0.1,2.1,0.085,18.0,101.0,0.9956,3.34,0.52,10.2,5 +7.3,0.55,0.03,1.6,0.07200000000000001,17.0,42.0,0.9956,3.37,0.48,9.0,4 +6.8,0.63,0.07,2.1,0.08900000000000001,11.0,44.0,0.9953,3.47,0.55,10.4,6 +7.5,0.705,0.24,1.8,0.36,15.0,63.0,0.9964,3.0,1.59,9.5,5 +7.9,0.885,0.03,1.8,0.057999999999999996,4.0,8.0,0.9972,3.36,0.33,9.1,4 +8.0,0.42,0.17,2.0,0.073,6.0,18.0,0.9972,3.29,0.61,9.2,6 +8.0,0.42,0.17,2.0,0.073,6.0,18.0,0.9972,3.29,0.61,9.2,6 +7.4,0.62,0.05,1.9,0.068,24.0,42.0,0.9961,3.42,0.57,11.5,6 +7.3,0.38,0.21,2.0,0.08,7.0,35.0,0.9961,3.33,0.47,9.5,5 +6.9,0.5,0.04,1.5,0.085,19.0,49.0,0.9958,3.35,0.78,9.5,5 +7.3,0.38,0.21,2.0,0.08,7.0,35.0,0.9961,3.33,0.47,9.5,5 +7.5,0.52,0.42,2.3,0.087,8.0,38.0,0.9972,3.58,0.61,10.5,6 +7.0,0.805,0.0,2.5,0.068,7.0,20.0,0.9969,3.48,0.56,9.6,5 +8.8,0.61,0.14,2.4,0.067,10.0,42.0,0.9969,3.19,0.59,9.5,5 +8.8,0.61,0.14,2.4,0.067,10.0,42.0,0.9969,3.19,0.59,9.5,5 +8.9,0.61,0.49,2.0,0.27,23.0,110.0,0.9972,3.12,1.02,9.3,5 +7.2,0.73,0.02,2.5,0.076,16.0,42.0,0.9972,3.44,0.52,9.3,5 +6.8,0.61,0.2,1.8,0.077,11.0,65.0,0.9971,3.54,0.58,9.3,5 +6.7,0.62,0.21,1.9,0.079,8.0,62.0,0.997,3.52,0.58,9.3,6 +8.9,0.31,0.57,2.0,0.111,26.0,85.0,0.9971,3.26,0.53,9.7,5 +7.4,0.39,0.48,2.0,0.08199999999999999,14.0,67.0,0.9972,3.34,0.55,9.2,5 +7.7,0.705,0.1,2.6,0.084,9.0,26.0,0.9976,3.39,0.49,9.7,5 +7.9,0.5,0.33,2.0,0.084,15.0,143.0,0.9968,3.2,0.55,9.5,5 +7.9,0.49,0.32,1.9,0.08199999999999999,17.0,144.0,0.9968,3.2,0.55,9.5,5 +8.2,0.5,0.35,2.9,0.077,21.0,127.0,0.9976,3.23,0.62,9.4,5 +6.4,0.37,0.25,1.9,0.07400000000000001,21.0,49.0,0.9974,3.57,0.62,9.8,6 +6.8,0.63,0.12,3.8,0.099,16.0,126.0,0.9969,3.28,0.61,9.5,5 +7.6,0.55,0.21,2.2,0.071,7.0,28.0,0.9964,3.28,0.55,9.7,5 +7.6,0.55,0.21,2.2,0.071,7.0,28.0,0.9964,3.28,0.55,9.7,5 +7.8,0.59,0.33,2.0,0.07400000000000001,24.0,120.0,0.9968,3.25,0.54,9.4,5 +7.3,0.58,0.3,2.4,0.07400000000000001,15.0,55.0,0.9968,3.46,0.59,10.2,5 +11.5,0.3,0.6,2.0,0.067,12.0,27.0,0.9981,3.11,0.97,10.1,6 +5.4,0.835,0.08,1.2,0.046,13.0,93.0,0.9924,3.57,0.85,13.0,7 +6.9,1.09,0.06,2.1,0.061,12.0,31.0,0.9948,3.51,0.43,11.4,4 +9.6,0.32,0.47,1.4,0.055999999999999994,9.0,24.0,0.99695,3.22,0.82,10.3,7 +8.8,0.37,0.48,2.1,0.09699999999999999,39.0,145.0,0.9975,3.04,1.03,9.3,5 +6.8,0.5,0.11,1.5,0.075,16.0,49.0,0.99545,3.36,0.79,9.5,5 +7.0,0.42,0.35,1.6,0.08800000000000001,16.0,39.0,0.9961,3.34,0.55,9.2,5 +7.0,0.43,0.36,1.6,0.08900000000000001,14.0,37.0,0.99615,3.34,0.56,9.2,6 +12.8,0.3,0.74,2.6,0.095,9.0,28.0,0.9994,3.2,0.77,10.8,7 +12.8,0.3,0.74,2.6,0.095,9.0,28.0,0.9994,3.2,0.77,10.8,7 +7.8,0.57,0.31,1.8,0.069,26.0,120.0,0.99625,3.29,0.53,9.3,5 +7.8,0.44,0.28,2.7,0.1,18.0,95.0,0.9966,3.22,0.67,9.4,5 +11.0,0.3,0.58,2.1,0.054000000000000006,7.0,19.0,0.998,3.31,0.88,10.5,7 +9.7,0.53,0.6,2.0,0.039,5.0,19.0,0.99585,3.3,0.86,12.4,6 +8.0,0.725,0.24,2.8,0.083,10.0,62.0,0.99685,3.35,0.56,10.0,6 +11.6,0.44,0.64,2.1,0.059000000000000004,5.0,15.0,0.998,3.21,0.67,10.2,6 +8.2,0.57,0.26,2.2,0.06,28.0,65.0,0.9959,3.3,0.43,10.1,5 +7.8,0.735,0.08,2.4,0.092,10.0,41.0,0.9974,3.24,0.71,9.8,6 +7.0,0.49,0.49,5.6,0.06,26.0,121.0,0.9974,3.34,0.76,10.5,5 +8.7,0.625,0.16,2.0,0.10099999999999999,13.0,49.0,0.9962,3.14,0.57,11.0,5 +8.1,0.725,0.22,2.2,0.07200000000000001,11.0,41.0,0.9967,3.36,0.55,9.1,5 +7.5,0.49,0.19,1.9,0.076,10.0,44.0,0.9957,3.39,0.54,9.7,5 +7.8,0.53,0.33,2.4,0.08,24.0,144.0,0.99655,3.3,0.6,9.5,5 +7.8,0.34,0.37,2.0,0.08199999999999999,24.0,58.0,0.9964,3.34,0.59,9.4,6 +7.4,0.53,0.26,2.0,0.10099999999999999,16.0,72.0,0.9957,3.15,0.57,9.4,5 +6.8,0.61,0.04,1.5,0.057,5.0,10.0,0.99525,3.42,0.6,9.5,5 +8.6,0.645,0.25,2.0,0.083,8.0,28.0,0.99815,3.28,0.6,10.0,6 +8.4,0.635,0.36,2.0,0.08900000000000001,15.0,55.0,0.99745,3.31,0.57,10.4,4 +7.7,0.43,0.25,2.6,0.073,29.0,63.0,0.99615,3.37,0.58,10.5,6 +8.9,0.59,0.5,2.0,0.337,27.0,81.0,0.9964,3.04,1.61,9.5,6 +9.0,0.82,0.14,2.6,0.08900000000000001,9.0,23.0,0.9984,3.39,0.63,9.8,5 +7.7,0.43,0.25,2.6,0.073,29.0,63.0,0.99615,3.37,0.58,10.5,6 +6.9,0.52,0.25,2.6,0.081,10.0,37.0,0.99685,3.46,0.5,11.0,5 +5.2,0.48,0.04,1.6,0.054000000000000006,19.0,106.0,0.9927,3.54,0.62,12.2,7 +8.0,0.38,0.06,1.8,0.078,12.0,49.0,0.99625,3.37,0.52,9.9,6 +8.5,0.37,0.2,2.8,0.09,18.0,58.0,0.998,3.34,0.7,9.6,6 +6.9,0.52,0.25,2.6,0.081,10.0,37.0,0.99685,3.46,0.5,11.0,5 +8.2,1.0,0.09,2.3,0.065,7.0,37.0,0.99685,3.32,0.55,9.0,6 +7.2,0.63,0.0,1.9,0.09699999999999999,14.0,38.0,0.99675,3.37,0.58,9.0,6 +7.2,0.63,0.0,1.9,0.09699999999999999,14.0,38.0,0.99675,3.37,0.58,9.0,6 +7.2,0.645,0.0,1.9,0.09699999999999999,15.0,39.0,0.99675,3.37,0.58,9.2,6 +7.2,0.63,0.0,1.9,0.09699999999999999,14.0,38.0,0.99675,3.37,0.58,9.0,6 +8.2,1.0,0.09,2.3,0.065,7.0,37.0,0.99685,3.32,0.55,9.0,6 +8.9,0.635,0.37,1.7,0.263,5.0,62.0,0.9971,3.0,1.09,9.3,5 +12.0,0.38,0.56,2.1,0.09300000000000001,6.0,24.0,0.99925,3.14,0.71,10.9,6 +7.7,0.58,0.1,1.8,0.102,28.0,109.0,0.99565,3.08,0.49,9.8,6 +15.0,0.21,0.44,2.2,0.075,10.0,24.0,1.00005,3.07,0.84,9.2,7 +15.0,0.21,0.44,2.2,0.075,10.0,24.0,1.00005,3.07,0.84,9.2,7 +7.3,0.66,0.0,2.0,0.084,6.0,23.0,0.9983,3.61,0.96,9.9,6 +7.1,0.68,0.07,1.9,0.075,16.0,51.0,0.99685,3.38,0.52,9.5,5 +8.2,0.6,0.17,2.3,0.07200000000000001,11.0,73.0,0.9963,3.2,0.45,9.3,5 +7.7,0.53,0.06,1.7,0.07400000000000001,9.0,39.0,0.99615,3.35,0.48,9.8,6 +7.3,0.66,0.0,2.0,0.084,6.0,23.0,0.9983,3.61,0.96,9.9,6 +10.8,0.32,0.44,1.6,0.063,16.0,37.0,0.9985,3.22,0.78,10.0,6 +7.1,0.6,0.0,1.8,0.07400000000000001,16.0,34.0,0.9972,3.47,0.7,9.9,6 +11.1,0.35,0.48,3.1,0.09,5.0,21.0,0.9986,3.17,0.53,10.5,5 +7.7,0.775,0.42,1.9,0.092,8.0,86.0,0.9959,3.23,0.59,9.5,5 +7.1,0.6,0.0,1.8,0.07400000000000001,16.0,34.0,0.9972,3.47,0.7,9.9,6 +8.0,0.57,0.23,3.2,0.073,17.0,119.0,0.99675,3.26,0.57,9.3,5 +9.4,0.34,0.37,2.2,0.075,5.0,13.0,0.998,3.22,0.62,9.2,5 +6.6,0.695,0.0,2.1,0.075,12.0,56.0,0.9968,3.49,0.67,9.2,5 +7.7,0.41,0.76,1.8,0.611,8.0,45.0,0.9968,3.06,1.26,9.4,5 +10.0,0.31,0.47,2.6,0.085,14.0,33.0,0.99965,3.36,0.8,10.5,7 +7.9,0.33,0.23,1.7,0.077,18.0,45.0,0.99625,3.29,0.65,9.3,5 +7.0,0.975,0.04,2.0,0.087,12.0,67.0,0.99565,3.35,0.6,9.4,4 +8.0,0.52,0.03,1.7,0.07,10.0,35.0,0.99575,3.34,0.57,10.0,5 +7.9,0.37,0.23,1.8,0.077,23.0,49.0,0.9963,3.28,0.67,9.3,5 +12.5,0.56,0.49,2.4,0.064,5.0,27.0,0.9999,3.08,0.87,10.9,5 +11.8,0.26,0.52,1.8,0.071,6.0,10.0,0.9968,3.2,0.72,10.2,7 +8.1,0.87,0.0,3.3,0.096,26.0,61.0,1.00025,3.6,0.72,9.8,4 +7.9,0.35,0.46,3.6,0.078,15.0,37.0,0.9973,3.35,0.86,12.8,8 +6.9,0.54,0.04,3.0,0.077,7.0,27.0,0.9987,3.69,0.91,9.4,6 +11.5,0.18,0.51,4.0,0.10400000000000001,4.0,23.0,0.9996,3.28,0.97,10.1,6 +7.9,0.545,0.06,4.0,0.087,27.0,61.0,0.9965,3.36,0.67,10.7,6 +11.5,0.18,0.51,4.0,0.10400000000000001,4.0,23.0,0.9996,3.28,0.97,10.1,6 +10.9,0.37,0.58,4.0,0.071,17.0,65.0,0.99935,3.22,0.78,10.1,5 +8.4,0.715,0.2,2.4,0.076,10.0,38.0,0.99735,3.31,0.64,9.4,5 +7.5,0.65,0.18,7.0,0.08800000000000001,27.0,94.0,0.99915,3.38,0.77,9.4,5 +7.9,0.545,0.06,4.0,0.087,27.0,61.0,0.9965,3.36,0.67,10.7,6 +6.9,0.54,0.04,3.0,0.077,7.0,27.0,0.9987,3.69,0.91,9.4,6 +11.5,0.18,0.51,4.0,0.10400000000000001,4.0,23.0,0.9996,3.28,0.97,10.1,6 +10.3,0.32,0.45,6.4,0.073,5.0,13.0,0.9976,3.23,0.82,12.6,8 +8.9,0.4,0.32,5.6,0.087,10.0,47.0,0.9991,3.38,0.77,10.5,7 +11.4,0.26,0.44,3.6,0.071,6.0,19.0,0.9986,3.12,0.82,9.3,6 +7.7,0.27,0.68,3.5,0.358,5.0,10.0,0.9972,3.25,1.08,9.9,7 +7.6,0.52,0.12,3.0,0.067,12.0,53.0,0.9971,3.36,0.57,9.1,5 +8.9,0.4,0.32,5.6,0.087,10.0,47.0,0.9991,3.38,0.77,10.5,7 +9.9,0.59,0.07,3.4,0.102,32.0,71.0,1.00015,3.31,0.71,9.8,5 +9.9,0.59,0.07,3.4,0.102,32.0,71.0,1.00015,3.31,0.71,9.8,5 +12.0,0.45,0.55,2.0,0.073,25.0,49.0,0.9997,3.1,0.76,10.3,6 +7.5,0.4,0.12,3.0,0.092,29.0,53.0,0.9967,3.37,0.7,10.3,6 +8.7,0.52,0.09,2.5,0.091,20.0,49.0,0.9976,3.34,0.86,10.6,7 +11.6,0.42,0.53,3.3,0.105,33.0,98.0,1.001,3.2,0.95,9.2,5 +8.7,0.52,0.09,2.5,0.091,20.0,49.0,0.9976,3.34,0.86,10.6,7 +11.0,0.2,0.48,2.0,0.34299999999999997,6.0,18.0,0.9979,3.3,0.71,10.5,5 +10.4,0.55,0.23,2.7,0.091,18.0,48.0,0.9994,3.22,0.64,10.3,6 +6.9,0.36,0.25,2.4,0.098,5.0,16.0,0.9964,3.41,0.6,10.1,6 +13.3,0.34,0.52,3.2,0.094,17.0,53.0,1.0014,3.05,0.81,9.5,6 +10.8,0.5,0.46,2.5,0.073,5.0,27.0,1.0001,3.05,0.64,9.5,5 +10.6,0.83,0.37,2.6,0.086,26.0,70.0,0.9981,3.16,0.52,9.9,5 +7.1,0.63,0.06,2.0,0.083,8.0,29.0,0.99855,3.67,0.73,9.6,5 +7.2,0.65,0.02,2.3,0.094,5.0,31.0,0.9993,3.67,0.8,9.7,5 +6.9,0.67,0.06,2.1,0.08,8.0,33.0,0.99845,3.68,0.71,9.6,5 +7.5,0.53,0.06,2.6,0.086,20.0,44.0,0.9965,3.38,0.59,10.7,6 +11.1,0.18,0.48,1.5,0.068,7.0,15.0,0.9973,3.22,0.64,10.1,6 +8.3,0.705,0.12,2.6,0.092,12.0,28.0,0.9994,3.51,0.72,10.0,5 +7.4,0.67,0.12,1.6,0.18600000000000003,5.0,21.0,0.996,3.39,0.54,9.5,5 +8.4,0.65,0.6,2.1,0.11199999999999999,12.0,90.0,0.9973,3.2,0.52,9.2,5 +10.3,0.53,0.48,2.5,0.063,6.0,25.0,0.9998,3.12,0.59,9.3,6 +7.6,0.62,0.32,2.2,0.08199999999999999,7.0,54.0,0.9966,3.36,0.52,9.4,5 +10.3,0.41,0.42,2.4,0.213,6.0,14.0,0.9994,3.19,0.62,9.5,6 +10.3,0.43,0.44,2.4,0.214,5.0,12.0,0.9994,3.19,0.63,9.5,6 +7.4,0.29,0.38,1.7,0.062,9.0,30.0,0.9968,3.41,0.53,9.5,6 +10.3,0.53,0.48,2.5,0.063,6.0,25.0,0.9998,3.12,0.59,9.3,6 +7.9,0.53,0.24,2.0,0.07200000000000001,15.0,105.0,0.996,3.27,0.54,9.4,6 +9.0,0.46,0.31,2.8,0.09300000000000001,19.0,98.0,0.99815,3.32,0.63,9.5,6 +8.6,0.47,0.3,3.0,0.076,30.0,135.0,0.9976,3.3,0.53,9.4,5 +7.4,0.36,0.29,2.6,0.087,26.0,72.0,0.99645,3.39,0.68,11.0,5 +7.1,0.35,0.29,2.5,0.096,20.0,53.0,0.9962,3.42,0.65,11.0,6 +9.6,0.56,0.23,3.4,0.102,37.0,92.0,0.9996,3.3,0.65,10.1,5 +9.6,0.77,0.12,2.9,0.08199999999999999,30.0,74.0,0.99865,3.3,0.64,10.4,6 +9.8,0.66,0.39,3.2,0.083,21.0,59.0,0.9989,3.37,0.71,11.5,7 +9.6,0.77,0.12,2.9,0.08199999999999999,30.0,74.0,0.99865,3.3,0.64,10.4,6 +9.8,0.66,0.39,3.2,0.083,21.0,59.0,0.9989,3.37,0.71,11.5,7 +9.3,0.61,0.26,3.4,0.09,25.0,87.0,0.99975,3.24,0.62,9.7,5 +7.8,0.62,0.05,2.3,0.079,6.0,18.0,0.99735,3.29,0.63,9.3,5 +10.3,0.59,0.42,2.8,0.09,35.0,73.0,0.9990000000000001,3.28,0.7,9.5,6 +10.0,0.49,0.2,11.0,0.071,13.0,50.0,1.0015,3.16,0.69,9.2,6 +10.0,0.49,0.2,11.0,0.071,13.0,50.0,1.0015,3.16,0.69,9.2,6 +11.6,0.53,0.66,3.65,0.121,6.0,14.0,0.9978,3.05,0.74,11.5,7 +10.3,0.44,0.5,4.5,0.107,5.0,13.0,0.998,3.28,0.83,11.5,5 +13.4,0.27,0.62,2.6,0.08199999999999999,6.0,21.0,1.0002,3.16,0.67,9.7,6 +10.7,0.46,0.39,2.0,0.061,7.0,15.0,0.9981,3.18,0.62,9.5,5 +10.2,0.36,0.64,2.9,0.122,10.0,41.0,0.998,3.23,0.66,12.5,6 +10.2,0.36,0.64,2.9,0.122,10.0,41.0,0.998,3.23,0.66,12.5,6 +8.0,0.58,0.28,3.2,0.066,21.0,114.0,0.9973,3.22,0.54,9.4,6 +8.4,0.56,0.08,2.1,0.105,16.0,44.0,0.9958,3.13,0.52,11.0,5 +7.9,0.65,0.01,2.5,0.078,17.0,38.0,0.9963,3.34,0.74,11.7,7 +11.9,0.695,0.53,3.4,0.128,7.0,21.0,0.9992,3.17,0.84,12.2,7 +8.9,0.43,0.45,1.9,0.052000000000000005,6.0,16.0,0.9948,3.35,0.7,12.5,6 +7.8,0.43,0.32,2.8,0.08,29.0,58.0,0.9974,3.31,0.64,10.3,5 +12.4,0.49,0.58,3.0,0.10300000000000001,28.0,99.0,1.0008,3.16,1.0,11.5,6 +12.5,0.28,0.54,2.3,0.08199999999999999,12.0,29.0,0.9997,3.11,1.36,9.8,7 +12.2,0.34,0.5,2.4,0.066,10.0,21.0,1.0,3.12,1.18,9.2,6 +10.6,0.42,0.48,2.7,0.065,5.0,18.0,0.9972,3.21,0.87,11.3,6 +10.9,0.39,0.47,1.8,0.11800000000000001,6.0,14.0,0.9982,3.3,0.75,9.8,6 +10.9,0.39,0.47,1.8,0.11800000000000001,6.0,14.0,0.9982,3.3,0.75,9.8,6 +11.9,0.57,0.5,2.6,0.08199999999999999,6.0,32.0,1.0006,3.12,0.78,10.7,6 +7.0,0.685,0.0,1.9,0.067,40.0,63.0,0.9979,3.6,0.81,9.9,5 +6.6,0.815,0.02,2.7,0.07200000000000001,17.0,34.0,0.9955,3.58,0.89,12.3,7 +13.8,0.49,0.67,3.0,0.09300000000000001,6.0,15.0,0.9986,3.02,0.93,12.0,6 +9.6,0.56,0.31,2.8,0.08900000000000001,15.0,46.0,0.9979,3.11,0.92,10.0,6 +9.1,0.785,0.0,2.6,0.09300000000000001,11.0,28.0,0.9994,3.36,0.86,9.4,6 +10.7,0.67,0.22,2.7,0.107,17.0,34.0,1.0004,3.28,0.98,9.9,6 +9.1,0.795,0.0,2.6,0.096,11.0,26.0,0.9994,3.35,0.83,9.4,6 +7.7,0.665,0.0,2.4,0.09,8.0,19.0,0.9974,3.27,0.73,9.3,5 +13.5,0.53,0.79,4.8,0.12,23.0,77.0,1.0018,3.18,0.77,13.0,5 +6.1,0.21,0.4,1.4,0.066,40.5,165.0,0.9912,3.25,0.59,11.9,6 +6.7,0.75,0.01,2.4,0.078,17.0,32.0,0.9955,3.55,0.61,12.8,6 +11.5,0.41,0.52,3.0,0.08,29.0,55.0,1.0001,3.26,0.88,11.0,5 +10.5,0.42,0.66,2.95,0.11599999999999999,12.0,29.0,0.997,3.24,0.75,11.7,7 +11.9,0.43,0.66,3.1,0.109,10.0,23.0,1.0,3.15,0.85,10.4,7 +12.6,0.38,0.66,2.6,0.08800000000000001,10.0,41.0,1.001,3.17,0.68,9.8,6 +8.2,0.7,0.23,2.0,0.099,14.0,81.0,0.9973,3.19,0.7,9.4,5 +8.6,0.45,0.31,2.6,0.086,21.0,50.0,0.9982,3.37,0.91,9.9,6 +11.9,0.58,0.66,2.5,0.07200000000000001,6.0,37.0,0.9992,3.05,0.56,10.0,5 +12.5,0.46,0.63,2.0,0.071,6.0,15.0,0.9988,2.99,0.87,10.2,5 +12.8,0.615,0.66,5.8,0.083,7.0,42.0,1.0022,3.07,0.73,10.0,7 +10.0,0.42,0.5,3.4,0.107,7.0,21.0,0.9979,3.26,0.93,11.8,6 +12.8,0.615,0.66,5.8,0.083,7.0,42.0,1.0022,3.07,0.73,10.0,7 +10.4,0.575,0.61,2.6,0.076,11.0,24.0,1.0,3.16,0.69,9.0,5 +10.3,0.34,0.52,2.8,0.159,15.0,75.0,0.9998,3.18,0.64,9.4,5 +9.4,0.27,0.53,2.4,0.07400000000000001,6.0,18.0,0.9962,3.2,1.13,12.0,7 +6.9,0.765,0.02,2.3,0.063,35.0,63.0,0.9975,3.57,0.78,9.9,5 +7.9,0.24,0.4,1.6,0.055999999999999994,11.0,25.0,0.9967,3.32,0.87,8.7,6 +9.1,0.28,0.48,1.8,0.067,26.0,46.0,0.9967,3.32,1.04,10.6,6 +7.4,0.55,0.22,2.2,0.106,12.0,72.0,0.9959,3.05,0.63,9.2,5 +14.0,0.41,0.63,3.8,0.08900000000000001,6.0,47.0,1.0014,3.01,0.81,10.8,6 +11.5,0.54,0.71,4.4,0.124,6.0,15.0,0.9984,3.01,0.83,11.8,7 +11.5,0.45,0.5,3.0,0.078,19.0,47.0,1.0003,3.26,1.11,11.0,6 +9.4,0.27,0.53,2.4,0.07400000000000001,6.0,18.0,0.9962,3.2,1.13,12.0,7 +11.4,0.625,0.66,6.2,0.08800000000000001,6.0,24.0,0.9988,3.11,0.99,13.3,6 +8.3,0.42,0.38,2.5,0.094,24.0,60.0,0.9979,3.31,0.7,10.8,6 +8.3,0.26,0.42,2.0,0.08,11.0,27.0,0.9974,3.21,0.8,9.4,6 +13.7,0.415,0.68,2.9,0.085,17.0,43.0,1.0014,3.06,0.8,10.0,6 +8.3,0.26,0.42,2.0,0.08,11.0,27.0,0.9974,3.21,0.8,9.4,6 +8.3,0.26,0.42,2.0,0.08,11.0,27.0,0.9974,3.21,0.8,9.4,6 +7.7,0.51,0.28,2.1,0.087,23.0,54.0,0.998,3.42,0.74,9.2,5 +7.4,0.63,0.07,2.4,0.09,11.0,37.0,0.9979,3.43,0.76,9.7,6 +7.8,0.54,0.26,2.0,0.08800000000000001,23.0,48.0,0.9981,3.41,0.74,9.2,6 +8.3,0.66,0.15,1.9,0.079,17.0,42.0,0.9972,3.31,0.54,9.6,6 +7.8,0.46,0.26,1.9,0.08800000000000001,23.0,53.0,0.9981,3.43,0.74,9.2,6 +9.6,0.38,0.31,2.5,0.096,16.0,49.0,0.9982,3.19,0.7,10.0,7 +5.6,0.85,0.05,1.4,0.045,12.0,88.0,0.9924,3.56,0.82,12.9,8 +13.7,0.415,0.68,2.9,0.085,17.0,43.0,1.0014,3.06,0.8,10.0,6 +9.5,0.37,0.52,2.0,0.08199999999999999,6.0,26.0,0.998,3.18,0.51,9.5,5 +8.4,0.665,0.61,2.0,0.11199999999999999,13.0,95.0,0.997,3.16,0.54,9.1,5 +12.7,0.6,0.65,2.3,0.063,6.0,25.0,0.9997,3.03,0.57,9.9,5 +12.0,0.37,0.76,4.2,0.066,7.0,38.0,1.0004,3.22,0.6,13.0,7 +6.6,0.735,0.02,7.9,0.122,68.0,124.0,0.9994,3.47,0.53,9.9,5 +11.5,0.59,0.59,2.6,0.087,13.0,49.0,0.9988,3.18,0.65,11.0,6 +11.5,0.59,0.59,2.6,0.087,13.0,49.0,0.9988,3.18,0.65,11.0,6 +8.7,0.765,0.22,2.3,0.064,9.0,42.0,0.9963,3.1,0.55,9.4,5 +6.6,0.735,0.02,7.9,0.122,68.0,124.0,0.9994,3.47,0.53,9.9,5 +7.7,0.26,0.3,1.7,0.059000000000000004,20.0,38.0,0.9949,3.29,0.47,10.8,6 +12.2,0.48,0.54,2.6,0.085,19.0,64.0,1.0,3.1,0.61,10.5,6 +11.4,0.6,0.49,2.7,0.085,10.0,41.0,0.9994,3.15,0.63,10.5,6 +7.7,0.69,0.05,2.7,0.075,15.0,27.0,0.9974,3.26,0.61,9.1,5 +8.7,0.31,0.46,1.4,0.059000000000000004,11.0,25.0,0.9966,3.36,0.76,10.1,6 +9.8,0.44,0.47,2.5,0.063,9.0,28.0,0.9981,3.24,0.65,10.8,6 +12.0,0.39,0.66,3.0,0.09300000000000001,12.0,30.0,0.9996,3.18,0.63,10.8,7 +10.4,0.34,0.58,3.7,0.174,6.0,16.0,0.997,3.19,0.7,11.3,6 +12.5,0.46,0.49,4.5,0.07,26.0,49.0,0.9981,3.05,0.57,9.6,4 +9.0,0.43,0.34,2.5,0.08,26.0,86.0,0.9987,3.38,0.62,9.5,6 +9.1,0.45,0.35,2.4,0.08,23.0,78.0,0.9987,3.38,0.62,9.5,5 +7.1,0.735,0.16,1.9,0.1,15.0,77.0,0.9966,3.27,0.64,9.3,5 +9.9,0.4,0.53,6.7,0.09699999999999999,6.0,19.0,0.9986,3.27,0.82,11.7,7 +8.8,0.52,0.34,2.7,0.087,24.0,122.0,0.9982,3.26,0.61,9.5,5 +8.6,0.725,0.24,6.6,0.11699999999999999,31.0,134.0,1.0014,3.32,1.07,9.3,5 +10.6,0.48,0.64,2.2,0.111,6.0,20.0,0.997,3.26,0.66,11.7,6 +7.0,0.58,0.12,1.9,0.091,34.0,124.0,0.9956,3.44,0.48,10.5,5 +11.9,0.38,0.51,2.0,0.121,7.0,20.0,0.9996,3.24,0.76,10.4,6 +6.8,0.77,0.0,1.8,0.066,34.0,52.0,0.9976,3.62,0.68,9.9,5 +9.5,0.56,0.33,2.4,0.08900000000000001,35.0,67.0,0.9972,3.28,0.73,11.8,7 +6.6,0.84,0.03,2.3,0.059000000000000004,32.0,48.0,0.9952,3.52,0.56,12.3,7 +7.7,0.96,0.2,2.0,0.047,15.0,60.0,0.9955,3.36,0.44,10.9,5 +10.5,0.24,0.47,2.1,0.066,6.0,24.0,0.9978,3.15,0.9,11.0,7 +7.7,0.96,0.2,2.0,0.047,15.0,60.0,0.9955,3.36,0.44,10.9,5 +6.6,0.84,0.03,2.3,0.059000000000000004,32.0,48.0,0.9952,3.52,0.56,12.3,7 +6.4,0.67,0.08,2.1,0.045,19.0,48.0,0.9949,3.49,0.49,11.4,6 +9.5,0.78,0.22,1.9,0.077,6.0,32.0,0.9988,3.26,0.56,10.6,6 +9.1,0.52,0.33,1.3,0.07,9.0,30.0,0.9978,3.24,0.6,9.3,5 +12.8,0.84,0.63,2.4,0.08800000000000001,13.0,35.0,0.9997,3.1,0.6,10.4,6 +10.5,0.24,0.47,2.1,0.066,6.0,24.0,0.9978,3.15,0.9,11.0,7 +7.8,0.55,0.35,2.2,0.07400000000000001,21.0,66.0,0.9974,3.25,0.56,9.2,5 +11.9,0.37,0.69,2.3,0.078,12.0,24.0,0.9958,3.0,0.65,12.8,6 +12.3,0.39,0.63,2.3,0.091,6.0,18.0,1.0004,3.16,0.49,9.5,5 +10.4,0.41,0.55,3.2,0.076,22.0,54.0,0.9996,3.15,0.89,9.9,6 +12.3,0.39,0.63,2.3,0.091,6.0,18.0,1.0004,3.16,0.49,9.5,5 +8.0,0.67,0.3,2.0,0.06,38.0,62.0,0.9958,3.26,0.56,10.2,6 +11.1,0.45,0.73,3.2,0.066,6.0,22.0,0.9986,3.17,0.66,11.2,6 +10.4,0.41,0.55,3.2,0.076,22.0,54.0,0.9996,3.15,0.89,9.9,6 +7.0,0.62,0.18,1.5,0.062,7.0,50.0,0.9951,3.08,0.6,9.3,5 +12.6,0.31,0.72,2.2,0.07200000000000001,6.0,29.0,0.9987,2.88,0.82,9.8,8 +11.9,0.4,0.65,2.15,0.068,7.0,27.0,0.9988,3.06,0.68,11.3,6 +15.6,0.685,0.76,3.7,0.1,6.0,43.0,1.0032,2.95,0.68,11.2,7 +10.0,0.44,0.49,2.7,0.077,11.0,19.0,0.9963,3.23,0.63,11.6,7 +5.3,0.57,0.01,1.7,0.054000000000000006,5.0,27.0,0.9934,3.57,0.84,12.5,7 +9.5,0.735,0.1,2.1,0.079,6.0,31.0,0.9986,3.23,0.56,10.1,6 +12.5,0.38,0.6,2.6,0.081,31.0,72.0,0.9996,3.1,0.73,10.5,5 +9.3,0.48,0.29,2.1,0.127,6.0,16.0,0.9968,3.22,0.72,11.2,5 +8.6,0.53,0.22,2.0,0.1,7.0,27.0,0.9967,3.2,0.56,10.2,6 +11.9,0.39,0.69,2.8,0.095,17.0,35.0,0.9994,3.1,0.61,10.8,6 +11.9,0.39,0.69,2.8,0.095,17.0,35.0,0.9994,3.1,0.61,10.8,6 +8.4,0.37,0.53,1.8,0.413,9.0,26.0,0.9979,3.06,1.06,9.1,6 +6.8,0.56,0.03,1.7,0.084,18.0,35.0,0.9968,3.44,0.63,10.0,6 +10.4,0.33,0.63,2.8,0.084,5.0,22.0,0.9998,3.26,0.74,11.2,7 +7.0,0.23,0.4,1.6,0.063,21.0,67.0,0.9952,3.5,0.63,11.1,5 +11.3,0.62,0.67,5.2,0.086,6.0,19.0,0.9988,3.22,0.69,13.4,8 +8.9,0.59,0.39,2.3,0.095,5.0,22.0,0.9986,3.37,0.58,10.3,5 +9.2,0.63,0.21,2.7,0.09699999999999999,29.0,65.0,0.9988,3.28,0.58,9.6,5 +10.4,0.33,0.63,2.8,0.084,5.0,22.0,0.9998,3.26,0.74,11.2,7 +11.6,0.58,0.66,2.2,0.07400000000000001,10.0,47.0,1.0008,3.25,0.57,9.0,3 +9.2,0.43,0.52,2.3,0.083,14.0,23.0,0.9976,3.35,0.61,11.3,6 +8.3,0.615,0.22,2.6,0.087,6.0,19.0,0.9982,3.26,0.61,9.3,5 +11.0,0.26,0.68,2.55,0.085,10.0,25.0,0.997,3.18,0.61,11.8,5 +8.1,0.66,0.7,2.2,0.098,25.0,129.0,0.9972,3.08,0.53,9.0,5 +11.5,0.315,0.54,2.1,0.084,5.0,15.0,0.9987,2.98,0.7,9.2,6 +10.0,0.29,0.4,2.9,0.098,10.0,26.0,1.0006,3.48,0.91,9.7,5 +10.3,0.5,0.42,2.0,0.069,21.0,51.0,0.9982,3.16,0.72,11.5,6 +8.8,0.46,0.45,2.6,0.065,7.0,18.0,0.9947,3.32,0.79,14.0,6 +11.4,0.36,0.69,2.1,0.09,6.0,21.0,1.0,3.17,0.62,9.2,6 +8.7,0.82,0.02,1.2,0.07,36.0,48.0,0.9952,3.2,0.58,9.8,5 +13.0,0.32,0.65,2.6,0.09300000000000001,15.0,47.0,0.9996,3.05,0.61,10.6,5 +9.6,0.54,0.42,2.4,0.081,25.0,52.0,0.997,3.2,0.71,11.4,6 +12.5,0.37,0.55,2.6,0.083,25.0,68.0,0.9995,3.15,0.82,10.4,6 +9.9,0.35,0.55,2.1,0.062,5.0,14.0,0.9971,3.26,0.79,10.6,5 +10.5,0.28,0.51,1.7,0.08,10.0,24.0,0.9982,3.2,0.89,9.4,6 +9.6,0.68,0.24,2.2,0.087,5.0,28.0,0.9988,3.14,0.6,10.2,5 +9.3,0.27,0.41,2.0,0.091,6.0,16.0,0.998,3.28,0.7,9.7,5 +10.4,0.24,0.49,1.8,0.075,6.0,20.0,0.9977,3.18,1.06,11.0,6 +9.6,0.68,0.24,2.2,0.087,5.0,28.0,0.9988,3.14,0.6,10.2,5 +9.4,0.685,0.11,2.7,0.077,6.0,31.0,0.9984,3.19,0.7,10.1,6 +10.6,0.28,0.39,15.5,0.069,6.0,23.0,1.0026,3.12,0.66,9.2,5 +9.4,0.3,0.56,2.8,0.08,6.0,17.0,0.9964,3.15,0.92,11.7,8 +10.6,0.36,0.59,2.2,0.152,6.0,18.0,0.9986,3.04,1.05,9.4,5 +10.6,0.36,0.6,2.2,0.152,7.0,18.0,0.9986,3.04,1.06,9.4,5 +10.6,0.44,0.68,4.1,0.114,6.0,24.0,0.997,3.06,0.66,13.4,6 +10.2,0.67,0.39,1.9,0.054000000000000006,6.0,17.0,0.9976,3.17,0.47,10.0,5 +10.2,0.67,0.39,1.9,0.054000000000000006,6.0,17.0,0.9976,3.17,0.47,10.0,5 +10.2,0.645,0.36,1.8,0.053,5.0,14.0,0.9982,3.17,0.42,10.0,6 +11.6,0.32,0.55,2.8,0.081,35.0,67.0,1.0002,3.32,0.92,10.8,7 +9.3,0.39,0.4,2.6,0.073,10.0,26.0,0.9984,3.34,0.75,10.2,6 +9.3,0.775,0.27,2.8,0.078,24.0,56.0,0.9984,3.31,0.67,10.6,6 +9.2,0.41,0.5,2.5,0.055,12.0,25.0,0.9952,3.34,0.79,13.3,7 +8.9,0.4,0.51,2.6,0.052000000000000005,13.0,27.0,0.995,3.32,0.9,13.4,7 +8.7,0.69,0.31,3.0,0.086,23.0,81.0,1.0002,3.48,0.74,11.6,6 +6.5,0.39,0.23,8.3,0.051,28.0,91.0,0.9952,3.44,0.55,12.1,6 +10.7,0.35,0.53,2.6,0.07,5.0,16.0,0.9972,3.15,0.65,11.0,8 +7.8,0.52,0.25,1.9,0.081,14.0,38.0,0.9984,3.43,0.65,9.0,6 +7.2,0.34,0.32,2.5,0.09,43.0,113.0,0.9966,3.32,0.79,11.1,5 +10.7,0.35,0.53,2.6,0.07,5.0,16.0,0.9972,3.15,0.65,11.0,8 +8.7,0.69,0.31,3.0,0.086,23.0,81.0,1.0002,3.48,0.74,11.6,6 +7.8,0.52,0.25,1.9,0.081,14.0,38.0,0.9984,3.43,0.65,9.0,6 +10.4,0.44,0.73,6.55,0.07400000000000001,38.0,76.0,0.9990000000000001,3.17,0.85,12.0,7 +10.4,0.44,0.73,6.55,0.07400000000000001,38.0,76.0,0.9990000000000001,3.17,0.85,12.0,7 +10.5,0.26,0.47,1.9,0.078,6.0,24.0,0.9976,3.18,1.04,10.9,7 +10.5,0.24,0.42,1.8,0.077,6.0,22.0,0.9976,3.21,1.05,10.8,7 +10.2,0.49,0.63,2.9,0.07200000000000001,10.0,26.0,0.9968,3.16,0.78,12.5,7 +10.4,0.24,0.46,1.8,0.075,6.0,21.0,0.9976,3.25,1.02,10.8,7 +11.2,0.67,0.55,2.3,0.084,6.0,13.0,1.0,3.17,0.71,9.5,6 +10.0,0.59,0.31,2.2,0.09,26.0,62.0,0.9994,3.18,0.63,10.2,6 +13.3,0.29,0.75,2.8,0.084,23.0,43.0,0.9986,3.04,0.68,11.4,7 +12.4,0.42,0.49,4.6,0.073,19.0,43.0,0.9978,3.02,0.61,9.5,5 +10.0,0.59,0.31,2.2,0.09,26.0,62.0,0.9994,3.18,0.63,10.2,6 +10.7,0.4,0.48,2.1,0.125,15.0,49.0,0.998,3.03,0.81,9.7,6 +10.5,0.51,0.64,2.4,0.107,6.0,15.0,0.9973,3.09,0.66,11.8,7 +10.5,0.51,0.64,2.4,0.107,6.0,15.0,0.9973,3.09,0.66,11.8,7 +8.5,0.655,0.49,6.1,0.122,34.0,151.0,1.001,3.31,1.14,9.3,5 +12.5,0.6,0.49,4.3,0.1,5.0,14.0,1.001,3.25,0.74,11.9,6 +10.4,0.61,0.49,2.1,0.2,5.0,16.0,0.9994,3.16,0.63,8.4,3 +10.9,0.21,0.49,2.8,0.08800000000000001,11.0,32.0,0.9972,3.22,0.68,11.7,6 +7.3,0.365,0.49,2.5,0.08800000000000001,39.0,106.0,0.9966,3.36,0.78,11.0,5 +9.8,0.25,0.49,2.7,0.08800000000000001,15.0,33.0,0.9982,3.42,0.9,10.0,6 +7.6,0.41,0.49,2.0,0.08800000000000001,16.0,43.0,0.998,3.48,0.64,9.1,5 +8.2,0.39,0.49,2.3,0.099,47.0,133.0,0.9979,3.38,0.99,9.8,5 +9.3,0.4,0.49,2.5,0.085,38.0,142.0,0.9978,3.22,0.55,9.4,5 +9.2,0.43,0.49,2.4,0.086,23.0,116.0,0.9976,3.23,0.64,9.5,5 +10.4,0.64,0.24,2.8,0.105,29.0,53.0,0.9998,3.24,0.67,9.9,5 +7.3,0.365,0.49,2.5,0.08800000000000001,39.0,106.0,0.9966,3.36,0.78,11.0,5 +7.0,0.38,0.49,2.5,0.09699999999999999,33.0,85.0,0.9962,3.39,0.77,11.4,6 +8.2,0.42,0.49,2.6,0.084,32.0,55.0,0.9988,3.34,0.75,8.7,6 +9.9,0.63,0.24,2.4,0.077,6.0,33.0,0.9974,3.09,0.57,9.4,5 +9.1,0.22,0.24,2.1,0.078,1.0,28.0,0.9990000000000001,3.41,0.87,10.3,6 +11.9,0.38,0.49,2.7,0.098,12.0,42.0,1.0004,3.16,0.61,10.3,5 +11.9,0.38,0.49,2.7,0.098,12.0,42.0,1.0004,3.16,0.61,10.3,5 +10.3,0.27,0.24,2.1,0.07200000000000001,15.0,33.0,0.9956,3.22,0.66,12.8,6 +10.0,0.48,0.24,2.7,0.102,13.0,32.0,1.0,3.28,0.56,10.0,6 +9.1,0.22,0.24,2.1,0.078,1.0,28.0,0.9990000000000001,3.41,0.87,10.3,6 +9.9,0.63,0.24,2.4,0.077,6.0,33.0,0.9974,3.09,0.57,9.4,5 +8.1,0.825,0.24,2.1,0.084,5.0,13.0,0.9972,3.37,0.77,10.7,6 +12.9,0.35,0.49,5.8,0.066,5.0,35.0,1.0014,3.2,0.66,12.0,7 +11.2,0.5,0.74,5.15,0.1,5.0,17.0,0.9996,3.22,0.62,11.2,5 +9.2,0.59,0.24,3.3,0.10099999999999999,20.0,47.0,0.9988,3.26,0.67,9.6,5 +9.5,0.46,0.49,6.3,0.064,5.0,17.0,0.9988,3.21,0.73,11.0,6 +9.3,0.715,0.24,2.1,0.07,5.0,20.0,0.9966,3.12,0.59,9.9,5 +11.2,0.66,0.24,2.5,0.085,16.0,53.0,0.9993,3.06,0.72,11.0,6 +14.3,0.31,0.74,1.8,0.075,6.0,15.0,1.0008,2.86,0.79,8.4,6 +9.1,0.47,0.49,2.6,0.094,38.0,106.0,0.9982,3.08,0.59,9.1,5 +7.5,0.55,0.24,2.0,0.078,10.0,28.0,0.9983,3.45,0.78,9.5,6 +10.6,0.31,0.49,2.5,0.067,6.0,21.0,0.9987,3.26,0.86,10.7,6 +12.4,0.35,0.49,2.6,0.079,27.0,69.0,0.9994,3.12,0.75,10.4,6 +9.0,0.53,0.49,1.9,0.171,6.0,25.0,0.9975,3.27,0.61,9.4,6 +6.8,0.51,0.01,2.1,0.07400000000000001,9.0,25.0,0.9958,3.33,0.56,9.5,6 +9.4,0.43,0.24,2.8,0.092,14.0,45.0,0.998,3.19,0.73,10.0,6 +9.5,0.46,0.24,2.7,0.092,14.0,44.0,0.998,3.12,0.74,10.0,6 +5.0,1.04,0.24,1.6,0.05,32.0,96.0,0.9934,3.74,0.62,11.5,5 +15.5,0.645,0.49,4.2,0.095,10.0,23.0,1.00315,2.92,0.74,11.1,5 +15.5,0.645,0.49,4.2,0.095,10.0,23.0,1.00315,2.92,0.74,11.1,5 +10.9,0.53,0.49,4.6,0.11800000000000001,10.0,17.0,1.0002,3.07,0.56,11.7,6 +15.6,0.645,0.49,4.2,0.095,10.0,23.0,1.00315,2.92,0.74,11.1,5 +10.9,0.53,0.49,4.6,0.11800000000000001,10.0,17.0,1.0002,3.07,0.56,11.7,6 +13.0,0.47,0.49,4.3,0.085,6.0,47.0,1.0021,3.3,0.68,12.7,6 +12.7,0.6,0.49,2.8,0.075,5.0,19.0,0.9994,3.14,0.57,11.4,5 +9.0,0.44,0.49,2.4,0.078,26.0,121.0,0.9978,3.23,0.58,9.2,5 +9.0,0.54,0.49,2.9,0.094,41.0,110.0,0.9982,3.08,0.61,9.2,5 +7.6,0.29,0.49,2.7,0.092,25.0,60.0,0.9971,3.31,0.61,10.1,6 +13.0,0.47,0.49,4.3,0.085,6.0,47.0,1.0021,3.3,0.68,12.7,6 +12.7,0.6,0.49,2.8,0.075,5.0,19.0,0.9994,3.14,0.57,11.4,5 +8.7,0.7,0.24,2.5,0.226,5.0,15.0,0.9991,3.32,0.6,9.0,6 +8.7,0.7,0.24,2.5,0.226,5.0,15.0,0.9991,3.32,0.6,9.0,6 +9.8,0.5,0.49,2.6,0.25,5.0,20.0,0.9990000000000001,3.31,0.79,10.7,6 +6.2,0.36,0.24,2.2,0.095,19.0,42.0,0.9946,3.57,0.57,11.7,6 +11.5,0.35,0.49,3.3,0.07,10.0,37.0,1.0003,3.32,0.91,11.0,6 +6.2,0.36,0.24,2.2,0.095,19.0,42.0,0.9946,3.57,0.57,11.7,6 +10.2,0.24,0.49,2.4,0.075,10.0,28.0,0.9978,3.14,0.61,10.4,5 +10.5,0.59,0.49,2.1,0.07,14.0,47.0,0.9991,3.3,0.56,9.6,4 +10.6,0.34,0.49,3.2,0.078,20.0,78.0,0.9992,3.19,0.7,10.0,6 +12.3,0.27,0.49,3.1,0.079,28.0,46.0,0.9993,3.2,0.8,10.2,6 +9.9,0.5,0.24,2.3,0.10300000000000001,6.0,14.0,0.9978,3.34,0.52,10.0,4 +8.8,0.44,0.49,2.8,0.083,18.0,111.0,0.9982,3.3,0.6,9.5,5 +8.8,0.47,0.49,2.9,0.085,17.0,110.0,0.9982,3.29,0.6,9.8,5 +10.6,0.31,0.49,2.2,0.063,18.0,40.0,0.9976,3.14,0.51,9.8,6 +12.3,0.5,0.49,2.2,0.08900000000000001,5.0,14.0,1.0002,3.19,0.44,9.6,5 +12.3,0.5,0.49,2.2,0.08900000000000001,5.0,14.0,1.0002,3.19,0.44,9.6,5 +11.7,0.49,0.49,2.2,0.083,5.0,15.0,1.0,3.19,0.43,9.2,5 +12.0,0.28,0.49,1.9,0.07400000000000001,10.0,21.0,0.9976,2.98,0.66,9.9,7 +11.8,0.33,0.49,3.4,0.09300000000000001,54.0,80.0,1.0002,3.3,0.76,10.7,7 +7.6,0.51,0.24,2.4,0.091,8.0,38.0,0.998,3.47,0.66,9.6,6 +11.1,0.31,0.49,2.7,0.094,16.0,47.0,0.9986,3.12,1.02,10.6,7 +7.3,0.73,0.24,1.9,0.10800000000000001,18.0,102.0,0.9967,3.26,0.59,9.3,5 +5.0,0.42,0.24,2.0,0.06,19.0,50.0,0.9917,3.72,0.74,14.0,8 +10.2,0.29,0.49,2.6,0.059000000000000004,5.0,13.0,0.9976,3.05,0.74,10.5,7 +9.0,0.45,0.49,2.6,0.084,21.0,75.0,0.9987,3.35,0.57,9.7,5 +6.6,0.39,0.49,1.7,0.07,23.0,149.0,0.9922,3.12,0.5,11.5,6 +9.0,0.45,0.49,2.6,0.084,21.0,75.0,0.9987,3.35,0.57,9.7,5 +9.9,0.49,0.58,3.5,0.094,9.0,43.0,1.0004,3.29,0.58,9.0,5 +7.9,0.72,0.17,2.6,0.096,20.0,38.0,0.9978,3.4,0.53,9.5,5 +8.9,0.595,0.41,7.9,0.086,30.0,109.0,0.9998,3.27,0.57,9.3,5 +12.4,0.4,0.51,2.0,0.059000000000000004,6.0,24.0,0.9994,3.04,0.6,9.3,6 +11.9,0.58,0.58,1.9,0.071,5.0,18.0,0.998,3.09,0.63,10.0,6 +8.5,0.585,0.18,2.1,0.078,5.0,30.0,0.9967,3.2,0.48,9.8,6 +12.7,0.59,0.45,2.3,0.08199999999999999,11.0,22.0,1.0,3.0,0.7,9.3,6 +8.2,0.915,0.27,2.1,0.08800000000000001,7.0,23.0,0.9962,3.26,0.47,10.0,4 +13.2,0.46,0.52,2.2,0.071,12.0,35.0,1.0006,3.1,0.56,9.0,6 +7.7,0.835,0.0,2.6,0.081,6.0,14.0,0.9975,3.3,0.52,9.3,5 +13.2,0.46,0.52,2.2,0.071,12.0,35.0,1.0006,3.1,0.56,9.0,6 +8.3,0.58,0.13,2.9,0.096,14.0,63.0,0.9984,3.17,0.62,9.1,6 +8.3,0.6,0.13,2.6,0.085,6.0,24.0,0.9984,3.31,0.59,9.2,6 +9.4,0.41,0.48,4.6,0.07200000000000001,10.0,20.0,0.9973,3.34,0.79,12.2,7 +8.8,0.48,0.41,3.3,0.092,26.0,52.0,0.9982,3.31,0.53,10.5,6 +10.1,0.65,0.37,5.1,0.11,11.0,65.0,1.0026,3.32,0.64,10.4,6 +6.3,0.36,0.19,3.2,0.075,15.0,39.0,0.9956,3.56,0.52,12.7,6 +8.8,0.24,0.54,2.5,0.083,25.0,57.0,0.9983,3.39,0.54,9.2,5 +13.2,0.38,0.55,2.7,0.081,5.0,16.0,1.0006,2.98,0.54,9.4,5 +7.5,0.64,0.0,2.4,0.077,18.0,29.0,0.9965,3.32,0.6,10.0,6 +8.2,0.39,0.38,1.5,0.057999999999999996,10.0,29.0,0.9962,3.26,0.74,9.8,5 +9.2,0.755,0.18,2.2,0.14800000000000002,10.0,103.0,0.9969,2.87,1.36,10.2,6 +9.6,0.6,0.5,2.3,0.079,28.0,71.0,0.9997,3.5,0.57,9.7,5 +9.6,0.6,0.5,2.3,0.079,28.0,71.0,0.9997,3.5,0.57,9.7,5 +11.5,0.31,0.51,2.2,0.079,14.0,28.0,0.9982,3.03,0.93,9.8,6 +11.4,0.46,0.5,2.7,0.122,4.0,17.0,1.0006,3.13,0.7,10.2,5 +11.3,0.37,0.41,2.3,0.08800000000000001,6.0,16.0,0.9988,3.09,0.8,9.3,5 +8.3,0.54,0.24,3.4,0.076,16.0,112.0,0.9976,3.27,0.61,9.4,5 +8.2,0.56,0.23,3.4,0.078,14.0,104.0,0.9976,3.28,0.62,9.4,5 +10.0,0.58,0.22,1.9,0.08,9.0,32.0,0.9974,3.13,0.55,9.5,5 +7.9,0.51,0.25,2.9,0.077,21.0,45.0,0.9974,3.49,0.96,12.1,6 +6.8,0.69,0.0,5.6,0.124,21.0,58.0,0.9997,3.46,0.72,10.2,5 +6.8,0.69,0.0,5.6,0.124,21.0,58.0,0.9997,3.46,0.72,10.2,5 +8.8,0.6,0.29,2.2,0.098,5.0,15.0,0.9988,3.36,0.49,9.1,5 +8.8,0.6,0.29,2.2,0.098,5.0,15.0,0.9988,3.36,0.49,9.1,5 +8.7,0.54,0.26,2.5,0.09699999999999999,7.0,31.0,0.9976,3.27,0.6,9.3,6 +7.6,0.685,0.23,2.3,0.111,20.0,84.0,0.9964,3.21,0.61,9.3,5 +8.7,0.54,0.26,2.5,0.09699999999999999,7.0,31.0,0.9976,3.27,0.6,9.3,6 +10.4,0.28,0.54,2.7,0.105,5.0,19.0,0.9988,3.25,0.63,9.5,5 +7.6,0.41,0.14,3.0,0.087,21.0,43.0,0.9964,3.32,0.57,10.5,6 +10.1,0.935,0.22,3.4,0.105,11.0,86.0,1.001,3.43,0.64,11.3,4 +7.9,0.35,0.21,1.9,0.073,46.0,102.0,0.9964,3.27,0.58,9.5,5 +8.7,0.84,0.0,1.4,0.065,24.0,33.0,0.9954,3.27,0.55,9.7,5 +9.6,0.88,0.28,2.4,0.086,30.0,147.0,0.9979,3.24,0.53,9.4,5 +9.5,0.885,0.27,2.3,0.084,31.0,145.0,0.9978,3.24,0.53,9.4,5 +7.7,0.915,0.12,2.2,0.14300000000000002,7.0,23.0,0.9964,3.35,0.65,10.2,7 +8.9,0.29,0.35,1.9,0.067,25.0,57.0,0.997,3.18,1.36,10.3,6 +9.9,0.54,0.45,2.3,0.071,16.0,40.0,0.9991,3.39,0.62,9.4,5 +9.5,0.59,0.44,2.3,0.071,21.0,68.0,0.9992,3.46,0.63,9.5,5 +9.9,0.54,0.45,2.3,0.071,16.0,40.0,0.9991,3.39,0.62,9.4,5 +9.5,0.59,0.44,2.3,0.071,21.0,68.0,0.9992,3.46,0.63,9.5,5 +9.9,0.54,0.45,2.3,0.071,16.0,40.0,0.9991,3.39,0.62,9.4,5 +7.8,0.64,0.1,6.0,0.115,5.0,11.0,0.9984,3.37,0.69,10.1,7 +7.3,0.67,0.05,3.6,0.107,6.0,20.0,0.9972,3.4,0.63,10.1,5 +8.3,0.845,0.01,2.2,0.07,5.0,14.0,0.9967,3.32,0.58,11.0,4 +8.7,0.48,0.3,2.8,0.066,10.0,28.0,0.9964,3.33,0.67,11.2,7 +6.7,0.42,0.27,8.6,0.068,24.0,148.0,0.9948,3.16,0.57,11.3,6 +10.7,0.43,0.39,2.2,0.106,8.0,32.0,0.9986,2.89,0.5,9.6,5 +9.8,0.88,0.25,2.5,0.10400000000000001,35.0,155.0,1.001,3.41,0.67,11.2,5 +15.9,0.36,0.65,7.5,0.096,22.0,71.0,0.9976,2.98,0.84,14.9,5 +9.4,0.33,0.59,2.8,0.079,9.0,30.0,0.9976,3.12,0.54,12.0,6 +8.6,0.47,0.47,2.4,0.07400000000000001,7.0,29.0,0.9979,3.08,0.46,9.5,5 +9.7,0.55,0.17,2.9,0.087,20.0,53.0,1.0004,3.14,0.61,9.4,5 +10.7,0.43,0.39,2.2,0.106,8.0,32.0,0.9986,2.89,0.5,9.6,5 +12.0,0.5,0.59,1.4,0.073,23.0,42.0,0.998,2.92,0.68,10.5,7 +7.2,0.52,0.07,1.4,0.07400000000000001,5.0,20.0,0.9973,3.32,0.81,9.6,6 +7.1,0.84,0.02,4.4,0.096,5.0,13.0,0.997,3.41,0.57,11.0,4 +7.2,0.52,0.07,1.4,0.07400000000000001,5.0,20.0,0.9973,3.32,0.81,9.6,6 +7.5,0.42,0.31,1.6,0.08,15.0,42.0,0.9978,3.31,0.64,9.0,5 +7.2,0.57,0.06,1.6,0.076,9.0,27.0,0.9972,3.36,0.7,9.6,6 +10.1,0.28,0.46,1.8,0.05,5.0,13.0,0.9974,3.04,0.79,10.2,6 +12.1,0.4,0.52,2.0,0.092,15.0,54.0,1.0,3.03,0.66,10.2,5 +9.4,0.59,0.14,2.0,0.084,25.0,48.0,0.9981,3.14,0.56,9.7,5 +8.3,0.49,0.36,1.8,0.222,6.0,16.0,0.998,3.18,0.6,9.5,6 +11.3,0.34,0.45,2.0,0.08199999999999999,6.0,15.0,0.9988,2.94,0.66,9.2,6 +10.0,0.73,0.43,2.3,0.059000000000000004,15.0,31.0,0.9966,3.15,0.57,11.0,5 +11.3,0.34,0.45,2.0,0.08199999999999999,6.0,15.0,0.9988,2.94,0.66,9.2,6 +6.9,0.4,0.24,2.5,0.083,30.0,45.0,0.9959,3.26,0.58,10.0,5 +8.2,0.73,0.21,1.7,0.07400000000000001,5.0,13.0,0.9968,3.2,0.52,9.5,5 +9.8,1.24,0.34,2.0,0.079,32.0,151.0,0.998,3.15,0.53,9.5,5 +8.2,0.73,0.21,1.7,0.07400000000000001,5.0,13.0,0.9968,3.2,0.52,9.5,5 +10.8,0.4,0.41,2.2,0.084,7.0,17.0,0.9984,3.08,0.67,9.3,6 +9.3,0.41,0.39,2.2,0.064,12.0,31.0,0.9984,3.26,0.65,10.2,5 +10.8,0.4,0.41,2.2,0.084,7.0,17.0,0.9984,3.08,0.67,9.3,6 +8.6,0.8,0.11,2.3,0.084,12.0,31.0,0.9979,3.4,0.48,9.9,5 +8.3,0.78,0.1,2.6,0.081,45.0,87.0,0.9983,3.48,0.53,10.0,5 +10.8,0.26,0.45,3.3,0.06,20.0,49.0,0.9972,3.13,0.54,9.6,5 +13.3,0.43,0.58,1.9,0.07,15.0,40.0,1.0004,3.06,0.49,9.0,5 +8.0,0.45,0.23,2.2,0.094,16.0,29.0,0.9962,3.21,0.49,10.2,6 +8.5,0.46,0.31,2.25,0.078,32.0,58.0,0.998,3.33,0.54,9.8,5 +8.1,0.78,0.23,2.6,0.059000000000000004,5.0,15.0,0.997,3.37,0.56,11.3,5 +9.8,0.98,0.32,2.3,0.078,35.0,152.0,0.998,3.25,0.48,9.4,5 +8.1,0.78,0.23,2.6,0.059000000000000004,5.0,15.0,0.997,3.37,0.56,11.3,5 +7.1,0.65,0.18,1.8,0.07,13.0,40.0,0.997,3.44,0.6,9.1,5 +9.1,0.64,0.23,3.1,0.095,13.0,38.0,0.9998,3.28,0.59,9.7,5 +7.7,0.66,0.04,1.6,0.039,4.0,9.0,0.9962,3.4,0.47,9.4,5 +8.1,0.38,0.48,1.8,0.157,5.0,17.0,0.9976,3.3,1.05,9.4,5 +7.4,1.185,0.0,4.25,0.09699999999999999,5.0,14.0,0.9966,3.63,0.54,10.7,3 +9.2,0.92,0.24,2.6,0.087,12.0,93.0,0.9998,3.48,0.54,9.8,5 +8.6,0.49,0.51,2.0,0.42200000000000004,16.0,62.0,0.9979,3.03,1.17,9.0,5 +9.0,0.48,0.32,2.8,0.084,21.0,122.0,0.9984,3.32,0.62,9.4,5 +9.0,0.47,0.31,2.7,0.084,24.0,125.0,0.9984,3.31,0.61,9.4,5 +5.1,0.47,0.02,1.3,0.034,18.0,44.0,0.9921,3.9,0.62,12.8,6 +7.0,0.65,0.02,2.1,0.066,8.0,25.0,0.9972,3.47,0.67,9.5,6 +7.0,0.65,0.02,2.1,0.066,8.0,25.0,0.9972,3.47,0.67,9.5,6 +9.4,0.615,0.28,3.2,0.087,18.0,72.0,1.0001,3.31,0.53,9.7,5 +11.8,0.38,0.55,2.1,0.071,5.0,19.0,0.9986,3.11,0.62,10.8,6 +10.6,1.02,0.43,2.9,0.076,26.0,88.0,0.9984,3.08,0.57,10.1,6 +7.0,0.65,0.02,2.1,0.066,8.0,25.0,0.9972,3.47,0.67,9.5,6 +7.0,0.64,0.02,2.1,0.067,9.0,23.0,0.997,3.47,0.67,9.4,6 +7.5,0.38,0.48,2.6,0.073,22.0,84.0,0.9972,3.32,0.7,9.6,4 +9.1,0.765,0.04,1.6,0.078,4.0,14.0,0.998,3.29,0.54,9.7,4 +8.4,1.035,0.15,6.0,0.073,11.0,54.0,0.9990000000000001,3.37,0.49,9.9,5 +7.0,0.78,0.08,2.0,0.09300000000000001,10.0,19.0,0.9956,3.4,0.47,10.0,5 +7.4,0.49,0.19,3.0,0.077,16.0,37.0,0.9966,3.37,0.51,10.5,5 +7.8,0.545,0.12,2.5,0.068,11.0,35.0,0.996,3.34,0.61,11.6,6 +9.7,0.31,0.47,1.6,0.062,13.0,33.0,0.9983,3.27,0.66,10.0,6 +10.6,1.025,0.43,2.8,0.08,21.0,84.0,0.9985,3.06,0.57,10.1,5 +8.9,0.565,0.34,3.0,0.09300000000000001,16.0,112.0,0.9998,3.38,0.61,9.5,5 +8.7,0.69,0.0,3.2,0.084,13.0,33.0,0.9992,3.36,0.45,9.4,5 +8.0,0.43,0.36,2.3,0.075,10.0,48.0,0.9976,3.34,0.46,9.4,5 +9.9,0.74,0.28,2.6,0.078,21.0,77.0,0.998,3.28,0.51,9.8,5 +7.2,0.49,0.18,2.7,0.069,13.0,34.0,0.9967,3.29,0.48,9.2,6 +8.0,0.43,0.36,2.3,0.075,10.0,48.0,0.9976,3.34,0.46,9.4,5 +7.6,0.46,0.11,2.6,0.079,12.0,49.0,0.9968,3.21,0.57,10.0,5 +8.4,0.56,0.04,2.0,0.08199999999999999,10.0,22.0,0.9976,3.22,0.44,9.6,5 +7.1,0.66,0.0,3.9,0.086,17.0,45.0,0.9976,3.46,0.54,9.5,5 +8.4,0.56,0.04,2.0,0.08199999999999999,10.0,22.0,0.9976,3.22,0.44,9.6,5 +8.9,0.48,0.24,2.85,0.094,35.0,106.0,0.9982,3.1,0.53,9.2,5 +7.6,0.42,0.08,2.7,0.084,15.0,48.0,0.9968,3.21,0.59,10.0,5 +7.1,0.31,0.3,2.2,0.053,36.0,127.0,0.9965,2.94,1.62,9.5,5 +7.5,1.115,0.1,3.1,0.086,5.0,12.0,0.9958,3.54,0.6,11.2,4 +9.0,0.66,0.17,3.0,0.077,5.0,13.0,0.9976,3.29,0.55,10.4,5 +8.1,0.72,0.09,2.8,0.084,18.0,49.0,0.9994,3.43,0.72,11.1,6 +6.4,0.57,0.02,1.8,0.067,4.0,11.0,0.997,3.46,0.68,9.5,5 +6.4,0.57,0.02,1.8,0.067,4.0,11.0,0.997,3.46,0.68,9.5,5 +6.4,0.865,0.03,3.2,0.071,27.0,58.0,0.995,3.61,0.49,12.7,6 +9.5,0.55,0.66,2.3,0.387,12.0,37.0,0.9982,3.17,0.67,9.6,5 +8.9,0.875,0.13,3.45,0.08800000000000001,4.0,14.0,0.9994,3.44,0.52,11.5,5 +7.3,0.835,0.03,2.1,0.092,10.0,19.0,0.9966,3.39,0.47,9.6,5 +7.0,0.45,0.34,2.7,0.08199999999999999,16.0,72.0,0.998,3.55,0.6,9.5,5 +7.7,0.56,0.2,2.0,0.075,9.0,39.0,0.9987,3.48,0.62,9.3,5 +7.7,0.965,0.1,2.1,0.11199999999999999,11.0,22.0,0.9963,3.26,0.5,9.5,5 +7.7,0.965,0.1,2.1,0.11199999999999999,11.0,22.0,0.9963,3.26,0.5,9.5,5 +8.2,0.59,0.0,2.5,0.09300000000000001,19.0,58.0,1.0002,3.5,0.65,9.3,6 +9.0,0.46,0.23,2.8,0.092,28.0,104.0,0.9983,3.1,0.56,9.2,5 +9.0,0.69,0.0,2.4,0.08800000000000001,19.0,38.0,0.9990000000000001,3.35,0.6,9.3,5 +8.3,0.76,0.29,4.2,0.075,12.0,16.0,0.9965,3.45,0.68,11.5,6 +9.2,0.53,0.24,2.6,0.078,28.0,139.0,0.9978799999999999,3.21,0.57,9.5,5 +6.5,0.615,0.0,1.9,0.065,9.0,18.0,0.9972,3.46,0.65,9.2,5 +11.6,0.41,0.58,2.8,0.096,25.0,101.0,1.00024,3.13,0.53,10.0,5 +11.1,0.39,0.54,2.7,0.095,21.0,101.0,1.0001,3.13,0.51,9.5,5 +7.3,0.51,0.18,2.1,0.07,12.0,28.0,0.9976799999999999,3.52,0.73,9.5,6 +8.2,0.34,0.38,2.5,0.08,12.0,57.0,0.9978,3.3,0.47,9.0,6 +8.6,0.33,0.4,2.6,0.083,16.0,68.0,0.99782,3.3,0.48,9.4,5 +7.2,0.5,0.18,2.1,0.071,12.0,31.0,0.99761,3.52,0.72,9.6,6 +7.3,0.51,0.18,2.1,0.07,12.0,28.0,0.9976799999999999,3.52,0.73,9.5,6 +8.3,0.65,0.1,2.9,0.08900000000000001,17.0,40.0,0.99803,3.29,0.55,9.5,5 +8.3,0.65,0.1,2.9,0.08900000000000001,17.0,40.0,0.99803,3.29,0.55,9.5,5 +7.6,0.54,0.13,2.5,0.09699999999999999,24.0,66.0,0.99785,3.39,0.61,9.4,5 +8.3,0.65,0.1,2.9,0.08900000000000001,17.0,40.0,0.99803,3.29,0.55,9.5,5 +7.8,0.48,0.68,1.7,0.415,14.0,32.0,0.99656,3.09,1.06,9.1,6 +7.8,0.91,0.07,1.9,0.057999999999999996,22.0,47.0,0.99525,3.51,0.43,10.7,6 +6.3,0.98,0.01,2.0,0.057,15.0,33.0,0.9948799999999999,3.6,0.46,11.2,6 +8.1,0.87,0.0,2.2,0.084,10.0,31.0,0.99656,3.25,0.5,9.8,5 +8.1,0.87,0.0,2.2,0.084,10.0,31.0,0.99656,3.25,0.5,9.8,5 +8.8,0.42,0.21,2.5,0.092,33.0,88.0,0.99823,3.19,0.52,9.2,5 +9.0,0.58,0.25,2.8,0.075,9.0,104.0,0.99779,3.23,0.57,9.7,5 +9.3,0.655,0.26,2.0,0.096,5.0,35.0,0.9973799999999999,3.25,0.42,9.6,5 +8.8,0.7,0.0,1.7,0.069,8.0,19.0,0.9970100000000001,3.31,0.53,10.0,6 +9.3,0.655,0.26,2.0,0.096,5.0,35.0,0.9973799999999999,3.25,0.42,9.6,5 +9.1,0.68,0.11,2.8,0.09300000000000001,11.0,44.0,0.9988799999999999,3.31,0.55,9.5,6 +9.2,0.67,0.1,3.0,0.091,12.0,48.0,0.9988799999999999,3.31,0.54,9.5,6 +8.8,0.59,0.18,2.9,0.08900000000000001,12.0,74.0,0.9973799999999999,3.14,0.54,9.4,5 +7.5,0.6,0.32,2.7,0.10300000000000001,13.0,98.0,0.9993799999999999,3.45,0.62,9.5,5 +7.1,0.59,0.02,2.3,0.08199999999999999,24.0,94.0,0.99744,3.55,0.53,9.7,6 +7.9,0.72,0.01,1.9,0.076,7.0,32.0,0.9966799999999999,3.39,0.54,9.6,5 +7.1,0.59,0.02,2.3,0.08199999999999999,24.0,94.0,0.99744,3.55,0.53,9.7,6 +9.4,0.685,0.26,2.4,0.08199999999999999,23.0,143.0,0.9978,3.28,0.55,9.4,5 +9.5,0.57,0.27,2.3,0.08199999999999999,23.0,144.0,0.99782,3.27,0.55,9.4,5 +7.9,0.4,0.29,1.8,0.157,1.0,44.0,0.9973,3.3,0.92,9.5,6 +7.9,0.4,0.3,1.8,0.157,2.0,45.0,0.9972700000000001,3.31,0.91,9.5,6 +7.2,1.0,0.0,3.0,0.102,7.0,16.0,0.9958600000000001,3.43,0.46,10.0,5 +6.9,0.765,0.18,2.4,0.243,5.5,48.0,0.9961200000000001,3.4,0.6,10.3,6 +6.9,0.635,0.17,2.4,0.24100000000000002,6.0,18.0,0.9961,3.4,0.59,10.3,6 +8.3,0.43,0.3,3.4,0.079,7.0,34.0,0.9978799999999999,3.36,0.61,10.5,5 +7.1,0.52,0.03,2.6,0.076,21.0,92.0,0.99745,3.5,0.6,9.8,5 +7.0,0.57,0.0,2.0,0.19,12.0,45.0,0.9967600000000001,3.31,0.6,9.4,6 +6.5,0.46,0.14,2.4,0.114,9.0,37.0,0.9973200000000001,3.66,0.65,9.8,5 +9.0,0.82,0.05,2.4,0.081,26.0,96.0,0.9981399999999999,3.36,0.53,10.0,5 +6.5,0.46,0.14,2.4,0.114,9.0,37.0,0.9973200000000001,3.66,0.65,9.8,5 +7.1,0.59,0.01,2.5,0.077,20.0,85.0,0.99746,3.55,0.59,9.8,5 +9.9,0.35,0.41,2.3,0.083,11.0,61.0,0.9982,3.21,0.5,9.5,5 +9.9,0.35,0.41,2.3,0.083,11.0,61.0,0.9982,3.21,0.5,9.5,5 +10.0,0.56,0.24,2.2,0.079,19.0,58.0,0.9991,3.18,0.56,10.1,6 +10.0,0.56,0.24,2.2,0.079,19.0,58.0,0.9991,3.18,0.56,10.1,6 +8.6,0.63,0.17,2.9,0.099,21.0,119.0,0.998,3.09,0.52,9.3,5 +7.4,0.37,0.43,2.6,0.08199999999999999,18.0,82.0,0.99708,3.33,0.68,9.7,6 +8.8,0.64,0.17,2.9,0.084,25.0,130.0,0.99818,3.23,0.54,9.6,5 +7.1,0.61,0.02,2.5,0.081,17.0,87.0,0.99745,3.48,0.6,9.7,6 +7.7,0.6,0.0,2.6,0.055,7.0,13.0,0.99639,3.38,0.56,10.8,5 +10.1,0.27,0.54,2.3,0.065,7.0,26.0,0.99531,3.17,0.53,12.5,6 +10.8,0.89,0.3,2.6,0.132,7.0,60.0,0.9978600000000001,2.99,1.18,10.2,5 +8.7,0.46,0.31,2.5,0.126,24.0,64.0,0.99746,3.1,0.74,9.6,5 +9.3,0.37,0.44,1.6,0.038,21.0,42.0,0.99526,3.24,0.81,10.8,7 +9.4,0.5,0.34,3.6,0.08199999999999999,5.0,14.0,0.9987,3.29,0.52,10.7,6 +9.4,0.5,0.34,3.6,0.08199999999999999,5.0,14.0,0.9987,3.29,0.52,10.7,6 +7.2,0.61,0.08,4.0,0.08199999999999999,26.0,108.0,0.99641,3.25,0.51,9.4,5 +8.6,0.55,0.09,3.3,0.068,8.0,17.0,0.99735,3.23,0.44,10.0,5 +5.1,0.585,0.0,1.7,0.044000000000000004,14.0,86.0,0.99264,3.56,0.94,12.9,7 +7.7,0.56,0.08,2.5,0.114,14.0,46.0,0.9971,3.24,0.66,9.6,6 +8.4,0.52,0.22,2.7,0.084,4.0,18.0,0.99682,3.26,0.57,9.9,6 +8.2,0.28,0.4,2.4,0.052000000000000005,4.0,10.0,0.99356,3.33,0.7,12.8,7 +8.4,0.25,0.39,2.0,0.040999999999999995,4.0,10.0,0.9938600000000001,3.27,0.71,12.5,7 +8.2,0.28,0.4,2.4,0.052000000000000005,4.0,10.0,0.99356,3.33,0.7,12.8,7 +7.4,0.53,0.12,1.9,0.165,4.0,12.0,0.99702,3.26,0.86,9.2,5 +7.6,0.48,0.31,2.8,0.07,4.0,15.0,0.9969299999999999,3.22,0.55,10.3,6 +7.3,0.49,0.1,2.6,0.068,4.0,14.0,0.9956200000000001,3.3,0.47,10.5,5 +12.9,0.5,0.55,2.8,0.07200000000000001,7.0,24.0,1.0001200000000001,3.09,0.68,10.9,6 +10.8,0.45,0.33,2.5,0.099,20.0,38.0,0.99818,3.24,0.71,10.8,5 +6.9,0.39,0.24,2.1,0.102,4.0,7.0,0.9946200000000001,3.44,0.58,11.4,4 +12.6,0.41,0.54,2.8,0.10300000000000001,19.0,41.0,0.99939,3.21,0.76,11.3,6 +10.8,0.45,0.33,2.5,0.099,20.0,38.0,0.99818,3.24,0.71,10.8,5 +9.8,0.51,0.19,3.2,0.081,8.0,30.0,0.9984,3.23,0.58,10.5,6 +10.8,0.29,0.42,1.6,0.084,19.0,27.0,0.99545,3.28,0.73,11.9,6 +7.1,0.715,0.0,2.35,0.071,21.0,47.0,0.9963200000000001,3.29,0.45,9.4,5 +9.1,0.66,0.15,3.2,0.09699999999999999,9.0,59.0,0.99976,3.28,0.54,9.6,5 +7.0,0.685,0.0,1.9,0.099,9.0,22.0,0.9960600000000001,3.34,0.6,9.7,5 +4.9,0.42,0.0,2.1,0.048,16.0,42.0,0.99154,3.71,0.74,14.0,7 +6.7,0.54,0.13,2.0,0.076,15.0,36.0,0.9973,3.61,0.64,9.8,5 +6.7,0.54,0.13,2.0,0.076,15.0,36.0,0.9973,3.61,0.64,9.8,5 +7.1,0.48,0.28,2.8,0.068,6.0,16.0,0.99682,3.24,0.53,10.3,5 +7.1,0.46,0.14,2.8,0.076,15.0,37.0,0.99624,3.36,0.49,10.7,5 +7.5,0.27,0.34,2.3,0.05,4.0,8.0,0.9951,3.4,0.64,11.0,7 +7.1,0.46,0.14,2.8,0.076,15.0,37.0,0.99624,3.36,0.49,10.7,5 +7.8,0.57,0.09,2.3,0.065,34.0,45.0,0.9941700000000001,3.46,0.74,12.7,8 +5.9,0.61,0.08,2.1,0.071,16.0,24.0,0.9937600000000001,3.56,0.77,11.1,6 +7.5,0.685,0.07,2.5,0.057999999999999996,5.0,9.0,0.9963200000000001,3.38,0.55,10.9,4 +5.9,0.61,0.08,2.1,0.071,16.0,24.0,0.9937600000000001,3.56,0.77,11.1,6 +10.4,0.44,0.42,1.5,0.145,34.0,48.0,0.9983200000000001,3.38,0.86,9.9,3 +11.6,0.47,0.44,1.6,0.147,36.0,51.0,0.99836,3.38,0.86,9.9,4 +8.8,0.685,0.26,1.6,0.08800000000000001,16.0,23.0,0.9969399999999999,3.32,0.47,9.4,5 +7.6,0.665,0.1,1.5,0.066,27.0,55.0,0.99655,3.39,0.51,9.3,5 +6.7,0.28,0.28,2.4,0.012,36.0,100.0,0.99064,3.26,0.39,11.7,7 +6.7,0.28,0.28,2.4,0.012,36.0,100.0,0.99064,3.26,0.39,11.7,7 +10.1,0.31,0.35,1.6,0.075,9.0,28.0,0.99672,3.24,0.83,11.2,7 +6.0,0.5,0.04,2.2,0.092,13.0,26.0,0.9964700000000001,3.46,0.47,10.0,5 +11.1,0.42,0.47,2.65,0.085,9.0,34.0,0.99736,3.24,0.77,12.1,7 +6.6,0.66,0.0,3.0,0.115,21.0,31.0,0.99629,3.45,0.63,10.3,5 +10.6,0.5,0.45,2.6,0.11900000000000001,34.0,68.0,0.99708,3.23,0.72,10.9,6 +7.1,0.685,0.35,2.0,0.08800000000000001,9.0,92.0,0.9963,3.28,0.62,9.4,5 +9.9,0.25,0.46,1.7,0.062,26.0,42.0,0.9959,3.18,0.83,10.6,6 +6.4,0.64,0.21,1.8,0.081,14.0,31.0,0.9968899999999999,3.59,0.66,9.8,5 +6.4,0.64,0.21,1.8,0.081,14.0,31.0,0.9968899999999999,3.59,0.66,9.8,5 +7.4,0.68,0.16,1.8,0.078,12.0,39.0,0.9977,3.5,0.7,9.9,6 +6.4,0.64,0.21,1.8,0.081,14.0,31.0,0.9968899999999999,3.59,0.66,9.8,5 +6.4,0.63,0.21,1.6,0.08,12.0,32.0,0.9968899999999999,3.58,0.66,9.8,5 +9.3,0.43,0.44,1.9,0.085,9.0,22.0,0.99708,3.28,0.55,9.5,5 +9.3,0.43,0.44,1.9,0.085,9.0,22.0,0.99708,3.28,0.55,9.5,5 +8.0,0.42,0.32,2.5,0.08,26.0,122.0,0.9980100000000001,3.22,1.07,9.7,5 +9.3,0.36,0.39,1.5,0.08,41.0,55.0,0.9965200000000001,3.47,0.73,10.9,6 +9.3,0.36,0.39,1.5,0.08,41.0,55.0,0.9965200000000001,3.47,0.73,10.9,6 +7.6,0.735,0.02,2.5,0.071,10.0,14.0,0.9953799999999999,3.51,0.71,11.7,7 +9.3,0.36,0.39,1.5,0.08,41.0,55.0,0.9965200000000001,3.47,0.73,10.9,6 +8.2,0.26,0.34,2.5,0.073,16.0,47.0,0.9959399999999999,3.4,0.78,11.3,7 +11.7,0.28,0.47,1.7,0.054000000000000006,17.0,32.0,0.9968600000000001,3.15,0.67,10.6,7 +6.8,0.56,0.22,1.8,0.07400000000000001,15.0,24.0,0.9943799999999999,3.4,0.82,11.2,6 +7.2,0.62,0.06,2.7,0.077,15.0,85.0,0.99746,3.51,0.54,9.5,5 +5.8,1.01,0.66,2.0,0.039,15.0,88.0,0.9935700000000001,3.66,0.6,11.5,6 +7.5,0.42,0.32,2.7,0.067,7.0,25.0,0.9962799999999999,3.24,0.44,10.4,5 +7.2,0.62,0.06,2.5,0.078,17.0,84.0,0.99746,3.51,0.53,9.7,5 +7.2,0.62,0.06,2.7,0.077,15.0,85.0,0.99746,3.51,0.54,9.5,5 +7.2,0.635,0.07,2.6,0.077,16.0,86.0,0.9974799999999999,3.51,0.54,9.7,5 +6.8,0.49,0.22,2.3,0.071,13.0,24.0,0.9943799999999999,3.41,0.83,11.3,6 +6.9,0.51,0.23,2.0,0.07200000000000001,13.0,22.0,0.9943799999999999,3.4,0.84,11.2,6 +6.8,0.56,0.22,1.8,0.07400000000000001,15.0,24.0,0.9943799999999999,3.4,0.82,11.2,6 +7.6,0.63,0.03,2.0,0.08,27.0,43.0,0.9957799999999999,3.44,0.64,10.9,6 +7.7,0.715,0.01,2.1,0.064,31.0,43.0,0.99371,3.41,0.57,11.8,6 +6.9,0.56,0.03,1.5,0.086,36.0,46.0,0.9952200000000001,3.53,0.57,10.6,5 +7.3,0.35,0.24,2.0,0.067,28.0,48.0,0.9957600000000001,3.43,0.54,10.0,4 +9.1,0.21,0.37,1.6,0.067,6.0,10.0,0.9955200000000001,3.23,0.58,11.1,7 +10.4,0.38,0.46,2.1,0.10400000000000001,6.0,10.0,0.99664,3.12,0.65,11.8,7 +8.8,0.31,0.4,2.8,0.109,7.0,16.0,0.9961399999999999,3.31,0.79,11.8,7 +7.1,0.47,0.0,2.2,0.067,7.0,14.0,0.9951700000000001,3.4,0.58,10.9,4 +7.7,0.715,0.01,2.1,0.064,31.0,43.0,0.99371,3.41,0.57,11.8,6 +8.8,0.61,0.19,4.0,0.094,30.0,69.0,0.99787,3.22,0.5,10.0,6 +7.2,0.6,0.04,2.5,0.076,18.0,88.0,0.99745,3.53,0.55,9.5,5 +9.2,0.56,0.18,1.6,0.078,10.0,21.0,0.9957600000000001,3.15,0.49,9.9,5 +7.6,0.715,0.0,2.1,0.068,30.0,35.0,0.9953299999999999,3.48,0.65,11.4,6 +8.4,0.31,0.29,3.1,0.19399999999999998,14.0,26.0,0.99536,3.22,0.78,12.0,6 +7.2,0.6,0.04,2.5,0.076,18.0,88.0,0.99745,3.53,0.55,9.5,5 +8.8,0.61,0.19,4.0,0.094,30.0,69.0,0.99787,3.22,0.5,10.0,6 +8.9,0.75,0.14,2.5,0.086,9.0,30.0,0.99824,3.34,0.64,10.5,5 +9.0,0.8,0.12,2.4,0.083,8.0,28.0,0.99836,3.33,0.65,10.4,6 +10.7,0.52,0.38,2.6,0.066,29.0,56.0,0.99577,3.15,0.79,12.1,7 +6.8,0.57,0.0,2.5,0.07200000000000001,32.0,64.0,0.9949100000000001,3.43,0.56,11.2,6 +10.7,0.9,0.34,6.6,0.11199999999999999,23.0,99.0,1.00289,3.22,0.68,9.3,5 +7.2,0.34,0.24,2.0,0.071,30.0,52.0,0.9957600000000001,3.44,0.58,10.1,5 +7.2,0.66,0.03,2.3,0.078,16.0,86.0,0.9974299999999999,3.53,0.57,9.7,5 +10.1,0.45,0.23,1.9,0.08199999999999999,10.0,18.0,0.99774,3.22,0.65,9.3,6 +7.2,0.66,0.03,2.3,0.078,16.0,86.0,0.9974299999999999,3.53,0.57,9.7,5 +7.2,0.63,0.03,2.2,0.08,17.0,88.0,0.99745,3.53,0.58,9.8,6 +7.1,0.59,0.01,2.3,0.08,27.0,43.0,0.9955,3.42,0.58,10.7,6 +8.3,0.31,0.39,2.4,0.078,17.0,43.0,0.99444,3.31,0.77,12.5,7 +7.1,0.59,0.01,2.3,0.08,27.0,43.0,0.9955,3.42,0.58,10.7,6 +8.3,0.31,0.39,2.4,0.078,17.0,43.0,0.99444,3.31,0.77,12.5,7 +8.3,1.02,0.02,3.4,0.084,6.0,11.0,0.99892,3.48,0.49,11.0,3 +8.9,0.31,0.36,2.6,0.055999999999999994,10.0,39.0,0.9956200000000001,3.4,0.69,11.8,5 +7.4,0.635,0.1,2.4,0.08,16.0,33.0,0.99736,3.58,0.69,10.8,7 +7.4,0.635,0.1,2.4,0.08,16.0,33.0,0.99736,3.58,0.69,10.8,7 +6.8,0.59,0.06,6.0,0.06,11.0,18.0,0.9962,3.41,0.59,10.8,7 +6.8,0.59,0.06,6.0,0.06,11.0,18.0,0.9962,3.41,0.59,10.8,7 +9.2,0.58,0.2,3.0,0.081,15.0,115.0,0.998,3.23,0.59,9.5,5 +7.2,0.54,0.27,2.6,0.084,12.0,78.0,0.9964,3.39,0.71,11.0,5 +6.1,0.56,0.0,2.2,0.079,6.0,9.0,0.9948,3.59,0.54,11.5,6 +7.4,0.52,0.13,2.4,0.078,34.0,61.0,0.9952799999999999,3.43,0.59,10.8,6 +7.3,0.305,0.39,1.2,0.059000000000000004,7.0,11.0,0.99331,3.29,0.52,11.5,6 +9.3,0.38,0.48,3.8,0.132,3.0,11.0,0.99577,3.23,0.57,13.2,6 +9.1,0.28,0.46,9.0,0.114,3.0,9.0,0.9990100000000001,3.18,0.6,10.9,6 +10.0,0.46,0.44,2.9,0.065,4.0,8.0,0.99674,3.33,0.62,12.2,6 +9.4,0.395,0.46,4.6,0.094,3.0,10.0,0.99639,3.27,0.64,12.2,7 +7.3,0.305,0.39,1.2,0.059000000000000004,7.0,11.0,0.99331,3.29,0.52,11.5,6 +8.6,0.315,0.4,2.2,0.079,3.0,6.0,0.9951200000000001,3.27,0.67,11.9,6 +5.3,0.715,0.19,1.5,0.161,7.0,62.0,0.99395,3.62,0.61,11.0,5 +6.8,0.41,0.31,8.8,0.084,26.0,45.0,0.99824,3.38,0.64,10.1,6 +8.4,0.36,0.32,2.2,0.081,32.0,79.0,0.9964,3.3,0.72,11.0,6 +8.4,0.62,0.12,1.8,0.07200000000000001,38.0,46.0,0.9950399999999999,3.38,0.89,11.8,6 +9.6,0.41,0.37,2.3,0.091,10.0,23.0,0.9978600000000001,3.24,0.56,10.5,5 +8.4,0.36,0.32,2.2,0.081,32.0,79.0,0.9964,3.3,0.72,11.0,6 +8.4,0.62,0.12,1.8,0.07200000000000001,38.0,46.0,0.9950399999999999,3.38,0.89,11.8,6 +6.8,0.41,0.31,8.8,0.084,26.0,45.0,0.99824,3.38,0.64,10.1,6 +8.6,0.47,0.27,2.3,0.055,14.0,28.0,0.99516,3.18,0.8,11.2,5 +8.6,0.22,0.36,1.9,0.064,53.0,77.0,0.9960399999999999,3.47,0.87,11.0,7 +9.4,0.24,0.33,2.3,0.061,52.0,73.0,0.9978600000000001,3.47,0.9,10.2,6 +8.4,0.67,0.19,2.2,0.09300000000000001,11.0,75.0,0.99736,3.2,0.59,9.2,4 +8.6,0.47,0.27,2.3,0.055,14.0,28.0,0.99516,3.18,0.8,11.2,5 +8.7,0.33,0.38,3.3,0.063,10.0,19.0,0.9946799999999999,3.3,0.73,12.0,7 +6.6,0.61,0.01,1.9,0.08,8.0,25.0,0.99746,3.69,0.73,10.5,5 +7.4,0.61,0.01,2.0,0.07400000000000001,13.0,38.0,0.9974799999999999,3.48,0.65,9.8,5 +7.6,0.4,0.29,1.9,0.078,29.0,66.0,0.9971,3.45,0.59,9.5,6 +7.4,0.61,0.01,2.0,0.07400000000000001,13.0,38.0,0.9974799999999999,3.48,0.65,9.8,5 +6.6,0.61,0.01,1.9,0.08,8.0,25.0,0.99746,3.69,0.73,10.5,5 +8.8,0.3,0.38,2.3,0.06,19.0,72.0,0.9954299999999999,3.39,0.72,11.8,6 +8.8,0.3,0.38,2.3,0.06,19.0,72.0,0.9954299999999999,3.39,0.72,11.8,6 +12.0,0.63,0.5,1.4,0.071,6.0,26.0,0.9979100000000001,3.07,0.6,10.4,4 +7.2,0.38,0.38,2.8,0.068,23.0,42.0,0.99356,3.34,0.72,12.9,7 +6.2,0.46,0.17,1.6,0.073,7.0,11.0,0.99425,3.61,0.54,11.4,5 +9.6,0.33,0.52,2.2,0.07400000000000001,13.0,25.0,0.9950899999999999,3.36,0.76,12.4,7 +9.9,0.27,0.49,5.0,0.08199999999999999,9.0,17.0,0.99484,3.19,0.52,12.5,7 +10.1,0.43,0.4,2.6,0.092,13.0,52.0,0.99834,3.22,0.64,10.0,7 +9.8,0.5,0.34,2.3,0.094,10.0,45.0,0.99864,3.24,0.6,9.7,7 +8.3,0.3,0.49,3.8,0.09,11.0,24.0,0.99498,3.27,0.64,12.1,7 +10.2,0.44,0.42,2.0,0.071,7.0,20.0,0.99566,3.14,0.79,11.1,7 +10.2,0.44,0.58,4.1,0.092,11.0,24.0,0.99745,3.29,0.99,12.0,7 +8.3,0.28,0.48,2.1,0.09300000000000001,6.0,12.0,0.99408,3.26,0.62,12.4,7 +8.9,0.12,0.45,1.8,0.075,10.0,21.0,0.9955200000000001,3.41,0.76,11.9,7 +8.9,0.12,0.45,1.8,0.075,10.0,21.0,0.9955200000000001,3.41,0.76,11.9,7 +8.9,0.12,0.45,1.8,0.075,10.0,21.0,0.9955200000000001,3.41,0.76,11.9,7 +8.3,0.28,0.48,2.1,0.09300000000000001,6.0,12.0,0.99408,3.26,0.62,12.4,7 +8.2,0.31,0.4,2.2,0.057999999999999996,6.0,10.0,0.99536,3.31,0.68,11.2,7 +10.2,0.34,0.48,2.1,0.052000000000000005,5.0,9.0,0.9945799999999999,3.2,0.69,12.1,7 +7.6,0.43,0.4,2.7,0.08199999999999999,6.0,11.0,0.9953799999999999,3.44,0.54,12.2,6 +8.5,0.21,0.52,1.9,0.09,9.0,23.0,0.9964799999999999,3.36,0.67,10.4,5 +9.0,0.36,0.52,2.1,0.111,5.0,10.0,0.9956799999999999,3.31,0.62,11.3,6 +9.5,0.37,0.52,2.0,0.08800000000000001,12.0,51.0,0.99613,3.29,0.58,11.1,6 +6.4,0.57,0.12,2.3,0.12,25.0,36.0,0.99519,3.47,0.71,11.3,7 +8.0,0.59,0.05,2.0,0.08900000000000001,12.0,32.0,0.99735,3.36,0.61,10.0,5 +8.5,0.47,0.27,1.9,0.057999999999999996,18.0,38.0,0.99518,3.16,0.85,11.1,6 +7.1,0.56,0.14,1.6,0.078,7.0,18.0,0.99592,3.27,0.62,9.3,5 +6.6,0.57,0.02,2.1,0.115,6.0,16.0,0.99654,3.38,0.69,9.5,5 +8.8,0.27,0.39,2.0,0.1,20.0,27.0,0.99546,3.15,0.69,11.2,6 +8.5,0.47,0.27,1.9,0.057999999999999996,18.0,38.0,0.99518,3.16,0.85,11.1,6 +8.3,0.34,0.4,2.4,0.065,24.0,48.0,0.99554,3.34,0.86,11.0,6 +9.0,0.38,0.41,2.4,0.10300000000000001,6.0,10.0,0.9960399999999999,3.13,0.58,11.9,7 +8.5,0.66,0.2,2.1,0.09699999999999999,23.0,113.0,0.9973299999999999,3.13,0.48,9.2,5 +9.0,0.4,0.43,2.4,0.068,29.0,46.0,0.9943,3.2,0.6,12.2,6 +6.7,0.56,0.09,2.9,0.079,7.0,22.0,0.99669,3.46,0.61,10.2,5 +10.4,0.26,0.48,1.9,0.066,6.0,10.0,0.99724,3.33,0.87,10.9,6 +10.4,0.26,0.48,1.9,0.066,6.0,10.0,0.99724,3.33,0.87,10.9,6 +10.1,0.38,0.5,2.4,0.10400000000000001,6.0,13.0,0.9964299999999999,3.22,0.65,11.6,7 +8.5,0.34,0.44,1.7,0.079,6.0,12.0,0.99605,3.52,0.63,10.7,5 +8.8,0.33,0.41,5.9,0.073,7.0,13.0,0.9965799999999999,3.3,0.62,12.1,7 +7.2,0.41,0.3,2.1,0.083,35.0,72.0,0.997,3.44,0.52,9.4,5 +7.2,0.41,0.3,2.1,0.083,35.0,72.0,0.997,3.44,0.52,9.4,5 +8.4,0.59,0.29,2.6,0.109,31.0,119.0,0.9980100000000001,3.15,0.5,9.1,5 +7.0,0.4,0.32,3.6,0.061,9.0,29.0,0.99416,3.28,0.49,11.3,7 +12.2,0.45,0.49,1.4,0.075,3.0,6.0,0.9969,3.13,0.63,10.4,5 +9.1,0.5,0.3,1.9,0.065,8.0,17.0,0.99774,3.32,0.71,10.5,6 +9.5,0.86,0.26,1.9,0.079,13.0,28.0,0.9971200000000001,3.25,0.62,10.0,5 +7.3,0.52,0.32,2.1,0.07,51.0,70.0,0.99418,3.34,0.82,12.9,6 +9.1,0.5,0.3,1.9,0.065,8.0,17.0,0.99774,3.32,0.71,10.5,6 +12.2,0.45,0.49,1.4,0.075,3.0,6.0,0.9969,3.13,0.63,10.4,5 +7.4,0.58,0.0,2.0,0.064,7.0,11.0,0.9956200000000001,3.45,0.58,11.3,6 +9.8,0.34,0.39,1.4,0.066,3.0,7.0,0.9947,3.19,0.55,11.4,7 +7.1,0.36,0.3,1.6,0.08,35.0,70.0,0.9969299999999999,3.44,0.5,9.4,5 +7.7,0.39,0.12,1.7,0.09699999999999999,19.0,27.0,0.9959600000000001,3.16,0.49,9.4,5 +9.7,0.295,0.4,1.5,0.073,14.0,21.0,0.99556,3.14,0.51,10.9,6 +7.7,0.39,0.12,1.7,0.09699999999999999,19.0,27.0,0.9959600000000001,3.16,0.49,9.4,5 +7.1,0.34,0.28,2.0,0.08199999999999999,31.0,68.0,0.9969399999999999,3.45,0.48,9.4,5 +6.5,0.4,0.1,2.0,0.076,30.0,47.0,0.99554,3.36,0.48,9.4,6 +7.1,0.34,0.28,2.0,0.08199999999999999,31.0,68.0,0.9969399999999999,3.45,0.48,9.4,5 +10.0,0.35,0.45,2.5,0.092,20.0,88.0,0.99918,3.15,0.43,9.4,5 +7.7,0.6,0.06,2.0,0.079,19.0,41.0,0.99697,3.39,0.62,10.1,6 +5.6,0.66,0.0,2.2,0.087,3.0,11.0,0.9937799999999999,3.71,0.63,12.8,7 +5.6,0.66,0.0,2.2,0.087,3.0,11.0,0.9937799999999999,3.71,0.63,12.8,7 +8.9,0.84,0.34,1.4,0.05,4.0,10.0,0.99554,3.12,0.48,9.1,6 +6.4,0.69,0.0,1.65,0.055,7.0,12.0,0.9916200000000001,3.47,0.53,12.9,6 +7.5,0.43,0.3,2.2,0.062,6.0,12.0,0.99495,3.44,0.72,11.5,7 +9.9,0.35,0.38,1.5,0.057999999999999996,31.0,47.0,0.9967600000000001,3.26,0.82,10.6,7 +9.1,0.29,0.33,2.05,0.063,13.0,27.0,0.99516,3.26,0.84,11.7,7 +6.8,0.36,0.32,1.8,0.067,4.0,8.0,0.9928,3.36,0.55,12.8,7 +8.2,0.43,0.29,1.6,0.081,27.0,45.0,0.99603,3.25,0.54,10.3,5 +6.8,0.36,0.32,1.8,0.067,4.0,8.0,0.9928,3.36,0.55,12.8,7 +9.1,0.29,0.33,2.05,0.063,13.0,27.0,0.99516,3.26,0.84,11.7,7 +9.1,0.3,0.34,2.0,0.064,12.0,25.0,0.99516,3.26,0.84,11.7,7 +8.9,0.35,0.4,3.6,0.11,12.0,24.0,0.99549,3.23,0.7,12.0,7 +9.6,0.5,0.36,2.8,0.11599999999999999,26.0,55.0,0.9972200000000001,3.18,0.68,10.9,5 +8.9,0.28,0.45,1.7,0.067,7.0,12.0,0.99354,3.25,0.55,12.3,7 +8.9,0.32,0.31,2.0,0.08800000000000001,12.0,19.0,0.9957,3.17,0.55,10.4,6 +7.7,1.005,0.15,2.1,0.102,11.0,32.0,0.9960399999999999,3.23,0.48,10.0,5 +7.5,0.71,0.0,1.6,0.092,22.0,31.0,0.99635,3.38,0.58,10.0,6 +8.0,0.58,0.16,2.0,0.12,3.0,7.0,0.99454,3.22,0.58,11.2,6 +10.5,0.39,0.46,2.2,0.075,14.0,27.0,0.99598,3.06,0.84,11.4,6 +8.9,0.38,0.4,2.2,0.068,12.0,28.0,0.9948600000000001,3.27,0.75,12.6,7 +8.0,0.18,0.37,0.9,0.049,36.0,109.0,0.9900700000000001,2.89,0.44,12.7,6 +8.0,0.18,0.37,0.9,0.049,36.0,109.0,0.9900700000000001,2.89,0.44,12.7,6 +7.0,0.5,0.14,1.8,0.078,10.0,23.0,0.99636,3.53,0.61,10.4,5 +11.3,0.36,0.66,2.4,0.12300000000000001,3.0,8.0,0.9964200000000001,3.2,0.53,11.9,6 +11.3,0.36,0.66,2.4,0.12300000000000001,3.0,8.0,0.9964200000000001,3.2,0.53,11.9,6 +7.0,0.51,0.09,2.1,0.062,4.0,9.0,0.99584,3.35,0.54,10.5,5 +8.2,0.32,0.42,2.3,0.098,3.0,9.0,0.9950600000000001,3.27,0.55,12.3,6 +7.7,0.58,0.01,1.8,0.08800000000000001,12.0,18.0,0.9956799999999999,3.32,0.56,10.5,7 +8.6,0.83,0.0,2.8,0.095,17.0,43.0,0.9982200000000001,3.33,0.6,10.4,6 +7.9,0.31,0.32,1.9,0.066,14.0,36.0,0.99364,3.41,0.56,12.6,6 +6.4,0.795,0.0,2.2,0.065,28.0,52.0,0.9937799999999999,3.49,0.52,11.6,5 +7.2,0.34,0.21,2.5,0.075,41.0,68.0,0.9958600000000001,3.37,0.54,10.1,6 +7.7,0.58,0.01,1.8,0.08800000000000001,12.0,18.0,0.9956799999999999,3.32,0.56,10.5,7 +7.1,0.59,0.0,2.1,0.091,9.0,14.0,0.9948799999999999,3.42,0.55,11.5,7 +7.3,0.55,0.01,1.8,0.09300000000000001,9.0,15.0,0.9951399999999999,3.35,0.58,11.0,7 +8.1,0.82,0.0,4.1,0.095,5.0,14.0,0.99854,3.36,0.53,9.6,5 +7.5,0.57,0.08,2.6,0.08900000000000001,14.0,27.0,0.99592,3.3,0.59,10.4,6 +8.9,0.745,0.18,2.5,0.077,15.0,48.0,0.99739,3.2,0.47,9.7,6 +10.1,0.37,0.34,2.4,0.085,5.0,17.0,0.9968299999999999,3.17,0.65,10.6,7 +7.6,0.31,0.34,2.5,0.08199999999999999,26.0,35.0,0.99356,3.22,0.59,12.5,7 +7.3,0.91,0.1,1.8,0.07400000000000001,20.0,56.0,0.99672,3.35,0.56,9.2,5 +8.7,0.41,0.41,6.2,0.078,25.0,42.0,0.9953,3.24,0.77,12.6,7 +8.9,0.5,0.21,2.2,0.08800000000000001,21.0,39.0,0.99692,3.33,0.83,11.1,6 +7.4,0.965,0.0,2.2,0.08800000000000001,16.0,32.0,0.99756,3.58,0.67,10.2,5 +6.9,0.49,0.19,1.7,0.079,13.0,26.0,0.9954700000000001,3.38,0.64,9.8,6 +8.9,0.5,0.21,2.2,0.08800000000000001,21.0,39.0,0.99692,3.33,0.83,11.1,6 +9.5,0.39,0.41,8.9,0.069,18.0,39.0,0.99859,3.29,0.81,10.9,7 +6.4,0.39,0.33,3.3,0.046,12.0,53.0,0.9929399999999999,3.36,0.62,12.2,6 +6.9,0.44,0.0,1.4,0.07,32.0,38.0,0.9943799999999999,3.32,0.58,11.4,6 +7.6,0.78,0.0,1.7,0.076,33.0,45.0,0.9961200000000001,3.31,0.62,10.7,6 +7.1,0.43,0.17,1.8,0.08199999999999999,27.0,51.0,0.99634,3.49,0.64,10.4,5 +9.3,0.49,0.36,1.7,0.081,3.0,14.0,0.99702,3.27,0.78,10.9,6 +9.3,0.5,0.36,1.8,0.084,6.0,17.0,0.9970399999999999,3.27,0.77,10.8,6 +7.1,0.43,0.17,1.8,0.08199999999999999,27.0,51.0,0.99634,3.49,0.64,10.4,5 +8.5,0.46,0.59,1.4,0.414,16.0,45.0,0.99702,3.03,1.34,9.2,5 +5.6,0.605,0.05,2.4,0.073,19.0,25.0,0.9925799999999999,3.56,0.55,12.9,5 +8.3,0.33,0.42,2.3,0.07,9.0,20.0,0.99426,3.38,0.77,12.7,7 +8.2,0.64,0.27,2.0,0.095,5.0,77.0,0.9974700000000001,3.13,0.62,9.1,6 +8.2,0.64,0.27,2.0,0.095,5.0,77.0,0.9974700000000001,3.13,0.62,9.1,6 +8.9,0.48,0.53,4.0,0.10099999999999999,3.0,10.0,0.9958600000000001,3.21,0.59,12.1,7 +7.6,0.42,0.25,3.9,0.10400000000000001,28.0,90.0,0.99784,3.15,0.57,9.1,5 +9.9,0.53,0.57,2.4,0.09300000000000001,30.0,52.0,0.9971,3.19,0.76,11.6,7 +8.9,0.48,0.53,4.0,0.10099999999999999,3.0,10.0,0.9958600000000001,3.21,0.59,12.1,7 +11.6,0.23,0.57,1.8,0.07400000000000001,3.0,8.0,0.9981,3.14,0.7,9.9,6 +9.1,0.4,0.5,1.8,0.071,7.0,16.0,0.9946200000000001,3.21,0.69,12.5,8 +8.0,0.38,0.44,1.9,0.098,6.0,15.0,0.9956,3.3,0.64,11.4,6 +10.2,0.29,0.65,2.4,0.075,6.0,17.0,0.99565,3.22,0.63,11.8,6 +8.2,0.74,0.09,2.0,0.067,5.0,10.0,0.99418,3.28,0.57,11.8,6 +7.7,0.61,0.18,2.4,0.083,6.0,20.0,0.9963,3.29,0.6,10.2,6 +6.6,0.52,0.08,2.4,0.07,13.0,26.0,0.9935799999999999,3.4,0.72,12.5,7 +11.1,0.31,0.53,2.2,0.06,3.0,10.0,0.99572,3.02,0.83,10.9,7 +11.1,0.31,0.53,2.2,0.06,3.0,10.0,0.99572,3.02,0.83,10.9,7 +8.0,0.62,0.35,2.8,0.086,28.0,52.0,0.997,3.31,0.62,10.8,5 +9.3,0.33,0.45,1.5,0.057,19.0,37.0,0.99498,3.18,0.89,11.1,7 +7.5,0.77,0.2,8.1,0.098,30.0,92.0,0.99892,3.2,0.58,9.2,5 +7.2,0.35,0.26,1.8,0.083,33.0,75.0,0.9968,3.4,0.58,9.5,6 +8.0,0.62,0.33,2.7,0.08800000000000001,16.0,37.0,0.9972,3.31,0.58,10.7,6 +7.5,0.77,0.2,8.1,0.098,30.0,92.0,0.99892,3.2,0.58,9.2,5 +9.1,0.25,0.34,2.0,0.071,45.0,67.0,0.99769,3.44,0.86,10.2,7 +9.9,0.32,0.56,2.0,0.073,3.0,8.0,0.99534,3.15,0.73,11.4,6 +8.6,0.37,0.65,6.4,0.08,3.0,8.0,0.9981700000000001,3.27,0.58,11.0,5 +8.6,0.37,0.65,6.4,0.08,3.0,8.0,0.9981700000000001,3.27,0.58,11.0,5 +7.9,0.3,0.68,8.3,0.05,37.5,278.0,0.99316,3.01,0.51,12.3,7 +10.3,0.27,0.56,1.4,0.047,3.0,8.0,0.99471,3.16,0.51,11.8,6 +7.9,0.3,0.68,8.3,0.05,37.5,289.0,0.99316,3.01,0.51,12.3,7 +7.2,0.38,0.3,1.8,0.073,31.0,70.0,0.99685,3.42,0.59,9.5,6 +8.7,0.42,0.45,2.4,0.07200000000000001,32.0,59.0,0.9961700000000001,3.33,0.77,12.0,6 +7.2,0.38,0.3,1.8,0.073,31.0,70.0,0.99685,3.42,0.59,9.5,6 +6.8,0.48,0.08,1.8,0.07400000000000001,40.0,64.0,0.99529,3.12,0.49,9.6,5 +8.5,0.34,0.4,4.7,0.055,3.0,9.0,0.9973799999999999,3.38,0.66,11.6,7 +7.9,0.19,0.42,1.6,0.057,18.0,30.0,0.9940000000000001,3.29,0.69,11.2,6 +11.6,0.41,0.54,1.5,0.095,22.0,41.0,0.99735,3.02,0.76,9.9,7 +11.6,0.41,0.54,1.5,0.095,22.0,41.0,0.99735,3.02,0.76,9.9,7 +10.0,0.26,0.54,1.9,0.083,42.0,74.0,0.99451,2.98,0.63,11.8,8 +7.9,0.34,0.42,2.0,0.086,8.0,19.0,0.99546,3.35,0.6,11.4,6 +7.0,0.54,0.09,2.0,0.081,10.0,16.0,0.99479,3.43,0.59,11.5,6 +9.2,0.31,0.36,2.2,0.079,11.0,31.0,0.99615,3.33,0.86,12.0,7 +6.6,0.725,0.09,5.5,0.11699999999999999,9.0,17.0,0.99655,3.35,0.49,10.8,6 +9.4,0.4,0.47,2.5,0.087,6.0,20.0,0.99772,3.15,0.5,10.5,5 +6.6,0.725,0.09,5.5,0.11699999999999999,9.0,17.0,0.99655,3.35,0.49,10.8,6 +8.6,0.52,0.38,1.5,0.096,5.0,18.0,0.99666,3.2,0.52,9.4,5 +8.0,0.31,0.45,2.1,0.21600000000000003,5.0,16.0,0.9935799999999999,3.15,0.81,12.5,7 +8.6,0.52,0.38,1.5,0.096,5.0,18.0,0.99666,3.2,0.52,9.4,5 +8.4,0.34,0.42,2.1,0.07200000000000001,23.0,36.0,0.99392,3.11,0.78,12.4,6 +7.4,0.49,0.27,2.1,0.071,14.0,25.0,0.9938799999999999,3.35,0.63,12.0,6 +6.1,0.48,0.09,1.7,0.078,18.0,30.0,0.9940200000000001,3.45,0.54,11.2,6 +7.4,0.49,0.27,2.1,0.071,14.0,25.0,0.9938799999999999,3.35,0.63,12.0,6 +8.0,0.48,0.34,2.2,0.073,16.0,25.0,0.9936,3.28,0.66,12.4,6 +6.3,0.57,0.28,2.1,0.048,13.0,49.0,0.99374,3.41,0.6,12.8,5 +8.2,0.23,0.42,1.9,0.069,9.0,17.0,0.9937600000000001,3.21,0.54,12.3,6 +9.1,0.3,0.41,2.0,0.068,10.0,24.0,0.99523,3.27,0.85,11.7,7 +8.1,0.78,0.1,3.3,0.09,4.0,13.0,0.99855,3.36,0.49,9.5,5 +10.8,0.47,0.43,2.1,0.171,27.0,66.0,0.9982,3.17,0.76,10.8,6 +8.3,0.53,0.0,1.4,0.07,6.0,14.0,0.99593,3.25,0.64,10.0,6 +5.4,0.42,0.27,2.0,0.092,23.0,55.0,0.99471,3.78,0.64,12.3,7 +7.9,0.33,0.41,1.5,0.055999999999999994,6.0,35.0,0.9939600000000001,3.29,0.71,11.0,6 +8.9,0.24,0.39,1.6,0.07400000000000001,3.0,10.0,0.99698,3.12,0.59,9.5,6 +5.0,0.4,0.5,4.3,0.046,29.0,80.0,0.9902,3.49,0.66,13.6,6 +7.0,0.69,0.07,2.5,0.091,15.0,21.0,0.99572,3.38,0.6,11.3,6 +7.0,0.69,0.07,2.5,0.091,15.0,21.0,0.99572,3.38,0.6,11.3,6 +7.0,0.69,0.07,2.5,0.091,15.0,21.0,0.99572,3.38,0.6,11.3,6 +7.1,0.39,0.12,2.1,0.065,14.0,24.0,0.9925200000000001,3.3,0.53,13.3,6 +5.6,0.66,0.0,2.5,0.066,7.0,15.0,0.99256,3.52,0.58,12.9,5 +7.9,0.54,0.34,2.5,0.076,8.0,17.0,0.99235,3.2,0.72,13.1,8 +6.6,0.5,0.0,1.8,0.062,21.0,28.0,0.9935200000000001,3.44,0.55,12.3,6 +6.3,0.47,0.0,1.4,0.055,27.0,33.0,0.9922,3.45,0.48,12.3,6 +10.7,0.4,0.37,1.9,0.081,17.0,29.0,0.99674,3.12,0.65,11.2,6 +6.5,0.58,0.0,2.2,0.096,3.0,13.0,0.9955700000000001,3.62,0.62,11.5,4 +8.8,0.24,0.35,1.7,0.055,13.0,27.0,0.9939399999999999,3.14,0.59,11.3,7 +5.8,0.29,0.26,1.7,0.063,3.0,11.0,0.9915,3.39,0.54,13.5,6 +6.3,0.76,0.0,2.9,0.07200000000000001,26.0,52.0,0.99379,3.51,0.6,11.5,6 +10.0,0.43,0.33,2.7,0.095,28.0,89.0,0.9984,3.22,0.68,10.0,5 +10.5,0.43,0.35,3.3,0.092,24.0,70.0,0.99798,3.21,0.69,10.5,6 +9.1,0.6,0.0,1.9,0.057999999999999996,5.0,10.0,0.9977,3.18,0.63,10.4,6 +5.9,0.19,0.21,1.7,0.045,57.0,135.0,0.99341,3.32,0.44,9.5,5 +7.4,0.36,0.34,1.8,0.075,18.0,38.0,0.9933,3.38,0.88,13.6,7 +7.2,0.48,0.07,5.5,0.08900000000000001,10.0,18.0,0.99684,3.37,0.68,11.2,7 +8.5,0.28,0.35,1.7,0.061,6.0,15.0,0.99524,3.3,0.74,11.8,7 +8.0,0.25,0.43,1.7,0.067,22.0,50.0,0.9946,3.38,0.6,11.9,6 +10.4,0.52,0.45,2.0,0.08,6.0,13.0,0.99774,3.22,0.76,11.4,6 +10.4,0.52,0.45,2.0,0.08,6.0,13.0,0.99774,3.22,0.76,11.4,6 +7.5,0.41,0.15,3.7,0.10400000000000001,29.0,94.0,0.9978600000000001,3.14,0.58,9.1,5 +8.2,0.51,0.24,2.0,0.079,16.0,86.0,0.99764,3.34,0.64,9.5,6 +7.3,0.4,0.3,1.7,0.08,33.0,79.0,0.9969,3.41,0.65,9.5,6 +8.2,0.38,0.32,2.5,0.08,24.0,71.0,0.99624,3.27,0.85,11.0,6 +6.9,0.45,0.11,2.4,0.043,6.0,12.0,0.99354,3.3,0.65,11.4,6 +7.0,0.22,0.3,1.8,0.065,16.0,20.0,0.99672,3.61,0.82,10.0,6 +7.3,0.32,0.23,2.3,0.066,35.0,70.0,0.9958799999999999,3.43,0.62,10.1,5 +8.2,0.2,0.43,2.5,0.076,31.0,51.0,0.99672,3.53,0.81,10.4,6 +7.8,0.5,0.12,1.8,0.17800000000000002,6.0,21.0,0.996,3.28,0.87,9.8,6 +10.0,0.41,0.45,6.2,0.071,6.0,14.0,0.99702,3.21,0.49,11.8,7 +7.8,0.39,0.42,2.0,0.086,9.0,21.0,0.99526,3.39,0.66,11.6,6 +10.0,0.35,0.47,2.0,0.061,6.0,11.0,0.99585,3.23,0.52,12.0,6 +8.2,0.33,0.32,2.8,0.067,4.0,12.0,0.9947299999999999,3.3,0.76,12.8,7 +6.1,0.58,0.23,2.5,0.044000000000000004,16.0,70.0,0.9935200000000001,3.46,0.65,12.5,6 +8.3,0.6,0.25,2.2,0.11800000000000001,9.0,38.0,0.99616,3.15,0.53,9.8,5 +9.6,0.42,0.35,2.1,0.083,17.0,38.0,0.9962200000000001,3.23,0.66,11.1,6 +6.6,0.58,0.0,2.2,0.1,50.0,63.0,0.99544,3.59,0.68,11.4,6 +8.3,0.6,0.25,2.2,0.11800000000000001,9.0,38.0,0.99616,3.15,0.53,9.8,5 +8.5,0.18,0.51,1.75,0.071,45.0,88.0,0.99524,3.33,0.76,11.8,7 +5.1,0.51,0.18,2.1,0.042,16.0,101.0,0.9924,3.46,0.87,12.9,7 +6.7,0.41,0.43,2.8,0.076,22.0,54.0,0.99572,3.42,1.16,10.6,6 +10.2,0.41,0.43,2.2,0.11,11.0,37.0,0.9972799999999999,3.16,0.67,10.8,5 +10.6,0.36,0.57,2.3,0.087,6.0,20.0,0.9967600000000001,3.14,0.72,11.1,7 +8.8,0.45,0.43,1.4,0.076,12.0,21.0,0.99551,3.21,0.75,10.2,6 +8.5,0.32,0.42,2.3,0.075,12.0,19.0,0.99434,3.14,0.71,11.8,7 +9.0,0.785,0.24,1.7,0.078,10.0,21.0,0.99692,3.29,0.67,10.0,5 +9.0,0.785,0.24,1.7,0.078,10.0,21.0,0.99692,3.29,0.67,10.0,5 +8.5,0.44,0.5,1.9,0.369,15.0,38.0,0.99634,3.01,1.1,9.4,5 +9.9,0.54,0.26,2.0,0.111,7.0,60.0,0.9970899999999999,2.94,0.98,10.2,5 +8.2,0.33,0.39,2.5,0.07400000000000001,29.0,48.0,0.9952799999999999,3.32,0.88,12.4,7 +6.5,0.34,0.27,2.8,0.067,8.0,44.0,0.99384,3.21,0.56,12.0,6 +7.6,0.5,0.29,2.3,0.086,5.0,14.0,0.9950200000000001,3.32,0.62,11.5,6 +9.2,0.36,0.34,1.6,0.062,5.0,12.0,0.9966700000000001,3.2,0.67,10.5,6 +7.1,0.59,0.0,2.2,0.078,26.0,44.0,0.9952200000000001,3.42,0.68,10.8,6 +9.7,0.42,0.46,2.1,0.07400000000000001,5.0,16.0,0.99649,3.27,0.74,12.3,6 +7.6,0.36,0.31,1.7,0.079,26.0,65.0,0.99716,3.46,0.62,9.5,6 +7.6,0.36,0.31,1.7,0.079,26.0,65.0,0.99716,3.46,0.62,9.5,6 +6.5,0.61,0.0,2.2,0.095,48.0,59.0,0.99541,3.61,0.7,11.5,6 +6.5,0.88,0.03,5.6,0.079,23.0,47.0,0.99572,3.58,0.5,11.2,4 +7.1,0.66,0.0,2.4,0.052000000000000005,6.0,11.0,0.99318,3.35,0.66,12.7,7 +5.6,0.915,0.0,2.1,0.040999999999999995,17.0,78.0,0.99346,3.68,0.73,11.4,5 +8.2,0.35,0.33,2.4,0.076,11.0,47.0,0.9959899999999999,3.27,0.81,11.0,6 +8.2,0.35,0.33,2.4,0.076,11.0,47.0,0.9959899999999999,3.27,0.81,11.0,6 +9.8,0.39,0.43,1.65,0.068,5.0,11.0,0.9947799999999999,3.19,0.46,11.4,5 +10.2,0.4,0.4,2.5,0.068,41.0,54.0,0.99754,3.38,0.86,10.5,6 +6.8,0.66,0.07,1.6,0.07,16.0,61.0,0.99572,3.29,0.6,9.3,5 +6.7,0.64,0.23,2.1,0.08,11.0,119.0,0.9953799999999999,3.36,0.7,10.9,5 +7.0,0.43,0.3,2.0,0.085,6.0,39.0,0.99346,3.33,0.46,11.9,6 +6.6,0.8,0.03,7.8,0.079,6.0,12.0,0.9963,3.52,0.5,12.2,5 +7.0,0.43,0.3,2.0,0.085,6.0,39.0,0.99346,3.33,0.46,11.9,6 +6.7,0.64,0.23,2.1,0.08,11.0,119.0,0.9953799999999999,3.36,0.7,10.9,5 +8.8,0.955,0.05,1.8,0.075,5.0,19.0,0.99616,3.3,0.44,9.6,4 +9.1,0.4,0.57,4.6,0.08,6.0,20.0,0.9965200000000001,3.28,0.57,12.5,6 +6.5,0.885,0.0,2.3,0.166,6.0,12.0,0.99551,3.56,0.51,10.8,5 +7.2,0.25,0.37,2.5,0.063,11.0,41.0,0.99439,3.52,0.8,12.4,7 +6.4,0.885,0.0,2.3,0.166,6.0,12.0,0.99551,3.56,0.51,10.8,5 +7.0,0.745,0.12,1.8,0.114,15.0,64.0,0.9958799999999999,3.22,0.59,9.5,6 +6.2,0.43,0.22,1.8,0.078,21.0,56.0,0.9963299999999999,3.52,0.6,9.5,6 +7.9,0.58,0.23,2.3,0.076,23.0,94.0,0.9968600000000001,3.21,0.58,9.5,6 +7.7,0.57,0.21,1.5,0.069,4.0,9.0,0.9945799999999999,3.16,0.54,9.8,6 +7.7,0.26,0.26,2.0,0.052000000000000005,19.0,77.0,0.9951,3.15,0.79,10.9,6 +7.9,0.58,0.23,2.3,0.076,23.0,94.0,0.9968600000000001,3.21,0.58,9.5,6 +7.7,0.57,0.21,1.5,0.069,4.0,9.0,0.9945799999999999,3.16,0.54,9.8,6 +7.9,0.34,0.36,1.9,0.065,5.0,10.0,0.99419,3.27,0.54,11.2,7 +8.6,0.42,0.39,1.8,0.068,6.0,12.0,0.99516,3.35,0.69,11.7,8 +9.9,0.74,0.19,5.8,0.111,33.0,76.0,0.9987799999999999,3.14,0.55,9.4,5 +7.2,0.36,0.46,2.1,0.07400000000000001,24.0,44.0,0.99534,3.4,0.85,11.0,7 +7.2,0.36,0.46,2.1,0.07400000000000001,24.0,44.0,0.99534,3.4,0.85,11.0,7 +7.2,0.36,0.46,2.1,0.07400000000000001,24.0,44.0,0.99534,3.4,0.85,11.0,7 +9.9,0.72,0.55,1.7,0.136,24.0,52.0,0.9975200000000001,3.35,0.94,10.0,5 +7.2,0.36,0.46,2.1,0.07400000000000001,24.0,44.0,0.99534,3.4,0.85,11.0,7 +6.2,0.39,0.43,2.0,0.071,14.0,24.0,0.9942799999999999,3.45,0.87,11.2,7 +6.8,0.65,0.02,2.1,0.078,8.0,15.0,0.99498,3.35,0.62,10.4,6 +6.6,0.44,0.15,2.1,0.076,22.0,53.0,0.9957,3.32,0.62,9.3,5 +6.8,0.65,0.02,2.1,0.078,8.0,15.0,0.99498,3.35,0.62,10.4,6 +9.6,0.38,0.42,1.9,0.071,5.0,13.0,0.99659,3.15,0.75,10.5,6 +10.2,0.33,0.46,1.9,0.081,6.0,9.0,0.9962799999999999,3.1,0.48,10.4,6 +8.8,0.27,0.46,2.1,0.095,20.0,29.0,0.9948799999999999,3.26,0.56,11.3,6 +7.9,0.57,0.31,2.0,0.079,10.0,79.0,0.99677,3.29,0.69,9.5,6 +8.2,0.34,0.37,1.9,0.057,43.0,74.0,0.99408,3.23,0.81,12.0,6 +8.2,0.4,0.31,1.9,0.08199999999999999,8.0,24.0,0.996,3.24,0.69,10.6,6 +9.0,0.39,0.4,1.3,0.044000000000000004,25.0,50.0,0.9947799999999999,3.2,0.83,10.9,6 +10.9,0.32,0.52,1.8,0.132,17.0,44.0,0.99734,3.28,0.77,11.5,6 +10.9,0.32,0.52,1.8,0.132,17.0,44.0,0.99734,3.28,0.77,11.5,6 +8.1,0.53,0.22,2.2,0.078,33.0,89.0,0.9967799999999999,3.26,0.46,9.6,6 +10.5,0.36,0.47,2.2,0.07400000000000001,9.0,23.0,0.9963799999999999,3.23,0.76,12.0,6 +12.6,0.39,0.49,2.5,0.08,8.0,20.0,0.9992,3.07,0.82,10.3,6 +9.2,0.46,0.23,2.6,0.091,18.0,77.0,0.9992200000000001,3.15,0.51,9.4,5 +7.5,0.58,0.03,4.1,0.08,27.0,46.0,0.99592,3.02,0.47,9.2,5 +9.0,0.58,0.25,2.0,0.10400000000000001,8.0,21.0,0.99769,3.27,0.72,9.6,5 +5.1,0.42,0.0,1.8,0.044000000000000004,18.0,88.0,0.9915700000000001,3.68,0.73,13.6,7 +7.6,0.43,0.29,2.1,0.075,19.0,66.0,0.99718,3.4,0.64,9.5,5 +7.7,0.18,0.34,2.7,0.066,15.0,58.0,0.9947,3.37,0.78,11.8,6 +7.8,0.815,0.01,2.6,0.07400000000000001,48.0,90.0,0.99621,3.38,0.62,10.8,5 +7.6,0.43,0.29,2.1,0.075,19.0,66.0,0.99718,3.4,0.64,9.5,5 +10.2,0.23,0.37,2.2,0.057,14.0,36.0,0.9961399999999999,3.23,0.49,9.3,4 +7.1,0.75,0.01,2.2,0.059000000000000004,11.0,18.0,0.9924200000000001,3.39,0.4,12.8,6 +6.0,0.33,0.32,12.9,0.054000000000000006,6.0,113.0,0.99572,3.3,0.56,11.5,4 +7.8,0.55,0.0,1.7,0.07,7.0,17.0,0.99659,3.26,0.64,9.4,6 +7.1,0.75,0.01,2.2,0.059000000000000004,11.0,18.0,0.9924200000000001,3.39,0.4,12.8,6 +8.1,0.73,0.0,2.5,0.081,12.0,24.0,0.99798,3.38,0.46,9.6,4 +6.5,0.67,0.0,4.3,0.057,11.0,20.0,0.9948799999999999,3.45,0.56,11.8,4 +7.5,0.61,0.2,1.7,0.076,36.0,60.0,0.9949399999999999,3.1,0.4,9.3,5 +9.8,0.37,0.39,2.5,0.079,28.0,65.0,0.99729,3.16,0.59,9.8,5 +9.0,0.4,0.41,2.0,0.057999999999999996,15.0,40.0,0.9941399999999999,3.22,0.6,12.2,6 +8.3,0.56,0.22,2.4,0.08199999999999999,10.0,86.0,0.9983,3.37,0.62,9.5,5 +5.9,0.29,0.25,13.4,0.067,72.0,160.0,0.99721,3.33,0.54,10.3,6 +7.4,0.55,0.19,1.8,0.08199999999999999,15.0,34.0,0.99655,3.49,0.68,10.5,5 +7.4,0.74,0.07,1.7,0.086,15.0,48.0,0.9950200000000001,3.12,0.48,10.0,5 +7.4,0.55,0.19,1.8,0.08199999999999999,15.0,34.0,0.99655,3.49,0.68,10.5,5 +6.9,0.41,0.33,2.2,0.081,22.0,36.0,0.9949,3.41,0.75,11.1,6 +7.1,0.6,0.01,2.3,0.079,24.0,37.0,0.9951399999999999,3.4,0.61,10.9,6 +7.1,0.6,0.01,2.3,0.079,24.0,37.0,0.9951399999999999,3.4,0.61,10.9,6 +7.5,0.58,0.14,2.2,0.077,27.0,60.0,0.9963,3.28,0.59,9.8,5 +7.1,0.72,0.0,1.8,0.12300000000000001,6.0,14.0,0.9962700000000001,3.45,0.58,9.8,5 +7.9,0.66,0.0,1.4,0.096,6.0,13.0,0.99569,3.43,0.58,9.5,5 +7.8,0.7,0.06,1.9,0.079,20.0,35.0,0.9962799999999999,3.4,0.69,10.9,5 +6.1,0.64,0.02,2.4,0.069,26.0,46.0,0.9935799999999999,3.47,0.45,11.0,5 +7.5,0.59,0.22,1.8,0.08199999999999999,43.0,60.0,0.9949899999999999,3.1,0.42,9.2,5 +7.0,0.58,0.28,4.8,0.085,12.0,69.0,0.9963299999999999,3.32,0.7,11.0,6 +6.8,0.64,0.0,2.7,0.12300000000000001,15.0,33.0,0.9953799999999999,3.44,0.63,11.3,6 +6.8,0.64,0.0,2.7,0.12300000000000001,15.0,33.0,0.9953799999999999,3.44,0.63,11.3,6 +8.6,0.635,0.68,1.8,0.40299999999999997,19.0,56.0,0.9963200000000001,3.02,1.15,9.3,5 +6.3,1.02,0.0,2.0,0.083,17.0,24.0,0.9943700000000001,3.59,0.55,11.2,4 +9.8,0.45,0.38,2.5,0.081,34.0,66.0,0.99726,3.15,0.58,9.8,5 +8.2,0.78,0.0,2.2,0.08900000000000001,13.0,26.0,0.9978,3.37,0.46,9.6,4 +8.5,0.37,0.32,1.8,0.066,26.0,51.0,0.99456,3.38,0.72,11.8,6 +7.2,0.57,0.05,2.3,0.081,16.0,36.0,0.99564,3.38,0.6,10.3,6 +7.2,0.57,0.05,2.3,0.081,16.0,36.0,0.99564,3.38,0.6,10.3,6 +10.4,0.43,0.5,2.3,0.068,13.0,19.0,0.996,3.1,0.87,11.4,6 +6.9,0.41,0.31,2.0,0.079,21.0,51.0,0.9966799999999999,3.47,0.55,9.5,6 +5.5,0.49,0.03,1.8,0.044000000000000004,28.0,87.0,0.9908,3.5,0.82,14.0,8 +5.0,0.38,0.01,1.6,0.048,26.0,60.0,0.9908399999999999,3.7,0.75,14.0,6 +7.3,0.44,0.2,1.6,0.049,24.0,64.0,0.9935,3.38,0.57,11.7,6 +5.9,0.46,0.0,1.9,0.077,25.0,44.0,0.99385,3.5,0.53,11.2,5 +7.5,0.58,0.2,2.0,0.073,34.0,44.0,0.9949399999999999,3.1,0.43,9.3,5 +7.8,0.58,0.13,2.1,0.102,17.0,36.0,0.9944,3.24,0.53,11.2,6 +8.0,0.715,0.22,2.3,0.075,13.0,81.0,0.9968799999999999,3.24,0.54,9.5,6 +8.5,0.4,0.4,6.3,0.05,3.0,10.0,0.99566,3.28,0.56,12.0,4 +7.0,0.69,0.0,1.9,0.114,3.0,10.0,0.99636,3.35,0.6,9.7,6 +8.0,0.715,0.22,2.3,0.075,13.0,81.0,0.9968799999999999,3.24,0.54,9.5,6 +9.8,0.3,0.39,1.7,0.062,3.0,9.0,0.9948,3.14,0.57,11.5,7 +7.1,0.46,0.2,1.9,0.077,28.0,54.0,0.9956,3.37,0.64,10.4,6 +7.1,0.46,0.2,1.9,0.077,28.0,54.0,0.9956,3.37,0.64,10.4,6 +7.9,0.765,0.0,2.0,0.084,9.0,22.0,0.9961899999999999,3.33,0.68,10.9,6 +8.7,0.63,0.28,2.7,0.096,17.0,69.0,0.99734,3.26,0.63,10.2,6 +7.0,0.42,0.19,2.3,0.071,18.0,36.0,0.9947600000000001,3.39,0.56,10.9,5 +11.3,0.37,0.5,1.8,0.09,20.0,47.0,0.99734,3.15,0.57,10.5,5 +7.1,0.16,0.44,2.5,0.068,17.0,31.0,0.9932799999999999,3.35,0.54,12.4,6 +8.0,0.6,0.08,2.6,0.055999999999999994,3.0,7.0,0.9928600000000001,3.22,0.37,13.0,5 +7.0,0.6,0.3,4.5,0.068,20.0,110.0,0.9991399999999999,3.3,1.17,10.2,5 +7.0,0.6,0.3,4.5,0.068,20.0,110.0,0.9991399999999999,3.3,1.17,10.2,5 +7.6,0.74,0.0,1.9,0.1,6.0,12.0,0.99521,3.36,0.59,11.0,5 +8.2,0.635,0.1,2.1,0.073,25.0,60.0,0.9963799999999999,3.29,0.75,10.9,6 +5.9,0.395,0.13,2.4,0.055999999999999994,14.0,28.0,0.9936200000000001,3.62,0.67,12.4,6 +7.5,0.755,0.0,1.9,0.084,6.0,12.0,0.99672,3.34,0.49,9.7,4 +8.2,0.635,0.1,2.1,0.073,25.0,60.0,0.9963799999999999,3.29,0.75,10.9,6 +6.6,0.63,0.0,4.3,0.09300000000000001,51.0,77.5,0.9955799999999999,3.2,0.45,9.5,5 +6.6,0.63,0.0,4.3,0.09300000000000001,51.0,77.5,0.9955799999999999,3.2,0.45,9.5,5 +7.2,0.53,0.14,2.1,0.064,15.0,29.0,0.99323,3.35,0.61,12.1,6 +5.7,0.6,0.0,1.4,0.063,11.0,18.0,0.9919100000000001,3.45,0.56,12.2,6 +7.6,1.58,0.0,2.1,0.13699999999999998,5.0,9.0,0.9947600000000001,3.5,0.4,10.9,3 +5.2,0.645,0.0,2.15,0.08,15.0,28.0,0.99444,3.78,0.61,12.5,6 +6.7,0.86,0.07,2.0,0.1,20.0,57.0,0.99598,3.6,0.74,11.7,6 +9.1,0.37,0.32,2.1,0.064,4.0,15.0,0.9957600000000001,3.3,0.8,11.2,6 +8.0,0.28,0.44,1.8,0.081,28.0,68.0,0.9950100000000001,3.36,0.66,11.2,5 +7.6,0.79,0.21,2.3,0.087,21.0,68.0,0.9955,3.12,0.44,9.2,5 +7.5,0.61,0.26,1.9,0.073,24.0,88.0,0.9961200000000001,3.3,0.53,9.8,5 +9.7,0.69,0.32,2.5,0.08800000000000001,22.0,91.0,0.9979,3.29,0.62,10.1,5 +6.8,0.68,0.09,3.9,0.068,15.0,29.0,0.99524,3.41,0.52,11.1,4 +9.7,0.69,0.32,2.5,0.08800000000000001,22.0,91.0,0.9979,3.29,0.62,10.1,5 +7.0,0.62,0.1,1.4,0.071,27.0,63.0,0.996,3.28,0.61,9.2,5 +7.5,0.61,0.26,1.9,0.073,24.0,88.0,0.9961200000000001,3.3,0.53,9.8,5 +6.5,0.51,0.15,3.0,0.064,12.0,27.0,0.9929,3.33,0.59,12.8,6 +8.0,1.18,0.21,1.9,0.083,14.0,41.0,0.9953200000000001,3.34,0.47,10.5,5 +7.0,0.36,0.21,2.3,0.086,20.0,65.0,0.9955799999999999,3.4,0.54,10.1,6 +7.0,0.36,0.21,2.4,0.086,24.0,69.0,0.99556,3.4,0.53,10.1,6 +7.5,0.63,0.27,2.0,0.083,17.0,91.0,0.99616,3.26,0.58,9.8,6 +5.4,0.74,0.0,1.2,0.040999999999999995,16.0,46.0,0.9925799999999999,4.01,0.59,12.5,6 +9.9,0.44,0.46,2.2,0.091,10.0,41.0,0.9963799999999999,3.18,0.69,11.9,6 +7.5,0.63,0.27,2.0,0.083,17.0,91.0,0.99616,3.26,0.58,9.8,6 +9.1,0.76,0.68,1.7,0.414,18.0,64.0,0.9965200000000001,2.9,1.33,9.1,6 +9.7,0.66,0.34,2.6,0.094,12.0,88.0,0.9979600000000001,3.26,0.66,10.1,5 +5.0,0.74,0.0,1.2,0.040999999999999995,16.0,46.0,0.9925799999999999,4.01,0.59,12.5,6 +9.1,0.34,0.42,1.8,0.057999999999999996,9.0,18.0,0.99392,3.18,0.55,11.4,5 +9.1,0.36,0.39,1.8,0.06,21.0,55.0,0.99495,3.18,0.82,11.0,7 +6.7,0.46,0.24,1.7,0.077,18.0,34.0,0.9948,3.39,0.6,10.6,6 +6.7,0.46,0.24,1.7,0.077,18.0,34.0,0.9948,3.39,0.6,10.6,6 +6.7,0.46,0.24,1.7,0.077,18.0,34.0,0.9948,3.39,0.6,10.6,6 +6.7,0.46,0.24,1.7,0.077,18.0,34.0,0.9948,3.39,0.6,10.6,6 +6.5,0.52,0.11,1.8,0.073,13.0,38.0,0.9955,3.34,0.52,9.3,5 +7.4,0.6,0.26,2.1,0.083,17.0,91.0,0.99616,3.29,0.56,9.8,6 +7.4,0.6,0.26,2.1,0.083,17.0,91.0,0.99616,3.29,0.56,9.8,6 +7.8,0.87,0.26,3.8,0.107,31.0,67.0,0.9966799999999999,3.26,0.46,9.2,5 +8.4,0.39,0.1,1.7,0.075,6.0,25.0,0.9958100000000001,3.09,0.43,9.7,6 +9.1,0.775,0.22,2.2,0.079,12.0,48.0,0.9976,3.18,0.51,9.6,5 +7.2,0.835,0.0,2.0,0.166,4.0,11.0,0.99608,3.39,0.52,10.0,5 +6.6,0.58,0.02,2.4,0.069,19.0,40.0,0.99387,3.38,0.66,12.6,6 +6.0,0.5,0.0,1.4,0.057,15.0,26.0,0.9944799999999999,3.36,0.45,9.5,5 +6.0,0.5,0.0,1.4,0.057,15.0,26.0,0.9944799999999999,3.36,0.45,9.5,5 +6.0,0.5,0.0,1.4,0.057,15.0,26.0,0.9944799999999999,3.36,0.45,9.5,5 +7.5,0.51,0.02,1.7,0.084,13.0,31.0,0.9953799999999999,3.36,0.54,10.5,6 +7.5,0.51,0.02,1.7,0.084,13.0,31.0,0.9953799999999999,3.36,0.54,10.5,6 +7.5,0.51,0.02,1.7,0.084,13.0,31.0,0.9953799999999999,3.36,0.54,10.5,6 +7.6,0.54,0.02,1.7,0.085,17.0,31.0,0.9958899999999999,3.37,0.51,10.4,6 +7.5,0.51,0.02,1.7,0.084,13.0,31.0,0.9953799999999999,3.36,0.54,10.5,6 +11.5,0.42,0.48,2.6,0.077,8.0,20.0,0.9985200000000001,3.09,0.53,11.0,5 +8.2,0.44,0.24,2.3,0.063,10.0,28.0,0.99613,3.25,0.53,10.2,6 +6.1,0.59,0.01,2.1,0.055999999999999994,5.0,13.0,0.99472,3.52,0.56,11.4,5 +7.2,0.655,0.03,1.8,0.078,7.0,12.0,0.99587,3.34,0.39,9.5,5 +7.2,0.655,0.03,1.8,0.078,7.0,12.0,0.99587,3.34,0.39,9.5,5 +6.9,0.57,0.0,2.8,0.081,21.0,41.0,0.99518,3.41,0.52,10.8,5 +9.0,0.6,0.29,2.0,0.069,32.0,73.0,0.99654,3.34,0.57,10.0,5 +7.2,0.62,0.01,2.3,0.065,8.0,46.0,0.9933200000000001,3.32,0.51,11.8,6 +7.6,0.645,0.03,1.9,0.086,14.0,57.0,0.9969,3.37,0.46,10.3,5 +7.6,0.645,0.03,1.9,0.086,14.0,57.0,0.9969,3.37,0.46,10.3,5 +7.2,0.58,0.03,2.3,0.077,7.0,28.0,0.9956799999999999,3.35,0.52,10.0,5 +6.1,0.32,0.25,1.8,0.086,5.0,32.0,0.99464,3.36,0.44,10.1,5 +6.1,0.34,0.25,1.8,0.084,4.0,28.0,0.99464,3.36,0.44,10.1,5 +7.3,0.43,0.24,2.5,0.078,27.0,67.0,0.9964799999999999,3.6,0.59,11.1,6 +7.4,0.64,0.17,5.4,0.168,52.0,98.0,0.99736,3.28,0.5,9.5,5 +11.6,0.475,0.4,1.4,0.091,6.0,28.0,0.9970399999999999,3.07,0.65,10.0333333333333,6 +9.2,0.54,0.31,2.3,0.11199999999999999,11.0,38.0,0.9969899999999999,3.24,0.56,10.9,5 +8.3,0.85,0.14,2.5,0.09300000000000001,13.0,54.0,0.99724,3.36,0.54,10.1,5 +11.6,0.475,0.4,1.4,0.091,6.0,28.0,0.9970399999999999,3.07,0.65,10.0333333333333,6 +8.0,0.83,0.27,2.0,0.08,11.0,63.0,0.9965200000000001,3.29,0.48,9.8,4 +7.2,0.605,0.02,1.9,0.096,10.0,31.0,0.995,3.46,0.53,11.8,6 +7.8,0.5,0.09,2.2,0.115,10.0,42.0,0.9971,3.18,0.62,9.5,5 +7.3,0.74,0.08,1.7,0.094,10.0,45.0,0.9957600000000001,3.24,0.5,9.8,5 +6.9,0.54,0.3,2.2,0.08800000000000001,9.0,105.0,0.99725,3.25,1.18,10.5,6 +8.0,0.77,0.32,2.1,0.079,16.0,74.0,0.99656,3.27,0.5,9.8,6 +6.6,0.61,0.0,1.6,0.069,4.0,8.0,0.9939600000000001,3.33,0.37,10.4,4 +8.7,0.78,0.51,1.7,0.415,12.0,66.0,0.99623,3.0,1.17,9.2,5 +7.5,0.58,0.56,3.1,0.153,5.0,14.0,0.9947600000000001,3.21,1.03,11.6,6 +8.7,0.78,0.51,1.7,0.415,12.0,66.0,0.99623,3.0,1.17,9.2,5 +7.7,0.75,0.27,3.8,0.11,34.0,89.0,0.99664,3.24,0.45,9.3,5 +6.8,0.815,0.0,1.2,0.267,16.0,29.0,0.99471,3.32,0.51,9.8,3 +7.2,0.56,0.26,2.0,0.083,13.0,100.0,0.9958600000000001,3.26,0.52,9.9,5 +8.2,0.885,0.2,1.4,0.086,7.0,31.0,0.9946,3.11,0.46,10.0,5 +5.2,0.49,0.26,2.3,0.09,23.0,74.0,0.9953,3.71,0.62,12.2,6 +7.2,0.45,0.15,2.0,0.078,10.0,28.0,0.9960899999999999,3.29,0.51,9.9,6 +7.5,0.57,0.02,2.6,0.077,11.0,35.0,0.9955700000000001,3.36,0.62,10.8,6 +7.5,0.57,0.02,2.6,0.077,11.0,35.0,0.9955700000000001,3.36,0.62,10.8,6 +6.8,0.83,0.09,1.8,0.07400000000000001,4.0,25.0,0.99534,3.38,0.45,9.6,5 +8.0,0.6,0.22,2.1,0.08,25.0,105.0,0.99613,3.3,0.49,9.9,5 +8.0,0.6,0.22,2.1,0.08,25.0,105.0,0.99613,3.3,0.49,9.9,5 +7.1,0.755,0.15,1.8,0.107,20.0,84.0,0.99593,3.19,0.5,9.5,5 +8.0,0.81,0.25,3.4,0.076,34.0,85.0,0.9966799999999999,3.19,0.42,9.2,5 +7.4,0.64,0.07,1.8,0.1,8.0,23.0,0.9961,3.3,0.58,9.6,5 +7.4,0.64,0.07,1.8,0.1,8.0,23.0,0.9961,3.3,0.58,9.6,5 +6.6,0.64,0.31,6.1,0.083,7.0,49.0,0.99718,3.35,0.68,10.3,5 +6.7,0.48,0.02,2.2,0.08,36.0,111.0,0.99524,3.1,0.53,9.7,5 +6.0,0.49,0.0,2.3,0.068,15.0,33.0,0.99292,3.58,0.59,12.5,6 +8.0,0.64,0.22,2.4,0.094,5.0,33.0,0.9961200000000001,3.37,0.58,11.0,5 +7.1,0.62,0.06,1.3,0.07,5.0,12.0,0.9942,3.17,0.48,9.8,5 +8.0,0.52,0.25,2.0,0.078,19.0,59.0,0.9961200000000001,3.3,0.48,10.2,5 +6.4,0.57,0.14,3.9,0.07,27.0,73.0,0.99669,3.32,0.48,9.2,5 +8.6,0.685,0.1,1.6,0.092,3.0,12.0,0.99745,3.31,0.65,9.55,6 +8.7,0.675,0.1,1.6,0.09,4.0,11.0,0.99745,3.31,0.65,9.55,5 +7.3,0.59,0.26,2.0,0.08,17.0,104.0,0.99584,3.28,0.52,9.9,5 +7.0,0.6,0.12,2.2,0.083,13.0,28.0,0.9966,3.52,0.62,10.2,7 +7.2,0.67,0.0,2.2,0.068,10.0,24.0,0.9956,3.42,0.72,11.1,6 +7.9,0.69,0.21,2.1,0.08,33.0,141.0,0.9962,3.25,0.51,9.9,5 +7.9,0.69,0.21,2.1,0.08,33.0,141.0,0.9962,3.25,0.51,9.9,5 +7.6,0.3,0.42,2.0,0.052000000000000005,6.0,24.0,0.9963,3.44,0.82,11.9,6 +7.2,0.33,0.33,1.7,0.061,3.0,13.0,0.996,3.23,1.1,10.0,8 +8.0,0.5,0.39,2.6,0.08199999999999999,12.0,46.0,0.9985,3.43,0.62,10.7,6 +7.7,0.28,0.3,2.0,0.062,18.0,34.0,0.9952,3.28,0.9,11.3,7 +8.2,0.24,0.34,5.1,0.062,8.0,22.0,0.9974,3.22,0.94,10.9,6 +6.0,0.51,0.0,2.1,0.064,40.0,54.0,0.995,3.54,0.93,10.7,6 +8.1,0.29,0.36,2.2,0.048,35.0,53.0,0.995,3.27,1.01,12.4,7 +6.0,0.51,0.0,2.1,0.064,40.0,54.0,0.995,3.54,0.93,10.7,6 +6.6,0.96,0.0,1.8,0.08199999999999999,5.0,16.0,0.9936,3.5,0.44,11.9,6 +6.4,0.47,0.4,2.4,0.071,8.0,19.0,0.9963,3.56,0.73,10.6,6 +8.2,0.24,0.34,5.1,0.062,8.0,22.0,0.9974,3.22,0.94,10.9,6 +9.9,0.57,0.25,2.0,0.10400000000000001,12.0,89.0,0.9963,3.04,0.9,10.1,5 +10.0,0.32,0.59,2.2,0.077,3.0,15.0,0.9994,3.2,0.78,9.6,5 +6.2,0.58,0.0,1.6,0.065,8.0,18.0,0.9966,3.56,0.84,9.4,5 +10.0,0.32,0.59,2.2,0.077,3.0,15.0,0.9994,3.2,0.78,9.6,5 +7.3,0.34,0.33,2.5,0.064,21.0,37.0,0.9952,3.35,0.77,12.1,7 +7.8,0.53,0.01,1.6,0.077,3.0,19.0,0.995,3.16,0.46,9.8,5 +7.7,0.64,0.21,2.2,0.077,32.0,133.0,0.9956,3.27,0.45,9.9,5 +7.8,0.53,0.01,1.6,0.077,3.0,19.0,0.995,3.16,0.46,9.8,5 +7.5,0.4,0.18,1.6,0.079,24.0,58.0,0.9965,3.34,0.58,9.4,5 +7.0,0.54,0.0,2.1,0.079,39.0,55.0,0.9956,3.39,0.84,11.4,6 +6.4,0.53,0.09,3.9,0.12300000000000001,14.0,31.0,0.9968,3.5,0.67,11.0,4 +8.3,0.26,0.37,1.4,0.076,8.0,23.0,0.9974,3.26,0.7,9.6,6 +8.3,0.26,0.37,1.4,0.076,8.0,23.0,0.9974,3.26,0.7,9.6,6 +7.7,0.23,0.37,1.8,0.046,23.0,60.0,0.9971,3.41,0.71,12.1,6 +7.6,0.41,0.33,2.5,0.078,6.0,23.0,0.9957,3.3,0.58,11.2,5 +7.8,0.64,0.0,1.9,0.07200000000000001,27.0,55.0,0.9962,3.31,0.63,11.0,5 +7.9,0.18,0.4,2.2,0.049,38.0,67.0,0.996,3.33,0.93,11.3,5 +7.4,0.41,0.24,1.8,0.066,18.0,47.0,0.9956,3.37,0.62,10.4,5 +7.6,0.43,0.31,2.1,0.069,13.0,74.0,0.9958,3.26,0.54,9.9,6 +5.9,0.44,0.0,1.6,0.042,3.0,11.0,0.9944,3.48,0.85,11.7,6 +6.1,0.4,0.16,1.8,0.069,11.0,25.0,0.9955,3.42,0.74,10.1,7 +10.2,0.54,0.37,15.4,0.214,55.0,95.0,1.00369,3.18,0.77,9.0,6 +10.2,0.54,0.37,15.4,0.214,55.0,95.0,1.00369,3.18,0.77,9.0,6 +10.0,0.38,0.38,1.6,0.16899999999999998,27.0,90.0,0.9991399999999999,3.15,0.65,8.5,5 +6.8,0.915,0.29,4.8,0.07,15.0,39.0,0.99577,3.53,0.54,11.1,5 +7.0,0.59,0.0,1.7,0.052000000000000005,3.0,8.0,0.996,3.41,0.47,10.3,5 +7.3,0.67,0.02,2.2,0.07200000000000001,31.0,92.0,0.99566,3.32,0.68,11.066666666666698,6 +7.2,0.37,0.32,2.0,0.062,15.0,28.0,0.9947,3.23,0.73,11.3,7 +7.4,0.785,0.19,5.2,0.094,19.0,98.0,0.99713,3.16,0.52,9.56666666666667,6 +6.9,0.63,0.02,1.9,0.078,18.0,30.0,0.9971200000000001,3.4,0.75,9.8,5 +6.9,0.58,0.2,1.75,0.057999999999999996,8.0,22.0,0.9932200000000001,3.38,0.49,11.7,5 +7.3,0.67,0.02,2.2,0.07200000000000001,31.0,92.0,0.99566,3.32,0.68,11.1,6 +7.4,0.785,0.19,5.2,0.094,19.0,98.0,0.99713,3.16,0.52,9.6,6 +6.9,0.63,0.02,1.9,0.078,18.0,30.0,0.9971200000000001,3.4,0.75,9.8,5 +6.8,0.67,0.0,1.9,0.08,22.0,39.0,0.9970100000000001,3.4,0.74,9.7,5 +6.9,0.58,0.01,1.9,0.08,40.0,54.0,0.9968299999999999,3.4,0.73,9.7,5 +7.2,0.38,0.31,2.0,0.055999999999999994,15.0,29.0,0.99472,3.23,0.76,11.3,8 +7.2,0.37,0.32,2.0,0.062,15.0,28.0,0.9947,3.23,0.73,11.3,7 +7.8,0.32,0.44,2.7,0.10400000000000001,8.0,17.0,0.9973200000000001,3.33,0.78,11.0,7 +6.6,0.58,0.02,2.0,0.062,37.0,53.0,0.99374,3.35,0.76,11.6,7 +7.6,0.49,0.33,1.9,0.07400000000000001,27.0,85.0,0.9970600000000001,3.41,0.58,9.0,5 +11.7,0.45,0.63,2.2,0.073,7.0,23.0,0.99974,3.21,0.69,10.9,6 +6.5,0.9,0.0,1.6,0.052000000000000005,9.0,17.0,0.99467,3.5,0.63,10.9,6 +6.0,0.54,0.06,1.8,0.05,38.0,89.0,0.99236,3.3,0.5,10.55,6 +7.6,0.49,0.33,1.9,0.07400000000000001,27.0,85.0,0.9970600000000001,3.41,0.58,9.0,5 +8.4,0.29,0.4,1.7,0.067,8.0,20.0,0.99603,3.39,0.6,10.5,5 +7.9,0.2,0.35,1.7,0.054000000000000006,7.0,15.0,0.9945799999999999,3.32,0.8,11.9,7 +6.4,0.42,0.09,2.3,0.054000000000000006,34.0,64.0,0.99724,3.41,0.68,10.4,6 +6.2,0.785,0.0,2.1,0.06,6.0,13.0,0.99664,3.59,0.61,10.0,4 +6.8,0.64,0.03,2.3,0.075,14.0,31.0,0.99545,3.36,0.58,10.4,6 +6.9,0.63,0.01,2.4,0.076,14.0,39.0,0.9952200000000001,3.34,0.53,10.8,6 +6.8,0.59,0.1,1.7,0.063,34.0,53.0,0.9958,3.41,0.67,9.7,5 +6.8,0.59,0.1,1.7,0.063,34.0,53.0,0.9958,3.41,0.67,9.7,5 +7.3,0.48,0.32,2.1,0.062,31.0,54.0,0.9972799999999999,3.3,0.65,10.0,7 +6.7,1.04,0.08,2.3,0.067,19.0,32.0,0.9964799999999999,3.52,0.57,11.0,4 +7.3,0.48,0.32,2.1,0.062,31.0,54.0,0.9972799999999999,3.3,0.65,10.0,7 +7.3,0.98,0.05,2.1,0.061,20.0,49.0,0.99705,3.31,0.55,9.7,3 +10.0,0.69,0.11,1.4,0.084,8.0,24.0,0.9957799999999999,2.88,0.47,9.7,5 +6.7,0.7,0.08,3.75,0.067,8.0,16.0,0.99334,3.43,0.52,12.6,5 +7.6,0.35,0.6,2.6,0.073,23.0,44.0,0.99656,3.38,0.79,11.1,6 +6.1,0.6,0.08,1.8,0.071,14.0,45.0,0.99336,3.38,0.54,11.0,5 +9.9,0.5,0.5,13.8,0.205,48.0,82.0,1.00242,3.16,0.75,8.8,5 +5.3,0.47,0.11,2.2,0.048,16.0,89.0,0.99182,3.54,0.88,13.566666666666698,7 +9.9,0.5,0.5,13.8,0.205,48.0,82.0,1.00242,3.16,0.75,8.8,5 +5.3,0.47,0.11,2.2,0.048,16.0,89.0,0.99182,3.54,0.88,13.6,7 +7.1,0.875,0.05,5.7,0.08199999999999999,3.0,14.0,0.99808,3.4,0.52,10.2,3 +8.2,0.28,0.6,3.0,0.10400000000000001,10.0,22.0,0.99828,3.39,0.68,10.6,5 +5.6,0.62,0.03,1.5,0.08,6.0,13.0,0.99498,3.66,0.62,10.1,4 +8.2,0.28,0.6,3.0,0.10400000000000001,10.0,22.0,0.99828,3.39,0.68,10.6,5 +7.2,0.58,0.54,2.1,0.114,3.0,9.0,0.9971899999999999,3.33,0.57,10.3,4 +8.1,0.33,0.44,1.5,0.042,6.0,12.0,0.9954200000000001,3.35,0.61,10.7,5 +6.8,0.91,0.06,2.0,0.06,4.0,11.0,0.99592,3.53,0.64,10.9,4 +7.0,0.655,0.16,2.1,0.07400000000000001,8.0,25.0,0.9960600000000001,3.37,0.55,9.7,5 +6.8,0.68,0.21,2.1,0.07,9.0,23.0,0.99546,3.38,0.6,10.3,5 +6.0,0.64,0.05,1.9,0.066,9.0,17.0,0.9949600000000001,3.52,0.78,10.6,5 +5.6,0.54,0.04,1.7,0.049,5.0,13.0,0.9942,3.72,0.58,11.4,5 +6.2,0.57,0.1,2.1,0.048,4.0,11.0,0.9944799999999999,3.44,0.76,10.8,6 +7.1,0.22,0.49,1.8,0.039,8.0,18.0,0.99344,3.39,0.56,12.4,6 +5.6,0.54,0.04,1.7,0.049,5.0,13.0,0.9942,3.72,0.58,11.4,5 +6.2,0.65,0.06,1.6,0.05,6.0,18.0,0.9934799999999999,3.57,0.54,11.95,5 +7.7,0.54,0.26,1.9,0.08900000000000001,23.0,147.0,0.99636,3.26,0.59,9.7,5 +6.4,0.31,0.09,1.4,0.066,15.0,28.0,0.99459,3.42,0.7,10.0,7 +7.0,0.43,0.02,1.9,0.08,15.0,28.0,0.99492,3.35,0.81,10.6,6 +7.7,0.54,0.26,1.9,0.08900000000000001,23.0,147.0,0.99636,3.26,0.59,9.7,5 +6.9,0.74,0.03,2.3,0.054000000000000006,7.0,16.0,0.99508,3.45,0.63,11.5,6 +6.6,0.895,0.04,2.3,0.068,7.0,13.0,0.99582,3.53,0.58,10.8,6 +6.9,0.74,0.03,2.3,0.054000000000000006,7.0,16.0,0.99508,3.45,0.63,11.5,6 +7.5,0.725,0.04,1.5,0.076,8.0,15.0,0.99508,3.26,0.53,9.6,5 +7.8,0.82,0.29,4.3,0.083,21.0,64.0,0.9964200000000001,3.16,0.53,9.4,5 +7.3,0.585,0.18,2.4,0.078,15.0,60.0,0.9963799999999999,3.31,0.54,9.8,5 +6.2,0.44,0.39,2.5,0.077,6.0,14.0,0.99555,3.51,0.69,11.0,6 +7.5,0.38,0.57,2.3,0.106,5.0,12.0,0.99605,3.36,0.55,11.4,6 +6.7,0.76,0.02,1.8,0.078,6.0,12.0,0.996,3.55,0.63,9.95,3 +6.8,0.81,0.05,2.0,0.07,6.0,14.0,0.9956200000000001,3.51,0.66,10.8,6 +7.5,0.38,0.57,2.3,0.106,5.0,12.0,0.99605,3.36,0.55,11.4,6 +7.1,0.27,0.6,2.1,0.07400000000000001,17.0,25.0,0.9981399999999999,3.38,0.72,10.6,6 +7.9,0.18,0.4,1.8,0.062,7.0,20.0,0.9941,3.28,0.7,11.1,5 +6.4,0.36,0.21,2.2,0.047,26.0,48.0,0.99661,3.47,0.77,9.7,6 +7.1,0.69,0.04,2.1,0.068,19.0,27.0,0.9971200000000001,3.44,0.67,9.8,5 +6.4,0.79,0.04,2.2,0.061,11.0,17.0,0.9958799999999999,3.53,0.65,10.4,6 +6.4,0.56,0.15,1.8,0.078,17.0,65.0,0.9929399999999999,3.33,0.6,10.5,6 +6.9,0.84,0.21,4.1,0.07400000000000001,16.0,65.0,0.9984200000000001,3.53,0.72,9.23333333333333,6 +6.9,0.84,0.21,4.1,0.07400000000000001,16.0,65.0,0.9984200000000001,3.53,0.72,9.25,6 +6.1,0.32,0.25,2.3,0.071,23.0,58.0,0.9963299999999999,3.42,0.97,10.6,5 +6.5,0.53,0.06,2.0,0.063,29.0,44.0,0.9948899999999999,3.38,0.83,10.3,6 +7.4,0.47,0.46,2.2,0.114,7.0,20.0,0.9964700000000001,3.32,0.63,10.5,5 +6.6,0.7,0.08,2.6,0.106,14.0,27.0,0.99665,3.44,0.58,10.2,5 +6.5,0.53,0.06,2.0,0.063,29.0,44.0,0.9948899999999999,3.38,0.83,10.3,6 +6.9,0.48,0.2,1.9,0.08199999999999999,9.0,23.0,0.99585,3.39,0.43,9.05,4 +6.1,0.32,0.25,2.3,0.071,23.0,58.0,0.9963299999999999,3.42,0.97,10.6,5 +6.8,0.48,0.25,2.0,0.076,29.0,61.0,0.9953,3.34,0.6,10.4,5 +6.0,0.42,0.19,2.0,0.075,22.0,47.0,0.9952200000000001,3.39,0.78,10.0,6 +6.7,0.48,0.08,2.1,0.064,18.0,34.0,0.9955200000000001,3.33,0.64,9.7,5 +6.8,0.47,0.08,2.2,0.064,18.0,38.0,0.9955299999999999,3.3,0.65,9.6,6 +7.1,0.53,0.07,1.7,0.071,15.0,24.0,0.9951,3.29,0.66,10.8,6 +7.9,0.29,0.49,2.2,0.096,21.0,59.0,0.9971399999999999,3.31,0.67,10.1,6 +7.1,0.69,0.08,2.1,0.063,42.0,52.0,0.99608,3.42,0.6,10.2,6 +6.6,0.44,0.09,2.2,0.063,9.0,18.0,0.99444,3.42,0.69,11.3,6 +6.1,0.705,0.1,2.8,0.081,13.0,28.0,0.99631,3.6,0.66,10.2,5 +7.2,0.53,0.13,2.0,0.057999999999999996,18.0,22.0,0.9957299999999999,3.21,0.68,9.9,6 +8.0,0.39,0.3,1.9,0.07400000000000001,32.0,84.0,0.9971700000000001,3.39,0.61,9.0,5 +6.6,0.56,0.14,2.4,0.064,13.0,29.0,0.99397,3.42,0.62,11.7,7 +7.0,0.55,0.13,2.2,0.075,15.0,35.0,0.9959,3.36,0.59,9.7,6 +6.1,0.53,0.08,1.9,0.077,24.0,45.0,0.9952799999999999,3.6,0.68,10.3,6 +5.4,0.58,0.08,1.9,0.059000000000000004,20.0,31.0,0.99484,3.5,0.64,10.2,6 +6.2,0.64,0.09,2.5,0.081,15.0,26.0,0.9953799999999999,3.57,0.63,12.0,5 +7.2,0.39,0.32,1.8,0.065,34.0,60.0,0.9971399999999999,3.46,0.78,9.9,5 +6.2,0.52,0.08,4.4,0.071,11.0,32.0,0.99646,3.56,0.63,11.6,6 +7.4,0.25,0.29,2.2,0.054000000000000006,19.0,49.0,0.99666,3.4,0.76,10.9,7 +6.7,0.855,0.02,1.9,0.064,29.0,38.0,0.99472,3.3,0.56,10.75,6 +11.1,0.44,0.42,2.2,0.064,14.0,19.0,0.9975799999999999,3.25,0.57,10.4,6 +8.4,0.37,0.43,2.3,0.063,12.0,19.0,0.9955,3.17,0.81,11.2,7 +6.5,0.63,0.33,1.8,0.059000000000000004,16.0,28.0,0.99531,3.36,0.64,10.1,6 +7.0,0.57,0.02,2.0,0.07200000000000001,17.0,26.0,0.99575,3.36,0.61,10.2,5 +6.3,0.6,0.1,1.6,0.048,12.0,26.0,0.99306,3.55,0.51,12.1,5 +11.2,0.4,0.5,2.0,0.099,19.0,50.0,0.9978299999999999,3.1,0.58,10.4,5 +7.4,0.36,0.3,1.8,0.07400000000000001,17.0,24.0,0.99419,3.24,0.7,11.4,8 +7.1,0.68,0.0,2.3,0.087,17.0,26.0,0.9978299999999999,3.45,0.53,9.5,5 +7.1,0.67,0.0,2.3,0.083,18.0,27.0,0.9976799999999999,3.44,0.54,9.4,5 +6.3,0.68,0.01,3.7,0.10300000000000001,32.0,54.0,0.9958600000000001,3.51,0.66,11.3,6 +7.3,0.735,0.0,2.2,0.08,18.0,28.0,0.99765,3.41,0.6,9.4,5 +6.6,0.855,0.02,2.4,0.062,15.0,23.0,0.9962700000000001,3.54,0.6,11.0,6 +7.0,0.56,0.17,1.7,0.065,15.0,24.0,0.9951399999999999,3.44,0.68,10.55,7 +6.6,0.88,0.04,2.2,0.066,12.0,20.0,0.99636,3.53,0.56,9.9,5 +6.6,0.855,0.02,2.4,0.062,15.0,23.0,0.9962700000000001,3.54,0.6,11.0,6 +6.9,0.63,0.33,6.7,0.235,66.0,115.0,0.99787,3.22,0.56,9.5,5 +7.8,0.6,0.26,2.0,0.08,31.0,131.0,0.9962200000000001,3.21,0.52,9.9,5 +7.8,0.6,0.26,2.0,0.08,31.0,131.0,0.9962200000000001,3.21,0.52,9.9,5 +7.8,0.6,0.26,2.0,0.08,31.0,131.0,0.9962200000000001,3.21,0.52,9.9,5 +7.2,0.695,0.13,2.0,0.076,12.0,20.0,0.99546,3.29,0.54,10.1,5 +7.2,0.695,0.13,2.0,0.076,12.0,20.0,0.99546,3.29,0.54,10.1,5 +7.2,0.695,0.13,2.0,0.076,12.0,20.0,0.99546,3.29,0.54,10.1,5 +6.7,0.67,0.02,1.9,0.061,26.0,42.0,0.9948899999999999,3.39,0.82,10.9,6 +6.7,0.16,0.64,2.1,0.059000000000000004,24.0,52.0,0.9949399999999999,3.34,0.71,11.2,6 +7.2,0.695,0.13,2.0,0.076,12.0,20.0,0.99546,3.29,0.54,10.1,5 +7.0,0.56,0.13,1.6,0.077,25.0,42.0,0.99629,3.34,0.59,9.2,5 +6.2,0.51,0.14,1.9,0.055999999999999994,15.0,34.0,0.9939600000000001,3.48,0.57,11.5,6 +6.4,0.36,0.53,2.2,0.23,19.0,35.0,0.9934,3.37,0.93,12.4,6 +6.4,0.38,0.14,2.2,0.038,15.0,25.0,0.9951399999999999,3.44,0.65,11.1,6 +7.3,0.69,0.32,2.2,0.069,35.0,104.0,0.9963200000000001,3.33,0.51,9.5,5 +6.0,0.58,0.2,2.4,0.075,15.0,50.0,0.99467,3.58,0.67,12.5,6 +5.6,0.31,0.78,13.9,0.07400000000000001,23.0,92.0,0.99677,3.39,0.48,10.5,6 +7.5,0.52,0.4,2.2,0.06,12.0,20.0,0.99474,3.26,0.64,11.8,6 +8.0,0.3,0.63,1.6,0.081,16.0,29.0,0.9958799999999999,3.3,0.78,10.8,6 +6.2,0.7,0.15,5.1,0.076,13.0,27.0,0.9962200000000001,3.54,0.6,11.9,6 +6.8,0.67,0.15,1.8,0.11800000000000001,13.0,20.0,0.9954,3.42,0.67,11.3,6 +6.2,0.56,0.09,1.7,0.053,24.0,32.0,0.9940200000000001,3.54,0.6,11.3,5 +7.4,0.35,0.33,2.4,0.068,9.0,26.0,0.9947,3.36,0.6,11.9,6 +6.2,0.56,0.09,1.7,0.053,24.0,32.0,0.9940200000000001,3.54,0.6,11.3,5 +6.1,0.715,0.1,2.6,0.053,13.0,27.0,0.9936200000000001,3.57,0.5,11.9,5 +6.2,0.46,0.29,2.1,0.07400000000000001,32.0,98.0,0.9957799999999999,3.33,0.62,9.8,5 +6.7,0.32,0.44,2.4,0.061,24.0,34.0,0.99484,3.29,0.8,11.6,7 +7.2,0.39,0.44,2.6,0.066,22.0,48.0,0.9949399999999999,3.3,0.84,11.5,6 +7.5,0.31,0.41,2.4,0.065,34.0,60.0,0.99492,3.34,0.85,11.4,6 +5.8,0.61,0.11,1.8,0.066,18.0,28.0,0.9948299999999999,3.55,0.66,10.9,6 +7.2,0.66,0.33,2.5,0.068,34.0,102.0,0.9941399999999999,3.27,0.78,12.8,6 +6.6,0.725,0.2,7.8,0.073,29.0,79.0,0.9977,3.29,0.54,9.2,5 +6.3,0.55,0.15,1.8,0.077,26.0,35.0,0.9931399999999999,3.32,0.82,11.6,6 +5.4,0.74,0.09,1.7,0.08900000000000001,16.0,26.0,0.9940200000000001,3.67,0.56,11.6,6 +6.3,0.51,0.13,2.3,0.076,29.0,40.0,0.99574,3.42,0.75,11.0,6 +6.8,0.62,0.08,1.9,0.068,28.0,38.0,0.99651,3.42,0.82,9.5,6 +6.2,0.6,0.08,2.0,0.09,32.0,44.0,0.9949,3.45,0.58,10.5,5 +5.9,0.55,0.1,2.2,0.062,39.0,51.0,0.9951200000000001,3.52,0.76,11.2,6 +6.3,0.51,0.13,2.3,0.076,29.0,40.0,0.99574,3.42,0.75,11.0,6 +5.9,0.645,0.12,2.0,0.075,32.0,44.0,0.9954700000000001,3.57,0.71,10.2,5 +6.0,0.31,0.47,3.6,0.067,18.0,42.0,0.99549,3.39,0.66,11.0,6 diff --git a/Neural_Network/Neural_Network.ipynb b/Neural_Network/Neural_Network.ipynb new file mode 100644 index 0000000..4a720ba --- /dev/null +++ b/Neural_Network/Neural_Network.ipynb @@ -0,0 +1,333 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 543, + "metadata": {}, + "outputs": [], + "source": [ + "import tensorflow as tf\n", + "import numpy as np\n", + "import pandas as pd\n", + "from sklearn.metrics import *\n", + "from sklearn.model_selection import train_test_split\n", + "import imgaug.augmenters as iaa" + ] + }, + { + "cell_type": "code", + "execution_count": 544, + "metadata": {}, + "outputs": [], + "source": [ + "(x, y), (x_test, y_test) = tf.keras.datasets.mnist.load_data()\n", + "x_train, x_val, y_train, y_val = train_test_split(x,y, test_size=0.1, random_state=42)\n", + "\n", + "y_ohe=pd.get_dummies(y_train).values\n", + "# y_test_ohe=pd.get_dummies(y_test).values\n", + "# y_val_ohe=pd.get_dummies(y_val).values" + ] + }, + { + "cell_type": "code", + "execution_count": 545, + "metadata": {}, + "outputs": [], + "source": [ + "x_train=x_train.astype('float32')/255.0\n", + "x_test=x_test.astype('float32')/255.0\n", + "x_val=x_val.astype('float32')/255.0" + ] + }, + { + "cell_type": "code", + "execution_count": 546, + "metadata": {}, + "outputs": [], + "source": [ + "seq = iaa.Sequential([\n", + " iaa.Crop(px=(0, 10)),\n", + " iaa.Fliplr(0.5),\n", + " iaa.GaussianBlur(sigma=(0, 1.0))\n", + "])\n", + "\n", + "x_aug = seq.augment_images(x_train)\n", + "x_test_aug = seq.augment_images(x_test)\n", + "x_val_aug = seq.augment_images(x_val)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 547, + "metadata": {}, + "outputs": [], + "source": [ + "x_aug=x_aug.reshape(x_aug.shape[0],x_aug.shape[1]*x_aug.shape[2])\n", + "x_test_aug=x_test_aug.reshape(x_test_aug.shape[0],x_test_aug.shape[1]*x_test_aug.shape[2])\n", + "x_val_aug=x_val_aug.reshape(x_val_aug.shape[0],x_val_aug.shape[1]*x_val_aug.shape[2])" + ] + }, + { + "cell_type": "code", + "execution_count": 548, + "metadata": {}, + "outputs": [], + "source": [ + "def initialize_parameters(n_in, n_h, n_out):\n", + "\n", + " W1=np.random.randn(n_in,n_h) * np.sqrt(2 / (n_in + n_h)) \n", + " b1=np.random.randn(1, n_h) * 0.01#np.sqrt(2 / (1 + n_h))\n", + " W2=np.random.randn(n_h,n_h) * np.sqrt(2 / (n_h + n_h)) \n", + " b2=np.random.randn(1, n_h) * 0.01#np.sqrt(2 / (1 + n_h))\n", + " W3=np.random.randn(n_h,n_out) * np.sqrt(2 / (n_h + n_out)) \n", + " b3=np.random.randn(1, n_out) * 0.01#np.sqrt(2 / (1 + n_out))\n", + "\n", + " parameters = {\"W1\": W1,\"b1\": b1,\"W2\": W2,\"b2\": b2,\"W3\": W3,\"b3\": b3}\n", + " \n", + " return parameters\n" + ] + }, + { + "cell_type": "code", + "execution_count": 549, + "metadata": {}, + "outputs": [], + "source": [ + "def relu(x):\n", + " return np.maximum(0, x)" + ] + }, + { + "cell_type": "code", + "execution_count": 550, + "metadata": {}, + "outputs": [], + "source": [ + "def softmax(x):\n", + " e_x = np.exp(x - np.max(x, axis=1, keepdims=True))\n", + " return e_x / np.sum(e_x, axis=1, keepdims=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 551, + "metadata": {}, + "outputs": [], + "source": [ + "def reluDeriv(x):\n", + " return x > 0 " + ] + }, + { + "cell_type": "code", + "execution_count": 552, + "metadata": {}, + "outputs": [], + "source": [ + "def forward_propagation(X, parameters):\n", + " W1=parameters[\"W1\"]\n", + " b1=parameters[\"b1\"]\n", + " W2=parameters[\"W2\"]\n", + " b2=parameters[\"b2\"] \n", + " W3=parameters[\"W3\"]\n", + " b3=parameters[\"b3\"] \n", + " \n", + " Z1=np.dot(X,W1)+b1\n", + " A1=relu(Z1)\n", + " Z2=np.dot(A1,W2)+b2\n", + " A2=relu(Z2)\n", + " Z3=np.dot(A2,W3)+b3\n", + " A3=softmax(Z3)\n", + " \n", + " values = {\"Z1\": Z1,\"A1\": A1,\"Z2\": Z2,\"A2\": A2, \"Z3\": Z3,\"A3\": A3}\n", + " \n", + " return values" + ] + }, + { + "cell_type": "code", + "execution_count": 553, + "metadata": {}, + "outputs": [], + "source": [ + "def backward_propagation(parameters, values, X, Y):\n", + "\n", + " m = X.shape[1]\n", + " W2=parameters[\"W2\"]\n", + " W3=parameters[\"W3\"]\n", + " Z1=values[\"Z1\"]\n", + " Z2=values[\"Z2\"]\n", + " A1=values[\"A1\"]\n", + " A2=values[\"A2\"]\n", + " A3=values[\"A3\"]\n", + "\n", + " dZ3 = A3-Y\n", + " dW3 = np.dot(A2.T,dZ3)/m\n", + " db3 = np.sum(dZ3,axis=0,keepdims=True)/m\n", + "\n", + " dZ2 = np.multiply(np.dot(dZ3,W3.T),reluDeriv(Z2))\n", + " dW2 = np.dot(A1.T,dZ2)/m\n", + " db2 = np.sum(dZ2,axis=0,keepdims=True)/m\n", + "\n", + " dZ1 = np.multiply(np.dot(dZ2,W2.T),reluDeriv(Z1))\n", + " dW1 = np.dot(X.T,dZ1)/m\n", + " db1 = np.sum(dZ1,axis=0,keepdims=True)/m\n", + " \n", + " gradients = {\"dW1\": dW1,\"db1\": db1,\"dW2\": dW2,\"db2\": db2,\"dW3\": dW3,\"db3\": db3}\n", + " \n", + " return gradients" + ] + }, + { + "cell_type": "code", + "execution_count": 554, + "metadata": {}, + "outputs": [], + "source": [ + "def update_parameters(parameters, gradients, alpha):\n", + " parameters[\"W1\"]-=(alpha * gradients[\"dW1\"])\n", + " parameters[\"b1\"]-=(alpha * gradients[\"db1\"])\n", + " parameters[\"W2\"]-=(alpha * gradients[\"dW2\"])\n", + " parameters[\"b2\"]-=(alpha * gradients[\"db2\"])\n", + " parameters[\"W3\"]-=(alpha * gradients[\"dW3\"])\n", + " parameters[\"b3\"]-=(alpha * gradients[\"db3\"])\n", + " return parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 555, + "metadata": {}, + "outputs": [], + "source": [ + "def nn_model(X, Y, epoch, alpha):\n", + " parameters=initialize_parameters(X.shape[1],100,Y.shape[1])\n", + " for i in range(epoch):\n", + " values = forward_propagation(X, parameters)\n", + " grads = backward_propagation(parameters, values, X, Y)\n", + " parameters = update_parameters(parameters, grads, alpha)\n", + " # if i % 10 == 0:\n", + " # acc = accuracy_score(np.argmax(Y, axis=1), np.argmax(values[\"A3\"], axis=1))\n", + " # print(f\"Epoch {i}, Accuracy: {acc}\")\n", + " return parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 556, + "metadata": {}, + "outputs": [], + "source": [ + "final=nn_model(x_aug,y_ohe,300,0.005)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training Accuracy: \n", + " precision recall f1-score support\n", + "\n", + " 0 0.56 0.79 0.65 5299\n", + " 1 0.73 0.95 0.82 6088\n", + " 2 0.51 0.70 0.59 5386\n", + " 3 0.54 0.31 0.40 5542\n", + " 4 0.62 0.73 0.67 5262\n", + " 5 0.43 0.27 0.33 4870\n", + " 6 0.71 0.49 0.58 5338\n", + " 7 0.49 0.83 0.62 5632\n", + " 8 0.79 0.25 0.38 5266\n", + " 9 0.65 0.45 0.53 5317\n", + "\n", + " accuracy 0.59 54000\n", + " macro avg 0.60 0.58 0.56 54000\n", + "weighted avg 0.60 0.59 0.56 54000\n", + "\n", + "Testing Accuracy: \n", + " precision recall f1-score support\n", + "\n", + " 0 0.55 0.80 0.65 980\n", + " 1 0.75 0.95 0.84 1135\n", + " 2 0.52 0.69 0.60 1032\n", + " 3 0.53 0.33 0.40 1010\n", + " 4 0.60 0.73 0.66 982\n", + " 5 0.40 0.23 0.29 892\n", + " 6 0.69 0.47 0.56 958\n", + " 7 0.49 0.82 0.61 1028\n", + " 8 0.73 0.25 0.37 974\n", + " 9 0.62 0.44 0.52 1009\n", + "\n", + " accuracy 0.58 10000\n", + " macro avg 0.59 0.57 0.55 10000\n", + "weighted avg 0.59 0.58 0.56 10000\n", + "\n", + "Validation Accuracy: \n", + " precision recall f1-score support\n", + "\n", + " 0 0.56 0.79 0.65 624\n", + " 1 0.73 0.95 0.83 654\n", + " 2 0.50 0.74 0.59 572\n", + " 3 0.52 0.30 0.38 589\n", + " 4 0.64 0.76 0.69 580\n", + " 5 0.41 0.23 0.29 551\n", + " 6 0.67 0.47 0.55 580\n", + " 7 0.49 0.83 0.61 633\n", + " 8 0.85 0.24 0.38 585\n", + " 9 0.65 0.45 0.53 632\n", + "\n", + " accuracy 0.58 6000\n", + " macro avg 0.60 0.58 0.55 6000\n", + "weighted avg 0.60 0.58 0.56 6000\n", + "\n" + ] + } + ], + "source": [ + "print(\"Training Accuracy: \")\n", + "vals=forward_propagation(x_aug, final)\n", + "y_true = np.argmax(vals[\"A3\"], axis=1)\n", + "report1 = classification_report(y_train, y_true)\n", + "print(report1)\n", + "\n", + "print(\"Testing Accuracy: \")\n", + "vals=forward_propagation(x_test_aug, final)\n", + "y_true = np.argmax(vals[\"A3\"], axis=1)\n", + "report2 = classification_report(y_test, y_true)\n", + "print(report2)\n", + "\n", + "print(\"Validation Accuracy: \")\n", + "vals=forward_propagation(x_val_aug, final)\n", + "y_true = np.argmax(vals[\"A3\"], axis=1)\n", + "report3 = classification_report(y_val, y_true)\n", + "print(report3)" + ] + } + ], + "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": "3.10.11" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +}