DiabetesClassification-Graph.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from matplotlib.colors import ListedColormap\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [],
   "source": [
    "from ruruki.graphs import Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Attribute Information:\n",
    "#1. Number of times pregnant \n",
    "#2. Plasma glucose concentration a 2 hours in an oral glucose tolerance test \n",
    "#3. Diastolic blood pressure (mm Hg) \n",
    "#4. Triceps skin fold thickness (mm) \n",
    "#5. 2-Hour serum insulin (mu U/ml) \n",
    "#6. Body mass index (weight in kg/(height in m)^2) \n",
    "#7. Diabetes pedigree function \n",
    "#8. Age (years) \n",
    "#9. Class variable (0 or 1) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>preg</th>\n",
       "      <th>plas</th>\n",
       "      <th>pres</th>\n",
       "      <th>skin</th>\n",
       "      <th>test</th>\n",
       "      <th>mass</th>\n",
       "      <th>pedi</th>\n",
       "      <th>age</th>\n",
       "      <th>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6</td>\n",
       "      <td>148</td>\n",
       "      <td>72</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>33.6</td>\n",
       "      <td>0.627</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>85</td>\n",
       "      <td>66</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>26.6</td>\n",
       "      <td>0.351</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8</td>\n",
       "      <td>183</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.3</td>\n",
       "      <td>0.672</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>89</td>\n",
       "      <td>66</td>\n",
       "      <td>23</td>\n",
       "      <td>94</td>\n",
       "      <td>28.1</td>\n",
       "      <td>0.167</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>137</td>\n",
       "      <td>40</td>\n",
       "      <td>35</td>\n",
       "      <td>168</td>\n",
       "      <td>43.1</td>\n",
       "      <td>2.288</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   preg  plas  pres  skin  test  mass   pedi  age  class\n",
       "0     6   148    72    35     0  33.6  0.627   50      1\n",
       "1     1    85    66    29     0  26.6  0.351   31      0\n",
       "2     8   183    64     0     0  23.3  0.672   32      1\n",
       "3     1    89    66    23    94  28.1  0.167   21      0\n",
       "4     0   137    40    35   168  43.1  2.288   33      1"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "names = ['preg', 'plas', 'pres', 'skin', 'test', 'mass', 'pedi', 'age', 'class']\n",
    "diabetes = pd.read_csv(\"pima-indians-diabetes.data\", names=names)\n",
    "diabetes.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['preg', 'plas', 'pres', 'skin', 'test', 'mass', 'pedi', 'age', 'class'], dtype='object')"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diabetes.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "class\n",
       "0    500\n",
       "1    268\n",
       "Name: class, dtype: int64"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diabetes.groupby(['class'])['class'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 768 entries, 0 to 767\n",
      "Data columns (total 9 columns):\n",
      "preg     768 non-null int64\n",
      "plas     768 non-null int64\n",
      "pres     768 non-null int64\n",
      "skin     768 non-null int64\n",
      "test     768 non-null int64\n",
      "mass     768 non-null float64\n",
      "pedi     768 non-null float64\n",
      "age      768 non-null int64\n",
      "class    768 non-null int64\n",
      "dtypes: float64(2), int64(7)\n",
      "memory usage: 54.1 KB\n"
     ]
    }
   ],
   "source": [
    "diabetes.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import zscore\n",
    "\n",
    "X = diabetes[['plas','mass']]\n",
    "X = diabetes[['preg', 'plas', 'pres', 'skin', 'test', 'mass', 'pedi','age']].apply(zscore)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>preg</th>\n",
       "      <th>plas</th>\n",
       "      <th>pres</th>\n",
       "      <th>skin</th>\n",
       "      <th>test</th>\n",
       "      <th>mass</th>\n",
       "      <th>pedi</th>\n",
       "      <th>age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.639947</td>\n",
       "      <td>0.848324</td>\n",
       "      <td>0.149641</td>\n",
       "      <td>0.907270</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>0.204013</td>\n",
       "      <td>0.468492</td>\n",
       "      <td>1.425995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.844885</td>\n",
       "      <td>-1.123396</td>\n",
       "      <td>-0.160546</td>\n",
       "      <td>0.530902</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>-0.684422</td>\n",
       "      <td>-0.365061</td>\n",
       "      <td>-0.190672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.233880</td>\n",
       "      <td>1.943724</td>\n",
       "      <td>-0.263941</td>\n",
       "      <td>-1.288212</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>-1.103255</td>\n",
       "      <td>0.604397</td>\n",
       "      <td>-0.105584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.844885</td>\n",
       "      <td>-0.998208</td>\n",
       "      <td>-0.160546</td>\n",
       "      <td>0.154533</td>\n",
       "      <td>0.123302</td>\n",
       "      <td>-0.494043</td>\n",
       "      <td>-0.920763</td>\n",
       "      <td>-1.041549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-1.141852</td>\n",
       "      <td>0.504055</td>\n",
       "      <td>-1.504687</td>\n",
       "      <td>0.907270</td>\n",
       "      <td>0.765836</td>\n",
       "      <td>1.409746</td>\n",
       "      <td>5.484909</td>\n",
       "      <td>-0.020496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.342981</td>\n",
       "      <td>-0.153185</td>\n",
       "      <td>0.253036</td>\n",
       "      <td>-1.288212</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>-0.811341</td>\n",
       "      <td>-0.818079</td>\n",
       "      <td>-0.275760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-0.250952</td>\n",
       "      <td>-1.342476</td>\n",
       "      <td>-0.987710</td>\n",
       "      <td>0.719086</td>\n",
       "      <td>0.071204</td>\n",
       "      <td>-0.125977</td>\n",
       "      <td>-0.676133</td>\n",
       "      <td>-0.616111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1.827813</td>\n",
       "      <td>-0.184482</td>\n",
       "      <td>-3.572597</td>\n",
       "      <td>-1.288212</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>0.419775</td>\n",
       "      <td>-1.020427</td>\n",
       "      <td>-0.360847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-0.547919</td>\n",
       "      <td>2.381884</td>\n",
       "      <td>0.046245</td>\n",
       "      <td>1.534551</td>\n",
       "      <td>4.021922</td>\n",
       "      <td>-0.189437</td>\n",
       "      <td>-0.947944</td>\n",
       "      <td>1.681259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1.233880</td>\n",
       "      <td>0.128489</td>\n",
       "      <td>1.390387</td>\n",
       "      <td>-1.288212</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>-4.060474</td>\n",
       "      <td>-0.724455</td>\n",
       "      <td>1.766346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.046014</td>\n",
       "      <td>-0.340968</td>\n",
       "      <td>1.183596</td>\n",
       "      <td>-1.288212</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>0.711690</td>\n",
       "      <td>-0.848280</td>\n",
       "      <td>-0.275760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1.827813</td>\n",
       "      <td>1.474267</td>\n",
       "      <td>0.253036</td>\n",
       "      <td>-1.288212</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>0.762457</td>\n",
       "      <td>0.196681</td>\n",
       "      <td>0.064591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1.827813</td>\n",
       "      <td>0.566649</td>\n",
       "      <td>0.563223</td>\n",
       "      <td>-1.288212</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>-0.620962</td>\n",
       "      <td>2.926869</td>\n",
       "      <td>2.021610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-0.844885</td>\n",
       "      <td>2.131507</td>\n",
       "      <td>-0.470732</td>\n",
       "      <td>0.154533</td>\n",
       "      <td>6.652839</td>\n",
       "      <td>-0.240205</td>\n",
       "      <td>-0.223115</td>\n",
       "      <td>2.191785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.342981</td>\n",
       "      <td>1.411672</td>\n",
       "      <td>0.149641</td>\n",
       "      <td>-0.096379</td>\n",
       "      <td>0.826616</td>\n",
       "      <td>-0.785957</td>\n",
       "      <td>0.347687</td>\n",
       "      <td>1.511083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.936914</td>\n",
       "      <td>-0.653939</td>\n",
       "      <td>-3.572597</td>\n",
       "      <td>-1.288212</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>-0.252897</td>\n",
       "      <td>0.036615</td>\n",
       "      <td>-0.105584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-1.141852</td>\n",
       "      <td>-0.090591</td>\n",
       "      <td>0.770014</td>\n",
       "      <td>1.660007</td>\n",
       "      <td>1.304175</td>\n",
       "      <td>1.752428</td>\n",
       "      <td>0.238963</td>\n",
       "      <td>-0.190672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.936914</td>\n",
       "      <td>-0.434859</td>\n",
       "      <td>0.253036</td>\n",
       "      <td>-1.288212</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>-0.303664</td>\n",
       "      <td>-0.658012</td>\n",
       "      <td>-0.190672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>-0.844885</td>\n",
       "      <td>-0.560048</td>\n",
       "      <td>-2.021665</td>\n",
       "      <td>1.095454</td>\n",
       "      <td>0.027790</td>\n",
       "      <td>1.435129</td>\n",
       "      <td>-0.872441</td>\n",
       "      <td>-0.020496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>-0.844885</td>\n",
       "      <td>-0.184482</td>\n",
       "      <td>0.046245</td>\n",
       "      <td>0.593630</td>\n",
       "      <td>0.140667</td>\n",
       "      <td>0.330932</td>\n",
       "      <td>0.172520</td>\n",
       "      <td>-0.105584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>-0.250952</td>\n",
       "      <td>0.159787</td>\n",
       "      <td>0.976805</td>\n",
       "      <td>1.283638</td>\n",
       "      <td>1.347590</td>\n",
       "      <td>0.927452</td>\n",
       "      <td>0.701041</td>\n",
       "      <td>-0.531023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1.233880</td>\n",
       "      <td>-0.685236</td>\n",
       "      <td>0.770014</td>\n",
       "      <td>-1.288212</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>0.432467</td>\n",
       "      <td>-0.253316</td>\n",
       "      <td>1.425995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.936914</td>\n",
       "      <td>2.350587</td>\n",
       "      <td>1.080200</td>\n",
       "      <td>-1.288212</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>0.990912</td>\n",
       "      <td>-0.063049</td>\n",
       "      <td>0.660206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1.530847</td>\n",
       "      <td>-0.059293</td>\n",
       "      <td>0.563223</td>\n",
       "      <td>0.907270</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>-0.379816</td>\n",
       "      <td>-0.630831</td>\n",
       "      <td>-0.360847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2.124780</td>\n",
       "      <td>0.691838</td>\n",
       "      <td>1.286991</td>\n",
       "      <td>0.781814</td>\n",
       "      <td>0.574812</td>\n",
       "      <td>0.584771</td>\n",
       "      <td>-0.658012</td>\n",
       "      <td>1.511083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1.827813</td>\n",
       "      <td>0.128489</td>\n",
       "      <td>0.046245</td>\n",
       "      <td>0.342717</td>\n",
       "      <td>0.305642</td>\n",
       "      <td>-0.113285</td>\n",
       "      <td>-0.805998</td>\n",
       "      <td>0.660206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.936914</td>\n",
       "      <td>0.817027</td>\n",
       "      <td>0.356432</td>\n",
       "      <td>-1.288212</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>0.940144</td>\n",
       "      <td>-0.648952</td>\n",
       "      <td>0.830381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-0.844885</td>\n",
       "      <td>-0.747831</td>\n",
       "      <td>-0.160546</td>\n",
       "      <td>-0.347291</td>\n",
       "      <td>0.522715</td>\n",
       "      <td>-1.115947</td>\n",
       "      <td>0.045675</td>\n",
       "      <td>-0.956462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2.718712</td>\n",
       "      <td>0.754432</td>\n",
       "      <td>0.666618</td>\n",
       "      <td>-0.096379</td>\n",
       "      <td>0.262228</td>\n",
       "      <td>-1.242867</td>\n",
       "      <td>-0.685193</td>\n",
       "      <td>2.021610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.342981</td>\n",
       "      <td>-0.121888</td>\n",
       "      <td>1.183596</td>\n",
       "      <td>-1.288212</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>0.267472</td>\n",
       "      <td>-0.407342</td>\n",
       "      <td>0.404942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>738</th>\n",
       "      <td>-0.547919</td>\n",
       "      <td>-0.685236</td>\n",
       "      <td>-0.470732</td>\n",
       "      <td>-0.221835</td>\n",
       "      <td>0.696373</td>\n",
       "      <td>0.584771</td>\n",
       "      <td>-0.057009</td>\n",
       "      <td>-1.041549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>739</th>\n",
       "      <td>-0.844885</td>\n",
       "      <td>-0.591345</td>\n",
       "      <td>0.253036</td>\n",
       "      <td>-1.288212</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>0.952836</td>\n",
       "      <td>-0.540228</td>\n",
       "      <td>0.745293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>740</th>\n",
       "      <td>2.124780</td>\n",
       "      <td>-0.027996</td>\n",
       "      <td>0.563223</td>\n",
       "      <td>1.032726</td>\n",
       "      <td>0.609544</td>\n",
       "      <td>1.308210</td>\n",
       "      <td>0.945671</td>\n",
       "      <td>1.255820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>-0.250952</td>\n",
       "      <td>-0.591345</td>\n",
       "      <td>-1.297896</td>\n",
       "      <td>-0.033651</td>\n",
       "      <td>0.123302</td>\n",
       "      <td>-0.151361</td>\n",
       "      <td>-0.217075</td>\n",
       "      <td>-0.616111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>742</th>\n",
       "      <td>-0.844885</td>\n",
       "      <td>-0.372265</td>\n",
       "      <td>-0.574128</td>\n",
       "      <td>-0.159107</td>\n",
       "      <td>0.314325</td>\n",
       "      <td>-0.443275</td>\n",
       "      <td>-0.763716</td>\n",
       "      <td>-0.956462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>743</th>\n",
       "      <td>1.530847</td>\n",
       "      <td>0.597947</td>\n",
       "      <td>1.286991</td>\n",
       "      <td>-1.288212</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>0.089785</td>\n",
       "      <td>0.791645</td>\n",
       "      <td>1.000557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>744</th>\n",
       "      <td>2.718712</td>\n",
       "      <td>1.004810</td>\n",
       "      <td>0.976805</td>\n",
       "      <td>1.032726</td>\n",
       "      <td>0.522715</td>\n",
       "      <td>1.092447</td>\n",
       "      <td>2.120497</td>\n",
       "      <td>0.490030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>745</th>\n",
       "      <td>2.421746</td>\n",
       "      <td>-0.653939</td>\n",
       "      <td>0.770014</td>\n",
       "      <td>0.781814</td>\n",
       "      <td>0.218813</td>\n",
       "      <td>-0.252897</td>\n",
       "      <td>0.048695</td>\n",
       "      <td>1.085644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>746</th>\n",
       "      <td>-0.844885</td>\n",
       "      <td>0.817027</td>\n",
       "      <td>1.286991</td>\n",
       "      <td>1.283638</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>2.196645</td>\n",
       "      <td>-0.343920</td>\n",
       "      <td>-0.531023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>747</th>\n",
       "      <td>-0.844885</td>\n",
       "      <td>-1.248585</td>\n",
       "      <td>0.253036</td>\n",
       "      <td>1.283638</td>\n",
       "      <td>-0.197966</td>\n",
       "      <td>1.815887</td>\n",
       "      <td>1.884928</td>\n",
       "      <td>-0.105584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>748</th>\n",
       "      <td>-0.250952</td>\n",
       "      <td>2.068912</td>\n",
       "      <td>0.046245</td>\n",
       "      <td>0.091805</td>\n",
       "      <td>1.043689</td>\n",
       "      <td>0.559387</td>\n",
       "      <td>-0.192914</td>\n",
       "      <td>0.234767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>749</th>\n",
       "      <td>0.639947</td>\n",
       "      <td>1.286484</td>\n",
       "      <td>-0.367337</td>\n",
       "      <td>-1.288212</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>-0.976336</td>\n",
       "      <td>-0.887541</td>\n",
       "      <td>1.425995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>750</th>\n",
       "      <td>0.046014</td>\n",
       "      <td>0.472758</td>\n",
       "      <td>0.046245</td>\n",
       "      <td>-1.288212</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>-0.100593</td>\n",
       "      <td>2.144658</td>\n",
       "      <td>-0.956462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>751</th>\n",
       "      <td>-0.844885</td>\n",
       "      <td>0.003301</td>\n",
       "      <td>0.459827</td>\n",
       "      <td>1.158182</td>\n",
       "      <td>-0.050356</td>\n",
       "      <td>0.889377</td>\n",
       "      <td>-0.636871</td>\n",
       "      <td>-0.445935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>752</th>\n",
       "      <td>-0.250952</td>\n",
       "      <td>-0.403562</td>\n",
       "      <td>-0.367337</td>\n",
       "      <td>0.217261</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>-0.760573</td>\n",
       "      <td>-0.751636</td>\n",
       "      <td>-0.701198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>753</th>\n",
       "      <td>-1.141852</td>\n",
       "      <td>1.881130</td>\n",
       "      <td>0.976805</td>\n",
       "      <td>1.471822</td>\n",
       "      <td>3.735386</td>\n",
       "      <td>1.435129</td>\n",
       "      <td>-0.754656</td>\n",
       "      <td>-0.616111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>754</th>\n",
       "      <td>1.233880</td>\n",
       "      <td>1.036107</td>\n",
       "      <td>0.459827</td>\n",
       "      <td>0.719086</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>0.051710</td>\n",
       "      <td>-0.087210</td>\n",
       "      <td>1.000557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>755</th>\n",
       "      <td>-0.844885</td>\n",
       "      <td>0.222381</td>\n",
       "      <td>0.976805</td>\n",
       "      <td>1.158182</td>\n",
       "      <td>0.262228</td>\n",
       "      <td>0.572079</td>\n",
       "      <td>1.767143</td>\n",
       "      <td>0.319855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>756</th>\n",
       "      <td>0.936914</td>\n",
       "      <td>0.504055</td>\n",
       "      <td>1.080200</td>\n",
       "      <td>1.283638</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>0.000942</td>\n",
       "      <td>-0.244256</td>\n",
       "      <td>0.490030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757</th>\n",
       "      <td>-1.141852</td>\n",
       "      <td>0.065895</td>\n",
       "      <td>0.149641</td>\n",
       "      <td>-1.288212</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>0.546695</td>\n",
       "      <td>-0.645932</td>\n",
       "      <td>1.596171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>758</th>\n",
       "      <td>-0.844885</td>\n",
       "      <td>-0.466156</td>\n",
       "      <td>0.356432</td>\n",
       "      <td>-1.288212</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>0.698998</td>\n",
       "      <td>-0.830159</td>\n",
       "      <td>-0.616111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>0.639947</td>\n",
       "      <td>2.162804</td>\n",
       "      <td>1.183596</td>\n",
       "      <td>-1.288212</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>0.445159</td>\n",
       "      <td>-0.585529</td>\n",
       "      <td>2.787399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>760</th>\n",
       "      <td>-0.547919</td>\n",
       "      <td>-1.029505</td>\n",
       "      <td>-0.574128</td>\n",
       "      <td>0.342717</td>\n",
       "      <td>-0.553964</td>\n",
       "      <td>-0.455967</td>\n",
       "      <td>0.888288</td>\n",
       "      <td>-0.956462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>761</th>\n",
       "      <td>1.530847</td>\n",
       "      <td>1.536861</td>\n",
       "      <td>0.253036</td>\n",
       "      <td>0.656358</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>1.523973</td>\n",
       "      <td>-0.208015</td>\n",
       "      <td>0.830381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>1.530847</td>\n",
       "      <td>-0.998208</td>\n",
       "      <td>-0.367337</td>\n",
       "      <td>-1.288212</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>-1.204791</td>\n",
       "      <td>-0.996266</td>\n",
       "      <td>-0.020496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>1.827813</td>\n",
       "      <td>-0.622642</td>\n",
       "      <td>0.356432</td>\n",
       "      <td>1.722735</td>\n",
       "      <td>0.870031</td>\n",
       "      <td>0.115169</td>\n",
       "      <td>-0.908682</td>\n",
       "      <td>2.532136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>-0.547919</td>\n",
       "      <td>0.034598</td>\n",
       "      <td>0.046245</td>\n",
       "      <td>0.405445</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>0.610154</td>\n",
       "      <td>-0.398282</td>\n",
       "      <td>-0.531023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>0.342981</td>\n",
       "      <td>0.003301</td>\n",
       "      <td>0.149641</td>\n",
       "      <td>0.154533</td>\n",
       "      <td>0.279594</td>\n",
       "      <td>-0.735190</td>\n",
       "      <td>-0.685193</td>\n",
       "      <td>-0.275760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</th>\n",
       "      <td>-0.844885</td>\n",
       "      <td>0.159787</td>\n",
       "      <td>-0.470732</td>\n",
       "      <td>-1.288212</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>-0.240205</td>\n",
       "      <td>-0.371101</td>\n",
       "      <td>1.170732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>767</th>\n",
       "      <td>-0.844885</td>\n",
       "      <td>-0.873019</td>\n",
       "      <td>0.046245</td>\n",
       "      <td>0.656358</td>\n",
       "      <td>-0.692891</td>\n",
       "      <td>-0.202129</td>\n",
       "      <td>-0.473785</td>\n",
       "      <td>-0.871374</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>768 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         preg      plas      pres      skin      test      mass      pedi  \\\n",
       "0    0.639947  0.848324  0.149641  0.907270 -0.692891  0.204013  0.468492   \n",
       "1   -0.844885 -1.123396 -0.160546  0.530902 -0.692891 -0.684422 -0.365061   \n",
       "2    1.233880  1.943724 -0.263941 -1.288212 -0.692891 -1.103255  0.604397   \n",
       "3   -0.844885 -0.998208 -0.160546  0.154533  0.123302 -0.494043 -0.920763   \n",
       "4   -1.141852  0.504055 -1.504687  0.907270  0.765836  1.409746  5.484909   \n",
       "5    0.342981 -0.153185  0.253036 -1.288212 -0.692891 -0.811341 -0.818079   \n",
       "6   -0.250952 -1.342476 -0.987710  0.719086  0.071204 -0.125977 -0.676133   \n",
       "7    1.827813 -0.184482 -3.572597 -1.288212 -0.692891  0.419775 -1.020427   \n",
       "8   -0.547919  2.381884  0.046245  1.534551  4.021922 -0.189437 -0.947944   \n",
       "9    1.233880  0.128489  1.390387 -1.288212 -0.692891 -4.060474 -0.724455   \n",
       "10   0.046014 -0.340968  1.183596 -1.288212 -0.692891  0.711690 -0.848280   \n",
       "11   1.827813  1.474267  0.253036 -1.288212 -0.692891  0.762457  0.196681   \n",
       "12   1.827813  0.566649  0.563223 -1.288212 -0.692891 -0.620962  2.926869   \n",
       "13  -0.844885  2.131507 -0.470732  0.154533  6.652839 -0.240205 -0.223115   \n",
       "14   0.342981  1.411672  0.149641 -0.096379  0.826616 -0.785957  0.347687   \n",
       "15   0.936914 -0.653939 -3.572597 -1.288212 -0.692891 -0.252897  0.036615   \n",
       "16  -1.141852 -0.090591  0.770014  1.660007  1.304175  1.752428  0.238963   \n",
       "17   0.936914 -0.434859  0.253036 -1.288212 -0.692891 -0.303664 -0.658012   \n",
       "18  -0.844885 -0.560048 -2.021665  1.095454  0.027790  1.435129 -0.872441   \n",
       "19  -0.844885 -0.184482  0.046245  0.593630  0.140667  0.330932  0.172520   \n",
       "20  -0.250952  0.159787  0.976805  1.283638  1.347590  0.927452  0.701041   \n",
       "21   1.233880 -0.685236  0.770014 -1.288212 -0.692891  0.432467 -0.253316   \n",
       "22   0.936914  2.350587  1.080200 -1.288212 -0.692891  0.990912 -0.063049   \n",
       "23   1.530847 -0.059293  0.563223  0.907270 -0.692891 -0.379816 -0.630831   \n",
       "24   2.124780  0.691838  1.286991  0.781814  0.574812  0.584771 -0.658012   \n",
       "25   1.827813  0.128489  0.046245  0.342717  0.305642 -0.113285 -0.805998   \n",
       "26   0.936914  0.817027  0.356432 -1.288212 -0.692891  0.940144 -0.648952   \n",
       "27  -0.844885 -0.747831 -0.160546 -0.347291  0.522715 -1.115947  0.045675   \n",
       "28   2.718712  0.754432  0.666618 -0.096379  0.262228 -1.242867 -0.685193   \n",
       "29   0.342981 -0.121888  1.183596 -1.288212 -0.692891  0.267472 -0.407342   \n",
       "..        ...       ...       ...       ...       ...       ...       ...   \n",
       "738 -0.547919 -0.685236 -0.470732 -0.221835  0.696373  0.584771 -0.057009   \n",
       "739 -0.844885 -0.591345  0.253036 -1.288212 -0.692891  0.952836 -0.540228   \n",
       "740  2.124780 -0.027996  0.563223  1.032726  0.609544  1.308210  0.945671   \n",
       "741 -0.250952 -0.591345 -1.297896 -0.033651  0.123302 -0.151361 -0.217075   \n",
       "742 -0.844885 -0.372265 -0.574128 -0.159107  0.314325 -0.443275 -0.763716   \n",
       "743  1.530847  0.597947  1.286991 -1.288212 -0.692891  0.089785  0.791645   \n",
       "744  2.718712  1.004810  0.976805  1.032726  0.522715  1.092447  2.120497   \n",
       "745  2.421746 -0.653939  0.770014  0.781814  0.218813 -0.252897  0.048695   \n",
       "746 -0.844885  0.817027  1.286991  1.283638 -0.692891  2.196645 -0.343920   \n",
       "747 -0.844885 -1.248585  0.253036  1.283638 -0.197966  1.815887  1.884928   \n",
       "748 -0.250952  2.068912  0.046245  0.091805  1.043689  0.559387 -0.192914   \n",
       "749  0.639947  1.286484 -0.367337 -1.288212 -0.692891 -0.976336 -0.887541   \n",
       "750  0.046014  0.472758  0.046245 -1.288212 -0.692891 -0.100593  2.144658   \n",
       "751 -0.844885  0.003301  0.459827  1.158182 -0.050356  0.889377 -0.636871   \n",
       "752 -0.250952 -0.403562 -0.367337  0.217261 -0.692891 -0.760573 -0.751636   \n",
       "753 -1.141852  1.881130  0.976805  1.471822  3.735386  1.435129 -0.754656   \n",
       "754  1.233880  1.036107  0.459827  0.719086 -0.692891  0.051710 -0.087210   \n",
       "755 -0.844885  0.222381  0.976805  1.158182  0.262228  0.572079  1.767143   \n",
       "756  0.936914  0.504055  1.080200  1.283638 -0.692891  0.000942 -0.244256   \n",
       "757 -1.141852  0.065895  0.149641 -1.288212 -0.692891  0.546695 -0.645932   \n",
       "758 -0.844885 -0.466156  0.356432 -1.288212 -0.692891  0.698998 -0.830159   \n",
       "759  0.639947  2.162804  1.183596 -1.288212 -0.692891  0.445159 -0.585529   \n",
       "760 -0.547919 -1.029505 -0.574128  0.342717 -0.553964 -0.455967  0.888288   \n",
       "761  1.530847  1.536861  0.253036  0.656358 -0.692891  1.523973 -0.208015   \n",
       "762  1.530847 -0.998208 -0.367337 -1.288212 -0.692891 -1.204791 -0.996266   \n",
       "763  1.827813 -0.622642  0.356432  1.722735  0.870031  0.115169 -0.908682   \n",
       "764 -0.547919  0.034598  0.046245  0.405445 -0.692891  0.610154 -0.398282   \n",
       "765  0.342981  0.003301  0.149641  0.154533  0.279594 -0.735190 -0.685193   \n",
       "766 -0.844885  0.159787 -0.470732 -1.288212 -0.692891 -0.240205 -0.371101   \n",
       "767 -0.844885 -0.873019  0.046245  0.656358 -0.692891 -0.202129 -0.473785   \n",
       "\n",
       "          age  \n",
       "0    1.425995  \n",
       "1   -0.190672  \n",
       "2   -0.105584  \n",
       "3   -1.041549  \n",
       "4   -0.020496  \n",
       "5   -0.275760  \n",
       "6   -0.616111  \n",
       "7   -0.360847  \n",
       "8    1.681259  \n",
       "9    1.766346  \n",
       "10  -0.275760  \n",
       "11   0.064591  \n",
       "12   2.021610  \n",
       "13   2.191785  \n",
       "14   1.511083  \n",
       "15  -0.105584  \n",
       "16  -0.190672  \n",
       "17  -0.190672  \n",
       "18  -0.020496  \n",
       "19  -0.105584  \n",
       "20  -0.531023  \n",
       "21   1.425995  \n",
       "22   0.660206  \n",
       "23  -0.360847  \n",
       "24   1.511083  \n",
       "25   0.660206  \n",
       "26   0.830381  \n",
       "27  -0.956462  \n",
       "28   2.021610  \n",
       "29   0.404942  \n",
       "..        ...  \n",
       "738 -1.041549  \n",
       "739  0.745293  \n",
       "740  1.255820  \n",
       "741 -0.616111  \n",
       "742 -0.956462  \n",
       "743  1.000557  \n",
       "744  0.490030  \n",
       "745  1.085644  \n",
       "746 -0.531023  \n",
       "747 -0.105584  \n",
       "748  0.234767  \n",
       "749  1.425995  \n",
       "750 -0.956462  \n",
       "751 -0.445935  \n",
       "752 -0.701198  \n",
       "753 -0.616111  \n",
       "754  1.000557  \n",
       "755  0.319855  \n",
       "756  0.490030  \n",
       "757  1.596171  \n",
       "758 -0.616111  \n",
       "759  2.787399  \n",
       "760 -0.956462  \n",
       "761  0.830381  \n",
       "762 -0.020496  \n",
       "763  2.532136  \n",
       "764 -0.531023  \n",
       "765 -0.275760  \n",
       "766  1.170732  \n",
       "767 -0.871374  \n",
       "\n",
       "[768 rows x 8 columns]"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = diabetes['class']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      1\n",
       "1      0\n",
       "2      1\n",
       "3      0\n",
       "4      1\n",
       "5      0\n",
       "6      1\n",
       "7      0\n",
       "8      1\n",
       "9      1\n",
       "10     0\n",
       "11     1\n",
       "12     0\n",
       "13     1\n",
       "14     1\n",
       "15     1\n",
       "16     1\n",
       "17     1\n",
       "18     0\n",
       "19     1\n",
       "20     0\n",
       "21     0\n",
       "22     1\n",
       "23     1\n",
       "24     1\n",
       "25     1\n",
       "26     1\n",
       "27     0\n",
       "28     0\n",
       "29     0\n",
       "      ..\n",
       "738    0\n",
       "739    1\n",
       "740    1\n",
       "741    0\n",
       "742    0\n",
       "743    1\n",
       "744    0\n",
       "745    0\n",
       "746    1\n",
       "747    0\n",
       "748    1\n",
       "749    1\n",
       "750    1\n",
       "751    0\n",
       "752    0\n",
       "753    1\n",
       "754    1\n",
       "755    1\n",
       "756    0\n",
       "757    1\n",
       "758    0\n",
       "759    1\n",
       "760    0\n",
       "761    1\n",
       "762    0\n",
       "763    0\n",
       "764    0\n",
       "765    0\n",
       "766    1\n",
       "767    0\n",
       "Name: class, Length: 768, dtype: int64"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "X_train = np.array(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_train = np.array(y_train)\n",
    "X_test = np.array(X_test)\n",
    "y_test = np.array(y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [],
   "source": [
    "min = X_train.min(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-1.1418515161634994"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [],
   "source": [
    "max = X_train.max(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.906578350084603"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols = X_train.shape[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [],
   "source": [
    "## this a python function to create the buckets given \n",
    "## min, max and num of buckets\n",
    "\n",
    "def get_buckets(min, max, num_buckets):\n",
    "    buckets = []\n",
    "    bucket_size= (max-min)/num_buckets\n",
    "    for i in range(1,num_buckets):\n",
    "        buckets.append((min+(i-1)*bucket_size))\n",
    "    buckets.append(max)    \n",
    "    return buckets  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
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      ]
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bins = []\n",
    "for i in range (0,cols):\n",
    "    bins.append(get_buckets(X_train.min(axis=0)[i],X_train.max(axis=0)[i],1000))\n",
    "bins   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-1.1418515161634994"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bins[0][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [],
   "source": [
    "def find_bin(bins,value):\n",
    "    first_bin = bins[0]\n",
    "    for i in range (1,len(bins)):\n",
    "        if (value >= first_bin and value <= bins[i]):\n",
    "            return i\n",
    "        else:\n",
    "            first_bin = bins[i]\n",
    "    return -1       "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "227"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "find_bin(bins[0],0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [],
   "source": [
    "graph = Graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [],
   "source": [
    "rows = X_train.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "537"
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-1.1418515161634994"
      ]
     },
     "execution_count": 167,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train[0][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [],
   "source": [
    "cc= graph.get_or_create_vertex(\"mdata\", wcol=-1, cbin=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None\n"
     ]
    }
   ],
   "source": [
    "print(cc.as_dict().get(\"count\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "537"
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rows "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8"
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range (0,rows):\n",
    "    for j in range (0,cols):\n",
    "        wbin=find_bin(bins[j],X_train[i][j])\n",
    "        #print(wbin)\n",
    "        v = graph.get_or_create_vertex(\"data\",col=j,cbin=wbin)\n",
    "        #print(v)\n",
    "        if(y_train[i] == 1):\n",
    "            out = graph.get_or_create_vertex(\"outc\",col=j,cbin=wbin,out=\"yes\")\n",
    "        else:\n",
    "            out = graph.get_or_create_vertex(\"outc\",col=j,cbin=wbin,out=\"no\")\n",
    "        \n",
    "        #print(out.as_dict().get(\"count\"))\n",
    "        \n",
    "        if(out.as_dict().get('properties').get(\"count\") == None):\n",
    "          # print(\"here\")\n",
    "            out.set_property(count=1)\n",
    "        else:\n",
    "            cc = int(str(out.as_dict().get('properties').get(\"count\")))+1\n",
    "            out.set_property(count=cc)\n",
    "        \n",
    "#        print(out.as_dict())\n",
    "        graph.get_or_create_edge(v, \"outcome\", out)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Vertex> ident: 2297, label: outc, properties: {'row': 0, 'col': 0, 'cbin': 1, 'out': 'yes'}"
      ]
     },
     "execution_count": 173,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "graph.get_or_create_vertex(\"outc\",row=0,col=0,cbin=1,out=\"yes\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [],
   "source": [
    "#graph.get_or_create_vertex(\"outc\",col=0,cbin=1,out=\"yes\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<EntitySet> items: 952"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = graph.get_vertices(\"data\")\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<EntitySet> items: 1344"
      ]
     },
     "execution_count": 176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "graph.get_edges()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'cbin': 344}, <Vertex> ident: 1397, label: data, properties: {'col': 1, 'cbin': 999}, <Vertex> ident: 1795, label: data, properties: {'col': 1, 'cbin': 804}, <Vertex> ident: 1026, label: data, properties: {'col': 6, 'cbin': 121}, <Vertex> ident: 1570, label: data, properties: {'col': 5, 'cbin': 407}, <Vertex> ident: 1852, label: data, properties: {'col': 6, 'cbin': 156}, <Vertex> ident: 850, label: data, properties: {'col': 5, 'cbin': 539}, <Vertex> ident: 1996, label: data, properties: {'col': 5, 'cbin': 369}, <Vertex> ident: 2228, label: data, properties: {'col': 6, 'cbin': 564}, <Vertex> ident: 196, label: data, properties: {'col': 6, 'cbin': 120}, <Vertex> ident: 732, label: data, properties: {'col': 1, 'cbin': 718}, <Vertex> ident: 525, label: data, properties: {'col': 6, 'cbin': 80}, <Vertex> ident: 584, label: data, properties: {'col': 3, 'cbin': 425}, <Vertex> ident: 1057, label: data, properties: {'col': 4, 'cbin': 284}, <Vertex> ident: 1172, label: data, properties: {'col': 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label: data, properties: {'col': 6, 'cbin': 187}, <Vertex> ident: 114, label: data, properties: {'col': 5, 'cbin': 656}, <Vertex> ident: 829, label: data, properties: {'col': 5, 'cbin': 573}, <Vertex> ident: 2150, label: data, properties: {'col': 4, 'cbin': 53}, <Vertex> ident: 2264, label: data, properties: {'col': 5, 'cbin': 607}, <Vertex> ident: 235, label: data, properties: {'col': 7, 'cbin': 50}, <Vertex> ident: 503, label: data, properties: {'col': 3, 'cbin': 223}, <Vertex> ident: 890, label: data, properties: {'col': 6, 'cbin': 17}, <Vertex> ident: 1094, label: data, properties: {'col': 4, 'cbin': 178}, <Vertex> ident: 1150, label: data, properties: {'col': 5, 'cbin': 510}, <Vertex> ident: 1321, label: data, properties: {'col': 6, 'cbin': 364}, <Vertex> ident: 176, label: data, properties: {'col': 7, 'cbin': 417}, <Vertex> ident: 356, label: data, properties: {'col': 7, 'cbin': 17}, <Vertex> ident: 622, label: data, properties: {'col': 4, 'cbin': 331}, <Vertex> ident: 1492, label: data, properties: {'col': 1, 'cbin': 879}, <Vertex> ident: 2209, label: data, properties: {'col': 6, 'cbin': 161}, <Vertex> ident: 55, label: data, properties: {'col': 7, 'cbin': 767}, <Vertex> ident: 116, label: data, properties: {'col': 6, 'cbin': 137}, <Vertex> ident: 831, label: data, properties: {'col': 6, 'cbin': 70}, <Vertex> ident: 2152, label: data, properties: {'col': 5, 'cbin': 305}, <Vertex> ident: 2091, label: data, properties: {'col': 6, 'cbin': 879}, <Vertex> ident: 237, label: data, properties: {'col': 1, 'cbin': 541}, <Vertex> ident: 505, label: data, properties: {'col': 5, 'cbin': 433}, <Vertex> ident: 892, label: data, properties: {'col': 3, 'cbin': 81}, <Vertex> ident: 1096, label: data, properties: {'col': 6, 'cbin': 544}, <Vertex> ident: 1152, label: data, properties: {'col': 6, 'cbin': 244}, <Vertex> ident: 178, label: data, properties: {'col': 0, 'cbin': 471}, <Vertex> ident: 358, label: data, properties: {'col': 1, 'cbin': 490}, <Vertex> ident: 624, label: data, properties: {'col': 5, 'cbin': 559}, <Vertex> ident: 1209, label: data, properties: {'col': 1, 'cbin': 905}, <Vertex> ident: 2211, label: data, properties: {'col': 7, 'cbin': 999}, <Vertex> ident: 57, label: data, properties: {'col': 1, 'cbin': 622}, <Vertex> ident: 118, label: data, properties: {'col': 7, 'cbin': 367}, <Vertex> ident: 2154, label: data, properties: {'col': 2, 'cbin': 886}, <Vertex> ident: 239, label: data, properties: {'col': 2, 'cbin': 623}, <Vertex> ident: 507, label: data, properties: {'col': 6, 'cbin': 489}, <Vertex> ident: 894, label: data, properties: {'col': 5, 'cbin': 366}, <Vertex> ident: 1098, label: data, properties: {'col': 7, 'cbin': 500}, <Vertex> ident: 1154, label: data, properties: {'col': 3, 'cbin': 122}, <Vertex> ident: 1325, label: data, properties: {'col': 5, 'cbin': 619}, <Vertex> ident: 360, label: data, properties: {'col': 3, 'cbin': 364}, <Vertex> ident: 626, label: data, properties: {'col': 6, 'cbin': 224}, <Vertex> ident: 834, label: data, properties: {'col': 4, 'cbin': 67}, <Vertex> ident: 1495, label: data, properties: {'col': 5, 'cbin': 664}, <Vertex> ident: 2268, label: data, properties: {'col': 6, 'cbin': 40}, <Vertex> ident: 120, label: data, properties: {'col': 0, 'cbin': 706}, <Vertex> ident: 59, label: data, properties: {'col': 2, 'cbin': 591}, <Vertex> ident: 1212, label: data, properties: {'col': 5, 'cbin': 658}, <Vertex> ident: 2094, label: data, properties: {'col': 4, 'cbin': 70}, <Vertex> ident: 2156, label: data, properties: {'col': 5, 'cbin': 728}, <Vertex> ident: 241, label: data, properties: {'col': 5, 'cbin': 676}, <Vertex> ident: 509, label: data, properties: {'col': 1, 'cbin': 854}, <Vertex> ident: 896, label: data, properties: {'col': 6, 'cbin': 452}, <Vertex> ident: 1156, label: data, properties: {'col': 4, 'cbin': 51}, <Vertex> ident: 1327, label: data, properties: {'col': 4, 'cbin': 145}, <Vertex> ident: 362, label: data, properties: {'col': 4, 'cbin': 119}, <Vertex> ident: 836, label: data, properties: {'col': 6, 'cbin': 250}, <Vertex> ident: 1497, label: data, properties: {'col': 6, 'cbin': 241}, <Vertex> ident: 2214, label: data, properties: {'col': 6, 'cbin': 92}, <Vertex> ident: 2270, label: data, properties: {'col': 6, 'cbin': 447}, <Vertex> ident: 61, label: data, properties: {'col': 5, 'cbin': 541}, <Vertex> ident: 122, label: data, properties: {'col': 1, 'cbin': 445}, <Vertex> ident: 182, label: data, properties: {'col': 4, 'cbin': 255}, <Vertex> ident: 2158, label: data, properties: {'col': 6, 'cbin': 62}, <Vertex> ident: 243, label: data, properties: {'col': 6, 'cbin': 258}, <Vertex> ident: 511, label: data, properties: {'col': 3, 'cbin': 192}, <Vertex> ident: 629, label: data, properties: {'col': 4, 'cbin': 60}, <Vertex> ident: 1158, label: data, properties: {'col': 5, 'cbin': 406}, <Vertex> ident: 1329, label: data, properties: {'col': 5, 'cbin': 431}, <Vertex> ident: 364, label: data, properties: {'col': 6, 'cbin': 221}, <Vertex> ident: 838, label: data, properties: {'col': 1, 'cbin': 743}, <Vertex> ident: 1215, label: data, properties: {'col': 4, 'cbin': 157}, <Vertex> ident: 2097, label: data, properties: {'col': 6, 'cbin': 507}, <Vertex> ident: 2272, label: data, properties: {'col': 6, 'cbin': 369}, <Vertex> ident: 63, label: data, properties: {'col': 6, 'cbin': 75}, <Vertex> ident: 124, label: data, properties: {'col': 3, 'cbin': 405}, <Vertex> ident: 184, label: data, properties: {'col': 5, 'cbin': 588}, <Vertex> ident: 899, label: data, properties: {'col': 1, 'cbin': 915}, <Vertex> ident: 1500, label: data, properties: {'col': 4, 'cbin': 201}, <Vertex> ident: 2160, label: data, properties: {'col': 4, 'cbin': 217}, <Vertex> ident: 245, label: data, properties: {'col': 1, 'cbin': 733}, <Vertex> ident: 513, label: data, properties: {'col': 4, 'cbin': 148}, <Vertex> ident: 631, label: data, properties: {'col': 5, 'cbin': 480}, <Vertex> ident: 1160, label: data, properties: {'col': 6, 'cbin': 213}, <Vertex> ident: 1331, label: data, properties: {'col': 6, 'cbin': 454}, <Vertex> ident: 366, label: data, properties: {'col': 7, 'cbin': 67}, <Vertex> ident: 1217, label: data, properties: {'col': 5, 'cbin': 519}, <Vertex> ident: 2099, label: data, properties: {'col': 5, 'cbin': 598}, <Vertex> ident: 2274, label: data, properties: {'col': 5, 'cbin': 579}, <Vertex> ident: 65, label: data, properties: {'col': 7, 'cbin': 517}, <Vertex> ident: 126, label: data, properties: {'col': 4, 'cbin': 64}, <Vertex> ident: 186, label: data, properties: {'col': 6, 'cbin': 248}, <Vertex> ident: 1502, label: data, properties: {'col': 6, 'cbin': 182}, <Vertex> ident: 2162, label: data, properties: {'col': 6, 'cbin': 14}, <Vertex> ident: 247, label: data, properties: {'col': 2, 'cbin': 673}, <Vertex> ident: 515, label: data, properties: {'col': 5, 'cbin': 446}, <Vertex> ident: 633, label: data, properties: {'col': 6, 'cbin': 177}, <Vertex> ident: 1333, label: data, properties: {'col': 5, 'cbin': 313}, <Vertex> ident: 2219, label: data, properties: {'col': 4, 'cbin': 55}, <Vertex> ident: 368, label: data, properties: {'col': 4, 'cbin': 237}, <Vertex> ident: 1105, label: data, properties: {'col': 5, 'cbin': 388}, <Vertex> ident: 1219, label: data, properties: {'col': 6, 'cbin': 57}, <Vertex> ident: 2101, label: data, properties: {'col': 6, 'cbin': 96}, <Vertex> ident: 2276, label: data, properties: {'col': 6, 'cbin': 336}, <Vertex> ident: 67, label: data, properties: {'col': 0, 'cbin': 295}, <Vertex> ident: 128, label: data, properties: {'col': 5, 'cbin': 527}, <Vertex> ident: 842, label: data, properties: {'col': 4, 'cbin': 385}, <Vertex> ident: 1504, label: data, properties: {'col': 1, 'cbin': 894}, <Vertex> ident: 249, label: data, properties: {'col': 3, 'cbin': 182}, <Vertex> ident: 517, label: data, properties: {'col': 6, 'cbin': 79}, <Vertex> ident: 635, label: data, properties: {'col': 6, 'cbin': 20}, <Vertex> ident: 903, label: data, properties: {'col': 4, 'cbin': 586}, <Vertex> ident: 1335, label: data, properties: {'col': 6, 'cbin': 53}, <Vertex> ident: 189, label: data, properties: {'col': 1, 'cbin': 455}, <Vertex> ident: 370, label: data, properties: {'col': 5, 'cbin': 536}, <Vertex> ident: 1107, label: data, properties: {'col': 6, 'cbin': 60}, <Vertex> ident: 1164, label: data, properties: {'col': 5, 'cbin': 310}, <Vertex> ident: 1221, label: data, properties: {'col': 4, 'cbin': 360}, <Vertex> ident: 2165, label: data, properties: {'col': 6, 'cbin': 285}, <Vertex> ident: 69, label: data, properties: {'col': 1, 'cbin': 526}, <Vertex> ident: 130, label: data, properties: {'col': 6, 'cbin': 126}, <Vertex> ident: 844, label: data, properties: {'col': 6, 'cbin': 214}, <Vertex> ident: 1506, label: data, properties: {'col': 4, 'cbin': 566}, <Vertex> ident: 2222, label: data, properties: {'col': 4, 'cbin': 80}, <Vertex> ident: 251, label: data, properties: {'col': 6, 'cbin': 65}, <Vertex> ident: 637, label: data, properties: {'col': 1, 'cbin': 607}, <Vertex> ident: 905, label: data, properties: {'col': 5, 'cbin': 449}, <Vertex> ident: 1337, label: data, properties: {'col': 1, 'cbin': 874}, <Vertex> ident: 2104, label: data, properties: {'col': 4, 'cbin': 187}, <Vertex> ident: 372, label: data, properties: {'col': 6, 'cbin': 171}, <Vertex> ident: 1109, label: data, properties: {'col': 1, 'cbin': 899}, <Vertex> ident: 1166, label: data, properties: {'col': 6, 'cbin': 278}, <Vertex> ident: 71, label: data, properties: {'col': 2, 'cbin': 607}, <Vertex> ident: 132, label: data, properties: {'col': 1, 'cbin': 667}, <Vertex> ident: 846, label: data, properties: {'col': 1, 'cbin': 697}, <Vertex> ident: 2224, label: data, properties: {'col': 6, 'cbin': 391}, <Vertex> ident: 192, label: data, properties: {'col': 3, 'cbin': 475}, <Vertex> ident: 253, label: data, properties: {'col': 7, 'cbin': 817}, <Vertex> ident: 639, label: data, properties: {'col': 3, 'cbin': 485}, <Vertex> ident: 907, label: data, properties: {'col': 6, 'cbin': 228}, <Vertex> ident: 1224, label: data, properties: {'col': 6, 'cbin': 73}, <Vertex> ident: 374, label: data, properties: {'col': 0, 'cbin': 648}, <Vertex> ident: 521, label: data, properties: {'col': 4, 'cbin': 92}, <Vertex> ident: 1111, label: data, properties: {'col': 5, 'cbin': 595}, <Vertex> ident: 1168, label: data, properties: {'col': 1, 'cbin': 773}, <Vertex> ident: 1339, label: data, properties: {'col': 4, 'cbin': 219}, <Vertex> ident: 1509, label: data, properties: {'col': 6, 'cbin': 423}, <Vertex> ident: 73, label: data, properties: {'col': 5, 'cbin': 430}, <Vertex> ident: 134, label: data, properties: {'col': 2, 'cbin': 1}, <Vertex> ident: 848, label: data, properties: {'col': 4, 'cbin': 171}, <Vertex> ident: 2107, label: data, properties: {'col': 4, 'cbin': 216}, <Vertex> ident: 2169, label: data, properties: {'col': 6, 'cbin': 154}, <Vertex> ident: 194, label: data, properties: {'col': 5, 'cbin': 562}, <Vertex> ident: 255, label: data, properties: {'col': 3, 'cbin': 142}, <Vertex> ident: 641, label: data, properties: {'col': 5, 'cbin': 580}, <Vertex> ident: 909, label: data, properties: {'col': 7, 'cbin': 650}, <Vertex> ident: 2226, label: data, properties: {'col': 4, 'cbin': 141}, <Vertex> ident: 376, label: data, properties: {'col': 1, 'cbin': 561}, <Vertex> ident: 523, label: data, properties: {'col': 5, 'cbin': 509}, <Vertex> ident: 1170, label: data, properties: {'col': 4, 'cbin': 574}, <Vertex> ident: 1511, label: data, properties: {'col': 3, 'cbin': 495}, <Vertex> ident: 286, label: data, properties: {'col': 0, 'cbin': 999}, <Vertex> ident: 1256, label: data, properties: {'col': 1, 'cbin': 839}, <Vertex> ident: 1427, label: data, properties: {'col': 6, 'cbin': 150}, <Vertex> ident: 1711, label: data, properties: {'col': 6, 'cbin': 115}, <Vertex> ident: 288, label: data, properties: {'col': 1, 'cbin': 824}, <Vertex> ident: 1258, label: data, properties: {'col': 5, 'cbin': 682}, <Vertex> ident: 1429, label: data, properties: {'col': 1, 'cbin': 339}, <Vertex> ident: 1713, label: data, properties: {'col': 1, 'cbin': 288}, <Vertex> ident: 290, label: data, properties: {'col': 3, 'cbin': 415}, <Vertex> ident: 1431, label: data, properties: {'col': 6, 'cbin': 48}, <Vertex> ident: 1715, label: data, properties: {'col': 6, 'cbin': 6}, <Vertex> ident: 292, label: data, properties: {'col': 4, 'cbin': 135}, <Vertex> ident: 1717, label: data, properties: {'col': 3, 'cbin': 435}, <Vertex> ident: 294, label: data, properties: {'col': 5, 'cbin': 610}, <Vertex> ident: 1434, label: data, properties: {'col': 5, 'cbin': 693}, <Vertex> ident: 1264, label: data, properties: {'col': 6, 'cbin': 99}, <Vertex> ident: 296, label: data, properties: {'col': 6, 'cbin': 314}, <Vertex> ident: 1436, label: data, properties: {'col': 6, 'cbin': 461}, <Vertex> ident: 1720, label: data, properties: {'col': 2, 'cbin': 755}, <Vertex> ident: 1266, label: data, properties: {'col': 4, 'cbin': 75}, <Vertex> ident: 298, label: data, properties: {'col': 7, 'cbin': 434}, <Vertex> ident: 2278, label: data, properties: {'col': 2, 'cbin': 312}, <Vertex> ident: 1438, label: data, properties: {'col': 7, 'cbin': 617}, <Vertex> ident: 1268, label: data, properties: {'col': 5, 'cbin': 455}, <Vertex> ident: 300, label: data, properties: {'col': 1, 'cbin': 637}, <Vertex> ident: 1723, label: data, properties: {'col': 1, 'cbin': 809}, <Vertex> ident: 1440, label: data, properties: {'col': 5, 'cbin': 531}, <Vertex> ident: 1270, label: data, properties: {'col': 6, 'cbin': 268}, <Vertex> ident: 1442, label: data, properties: {'col': 6, 'cbin': 216}, <Vertex> ident: 303, label: data, properties: {'col': 4, 'cbin': 27}, <Vertex> ident: 1726, label: data, properties: {'col': 4, 'cbin': 207}, <Vertex> ident: 1444, label: data, properties: {'col': 7, 'cbin': 784}, <Vertex> ident: 305, label: data, properties: {'col': 5, 'cbin': 442}, <Vertex> ident: 1446, label: data, properties: {'col': 1, 'cbin': 586}, <Vertex> ident: 307, label: data, properties: {'col': 6, 'cbin': 152}, <Vertex> ident: 1275, label: data, properties: {'col': 6, 'cbin': 180}, <Vertex> ident: 1730, label: data, properties: {'col': 6, 'cbin': 379}, <Vertex> ident: 1448, label: data, properties: {'col': 5, 'cbin': 589}, <Vertex> ident: 309, label: data, properties: {'col': 7, 'cbin': 317}, <Vertex> ident: 1277, label: data, properties: {'col': 0, 'cbin': 765}, <Vertex> ident: 1732, label: data, properties: {'col': 5, 'cbin': 421}, <Vertex> ident: 1450, label: data, properties: {'col': 1, 'cbin': 521}, <Vertex> ident: 311, label: data, properties: {'col': 2, 'cbin': 689}, <Vertex> ident: 1734, label: data, properties: {'col': 6, 'cbin': 513}, <Vertex> ident: 1452, label: data, properties: {'col': 5, 'cbin': 689}, <Vertex> ident: 313, label: data, properties: {'col': 3, 'cbin': 334}, <Vertex> ident: 1736, label: data, properties: {'col': 6, 'cbin': 128}, <Vertex> ident: 1454, label: data, properties: {'col': 6, 'cbin': 2}, <Vertex> ident: 315, label: data, properties: {'col': 5, 'cbin': 448}, <Vertex> ident: 1738, label: data, properties: {'col': 5, 'cbin': 476}]\n"
     ]
    }
   ],
   "source": [
    "print(result.all())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<EntitySet> items: 952"
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.84488505,  2.44447821,  0.35643175, ...,  1.38436175,\n",
       "         2.784923  , -0.95646168],\n",
       "       [-0.54791859, -0.43485916,  0.25303625, ...,  0.20401277,\n",
       "        -0.20499449, -0.87137393],\n",
       "       [ 0.04601433, -1.40507067, -0.36733675, ...,  0.25478047,\n",
       "        -0.24425603, -0.70119842],\n",
       "       ...,\n",
       "       [-0.84488505, -0.81042491, -0.47073225, ..., -1.02710391,\n",
       "        -0.63989158, -0.95646168],\n",
       "       [-0.84488505, -0.46615631,  0.35643175, ...,  0.69899783,\n",
       "        -0.83015905, -0.61611067],\n",
       "       [ 1.82781311,  0.03459802,  0.45982725, ..., -0.5575027 ,\n",
       "         0.12117833,  1.00055664]])"
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Vertex> ident: 17, label: data, properties: {'col': 0, 'cbin': 59}"
      ]
     },
     "execution_count": 180,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wbin=find_bin(bins[0],X_test[0][0])\n",
    "v1 = graph.get_or_create_vertex(\"data\",col=0,cbin=wbin)\n",
    "v1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Vertex> ident: 239, label: data, properties: {'col': 2, 'cbin': 623}"
      ]
     },
     "execution_count": 181,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wbin=find_bin(bins[2],X_test[0][2])\n",
    "v2 = graph.get_or_create_vertex(\"data\",col=2,cbin=wbin)\n",
    "v2\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [],
   "source": [
    "rs = graph.get_vertices(label=\"data\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<EntitySet> items: 952"
      ]
     },
     "execution_count": 183,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<EntitySet> items: 1344"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " graph.get_edges()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<built-in method count of list object at 0x1087595c8>\n"
     ]
    }
   ],
   "source": [
    "print(rs.all().count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "467"
      ]
     },
     "execution_count": 186,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "715"
      ]
     },
     "execution_count": 187,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "no"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
      "{'col': 2, 'cbin': 623, 'out': 'no', 'count': 17}\n",
      "{'col': 2, 'cbin': 623, 'out': 'yes', 'count': 12}\n",
      "{'col': 3, 'cbin': 435, 'out': 'no', 'count': 2}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 640, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 640, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 17, 'out': 'no', 'count': 45}\n",
      "{'col': 7, 'cbin': 17, 'out': 'yes', 'count': 5}\n",
      "138\n",
      "288\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
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      "{'col': 1, 'cbin': 541, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 607, 'out': 'yes', 'count': 10}\n",
      "{'col': 2, 'cbin': 607, 'out': 'no', 'count': 25}\n",
      "{'col': 3, 'cbin': 304, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 304, 'out': 'no', 'count': 12}\n",
      "{'col': 4, 'cbin': 119, 'out': 'no', 'count': 4}\n",
      "{'col': 4, 'cbin': 119, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 501, 'out': 'yes', 'count': 3}\n",
      "{'col': 5, 'cbin': 501, 'out': 'no', 'count': 3}\n",
      "{'col': 6, 'cbin': 137, 'out': 'yes', 'count': 3}\n",
      "{'col': 7, 'cbin': 34, 'out': 'no', 'count': 21}\n",
      "{'col': 7, 'cbin': 34, 'out': 'yes', 'count': 6}\n",
      "47\n",
      "129\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
      "{'col': 0, 'cbin': 236, 'out': 'no', 'count': 28}\n",
      "{'col': 2, 'cbin': 509, 'out': 'no', 'count': 15}\n",
      "{'col': 2, 'cbin': 509, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 507, 'out': 'yes', 'count': 2}\n",
      "{'col': 5, 'cbin': 507, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 67, 'out': 'no', 'count': 22}\n",
      "{'col': 7, 'cbin': 67, 'out': 'yes', 'count': 10}\n",
      "189\n",
      "318\n",
      "{'col': 0, 'cbin': 295, 'out': 'yes', 'count': 16}\n",
      "{'col': 0, 'cbin': 295, 'out': 'no', 'count': 26}\n",
      "{'col': 1, 'cbin': 839, 'out': 'yes', 'count': 1}\n",
      "{'col': 1, 'cbin': 839, 'out': 'no', 'count': 1}\n",
      "{'col': 2, 'cbin': 591, 'out': 'no', 'count': 19}\n",
      "{'col': 2, 'cbin': 591, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 192, 'out': 'yes', 'count': 2}\n",
      "{'col': 3, 'cbin': 192, 'out': 'no', 'count': 8}\n",
      "{'col': 4, 'cbin': 207, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 385, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 216, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 216, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 500, 'out': 'yes', 'count': 3}\n",
      "{'col': 7, 'cbin': 500, 'out': 'no', 'count': 2}\n",
      "34\n",
      "58\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 561, 'out': 'no', 'count': 6}\n",
      "{'col': 1, 'cbin': 561, 'out': 'yes', 'count': 2}\n",
      "{'col': 2, 'cbin': 533, 'out': 'no', 'count': 4}\n",
      "{'col': 2, 'cbin': 533, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 367, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 167, 'out': 'yes', 'count': 9}\n",
      "{'col': 7, 'cbin': 167, 'out': 'no', 'count': 9}\n",
      "197\n",
      "322\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
      "{'col': 1, 'cbin': 410, 'out': 'no', 'count': 3}\n",
      "{'col': 2, 'cbin': 591, 'out': 'no', 'count': 19}\n",
      "{'col': 2, 'cbin': 591, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 182, 'out': 'no', 'count': 11}\n",
      "{'col': 3, 'cbin': 182, 'out': 'yes', 'count': 3}\n",
      "{'col': 4, 'cbin': 48, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 397, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 86, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 50, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 50, 'out': 'no', 'count': 25}\n",
      "42\n",
      "129\n",
      "{'col': 0, 'cbin': 530, 'out': 'no', 'count': 7}\n",
      "{'col': 0, 'cbin': 530, 'out': 'yes', 'count': 13}\n",
      "{'col': 1, 'cbin': 768, 'out': 'yes', 'count': 2}\n",
      "{'col': 2, 'cbin': 640, 'out': 'no', 'count': 17}\n",
      "{'col': 2, 'cbin': 640, 'out': 'yes', 'count': 14}\n",
      "{'col': 3, 'cbin': 344, 'out': 'yes', 'count': 2}\n",
      "{'col': 3, 'cbin': 344, 'out': 'no', 'count': 4}\n",
      "{'col': 5, 'cbin': 510, 'out': 'no', 'count': 4}\n",
      "{'col': 5, 'cbin': 510, 'out': 'yes', 'count': 2}\n",
      "{'col': 7, 'cbin': 200, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 200, 'out': 'yes', 'count': 6}\n",
      "39\n",
      "36\n",
      "{'col': 0, 'cbin': 177, 'out': 'no', 'count': 35}\n",
      "{'col': 0, 'cbin': 177, 'out': 'yes', 'count': 19}\n",
      "{'col': 1, 'cbin': 889, 'out': 'yes', 'count': 1}\n",
      "{'col': 2, 'cbin': 705, 'out': 'no', 'count': 7}\n",
      "{'col': 2, 'cbin': 705, 'out': 'yes', 'count': 6}\n",
      "{'col': 3, 'cbin': 273, 'out': 'no', 'count': 14}\n",
      "{'col': 3, 'cbin': 273, 'out': 'yes', 'count': 5}\n",
      "{'col': 4, 'cbin': 185, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 497, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 497, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 517, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 517, 'out': 'no', 'count': 1}\n",
      "43\n",
      "58\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
      "{'col': 1, 'cbin': 642, 'out': 'no', 'count': 3}\n",
      "{'col': 2, 'cbin': 476, 'out': 'no', 'count': 10}\n",
      "{'col': 2, 'cbin': 476, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 243, 'out': 'yes', 'count': 6}\n",
      "{'col': 3, 'cbin': 243, 'out': 'no', 'count': 3}\n",
      "{'col': 5, 'cbin': 413, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 67, 'out': 'no', 'count': 22}\n",
      "{'col': 7, 'cbin': 67, 'out': 'yes', 'count': 10}\n",
      "30\n",
      "99\n",
      "{'col': 0, 'cbin': 353, 'out': 'yes', 'count': 10}\n",
      "{'col': 0, 'cbin': 353, 'out': 'no', 'count': 29}\n",
      "{'col': 1, 'cbin': 521, 'out': 'no', 'count': 3}\n",
      "{'col': 2, 'cbin': 591, 'out': 'no', 'count': 19}\n",
      "{'col': 2, 'cbin': 591, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 324, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 324, 'out': 'no', 'count': 9}\n",
      "{'col': 4, 'cbin': 225, 'out': 'yes', 'count': 1}\n",
      "{'col': 4, 'cbin': 225, 'out': 'no', 'count': 2}\n",
      "{'col': 5, 'cbin': 562, 'out': 'yes', 'count': 2}\n",
      "{'col': 5, 'cbin': 562, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 103, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 103, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 567, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 567, 'out': 'yes', 'count': 1}\n",
      "35\n",
      "65\n",
      "{'col': 0, 'cbin': 177, 'out': 'no', 'count': 35}\n",
      "{'col': 0, 'cbin': 177, 'out': 'yes', 'count': 19}\n",
      "{'col': 1, 'cbin': 798, 'out': 'yes', 'count': 4}\n",
      "{'col': 1, 'cbin': 798, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 623, 'out': 'no', 'count': 17}\n",
      "{'col': 2, 'cbin': 623, 'out': 'yes', 'count': 12}\n",
      "{'col': 3, 'cbin': 364, 'out': 'yes', 'count': 7}\n",
      "{'col': 3, 'cbin': 364, 'out': 'no', 'count': 4}\n",
      "{'col': 5, 'cbin': 471, 'out': 'yes', 'count': 5}\n",
      "{'col': 5, 'cbin': 471, 'out': 'no', 'count': 3}\n",
      "{'col': 7, 'cbin': 117, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 117, 'out': 'no', 'count': 20}\n",
      "53\n",
      "81\n",
      "{'col': 0, 'cbin': 295, 'out': 'yes', 'count': 16}\n",
      "{'col': 0, 'cbin': 295, 'out': 'no', 'count': 26}\n",
      "{'col': 1, 'cbin': 945, 'out': 'yes', 'count': 3}\n",
      "{'col': 2, 'cbin': 623, 'out': 'no', 'count': 17}\n",
      "{'col': 2, 'cbin': 623, 'out': 'yes', 'count': 12}\n",
      "{'col': 3, 'cbin': 273, 'out': 'no', 'count': 14}\n",
      "{'col': 3, 'cbin': 273, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 534, 'out': 'yes', 'count': 2}\n",
      "{'col': 7, 'cbin': 534, 'out': 'no', 'count': 1}\n",
      "38\n",
      "58\n",
      "{'col': 0, 'cbin': 295, 'out': 'yes', 'count': 16}\n",
      "{'col': 0, 'cbin': 295, 'out': 'no', 'count': 26}\n",
      "{'col': 1, 'cbin': 576, 'out': 'no', 'count': 7}\n",
      "{'col': 1, 'cbin': 576, 'out': 'yes', 'count': 1}\n",
      "{'col': 2, 'cbin': 607, 'out': 'yes', 'count': 10}\n",
      "{'col': 2, 'cbin': 607, 'out': 'no', 'count': 25}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 6, 'cbin': 283, 'out': 'yes', 'count': 2}\n",
      "{'col': 7, 'cbin': 600, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 600, 'out': 'no', 'count': 2}\n",
      "183\n",
      "312\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
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      "{'col': 2, 'cbin': 427, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 427, 'out': 'yes', 'count': 3}\n",
      "{'col': 3, 'cbin': 223, 'out': 'no', 'count': 6}\n",
      "{'col': 3, 'cbin': 223, 'out': 'yes', 'count': 3}\n",
      "{'col': 4, 'cbin': 136, 'out': 'no', 'count': 2}\n",
      "{'col': 4, 'cbin': 136, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 425, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 67, 'out': 'no', 'count': 22}\n",
      "{'col': 7, 'cbin': 67, 'out': 'yes', 'count': 10}\n",
      "30\n",
      "95\n",
      "{'col': 0, 'cbin': 471, 'out': 'no', 'count': 10}\n",
      "{'col': 0, 'cbin': 471, 'out': 'yes', 'count': 14}\n",
      "{'col': 2, 'cbin': 591, 'out': 'no', 'count': 19}\n",
      "{'col': 2, 'cbin': 591, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 233, 'out': 'no', 'count': 13}\n",
      "{'col': 3, 'cbin': 233, 'out': 'yes', 'count': 3}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 477, 'out': 'no', 'count': 6}\n",
      "{'col': 5, 'cbin': 477, 'out': 'yes', 'count': 3}\n",
      "{'col': 6, 'cbin': 221, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 350, 'out': 'yes', 'count': 4}\n",
      "{'col': 7, 'cbin': 350, 'out': 'no', 'count': 7}\n",
      "131\n",
      "211\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 546, 'out': 'yes', 'count': 2}\n",
      "{'col': 1, 'cbin': 546, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 558, 'out': 'no', 'count': 25}\n",
      "{'col': 2, 'cbin': 558, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 203, 'out': 'yes', 'count': 2}\n",
      "{'col': 3, 'cbin': 203, 'out': 'no', 'count': 8}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 407, 'out': 'no', 'count': 3}\n",
      "{'col': 6, 'cbin': 301, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 184, 'out': 'no', 'count': 5}\n",
      "{'col': 7, 'cbin': 184, 'out': 'yes', 'count': 7}\n",
      "151\n",
      "250\n",
      "{'col': 0, 'cbin': 471, 'out': 'no', 'count': 10}\n",
      "{'col': 0, 'cbin': 471, 'out': 'yes', 'count': 14}\n",
      "{'col': 1, 'cbin': 905, 'out': 'no', 'count': 1}\n",
      "{'col': 1, 'cbin': 905, 'out': 'yes', 'count': 2}\n",
      "{'col': 2, 'cbin': 591, 'out': 'no', 'count': 19}\n",
      "{'col': 2, 'cbin': 591, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 425, 'out': 'yes', 'count': 5}\n",
      "{'col': 3, 'cbin': 425, 'out': 'no', 'count': 4}\n",
      "{'col': 4, 'cbin': 154, 'out': 'yes', 'count': 3}\n",
      "{'col': 4, 'cbin': 154, 'out': 'no', 'count': 3}\n",
      "{'col': 5, 'cbin': 488, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 272, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 250, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 250, 'out': 'yes', 'count': 7}\n",
      "42\n",
      "42\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
      "{'col': 1, 'cbin': 369, 'out': 'no', 'count': 2}\n",
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      "{'col': 2, 'cbin': 410, 'out': 'no', 'count': 3}\n",
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      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
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      "{'col': 6, 'cbin': 71, 'out': 'yes', 'count': 1}\n",
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      "{'col': 7, 'cbin': 1, 'out': 'yes', 'count': 3}\n",
      "128\n",
      "265\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
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      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
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      "{'col': 7, 'cbin': 700, 'out': 'no', 'count': 2}\n",
      "125\n",
      "206\n",
      "{'col': 0, 'cbin': 295, 'out': 'yes', 'count': 16}\n",
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      "{'col': 7, 'cbin': 150, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 150, 'out': 'no', 'count': 6}\n",
      "29\n",
      "62\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
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      "{'col': 7, 'cbin': 267, 'out': 'yes', 'count': 4}\n",
      "138\n",
      "220\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
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      "{'col': 2, 'cbin': 656, 'out': 'no', 'count': 21}\n",
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      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
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      "{'col': 6, 'cbin': 261, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 1, 'out': 'no', 'count': 34}\n",
      "{'col': 7, 'cbin': 1, 'out': 'yes', 'count': 3}\n",
      "179\n",
      "372\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
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      "{'col': 1, 'cbin': 440, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 1, 'out': 'no', 'count': 16}\n",
      "{'col': 2, 'cbin': 1, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 233, 'out': 'no', 'count': 13}\n",
      "{'col': 3, 'cbin': 233, 'out': 'yes', 'count': 3}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 431, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 431, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 295, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 67, 'out': 'no', 'count': 22}\n",
      "{'col': 7, 'cbin': 67, 'out': 'yes', 'count': 10}\n",
      "134\n",
      "272\n",
      "{'col': 0, 'cbin': 177, 'out': 'no', 'count': 35}\n",
      "{'col': 0, 'cbin': 177, 'out': 'yes', 'count': 19}\n",
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      "{'col': 2, 'cbin': 673, 'out': 'no', 'count': 13}\n",
      "{'col': 3, 'cbin': 283, 'out': 'no', 'count': 12}\n",
      "{'col': 3, 'cbin': 283, 'out': 'yes', 'count': 5}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 513, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 513, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 69, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 69, 'out': 'no', 'count': 3}\n",
      "{'col': 7, 'cbin': 417, 'out': 'yes', 'count': 4}\n",
      "{'col': 7, 'cbin': 417, 'out': 'no', 'count': 4}\n",
      "136\n",
      "224\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
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      "{'col': 1, 'cbin': 490, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 541, 'out': 'yes', 'count': 6}\n",
      "{'col': 2, 'cbin': 541, 'out': 'no', 'count': 12}\n",
      "{'col': 3, 'cbin': 152, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 152, 'out': 'no', 'count': 9}\n",
      "{'col': 4, 'cbin': 166, 'out': 'no', 'count': 4}\n",
      "{'col': 4, 'cbin': 166, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 346, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 173, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 17, 'out': 'no', 'count': 45}\n",
      "{'col': 7, 'cbin': 17, 'out': 'yes', 'count': 5}\n",
      "37\n",
      "143\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
      "{'col': 1, 'cbin': 627, 'out': 'yes', 'count': 4}\n",
      "{'col': 1, 'cbin': 627, 'out': 'no', 'count': 3}\n",
      "{'col': 2, 'cbin': 492, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 492, 'out': 'no', 'count': 17}\n",
      "{'col': 3, 'cbin': 324, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 324, 'out': 'no', 'count': 9}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 534, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 534, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 185, 'out': 'yes', 'count': 2}\n",
      "{'col': 7, 'cbin': 1, 'out': 'no', 'count': 34}\n",
      "{'col': 7, 'cbin': 1, 'out': 'yes', 'count': 3}\n",
      "147\n",
      "287\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 526, 'out': 'yes', 'count': 2}\n",
      "{'col': 1, 'cbin': 526, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 623, 'out': 'no', 'count': 17}\n",
      "{'col': 2, 'cbin': 623, 'out': 'yes', 'count': 12}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 6, 'cbin': 214, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 214, 'out': 'yes', 'count': 2}\n",
      "{'col': 7, 'cbin': 100, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 100, 'out': 'no', 'count': 14}\n",
      "206\n",
      "336\n",
      "{'col': 0, 'cbin': 765, 'out': 'yes', 'count': 4}\n",
      "{'col': 0, 'cbin': 765, 'out': 'no', 'count': 3}\n",
      "{'col': 1, 'cbin': 773, 'out': 'no', 'count': 1}\n",
      "{'col': 2, 'cbin': 722, 'out': 'no', 'count': 11}\n",
      "{'col': 2, 'cbin': 722, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 374, 'out': 'yes', 'count': 5}\n",
      "{'col': 3, 'cbin': 374, 'out': 'no', 'count': 6}\n",
      "{'col': 4, 'cbin': 166, 'out': 'no', 'count': 4}\n",
      "{'col': 4, 'cbin': 166, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 606, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 300, 'out': 'no', 'count': 5}\n",
      "{'col': 7, 'cbin': 300, 'out': 'yes', 'count': 2}\n",
      "21\n",
      "32\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
      "{'col': 1, 'cbin': 566, 'out': 'no', 'count': 5}\n",
      "{'col': 1, 'cbin': 566, 'out': 'yes', 'count': 3}\n",
      "{'col': 2, 'cbin': 541, 'out': 'yes', 'count': 6}\n",
      "{'col': 2, 'cbin': 541, 'out': 'no', 'count': 12}\n",
      "{'col': 3, 'cbin': 223, 'out': 'no', 'count': 6}\n",
      "{'col': 3, 'cbin': 223, 'out': 'yes', 'count': 3}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 373, 'out': 'no', 'count': 4}\n",
      "{'col': 6, 'cbin': 96, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 50, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 50, 'out': 'no', 'count': 25}\n",
      "128\n",
      "267\n",
      "{'col': 0, 'cbin': 295, 'out': 'yes', 'count': 16}\n",
      "{'col': 0, 'cbin': 295, 'out': 'no', 'count': 26}\n",
      "{'col': 1, 'cbin': 556, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 558, 'out': 'no', 'count': 25}\n",
      "{'col': 2, 'cbin': 558, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 388, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 90, 'out': 'no', 'count': 6}\n",
      "{'col': 7, 'cbin': 150, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 150, 'out': 'no', 'count': 6}\n",
      "184\n",
      "319\n",
      "{'col': 0, 'cbin': 412, 'out': 'yes', 'count': 18}\n",
      "{'col': 0, 'cbin': 412, 'out': 'no', 'count': 12}\n",
      "{'col': 1, 'cbin': 687, 'out': 'yes', 'count': 2}\n",
      "{'col': 1, 'cbin': 687, 'out': 'no', 'count': 1}\n",
      "{'col': 2, 'cbin': 607, 'out': 'yes', 'count': 10}\n",
      "{'col': 2, 'cbin': 607, 'out': 'no', 'count': 25}\n",
      "{'col': 3, 'cbin': 263, 'out': 'yes', 'count': 6}\n",
      "{'col': 3, 'cbin': 263, 'out': 'no', 'count': 7}\n",
      "{'col': 4, 'cbin': 160, 'out': 'no', 'count': 2}\n",
      "{'col': 4, 'cbin': 160, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 388, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 242, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 500, 'out': 'yes', 'count': 3}\n",
      "{'col': 7, 'cbin': 500, 'out': 'no', 'count': 2}\n",
      "40\n",
      "53\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 516, 'out': 'yes', 'count': 1}\n",
      "{'col': 1, 'cbin': 516, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 525, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 525, 'out': 'no', 'count': 20}\n",
      "{'col': 3, 'cbin': 465, 'out': 'no', 'count': 2}\n",
      "{'col': 3, 'cbin': 465, 'out': 'yes', 'count': 3}\n",
      "{'col': 4, 'cbin': 93, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 606, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 177, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 177, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 1, 'out': 'no', 'count': 34}\n",
      "{'col': 7, 'cbin': 1, 'out': 'yes', 'count': 3}\n",
      "47\n",
      "115\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 516, 'out': 'yes', 'count': 1}\n",
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      "{'col': 2, 'cbin': 705, 'out': 'no', 'count': 7}\n",
      "{'col': 2, 'cbin': 705, 'out': 'yes', 'count': 6}\n",
      "{'col': 3, 'cbin': 172, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 172, 'out': 'no', 'count': 8}\n",
      "{'col': 4, 'cbin': 125, 'out': 'yes', 'count': 1}\n",
      "{'col': 4, 'cbin': 125, 'out': 'no', 'count': 7}\n",
      "{'col': 5, 'cbin': 437, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 437, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 262, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 100, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 100, 'out': 'no', 'count': 14}\n",
      "47\n",
      "92\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
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      "{'col': 7, 'cbin': 117, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 117, 'out': 'no', 'count': 20}\n",
      "26\n",
      "89\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
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      "{'col': 6, 'cbin': 52, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 50, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 50, 'out': 'no', 'count': 25}\n",
      "35\n",
      "111\n",
      "{'col': 0, 'cbin': 295, 'out': 'yes', 'count': 16}\n",
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      "305\n",
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      "{'col': 7, 'cbin': 350, 'out': 'yes', 'count': 4}\n",
      "{'col': 7, 'cbin': 350, 'out': 'no', 'count': 7}\n",
      "29\n",
      "31\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
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      "{'col': 6, 'cbin': 99, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 1, 'out': 'no', 'count': 34}\n",
      "{'col': 7, 'cbin': 1, 'out': 'yes', 'count': 3}\n",
      "32\n",
      "122\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
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      "{'col': 5, 'cbin': 530, 'out': 'yes', 'count': 3}\n",
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      "{'col': 6, 'cbin': 84, 'out': 'yes', 'count': 2}\n",
      "{'col': 7, 'cbin': 67, 'out': 'no', 'count': 22}\n",
      "{'col': 7, 'cbin': 67, 'out': 'yes', 'count': 10}\n",
      "41\n",
      "102\n",
      "{'col': 0, 'cbin': 177, 'out': 'no', 'count': 35}\n",
      "{'col': 0, 'cbin': 177, 'out': 'yes', 'count': 19}\n",
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      "{'col': 3, 'cbin': 253, 'out': 'no', 'count': 7}\n",
      "{'col': 3, 'cbin': 253, 'out': 'yes', 'count': 4}\n",
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      "{'col': 4, 'cbin': 83, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 507, 'out': 'yes', 'count': 2}\n",
      "{'col': 5, 'cbin': 507, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 81, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 84, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 84, 'out': 'no', 'count': 21}\n",
      "42\n",
      "85\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
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      "{'col': 2, 'cbin': 525, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 525, 'out': 'no', 'count': 20}\n",
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      "{'col': 3, 'cbin': 182, 'out': 'yes', 'count': 3}\n",
      "{'col': 4, 'cbin': 109, 'out': 'no', 'count': 2}\n",
      "{'col': 5, 'cbin': 521, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 521, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 34, 'out': 'no', 'count': 21}\n",
      "{'col': 7, 'cbin': 34, 'out': 'yes', 'count': 6}\n",
      "51\n",
      "107\n",
      "{'col': 0, 'cbin': 177, 'out': 'no', 'count': 35}\n",
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      "{'col': 2, 'cbin': 640, 'out': 'yes', 'count': 14}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
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      "{'col': 7, 'cbin': 1, 'out': 'no', 'count': 34}\n",
      "{'col': 7, 'cbin': 1, 'out': 'yes', 'count': 3}\n",
      "191\n",
      "347\n",
      "{'col': 0, 'cbin': 353, 'out': 'yes', 'count': 10}\n",
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      "{'col': 2, 'cbin': 492, 'out': 'no', 'count': 17}\n",
      "{'col': 3, 'cbin': 192, 'out': 'yes', 'count': 2}\n",
      "{'col': 3, 'cbin': 192, 'out': 'no', 'count': 8}\n",
      "{'col': 4, 'cbin': 64, 'out': 'no', 'count': 3}\n",
      "{'col': 6, 'cbin': 177, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 177, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 184, 'out': 'no', 'count': 5}\n",
      "{'col': 7, 'cbin': 184, 'out': 'yes', 'count': 7}\n",
      "27\n",
      "74\n",
      "{'col': 0, 'cbin': 177, 'out': 'no', 'count': 35}\n",
      "{'col': 0, 'cbin': 177, 'out': 'yes', 'count': 19}\n",
      "{'col': 2, 'cbin': 574, 'out': 'yes', 'count': 17}\n",
      "{'col': 2, 'cbin': 574, 'out': 'no', 'count': 28}\n",
      "{'col': 3, 'cbin': 314, 'out': 'no', 'count': 9}\n",
      "{'col': 3, 'cbin': 314, 'out': 'yes', 'count': 5}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 521, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 521, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 67, 'out': 'no', 'count': 22}\n",
      "{'col': 7, 'cbin': 67, 'out': 'yes', 'count': 10}\n",
      "149\n",
      "250\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
      "{'col': 1, 'cbin': 995, 'out': 'no', 'count': 1}\n",
      "{'col': 1, 'cbin': 995, 'out': 'yes', 'count': 1}\n",
      "{'col': 2, 'cbin': 574, 'out': 'yes', 'count': 17}\n",
      "{'col': 2, 'cbin': 574, 'out': 'no', 'count': 28}\n",
      "{'col': 3, 'cbin': 455, 'out': 'no', 'count': 3}\n",
      "{'col': 3, 'cbin': 455, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 455, 'out': 'no', 'count': 2}\n",
      "{'col': 5, 'cbin': 455, 'out': 'yes', 'count': 2}\n",
      "{'col': 6, 'cbin': 32, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 534, 'out': 'yes', 'count': 2}\n",
      "{'col': 7, 'cbin': 534, 'out': 'no', 'count': 1}\n",
      "36\n",
      "95\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 516, 'out': 'yes', 'count': 1}\n",
      "{'col': 1, 'cbin': 516, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 615, 'out': 'yes', 'count': 1}\n",
      "{'col': 2, 'cbin': 615, 'out': 'no', 'count': 6}\n",
      "{'col': 3, 'cbin': 233, 'out': 'no', 'count': 13}\n",
      "{'col': 3, 'cbin': 233, 'out': 'yes', 'count': 3}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 1, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 1, 'out': 'no', 'count': 7}\n",
      "{'col': 6, 'cbin': 209, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 1, 'out': 'no', 'count': 34}\n",
      "{'col': 7, 'cbin': 1, 'out': 'yes', 'count': 3}\n",
      "138\n",
      "270\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
      "{'col': 1, 'cbin': 546, 'out': 'yes', 'count': 2}\n",
      "{'col': 1, 'cbin': 546, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 509, 'out': 'no', 'count': 15}\n",
      "{'col': 2, 'cbin': 509, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 324, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 324, 'out': 'no', 'count': 9}\n",
      "{'col': 4, 'cbin': 67, 'out': 'no', 'count': 3}\n",
      "{'col': 5, 'cbin': 376, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 19, 'out': 'yes', 'count': 3}\n",
      "{'col': 7, 'cbin': 1, 'out': 'no', 'count': 34}\n",
      "{'col': 7, 'cbin': 1, 'out': 'yes', 'count': 3}\n",
      "41\n",
      "127\n",
      "{'col': 0, 'cbin': 177, 'out': 'no', 'count': 35}\n",
      "{'col': 0, 'cbin': 177, 'out': 'yes', 'count': 19}\n",
      "{'col': 1, 'cbin': 652, 'out': 'yes', 'count': 5}\n",
      "{'col': 1, 'cbin': 652, 'out': 'no', 'count': 7}\n",
      "{'col': 2, 'cbin': 525, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 525, 'out': 'no', 'count': 20}\n",
      "{'col': 3, 'cbin': 293, 'out': 'yes', 'count': 4}\n",
      "{'col': 3, 'cbin': 293, 'out': 'no', 'count': 7}\n",
      "{'col': 4, 'cbin': 136, 'out': 'no', 'count': 2}\n",
      "{'col': 4, 'cbin': 136, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 394, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 58, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 117, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 117, 'out': 'no', 'count': 20}\n",
      "42\n",
      "95\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
      "{'col': 0, 'cbin': 236, 'out': 'no', 'count': 28}\n",
      "{'col': 1, 'cbin': 551, 'out': 'yes', 'count': 3}\n",
      "{'col': 1, 'cbin': 551, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 525, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 525, 'out': 'no', 'count': 20}\n",
      "{'col': 3, 'cbin': 445, 'out': 'yes', 'count': 2}\n",
      "{'col': 3, 'cbin': 445, 'out': 'no', 'count': 2}\n",
      "{'col': 4, 'cbin': 118, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 519, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 352, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 352, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 84, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 84, 'out': 'no', 'count': 21}\n",
      "33\n",
      "78\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
      "{'col': 0, 'cbin': 236, 'out': 'no', 'count': 28}\n",
      "{'col': 1, 'cbin': 632, 'out': 'yes', 'count': 6}\n",
      "{'col': 1, 'cbin': 632, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 656, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 656, 'out': 'no', 'count': 21}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 482, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 194, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 194, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 100, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 100, 'out': 'no', 'count': 14}\n",
      "187\n",
      "321\n",
      "{'col': 0, 'cbin': 589, 'out': 'no', 'count': 10}\n",
      "{'col': 0, 'cbin': 589, 'out': 'yes', 'count': 8}\n",
      "{'col': 1, 'cbin': 672, 'out': 'no', 'count': 2}\n",
      "{'col': 1, 'cbin': 672, 'out': 'yes', 'count': 2}\n",
      "{'col': 2, 'cbin': 558, 'out': 'no', 'count': 25}\n",
      "{'col': 2, 'cbin': 558, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 403, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 69, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 69, 'out': 'no', 'count': 3}\n",
      "{'col': 7, 'cbin': 250, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 250, 'out': 'yes', 'count': 7}\n",
      "182\n",
      "296\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
      "{'col': 1, 'cbin': 546, 'out': 'yes', 'count': 2}\n",
      "{'col': 1, 'cbin': 546, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 427, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 427, 'out': 'yes', 'count': 3}\n",
      "{'col': 3, 'cbin': 263, 'out': 'yes', 'count': 6}\n",
      "{'col': 3, 'cbin': 263, 'out': 'no', 'count': 7}\n",
      "{'col': 4, 'cbin': 75, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 485, 'out': 'no', 'count': 3}\n",
      "{'col': 5, 'cbin': 485, 'out': 'yes', 'count': 2}\n",
      "{'col': 6, 'cbin': 101, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 17, 'out': 'no', 'count': 45}\n",
      "{'col': 7, 'cbin': 17, 'out': 'yes', 'count': 5}\n",
      "32\n",
      "122\n",
      "{'col': 0, 'cbin': 706, 'out': 'yes', 'count': 2}\n",
      "{'col': 0, 'cbin': 706, 'out': 'no', 'count': 3}\n",
      "{'col': 1, 'cbin': 763, 'out': 'no', 'count': 2}\n",
      "{'col': 1, 'cbin': 763, 'out': 'yes', 'count': 2}\n",
      "{'col': 2, 'cbin': 574, 'out': 'yes', 'count': 17}\n",
      "{'col': 2, 'cbin': 574, 'out': 'no', 'count': 28}\n",
      "{'col': 3, 'cbin': 405, 'out': 'yes', 'count': 3}\n",
      "{'col': 3, 'cbin': 405, 'out': 'no', 'count': 7}\n",
      "{'col': 6, 'cbin': 282, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 284, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 284, 'out': 'yes', 'count': 8}\n",
      "33\n",
      "44\n",
      "{'col': 0, 'cbin': 412, 'out': 'yes', 'count': 18}\n",
      "{'col': 0, 'cbin': 412, 'out': 'no', 'count': 12}\n",
      "{'col': 1, 'cbin': 692, 'out': 'yes', 'count': 2}\n",
      "{'col': 1, 'cbin': 692, 'out': 'no', 'count': 3}\n",
      "{'col': 2, 'cbin': 738, 'out': 'yes', 'count': 11}\n",
      "{'col': 2, 'cbin': 738, 'out': 'no', 'count': 6}\n",
      "{'col': 3, 'cbin': 415, 'out': 'no', 'count': 6}\n",
      "{'col': 3, 'cbin': 415, 'out': 'yes', 'count': 6}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 477, 'out': 'no', 'count': 6}\n",
      "{'col': 5, 'cbin': 477, 'out': 'yes', 'count': 3}\n",
      "{'col': 7, 'cbin': 300, 'out': 'no', 'count': 5}\n",
      "{'col': 7, 'cbin': 300, 'out': 'yes', 'count': 2}\n",
      "139\n",
      "193\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 460, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 558, 'out': 'no', 'count': 25}\n",
      "{'col': 2, 'cbin': 558, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 324, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 324, 'out': 'no', 'count': 9}\n",
      "{'col': 4, 'cbin': 249, 'out': 'no', 'count': 1}\n",
      "{'col': 4, 'cbin': 249, 'out': 'yes', 'count': 2}\n",
      "{'col': 5, 'cbin': 595, 'out': 'yes', 'count': 2}\n",
      "{'col': 6, 'cbin': 128, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 128, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 67, 'out': 'no', 'count': 22}\n",
      "{'col': 7, 'cbin': 67, 'out': 'yes', 'count': 10}\n",
      "67\n",
      "112\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
      "{'col': 1, 'cbin': 1, 'out': 'yes', 'count': 2}\n",
      "{'col': 1, 'cbin': 1, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 394, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 394, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 203, 'out': 'yes', 'count': 2}\n",
      "{'col': 3, 'cbin': 203, 'out': 'no', 'count': 8}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 369, 'out': 'no', 'count': 3}\n",
      "{'col': 6, 'cbin': 24, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 17, 'out': 'no', 'count': 45}\n",
      "{'col': 7, 'cbin': 17, 'out': 'yes', 'count': 5}\n",
      "130\n",
      "284\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
      "{'col': 1, 'cbin': 430, 'out': 'no', 'count': 4}\n",
      "{'col': 1, 'cbin': 430, 'out': 'yes', 'count': 1}\n",
      "{'col': 2, 'cbin': 541, 'out': 'yes', 'count': 6}\n",
      "{'col': 2, 'cbin': 541, 'out': 'no', 'count': 12}\n",
      "{'col': 3, 'cbin': 293, 'out': 'yes', 'count': 4}\n",
      "{'col': 3, 'cbin': 293, 'out': 'no', 'count': 7}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 397, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 115, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 167, 'out': 'yes', 'count': 9}\n",
      "{'col': 7, 'cbin': 167, 'out': 'no', 'count': 9}\n",
      "140\n",
      "257\n",
      "{'col': 0, 'cbin': 295, 'out': 'yes', 'count': 16}\n",
      "{'col': 0, 'cbin': 295, 'out': 'no', 'count': 26}\n",
      "{'col': 1, 'cbin': 581, 'out': 'yes', 'count': 3}\n",
      "{'col': 1, 'cbin': 581, 'out': 'no', 'count': 3}\n",
      "{'col': 2, 'cbin': 804, 'out': 'no', 'count': 1}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 7, 'cbin': 117, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 117, 'out': 'no', 'count': 20}\n",
      "178\n",
      "302\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
      "{'col': 1, 'cbin': 677, 'out': 'no', 'count': 2}\n",
      "{'col': 1, 'cbin': 677, 'out': 'yes', 'count': 2}\n",
      "{'col': 2, 'cbin': 574, 'out': 'yes', 'count': 17}\n",
      "{'col': 2, 'cbin': 574, 'out': 'no', 'count': 28}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 431, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 431, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 197, 'out': 'yes', 'count': 2}\n",
      "{'col': 7, 'cbin': 34, 'out': 'no', 'count': 21}\n",
      "{'col': 7, 'cbin': 34, 'out': 'yes', 'count': 6}\n",
      "194\n",
      "364\n",
      "{'col': 0, 'cbin': 589, 'out': 'no', 'count': 10}\n",
      "{'col': 0, 'cbin': 589, 'out': 'yes', 'count': 8}\n",
      "{'col': 1, 'cbin': 581, 'out': 'yes', 'count': 3}\n",
      "{'col': 1, 'cbin': 581, 'out': 'no', 'count': 3}\n",
      "{'col': 2, 'cbin': 1, 'out': 'no', 'count': 16}\n",
      "{'col': 2, 'cbin': 1, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 1, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 1, 'out': 'no', 'count': 7}\n",
      "{'col': 6, 'cbin': 76, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 76, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 150, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 150, 'out': 'no', 'count': 6}\n",
      "180\n",
      "296\n",
      "{'col': 0, 'cbin': 471, 'out': 'no', 'count': 10}\n",
      "{'col': 0, 'cbin': 471, 'out': 'yes', 'count': 14}\n",
      "{'col': 1, 'cbin': 844, 'out': 'yes', 'count': 2}\n",
      "{'col': 2, 'cbin': 869, 'out': 'no', 'count': 1}\n",
      "{'col': 3, 'cbin': 465, 'out': 'no', 'count': 2}\n",
      "{'col': 3, 'cbin': 465, 'out': 'yes', 'count': 3}\n",
      "{'col': 4, 'cbin': 274, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 561, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 561, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 35, 'out': 'no', 'count': 3}\n",
      "{'col': 7, 'cbin': 367, 'out': 'yes', 'count': 10}\n",
      "{'col': 7, 'cbin': 367, 'out': 'no', 'count': 2}\n",
      "30\n",
      "21\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
      "{'col': 0, 'cbin': 236, 'out': 'no', 'count': 28}\n",
      "{'col': 1, 'cbin': 743, 'out': 'yes', 'count': 3}\n",
      "{'col': 1, 'cbin': 743, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 607, 'out': 'yes', 'count': 10}\n",
      "{'col': 2, 'cbin': 607, 'out': 'no', 'count': 25}\n",
      "{'col': 3, 'cbin': 253, 'out': 'no', 'count': 7}\n",
      "{'col': 3, 'cbin': 253, 'out': 'yes', 'count': 4}\n",
      "{'col': 4, 'cbin': 347, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 521, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 521, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 150, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 150, 'out': 'no', 'count': 6}\n",
      "38\n",
      "69\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 632, 'out': 'yes', 'count': 6}\n",
      "{'col': 1, 'cbin': 632, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 558, 'out': 'no', 'count': 25}\n",
      "{'col': 2, 'cbin': 558, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 369, 'out': 'no', 'count': 3}\n",
      "{'col': 6, 'cbin': 53, 'out': 'no', 'count': 5}\n",
      "{'col': 7, 'cbin': 1, 'out': 'no', 'count': 34}\n",
      "{'col': 7, 'cbin': 1, 'out': 'yes', 'count': 3}\n",
      "204\n",
      "373\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 697, 'out': 'yes', 'count': 2}\n",
      "{'col': 1, 'cbin': 697, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 1, 'out': 'no', 'count': 16}\n",
      "{'col': 2, 'cbin': 1, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 541, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 541, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 364, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 67, 'out': 'no', 'count': 22}\n",
      "{'col': 7, 'cbin': 67, 'out': 'yes', 'count': 10}\n",
      "207\n",
      "343\n"
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      "{'col': 0, 'cbin': 177, 'out': 'no', 'count': 35}\n",
      "{'col': 0, 'cbin': 177, 'out': 'yes', 'count': 19}\n",
      "{'col': 2, 'cbin': 607, 'out': 'yes', 'count': 10}\n",
      "{'col': 2, 'cbin': 607, 'out': 'no', 'count': 25}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
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      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
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      "{'col': 5, 'cbin': 455, 'out': 'no', 'count': 2}\n",
      "{'col': 5, 'cbin': 455, 'out': 'yes', 'count': 2}\n",
      "{'col': 6, 'cbin': 112, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 134, 'out': 'no', 'count': 14}\n",
      "{'col': 7, 'cbin': 134, 'out': 'yes', 'count': 10}\n",
      "195\n",
      "328\n",
      "{'col': 0, 'cbin': 471, 'out': 'no', 'count': 10}\n",
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      "{'col': 2, 'cbin': 607, 'out': 'no', 'count': 25}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 386, 'out': 'no', 'count': 5}\n",
      "{'col': 6, 'cbin': 474, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 300, 'out': 'no', 'count': 5}\n",
      "{'col': 7, 'cbin': 300, 'out': 'yes', 'count': 2}\n",
      "181\n",
      "298\n",
      "{'col': 0, 'cbin': 530, 'out': 'no', 'count': 7}\n",
      "{'col': 0, 'cbin': 530, 'out': 'yes', 'count': 13}\n",
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      "{'col': 2, 'cbin': 722, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 454, 'out': 'no', 'count': 3}\n",
      "{'col': 5, 'cbin': 454, 'out': 'yes', 'count': 2}\n",
      "{'col': 6, 'cbin': 94, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 94, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 467, 'out': 'yes', 'count': 2}\n",
      "{'col': 7, 'cbin': 467, 'out': 'no', 'count': 2}\n",
      "180\n",
      "278\n",
      "{'col': 0, 'cbin': 177, 'out': 'no', 'count': 35}\n",
      "{'col': 0, 'cbin': 177, 'out': 'yes', 'count': 19}\n",
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      "{'col': 1, 'cbin': 617, 'out': 'no', 'count': 5}\n",
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      "{'col': 2, 'cbin': 640, 'out': 'yes', 'count': 14}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
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      "{'col': 7, 'cbin': 317, 'out': 'yes', 'count': 4}\n",
      "196\n",
      "315\n",
      "{'col': 0, 'cbin': 530, 'out': 'no', 'count': 7}\n",
      "{'col': 0, 'cbin': 530, 'out': 'yes', 'count': 13}\n",
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      "{'col': 2, 'cbin': 427, 'out': 'yes', 'count': 3}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 465, 'out': 'yes', 'count': 4}\n",
      "{'col': 5, 'cbin': 465, 'out': 'no', 'count': 5}\n",
      "{'col': 6, 'cbin': 127, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 350, 'out': 'yes', 'count': 4}\n",
      "{'col': 7, 'cbin': 350, 'out': 'no', 'count': 7}\n",
      "179\n",
      "284\n",
      "{'col': 0, 'cbin': 530, 'out': 'no', 'count': 7}\n",
      "{'col': 0, 'cbin': 530, 'out': 'yes', 'count': 13}\n",
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      "{'col': 2, 'cbin': 640, 'out': 'yes', 'count': 14}\n",
      "{'col': 3, 'cbin': 253, 'out': 'no', 'count': 7}\n",
      "{'col': 3, 'cbin': 253, 'out': 'yes', 'count': 4}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 471, 'out': 'yes', 'count': 5}\n",
      "{'col': 5, 'cbin': 471, 'out': 'no', 'count': 3}\n",
      "{'col': 6, 'cbin': 84, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 84, 'out': 'yes', 'count': 2}\n",
      "{'col': 7, 'cbin': 284, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 284, 'out': 'yes', 'count': 8}\n",
      "143\n",
      "195\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
      "{'col': 1, 'cbin': 546, 'out': 'yes', 'count': 2}\n",
      "{'col': 1, 'cbin': 546, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 525, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 525, 'out': 'no', 'count': 20}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 460, 'out': 'no', 'count': 5}\n",
      "{'col': 5, 'cbin': 460, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 32, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 1, 'out': 'no', 'count': 34}\n",
      "{'col': 7, 'cbin': 1, 'out': 'yes', 'count': 3}\n",
      "179\n",
      "376\n",
      "{'col': 0, 'cbin': 412, 'out': 'yes', 'count': 18}\n",
      "{'col': 0, 'cbin': 412, 'out': 'no', 'count': 12}\n",
      "{'col': 1, 'cbin': 602, 'out': 'no', 'count': 3}\n",
      "{'col': 1, 'cbin': 602, 'out': 'yes', 'count': 2}\n",
      "{'col': 2, 'cbin': 1, 'out': 'no', 'count': 16}\n",
      "{'col': 2, 'cbin': 1, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 376, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 267, 'out': 'no', 'count': 9}\n",
      "{'col': 7, 'cbin': 267, 'out': 'yes', 'count': 4}\n",
      "186\n",
      "294\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 435, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 558, 'out': 'no', 'count': 25}\n",
      "{'col': 2, 'cbin': 558, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 324, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 324, 'out': 'no', 'count': 9}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 534, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 534, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 66, 'out': 'no', 'count': 5}\n",
      "{'col': 6, 'cbin': 66, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 67, 'out': 'no', 'count': 22}\n",
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      "161\n",
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      "{'col': 0, 'cbin': 353, 'out': 'no', 'count': 29}\n",
      "{'col': 1, 'cbin': 925, 'out': 'yes', 'count': 1}\n",
      "{'col': 2, 'cbin': 771, 'out': 'yes', 'count': 3}\n",
      "{'col': 2, 'cbin': 771, 'out': 'no', 'count': 2}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 7, 'cbin': 400, 'out': 'no', 'count': 5}\n",
      "{'col': 7, 'cbin': 400, 'out': 'yes', 'count': 8}\n",
      "175\n",
      "288\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
      "{'col': 0, 'cbin': 236, 'out': 'no', 'count': 28}\n",
      "{'col': 1, 'cbin': 864, 'out': 'yes', 'count': 2}\n",
      "{'col': 2, 'cbin': 591, 'out': 'no', 'count': 19}\n",
      "{'col': 2, 'cbin': 591, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 7, 'cbin': 84, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 84, 'out': 'no', 'count': 21}\n",
      "184\n",
      "320\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
      "{'col': 0, 'cbin': 236, 'out': 'no', 'count': 28}\n",
      "{'col': 1, 'cbin': 692, 'out': 'yes', 'count': 2}\n",
      "{'col': 1, 'cbin': 692, 'out': 'no', 'count': 3}\n",
      "{'col': 2, 'cbin': 689, 'out': 'no', 'count': 8}\n",
      "{'col': 2, 'cbin': 689, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 465, 'out': 'yes', 'count': 4}\n",
      "{'col': 5, 'cbin': 465, 'out': 'no', 'count': 5}\n",
      "{'col': 6, 'cbin': 72, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 150, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 150, 'out': 'no', 'count': 6}\n",
      "187\n",
      "304\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'col': 0, 'cbin': 589, 'out': 'no', 'count': 10}\n",
      "{'col': 0, 'cbin': 589, 'out': 'yes', 'count': 8}\n",
      "{'col': 1, 'cbin': 344, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 869, 'out': 'no', 'count': 1}\n",
      "{'col': 3, 'cbin': 233, 'out': 'no', 'count': 13}\n",
      "{'col': 3, 'cbin': 233, 'out': 'yes', 'count': 3}\n",
      "{'col': 4, 'cbin': 58, 'out': 'no', 'count': 2}\n",
      "{'col': 5, 'cbin': 530, 'out': 'no', 'count': 2}\n",
      "{'col': 5, 'cbin': 530, 'out': 'yes', 'count': 3}\n",
      "{'col': 6, 'cbin': 87, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 87, 'out': 'no', 'count': 3}\n",
      "{'col': 7, 'cbin': 434, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 434, 'out': 'yes', 'count': 2}\n",
      "17\n",
      "34\n",
      "{'col': 0, 'cbin': 353, 'out': 'yes', 'count': 10}\n",
      "{'col': 0, 'cbin': 353, 'out': 'no', 'count': 29}\n",
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      "{'col': 1, 'cbin': 778, 'out': 'yes', 'count': 1}\n",
      "{'col': 2, 'cbin': 607, 'out': 'yes', 'count': 10}\n",
      "{'col': 2, 'cbin': 607, 'out': 'no', 'count': 25}\n",
      "{'col': 3, 'cbin': 324, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 324, 'out': 'no', 'count': 9}\n",
      "{'col': 5, 'cbin': 437, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 437, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 324, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 300, 'out': 'no', 'count': 5}\n",
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      "35\n",
      "71\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
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      "{'col': 2, 'cbin': 705, 'out': 'yes', 'count': 6}\n",
      "{'col': 3, 'cbin': 192, 'out': 'yes', 'count': 2}\n",
      "{'col': 3, 'cbin': 192, 'out': 'no', 'count': 8}\n",
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      "{'col': 7, 'cbin': 217, 'out': 'yes', 'count': 4}\n",
      "{'col': 7, 'cbin': 217, 'out': 'no', 'count': 9}\n",
      "124\n",
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      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
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      "{'col': 2, 'cbin': 574, 'out': 'no', 'count': 28}\n",
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      "146\n",
      "269\n",
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      "{'col': 2, 'cbin': 623, 'out': 'yes', 'count': 12}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
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      "{'col': 7, 'cbin': 350, 'out': 'yes', 'count': 4}\n",
      "{'col': 7, 'cbin': 350, 'out': 'no', 'count': 7}\n",
      "188\n",
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      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
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      "{'col': 1, 'cbin': 687, 'out': 'no', 'count': 1}\n",
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      "{'col': 2, 'cbin': 607, 'out': 'no', 'count': 25}\n",
      "{'col': 3, 'cbin': 506, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 135, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 50, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 50, 'out': 'no', 'count': 25}\n",
      "42\n",
      "121\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
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      "{'col': 2, 'cbin': 607, 'out': 'no', 'count': 25}\n",
      "{'col': 3, 'cbin': 293, 'out': 'yes', 'count': 4}\n",
      "{'col': 3, 'cbin': 293, 'out': 'no', 'count': 7}\n",
      "{'col': 4, 'cbin': 148, 'out': 'yes', 'count': 2}\n",
      "{'col': 4, 'cbin': 148, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 483, 'out': 'yes', 'count': 3}\n",
      "{'col': 5, 'cbin': 483, 'out': 'no', 'count': 3}\n",
      "{'col': 7, 'cbin': 100, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 100, 'out': 'no', 'count': 14}\n",
      "37\n",
      "111\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
      "{'col': 1, 'cbin': 490, 'out': 'yes', 'count': 1}\n",
      "{'col': 1, 'cbin': 490, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 525, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 525, 'out': 'no', 'count': 20}\n",
      "{'col': 3, 'cbin': 192, 'out': 'yes', 'count': 2}\n",
      "{'col': 3, 'cbin': 192, 'out': 'no', 'count': 8}\n",
      "{'col': 5, 'cbin': 272, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 93, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 1, 'out': 'no', 'count': 34}\n",
      "{'col': 7, 'cbin': 1, 'out': 'yes', 'count': 3}\n",
      "36\n",
      "138\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
      "{'col': 0, 'cbin': 236, 'out': 'no', 'count': 28}\n",
      "{'col': 1, 'cbin': 480, 'out': 'yes', 'count': 1}\n",
      "{'col': 1, 'cbin': 480, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 492, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 492, 'out': 'no', 'count': 17}\n",
      "{'col': 3, 'cbin': 324, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 324, 'out': 'no', 'count': 9}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 528, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 528, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 86, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 117, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 117, 'out': 'no', 'count': 20}\n",
      "136\n",
      "236\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
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      "{'col': 1, 'cbin': 465, 'out': 'no', 'count': 7}\n",
      "{'col': 1, 'cbin': 465, 'out': 'yes', 'count': 1}\n",
      "{'col': 2, 'cbin': 656, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 656, 'out': 'no', 'count': 21}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 6, 'cbin': 66, 'out': 'no', 'count': 5}\n",
      "{'col': 6, 'cbin': 66, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 134, 'out': 'no', 'count': 14}\n",
      "{'col': 7, 'cbin': 134, 'out': 'yes', 'count': 10}\n",
      "186\n",
      "327\n",
      "{'col': 0, 'cbin': 177, 'out': 'no', 'count': 35}\n",
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      "{'col': 1, 'cbin': 703, 'out': 'no', 'count': 4}\n",
      "{'col': 1, 'cbin': 703, 'out': 'yes', 'count': 1}\n",
      "{'col': 2, 'cbin': 443, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 443, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 382, 'out': 'no', 'count': 5}\n",
      "{'col': 6, 'cbin': 137, 'out': 'yes', 'count': 3}\n",
      "{'col': 7, 'cbin': 17, 'out': 'no', 'count': 45}\n",
      "{'col': 7, 'cbin': 17, 'out': 'yes', 'count': 5}\n",
      "182\n",
      "346\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
      "{'col': 1, 'cbin': 521, 'out': 'no', 'count': 3}\n",
      "{'col': 2, 'cbin': 246, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 384, 'out': 'no', 'count': 3}\n",
      "{'col': 3, 'cbin': 384, 'out': 'yes', 'count': 2}\n",
      "{'col': 4, 'cbin': 99, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 646, 'out': 'yes', 'count': 4}\n",
      "{'col': 7, 'cbin': 200, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 200, 'out': 'yes', 'count': 6}\n",
      "36\n",
      "79\n",
      "{'col': 0, 'cbin': 412, 'out': 'yes', 'count': 18}\n",
      "{'col': 0, 'cbin': 412, 'out': 'no', 'count': 12}\n",
      "{'col': 1, 'cbin': 915, 'out': 'yes', 'count': 4}\n",
      "{'col': 2, 'cbin': 689, 'out': 'no', 'count': 8}\n",
      "{'col': 2, 'cbin': 689, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 213, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 213, 'out': 'no', 'count': 5}\n",
      "{'col': 5, 'cbin': 536, 'out': 'no', 'count': 2}\n",
      "{'col': 5, 'cbin': 536, 'out': 'yes', 'count': 2}\n",
      "{'col': 6, 'cbin': 215, 'out': 'no', 'count': 1}\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "{'col': 7, 'cbin': 500, 'out': 'yes', 'count': 3}\n",
      "{'col': 7, 'cbin': 500, 'out': 'no', 'count': 2}\n",
      "37\n",
      "30\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 475, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 574, 'out': 'yes', 'count': 17}\n",
      "{'col': 2, 'cbin': 574, 'out': 'no', 'count': 28}\n",
      "{'col': 3, 'cbin': 273, 'out': 'no', 'count': 14}\n",
      "{'col': 3, 'cbin': 273, 'out': 'yes', 'count': 5}\n",
      "{'col': 4, 'cbin': 136, 'out': 'no', 'count': 2}\n",
      "{'col': 4, 'cbin': 136, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 649, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 113, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 1, 'out': 'no', 'count': 34}\n",
      "{'col': 7, 'cbin': 1, 'out': 'yes', 'count': 3}\n",
      "59\n",
      "133\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
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      "{'col': 1, 'cbin': 627, 'out': 'no', 'count': 3}\n",
      "{'col': 2, 'cbin': 607, 'out': 'yes', 'count': 10}\n",
      "{'col': 2, 'cbin': 607, 'out': 'no', 'count': 25}\n",
      "{'col': 3, 'cbin': 364, 'out': 'yes', 'count': 7}\n",
      "{'col': 3, 'cbin': 364, 'out': 'no', 'count': 4}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 415, 'out': 'no', 'count': 4}\n",
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      "{'col': 7, 'cbin': 150, 'out': 'no', 'count': 6}\n",
      "146\n",
      "265\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
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      "{'col': 2, 'cbin': 689, 'out': 'no', 'count': 8}\n",
      "{'col': 2, 'cbin': 689, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
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      "{'col': 6, 'cbin': 86, 'out': 'no', 'count': 1}\n",
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      "186\n",
      "343\n",
      "{'col': 0, 'cbin': 177, 'out': 'no', 'count': 35}\n",
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      "{'col': 2, 'cbin': 410, 'out': 'no', 'count': 3}\n",
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      "{'col': 7, 'cbin': 67, 'out': 'no', 'count': 22}\n",
      "{'col': 7, 'cbin': 67, 'out': 'yes', 'count': 10}\n",
      "36\n",
      "66\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
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      "{'col': 2, 'cbin': 656, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 656, 'out': 'no', 'count': 21}\n",
      "{'col': 3, 'cbin': 112, 'out': 'no', 'count': 3}\n",
      "{'col': 7, 'cbin': 17, 'out': 'no', 'count': 45}\n",
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      "35\n",
      "140\n",
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      "{'col': 2, 'cbin': 673, 'out': 'no', 'count': 13}\n",
      "{'col': 3, 'cbin': 435, 'out': 'no', 'count': 2}\n",
      "{'col': 4, 'cbin': 80, 'out': 'no', 'count': 1}\n",
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      "{'col': 5, 'cbin': 489, 'out': 'yes', 'count': 2}\n",
      "{'col': 6, 'cbin': 111, 'out': 'no', 'count': 1}\n",
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      "42\n",
      "88\n",
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      "{'col': 1, 'cbin': 561, 'out': 'no', 'count': 6}\n",
      "{'col': 1, 'cbin': 561, 'out': 'yes', 'count': 2}\n",
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      "{'col': 2, 'cbin': 476, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 314, 'out': 'no', 'count': 9}\n",
      "{'col': 3, 'cbin': 314, 'out': 'yes', 'count': 5}\n",
      "{'col': 4, 'cbin': 53, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 440, 'out': 'no', 'count': 2}\n",
      "{'col': 5, 'cbin': 440, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 149, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 149, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 17, 'out': 'no', 'count': 45}\n",
      "{'col': 7, 'cbin': 17, 'out': 'yes', 'count': 5}\n",
      "34\n",
      "110\n",
      "{'col': 0, 'cbin': 412, 'out': 'yes', 'count': 18}\n",
      "{'col': 0, 'cbin': 412, 'out': 'no', 'count': 12}\n",
      "{'col': 1, 'cbin': 490, 'out': 'yes', 'count': 1}\n",
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      "{'col': 2, 'cbin': 623, 'out': 'no', 'count': 17}\n",
      "{'col': 2, 'cbin': 623, 'out': 'yes', 'count': 12}\n",
      "{'col': 3, 'cbin': 324, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 324, 'out': 'no', 'count': 9}\n",
      "{'col': 5, 'cbin': 610, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 184, 'out': 'no', 'count': 5}\n",
      "{'col': 7, 'cbin': 184, 'out': 'yes', 'count': 7}\n",
      "49\n",
      "45\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 768, 'out': 'yes', 'count': 2}\n",
      "{'col': 2, 'cbin': 673, 'out': 'yes', 'count': 9}\n",
      "{'col': 2, 'cbin': 673, 'out': 'no', 'count': 13}\n",
      "{'col': 3, 'cbin': 394, 'out': 'no', 'count': 7}\n",
      "{'col': 3, 'cbin': 394, 'out': 'yes', 'count': 5}\n",
      "{'col': 5, 'cbin': 619, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 80, 'out': 'no', 'count': 3}\n",
      "{'col': 6, 'cbin': 80, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 100, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 100, 'out': 'no', 'count': 14}\n",
      "54\n",
      "87\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
      "{'col': 0, 'cbin': 236, 'out': 'no', 'count': 28}\n",
      "{'col': 1, 'cbin': 561, 'out': 'no', 'count': 6}\n",
      "{'col': 1, 'cbin': 561, 'out': 'yes', 'count': 2}\n",
      "{'col': 2, 'cbin': 591, 'out': 'no', 'count': 19}\n",
      "{'col': 2, 'cbin': 591, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 475, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 475, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 553, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 560, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 584, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 584, 'out': 'yes', 'count': 1}\n",
      "30\n",
      "55\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
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      "{'col': 1, 'cbin': 581, 'out': 'yes', 'count': 3}\n",
      "{'col': 1, 'cbin': 581, 'out': 'no', 'count': 3}\n",
      "{'col': 2, 'cbin': 591, 'out': 'no', 'count': 19}\n",
      "{'col': 2, 'cbin': 591, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 431, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 431, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 125, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 417, 'out': 'yes', 'count': 4}\n",
      "{'col': 7, 'cbin': 417, 'out': 'no', 'count': 4}\n",
      "185\n",
      "309\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 576, 'out': 'no', 'count': 7}\n",
      "{'col': 1, 'cbin': 576, 'out': 'yes', 'count': 1}\n",
      "{'col': 2, 'cbin': 656, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 656, 'out': 'no', 'count': 21}\n",
      "{'col': 3, 'cbin': 344, 'out': 'yes', 'count': 2}\n",
      "{'col': 3, 'cbin': 344, 'out': 'no', 'count': 4}\n",
      "{'col': 4, 'cbin': 337, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 659, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 36, 'out': 'no', 'count': 3}\n",
      "{'col': 7, 'cbin': 100, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 100, 'out': 'no', 'count': 14}\n",
      "49\n",
      "98\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
      "{'col': 1, 'cbin': 500, 'out': 'no', 'count': 10}\n",
      "{'col': 2, 'cbin': 427, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 427, 'out': 'yes', 'count': 3}\n",
      "{'col': 3, 'cbin': 152, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 152, 'out': 'no', 'count': 9}\n",
      "{'col': 4, 'cbin': 112, 'out': 'no', 'count': 4}\n",
      "{'col': 5, 'cbin': 367, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 1, 'out': 'no', 'count': 34}\n",
      "{'col': 7, 'cbin': 1, 'out': 'yes', 'count': 3}\n",
      "20\n",
      "120\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
      "{'col': 0, 'cbin': 236, 'out': 'no', 'count': 28}\n",
      "{'col': 1, 'cbin': 556, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 755, 'out': 'no', 'count': 4}\n",
      "{'col': 2, 'cbin': 755, 'out': 'yes', 'count': 3}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 561, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 561, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 46, 'out': 'no', 'count': 3}\n",
      "{'col': 7, 'cbin': 150, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 150, 'out': 'no', 'count': 6}\n",
      "176\n",
      "297\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
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      "{'col': 1, 'cbin': 480, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 541, 'out': 'yes', 'count': 6}\n",
      "{'col': 2, 'cbin': 541, 'out': 'no', 'count': 12}\n",
      "{'col': 3, 'cbin': 132, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 132, 'out': 'no', 'count': 6}\n",
      "{'col': 5, 'cbin': 293, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 108, 'out': 'yes', 'count': 2}\n",
      "{'col': 6, 'cbin': 108, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 67, 'out': 'no', 'count': 22}\n",
      "{'col': 7, 'cbin': 67, 'out': 'yes', 'count': 10}\n",
      "43\n",
      "117\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
      "{'col': 1, 'cbin': 647, 'out': 'no', 'count': 3}\n",
      "{'col': 1, 'cbin': 647, 'out': 'yes', 'count': 4}\n",
      "{'col': 2, 'cbin': 525, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 525, 'out': 'no', 'count': 20}\n",
      "{'col': 3, 'cbin': 425, 'out': 'yes', 'count': 5}\n",
      "{'col': 3, 'cbin': 425, 'out': 'no', 'count': 4}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 597, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 50, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 50, 'out': 'no', 'count': 25}\n",
      "133\n",
      "266\n",
      "{'col': 0, 'cbin': 471, 'out': 'no', 'count': 10}\n",
      "{'col': 0, 'cbin': 471, 'out': 'yes', 'count': 14}\n",
      "{'col': 1, 'cbin': 546, 'out': 'yes', 'count': 2}\n",
      "{'col': 1, 'cbin': 546, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 574, 'out': 'yes', 'count': 17}\n",
      "{'col': 2, 'cbin': 574, 'out': 'no', 'count': 28}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 455, 'out': 'no', 'count': 2}\n",
      "{'col': 5, 'cbin': 455, 'out': 'yes', 'count': 2}\n",
      "{'col': 7, 'cbin': 200, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 200, 'out': 'yes', 'count': 6}\n",
      "194\n",
      "301\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 637, 'out': 'yes', 'count': 2}\n",
      "{'col': 1, 'cbin': 637, 'out': 'no', 'count': 6}\n",
      "{'col': 2, 'cbin': 705, 'out': 'no', 'count': 7}\n",
      "{'col': 2, 'cbin': 705, 'out': 'yes', 'count': 6}\n",
      "{'col': 3, 'cbin': 273, 'out': 'no', 'count': 14}\n",
      "{'col': 3, 'cbin': 273, 'out': 'yes', 'count': 5}\n",
      "{'col': 4, 'cbin': 142, 'out': 'no', 'count': 5}\n",
      "{'col': 4, 'cbin': 142, 'out': 'yes', 'count': 2}\n",
      "{'col': 5, 'cbin': 409, 'out': 'no', 'count': 2}\n",
      "{'col': 5, 'cbin': 409, 'out': 'yes', 'count': 2}\n",
      "{'col': 6, 'cbin': 185, 'out': 'yes', 'count': 2}\n",
      "{'col': 7, 'cbin': 1, 'out': 'no', 'count': 34}\n",
      "{'col': 7, 'cbin': 1, 'out': 'yes', 'count': 3}\n",
      "54\n",
      "117\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 692, 'out': 'yes', 'count': 2}\n",
      "{'col': 1, 'cbin': 692, 'out': 'no', 'count': 3}\n",
      "{'col': 2, 'cbin': 574, 'out': 'yes', 'count': 17}\n",
      "{'col': 2, 'cbin': 574, 'out': 'no', 'count': 28}\n",
      "{'col': 3, 'cbin': 384, 'out': 'no', 'count': 3}\n",
      "{'col': 3, 'cbin': 384, 'out': 'yes', 'count': 2}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 495, 'out': 'no', 'count': 6}\n",
      "{'col': 7, 'cbin': 17, 'out': 'no', 'count': 45}\n",
      "{'col': 7, 'cbin': 17, 'out': 'yes', 'count': 5}\n",
      "155\n",
      "289\n",
      "{'col': 0, 'cbin': 177, 'out': 'no', 'count': 35}\n",
      "{'col': 0, 'cbin': 177, 'out': 'yes', 'count': 19}\n",
      "{'col': 1, 'cbin': 500, 'out': 'no', 'count': 10}\n",
      "{'col': 2, 'cbin': 656, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 656, 'out': 'no', 'count': 21}\n",
      "{'col': 3, 'cbin': 112, 'out': 'no', 'count': 3}\n",
      "{'col': 4, 'cbin': 76, 'out': 'no', 'count': 2}\n",
      "{'col': 4, 'cbin': 76, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 86, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 150, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 150, 'out': 'no', 'count': 6}\n",
      "32\n",
      "78\n",
      "{'col': 0, 'cbin': 471, 'out': 'no', 'count': 10}\n",
      "{'col': 0, 'cbin': 471, 'out': 'yes', 'count': 14}\n",
      "{'col': 1, 'cbin': 925, 'out': 'yes', 'count': 1}\n",
      "{'col': 2, 'cbin': 525, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 525, 'out': 'no', 'count': 20}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 348, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 184, 'out': 'no', 'count': 5}\n",
      "{'col': 7, 'cbin': 184, 'out': 'yes', 'count': 7}\n",
      "182\n",
      "288\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
      "{'col': 1, 'cbin': 445, 'out': 'yes', 'count': 1}\n",
      "{'col': 1, 'cbin': 445, 'out': 'no', 'count': 4}\n",
      "{'col': 2, 'cbin': 476, 'out': 'no', 'count': 10}\n",
      "{'col': 2, 'cbin': 476, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 263, 'out': 'yes', 'count': 6}\n",
      "{'col': 3, 'cbin': 263, 'out': 'no', 'count': 7}\n",
      "{'col': 5, 'cbin': 424, 'out': 'yes', 'count': 3}\n",
      "{'col': 5, 'cbin': 424, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 17, 'out': 'no', 'count': 45}\n",
      "{'col': 7, 'cbin': 17, 'out': 'yes', 'count': 5}\n",
      "29\n",
      "126\n",
      "{'col': 0, 'cbin': 530, 'out': 'no', 'count': 7}\n",
      "{'col': 0, 'cbin': 530, 'out': 'yes', 'count': 13}\n",
      "{'col': 1, 'cbin': 566, 'out': 'no', 'count': 5}\n",
      "{'col': 1, 'cbin': 566, 'out': 'yes', 'count': 3}\n",
      "{'col': 2, 'cbin': 673, 'out': 'yes', 'count': 9}\n",
      "{'col': 2, 'cbin': 673, 'out': 'no', 'count': 13}\n",
      "{'col': 3, 'cbin': 324, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 324, 'out': 'no', 'count': 9}\n",
      "{'col': 4, 'cbin': 207, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 510, 'out': 'no', 'count': 4}\n",
      "{'col': 5, 'cbin': 510, 'out': 'yes', 'count': 2}\n",
      "{'col': 6, 'cbin': 76, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 76, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 250, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 250, 'out': 'yes', 'count': 7}\n",
      "46\n",
      "44\n",
      "{'col': 0, 'cbin': 471, 'out': 'no', 'count': 10}\n",
      "{'col': 0, 'cbin': 471, 'out': 'yes', 'count': 14}\n",
      "{'col': 1, 'cbin': 723, 'out': 'yes', 'count': 1}\n",
      "{'col': 1, 'cbin': 723, 'out': 'no', 'count': 3}\n",
      "{'col': 2, 'cbin': 541, 'out': 'yes', 'count': 6}\n",
      "{'col': 2, 'cbin': 541, 'out': 'no', 'count': 12}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 521, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 521, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 20, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 334, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 334, 'out': 'yes', 'count': 10}\n",
      "185\n",
      "283\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
      "{'col': 1, 'cbin': 647, 'out': 'no', 'count': 3}\n",
      "{'col': 1, 'cbin': 647, 'out': 'yes', 'count': 4}\n",
      "{'col': 2, 'cbin': 804, 'out': 'no', 'count': 1}\n",
      "{'col': 3, 'cbin': 415, 'out': 'no', 'count': 6}\n",
      "{'col': 3, 'cbin': 415, 'out': 'yes', 'count': 6}\n",
      "{'col': 5, 'cbin': 477, 'out': 'no', 'count': 6}\n",
      "{'col': 5, 'cbin': 477, 'out': 'yes', 'count': 3}\n",
      "{'col': 7, 'cbin': 200, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 200, 'out': 'yes', 'count': 6}\n",
      "42\n",
      "88\n",
      "{'col': 0, 'cbin': 177, 'out': 'no', 'count': 35}\n",
      "{'col': 0, 'cbin': 177, 'out': 'yes', 'count': 19}\n",
      "{'col': 1, 'cbin': 874, 'out': 'no', 'count': 1}\n",
      "{'col': 1, 'cbin': 874, 'out': 'yes', 'count': 4}\n",
      "{'col': 2, 'cbin': 689, 'out': 'no', 'count': 8}\n",
      "{'col': 2, 'cbin': 689, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 334, 'out': 'no', 'count': 7}\n",
      "{'col': 3, 'cbin': 334, 'out': 'yes', 'count': 7}\n",
      "{'col': 5, 'cbin': 533, 'out': 'no', 'count': 3}\n",
      "{'col': 6, 'cbin': 75, 'out': 'no', 'count': 5}\n",
      "{'col': 6, 'cbin': 75, 'out': 'yes', 'count': 4}\n",
      "{'col': 7, 'cbin': 17, 'out': 'no', 'count': 45}\n",
      "{'col': 7, 'cbin': 17, 'out': 'yes', 'count': 5}\n",
      "48\n",
      "104\n",
      "{'col': 0, 'cbin': 412, 'out': 'yes', 'count': 18}\n",
      "{'col': 0, 'cbin': 412, 'out': 'no', 'count': 12}\n",
      "{'col': 2, 'cbin': 705, 'out': 'no', 'count': 7}\n",
      "{'col': 2, 'cbin': 705, 'out': 'yes', 'count': 6}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 454, 'out': 'no', 'count': 3}\n",
      "{'col': 5, 'cbin': 454, 'out': 'yes', 'count': 2}\n",
      "{'col': 6, 'cbin': 35, 'out': 'no', 'count': 3}\n",
      "{'col': 7, 'cbin': 434, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 434, 'out': 'yes', 'count': 2}\n",
      "181\n",
      "278\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
      "{'col': 1, 'cbin': 546, 'out': 'yes', 'count': 2}\n",
      "{'col': 1, 'cbin': 546, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 509, 'out': 'no', 'count': 15}\n",
      "{'col': 2, 'cbin': 509, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 102, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 378, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 17, 'out': 'no', 'count': 45}\n",
      "{'col': 7, 'cbin': 17, 'out': 'yes', 'count': 5}\n",
      "30\n",
      "126\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
      "{'col': 2, 'cbin': 410, 'out': 'yes', 'count': 4}\n",
      "{'col': 2, 'cbin': 410, 'out': 'no', 'count': 3}\n",
      "{'col': 3, 'cbin': 162, 'out': 'no', 'count': 4}\n",
      "{'col': 5, 'cbin': 386, 'out': 'no', 'count': 5}\n",
      "{'col': 6, 'cbin': 245, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 50, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 50, 'out': 'no', 'count': 25}\n",
      "33\n",
      "107\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
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      "{'col': 2, 'cbin': 705, 'out': 'yes', 'count': 6}\n",
      "{'col': 3, 'cbin': 192, 'out': 'yes', 'count': 2}\n",
      "{'col': 3, 'cbin': 192, 'out': 'no', 'count': 8}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
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      "{'col': 5, 'cbin': 449, 'out': 'no', 'count': 5}\n",
      "{'col': 5, 'cbin': 449, 'out': 'yes', 'count': 3}\n",
      "{'col': 6, 'cbin': 26, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 34, 'out': 'no', 'count': 21}\n",
      "{'col': 7, 'cbin': 34, 'out': 'yes', 'count': 6}\n",
      "139\n",
      "272\n",
      "{'col': 0, 'cbin': 648, 'out': 'no', 'count': 4}\n",
      "{'col': 0, 'cbin': 648, 'out': 'yes', 'count': 4}\n",
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      "{'col': 1, 'cbin': 607, 'out': 'no', 'count': 7}\n",
      "{'col': 2, 'cbin': 656, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 656, 'out': 'no', 'count': 21}\n",
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      "{'col': 3, 'cbin': 374, 'out': 'no', 'count': 6}\n",
      "{'col': 4, 'cbin': 178, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 631, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 301, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 450, 'out': 'no', 'count': 4}\n",
      "20\n",
      "42\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
      "{'col': 0, 'cbin': 236, 'out': 'no', 'count': 28}\n",
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      "{'col': 1, 'cbin': 566, 'out': 'yes', 'count': 3}\n",
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      "{'col': 2, 'cbin': 640, 'out': 'yes', 'count': 14}\n",
      "{'col': 3, 'cbin': 405, 'out': 'yes', 'count': 3}\n",
      "{'col': 3, 'cbin': 405, 'out': 'no', 'count': 7}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
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      "{'col': 5, 'cbin': 588, 'out': 'yes', 'count': 3}\n",
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      "{'col': 6, 'cbin': 66, 'out': 'yes', 'count': 1}\n",
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      "{'col': 7, 'cbin': 284, 'out': 'yes', 'count': 8}\n",
      "143\n",
      "224\n",
      "{'col': 0, 'cbin': 295, 'out': 'yes', 'count': 16}\n",
      "{'col': 0, 'cbin': 295, 'out': 'no', 'count': 26}\n",
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      "{'col': 3, 'cbin': 374, 'out': 'no', 'count': 6}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
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      "{'col': 7, 'cbin': 734, 'out': 'no', 'count': 1}\n",
      "119\n",
      "196\n",
      "{'col': 0, 'cbin': 177, 'out': 'no', 'count': 35}\n",
      "{'col': 0, 'cbin': 177, 'out': 'yes', 'count': 19}\n",
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      "{'col': 1, 'cbin': 581, 'out': 'no', 'count': 3}\n",
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      "{'col': 2, 'cbin': 541, 'out': 'no', 'count': 12}\n",
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      "{'col': 3, 'cbin': 394, 'out': 'yes', 'count': 5}\n",
      "{'col': 4, 'cbin': 166, 'out': 'no', 'count': 4}\n",
      "{'col': 4, 'cbin': 166, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 568, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 29, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 29, 'out': 'yes', 'count': 2}\n",
      "{'col': 7, 'cbin': 117, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 117, 'out': 'no', 'count': 20}\n",
      "42\n",
      "83\n",
      "{'col': 0, 'cbin': 706, 'out': 'yes', 'count': 2}\n",
      "{'col': 0, 'cbin': 706, 'out': 'no', 'count': 3}\n",
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      "{'col': 2, 'cbin': 640, 'out': 'yes', 'count': 14}\n",
      "{'col': 3, 'cbin': 172, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 172, 'out': 'no', 'count': 8}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
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      "{'col': 5, 'cbin': 395, 'out': 'yes', 'count': 1}\n",
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      "{'col': 6, 'cbin': 75, 'out': 'yes', 'count': 4}\n",
      "{'col': 7, 'cbin': 684, 'out': 'yes', 'count': 2}\n",
      "123\n",
      "192\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
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      "{'col': 1, 'cbin': 723, 'out': 'no', 'count': 3}\n",
      "{'col': 2, 'cbin': 607, 'out': 'yes', 'count': 10}\n",
      "{'col': 2, 'cbin': 607, 'out': 'no', 'count': 25}\n",
      "{'col': 3, 'cbin': 223, 'out': 'no', 'count': 6}\n",
      "{'col': 3, 'cbin': 223, 'out': 'yes', 'count': 3}\n",
      "{'col': 5, 'cbin': 391, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 74, 'out': 'no', 'count': 3}\n",
      "{'col': 7, 'cbin': 1, 'out': 'no', 'count': 34}\n",
      "{'col': 7, 'cbin': 1, 'out': 'yes', 'count': 3}\n",
      "40\n",
      "140\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
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      "{'col': 1, 'cbin': 455, 'out': 'yes', 'count': 2}\n",
      "{'col': 2, 'cbin': 492, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 492, 'out': 'no', 'count': 17}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 351, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 46, 'out': 'no', 'count': 3}\n",
      "{'col': 7, 'cbin': 67, 'out': 'no', 'count': 22}\n",
      "{'col': 7, 'cbin': 67, 'out': 'yes', 'count': 10}\n",
      "185\n",
      "361\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
      "{'col': 0, 'cbin': 236, 'out': 'no', 'count': 28}\n",
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      "{'col': 2, 'cbin': 722, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 112, 'out': 'no', 'count': 3}\n",
      "{'col': 4, 'cbin': 184, 'out': 'no', 'count': 1}\n",
      "{'col': 4, 'cbin': 184, 'out': 'yes', 'count': 2}\n",
      "{'col': 5, 'cbin': 515, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 515, 'out': 'yes', 'count': 3}\n",
      "{'col': 6, 'cbin': 221, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 117, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 117, 'out': 'no', 'count': 20}\n",
      "34\n",
      "68\n",
      "{'col': 0, 'cbin': 295, 'out': 'yes', 'count': 16}\n",
      "{'col': 0, 'cbin': 295, 'out': 'no', 'count': 26}\n",
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      "{'col': 2, 'cbin': 607, 'out': 'yes', 'count': 10}\n",
      "{'col': 2, 'cbin': 607, 'out': 'no', 'count': 25}\n",
      "{'col': 3, 'cbin': 293, 'out': 'yes', 'count': 4}\n",
      "{'col': 3, 'cbin': 293, 'out': 'no', 'count': 7}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 482, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 234, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 234, 'out': 'yes', 'count': 4}\n",
      "132\n",
      "222\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
      "{'col': 1, 'cbin': 682, 'out': 'yes', 'count': 1}\n",
      "{'col': 1, 'cbin': 682, 'out': 'no', 'count': 1}\n",
      "{'col': 2, 'cbin': 443, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 443, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 6, 'cbin': 259, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 259, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 684, 'out': 'yes', 'count': 2}\n",
      "181\n",
      "328\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
      "{'col': 1, 'cbin': 884, 'out': 'yes', 'count': 1}\n",
      "{'col': 2, 'cbin': 722, 'out': 'no', 'count': 11}\n",
      "{'col': 2, 'cbin': 722, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 342, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 104, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 17, 'out': 'no', 'count': 45}\n",
      "{'col': 7, 'cbin': 17, 'out': 'yes', 'count': 5}\n",
      "183\n",
      "367\n",
      "{'col': 0, 'cbin': 295, 'out': 'yes', 'count': 16}\n",
      "{'col': 0, 'cbin': 295, 'out': 'no', 'count': 26}\n",
      "{'col': 1, 'cbin': 703, 'out': 'no', 'count': 4}\n",
      "{'col': 1, 'cbin': 703, 'out': 'yes', 'count': 1}\n",
      "{'col': 2, 'cbin': 525, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 525, 'out': 'no', 'count': 20}\n",
      "{'col': 3, 'cbin': 354, 'out': 'yes', 'count': 6}\n",
      "{'col': 3, 'cbin': 354, 'out': 'no', 'count': 6}\n",
      "{'col': 4, 'cbin': 166, 'out': 'no', 'count': 4}\n",
      "{'col': 4, 'cbin': 166, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 427, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 140, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 84, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 84, 'out': 'no', 'count': 21}\n",
      "36\n",
      "83\n",
      "{'col': 0, 'cbin': 412, 'out': 'yes', 'count': 18}\n",
      "{'col': 0, 'cbin': 412, 'out': 'no', 'count': 12}\n"
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     "output_type": "stream",
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      "{'col': 1, 'cbin': 531, 'out': 'yes', 'count': 2}\n",
      "{'col': 1, 'cbin': 531, 'out': 'no', 'count': 7}\n",
      "{'col': 2, 'cbin': 1, 'out': 'no', 'count': 16}\n",
      "{'col': 2, 'cbin': 1, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
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      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
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      "{'col': 7, 'cbin': 50, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 50, 'out': 'no', 'count': 25}\n",
      "189\n",
      "324\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
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      "{'col': 7, 'cbin': 67, 'out': 'yes', 'count': 10}\n",
      "130\n",
      "265\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
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      "{'col': 2, 'cbin': 558, 'out': 'yes', 'count': 10}\n",
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      "{'col': 7, 'cbin': 117, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 117, 'out': 'no', 'count': 20}\n",
      "42\n",
      "115\n",
      "{'col': 0, 'cbin': 412, 'out': 'yes', 'count': 18}\n",
      "{'col': 0, 'cbin': 412, 'out': 'no', 'count': 12}\n",
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      "{'col': 5, 'cbin': 497, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 334, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 334, 'out': 'yes', 'count': 10}\n",
      "45\n",
      "49\n",
      "{'col': 0, 'cbin': 530, 'out': 'no', 'count': 7}\n",
      "{'col': 0, 'cbin': 530, 'out': 'yes', 'count': 13}\n",
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      "{'col': 5, 'cbin': 491, 'out': 'no', 'count': 1}\n",
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      "{'col': 7, 'cbin': 417, 'out': 'no', 'count': 4}\n",
      "138\n",
      "195\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
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      "{'col': 2, 'cbin': 410, 'out': 'yes', 'count': 4}\n",
      "{'col': 2, 'cbin': 410, 'out': 'no', 'count': 3}\n",
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      "{'col': 3, 'cbin': 192, 'out': 'no', 'count': 8}\n",
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      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
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      "{'col': 7, 'cbin': 134, 'out': 'no', 'count': 14}\n",
      "{'col': 7, 'cbin': 134, 'out': 'yes', 'count': 10}\n",
      "138\n",
      "254\n",
      "{'col': 0, 'cbin': 412, 'out': 'yes', 'count': 18}\n",
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      "{'col': 2, 'cbin': 541, 'out': 'no', 'count': 12}\n",
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      "{'col': 3, 'cbin': 324, 'out': 'no', 'count': 9}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
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      "{'col': 5, 'cbin': 583, 'out': 'no', 'count': 2}\n",
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      "{'col': 7, 'cbin': 167, 'out': 'no', 'count': 9}\n",
      "142\n",
      "202\n",
      "{'col': 0, 'cbin': 177, 'out': 'no', 'count': 35}\n",
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      "{'col': 2, 'cbin': 1, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
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      "{'col': 5, 'cbin': 448, 'out': 'no', 'count': 3}\n",
      "{'col': 6, 'cbin': 290, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 100, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 100, 'out': 'no', 'count': 14}\n",
      "189\n",
      "324\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
      "{'col': 1, 'cbin': 607, 'out': 'yes', 'count': 1}\n",
      "{'col': 1, 'cbin': 607, 'out': 'no', 'count': 7}\n",
      "{'col': 2, 'cbin': 443, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 443, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 400, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 400, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 159, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 159, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 100, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 100, 'out': 'no', 'count': 14}\n",
      "175\n",
      "340\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
      "{'col': 1, 'cbin': 440, 'out': 'no', 'count': 5}\n",
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      "{'col': 2, 'cbin': 476, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 162, 'out': 'no', 'count': 4}\n",
      "{'col': 5, 'cbin': 488, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 36, 'out': 'no', 'count': 3}\n",
      "{'col': 7, 'cbin': 67, 'out': 'no', 'count': 22}\n",
      "{'col': 7, 'cbin': 67, 'out': 'yes', 'count': 10}\n",
      "25\n",
      "103\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
      "{'col': 0, 'cbin': 236, 'out': 'no', 'count': 28}\n",
      "{'col': 1, 'cbin': 778, 'out': 'no', 'count': 2}\n",
      "{'col': 1, 'cbin': 778, 'out': 'yes', 'count': 1}\n",
      "{'col': 2, 'cbin': 591, 'out': 'no', 'count': 19}\n",
      "{'col': 2, 'cbin': 591, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 293, 'out': 'yes', 'count': 4}\n",
      "{'col': 3, 'cbin': 293, 'out': 'no', 'count': 7}\n",
      "{'col': 4, 'cbin': 149, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 109, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 109, 'out': 'yes', 'count': 2}\n",
      "{'col': 7, 'cbin': 267, 'out': 'no', 'count': 9}\n",
      "{'col': 7, 'cbin': 267, 'out': 'yes', 'count': 4}\n",
      "35\n",
      "67\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
      "{'col': 1, 'cbin': 531, 'out': 'yes', 'count': 2}\n",
      "{'col': 1, 'cbin': 531, 'out': 'no', 'count': 7}\n",
      "{'col': 2, 'cbin': 476, 'out': 'no', 'count': 10}\n",
      "{'col': 2, 'cbin': 476, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 363, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 363, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 45, 'out': 'no', 'count': 5}\n",
      "{'col': 7, 'cbin': 1, 'out': 'no', 'count': 34}\n",
      "{'col': 7, 'cbin': 1, 'out': 'yes', 'count': 3}\n",
      "183\n",
      "378\n",
      "{'col': 0, 'cbin': 412, 'out': 'yes', 'count': 18}\n",
      "{'col': 0, 'cbin': 412, 'out': 'no', 'count': 12}\n",
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      "{'col': 2, 'cbin': 640, 'out': 'yes', 'count': 14}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 7, 'cbin': 334, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 334, 'out': 'yes', 'count': 10}\n",
      "195\n",
      "285\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'col': 0, 'cbin': 412, 'out': 'yes', 'count': 18}\n",
      "{'col': 0, 'cbin': 412, 'out': 'no', 'count': 12}\n",
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      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
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      "126\n",
      "282\n",
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      "{'col': 2, 'cbin': 541, 'out': 'yes', 'count': 6}\n",
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      "{'col': 3, 'cbin': 213, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 213, 'out': 'no', 'count': 5}\n",
      "{'col': 4, 'cbin': 28, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 364, 'out': 'no', 'count': 2}\n",
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      "{'col': 6, 'cbin': 111, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 150, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 150, 'out': 'no', 'count': 6}\n",
      "30\n",
      "57\n",
      "{'col': 0, 'cbin': 353, 'out': 'yes', 'count': 10}\n",
      "{'col': 0, 'cbin': 353, 'out': 'no', 'count': 29}\n",
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      "{'col': 1, 'cbin': 405, 'out': 'no', 'count': 4}\n",
      "{'col': 2, 'cbin': 541, 'out': 'yes', 'count': 6}\n",
      "{'col': 2, 'cbin': 541, 'out': 'no', 'count': 12}\n",
      "{'col': 3, 'cbin': 304, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 304, 'out': 'no', 'count': 12}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
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      "{'col': 6, 'cbin': 99, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 334, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 334, 'out': 'yes', 'count': 10}\n",
      "134\n",
      "219\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
      "{'col': 1, 'cbin': 490, 'out': 'yes', 'count': 1}\n",
      "{'col': 1, 'cbin': 490, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 558, 'out': 'no', 'count': 25}\n",
      "{'col': 2, 'cbin': 558, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 213, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 213, 'out': 'no', 'count': 5}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 406, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 17, 'out': 'no', 'count': 45}\n",
      "{'col': 7, 'cbin': 17, 'out': 'yes', 'count': 5}\n",
      "137\n",
      "301\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
      "{'col': 1, 'cbin': 531, 'out': 'yes', 'count': 2}\n",
      "{'col': 1, 'cbin': 531, 'out': 'no', 'count': 7}\n",
      "{'col': 2, 'cbin': 656, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 656, 'out': 'no', 'count': 21}\n",
      "{'col': 3, 'cbin': 455, 'out': 'no', 'count': 3}\n",
      "{'col': 3, 'cbin': 455, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 503, 'out': 'no', 'count': 2}\n",
      "{'col': 5, 'cbin': 503, 'out': 'yes', 'count': 2}\n",
      "{'col': 7, 'cbin': 134, 'out': 'no', 'count': 14}\n",
      "{'col': 7, 'cbin': 134, 'out': 'yes', 'count': 10}\n",
      "35\n",
      "106\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
      "{'col': 0, 'cbin': 236, 'out': 'no', 'count': 28}\n",
      "{'col': 1, 'cbin': 430, 'out': 'no', 'count': 4}\n",
      "{'col': 1, 'cbin': 430, 'out': 'yes', 'count': 1}\n",
      "{'col': 2, 'cbin': 476, 'out': 'no', 'count': 10}\n",
      "{'col': 2, 'cbin': 476, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 223, 'out': 'no', 'count': 6}\n",
      "{'col': 3, 'cbin': 223, 'out': 'yes', 'count': 3}\n",
      "{'col': 4, 'cbin': 58, 'out': 'no', 'count': 2}\n",
      "{'col': 5, 'cbin': 415, 'out': 'no', 'count': 4}\n",
      "{'col': 6, 'cbin': 96, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 117, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 117, 'out': 'no', 'count': 20}\n",
      "25\n",
      "75\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
      "{'col': 0, 'cbin': 236, 'out': 'no', 'count': 28}\n",
      "{'col': 1, 'cbin': 718, 'out': 'yes', 'count': 1}\n",
      "{'col': 1, 'cbin': 718, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 705, 'out': 'no', 'count': 7}\n",
      "{'col': 2, 'cbin': 705, 'out': 'yes', 'count': 6}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 656, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 241, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 17, 'out': 'no', 'count': 45}\n",
      "{'col': 7, 'cbin': 17, 'out': 'yes', 'count': 5}\n",
      "181\n",
      "334\n",
      "{'col': 0, 'cbin': 177, 'out': 'no', 'count': 35}\n",
      "{'col': 0, 'cbin': 177, 'out': 'yes', 'count': 19}\n",
      "{'col': 1, 'cbin': 586, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 607, 'out': 'yes', 'count': 10}\n",
      "{'col': 2, 'cbin': 607, 'out': 'no', 'count': 25}\n",
      "{'col': 3, 'cbin': 152, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 152, 'out': 'no', 'count': 9}\n",
      "{'col': 4, 'cbin': 125, 'out': 'yes', 'count': 1}\n",
      "{'col': 4, 'cbin': 125, 'out': 'no', 'count': 7}\n",
      "{'col': 7, 'cbin': 50, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 50, 'out': 'no', 'count': 25}\n",
      "37\n",
      "106\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
      "{'col': 1, 'cbin': 541, 'out': 'yes', 'count': 2}\n",
      "{'col': 1, 'cbin': 541, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 591, 'out': 'no', 'count': 19}\n",
      "{'col': 2, 'cbin': 591, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 304, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 304, 'out': 'no', 'count': 12}\n",
      "{'col': 5, 'cbin': 460, 'out': 'no', 'count': 5}\n",
      "{'col': 5, 'cbin': 460, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 50, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 50, 'out': 'no', 'count': 25}\n",
      "51\n",
      "134\n",
      "{'col': 0, 'cbin': 412, 'out': 'yes', 'count': 18}\n",
      "{'col': 0, 'cbin': 412, 'out': 'no', 'count': 12}\n",
      "{'col': 1, 'cbin': 758, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 640, 'out': 'no', 'count': 17}\n",
      "{'col': 2, 'cbin': 640, 'out': 'yes', 'count': 14}\n",
      "{'col': 3, 'cbin': 293, 'out': 'yes', 'count': 4}\n",
      "{'col': 3, 'cbin': 293, 'out': 'no', 'count': 7}\n",
      "{'col': 4, 'cbin': 149, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 525, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 261, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 261, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 550, 'out': 'yes', 'count': 3}\n",
      "{'col': 7, 'cbin': 550, 'out': 'no', 'count': 2}\n",
      "40\n",
      "44\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
      "{'col': 0, 'cbin': 236, 'out': 'no', 'count': 28}\n",
      "{'col': 1, 'cbin': 490, 'out': 'yes', 'count': 1}\n",
      "{'col': 1, 'cbin': 490, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 492, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 492, 'out': 'no', 'count': 17}\n",
      "{'col': 3, 'cbin': 233, 'out': 'no', 'count': 13}\n",
      "{'col': 3, 'cbin': 233, 'out': 'yes', 'count': 3}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 421, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 154, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 154, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 17, 'out': 'no', 'count': 45}\n",
      "{'col': 7, 'cbin': 17, 'out': 'yes', 'count': 5}\n",
      "129\n",
      "261\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 834, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 738, 'out': 'yes', 'count': 11}\n",
      "{'col': 2, 'cbin': 738, 'out': 'no', 'count': 6}\n",
      "{'col': 3, 'cbin': 334, 'out': 'no', 'count': 7}\n",
      "{'col': 3, 'cbin': 334, 'out': 'yes', 'count': 7}\n",
      "{'col': 6, 'cbin': 147, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 34, 'out': 'no', 'count': 21}\n",
      "{'col': 7, 'cbin': 34, 'out': 'yes', 'count': 6}\n",
      "56\n",
      "86\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
      "{'col': 1, 'cbin': 551, 'out': 'yes', 'count': 3}\n",
      "{'col': 1, 'cbin': 551, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 460, 'out': 'no', 'count': 8}\n",
      "{'col': 2, 'cbin': 460, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 213, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 213, 'out': 'no', 'count': 5}\n",
      "{'col': 4, 'cbin': 160, 'out': 'no', 'count': 2}\n",
      "{'col': 4, 'cbin': 160, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 376, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 321, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 34, 'out': 'no', 'count': 21}\n",
      "{'col': 7, 'cbin': 34, 'out': 'yes', 'count': 6}\n",
      "35\n",
      "112\n",
      "{'col': 0, 'cbin': 471, 'out': 'no', 'count': 10}\n",
      "{'col': 0, 'cbin': 471, 'out': 'yes', 'count': 14}\n",
      "{'col': 1, 'cbin': 607, 'out': 'yes', 'count': 1}\n",
      "{'col': 1, 'cbin': 607, 'out': 'no', 'count': 7}\n",
      "{'col': 2, 'cbin': 1, 'out': 'no', 'count': 16}\n",
      "{'col': 2, 'cbin': 1, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 448, 'out': 'yes', 'count': 2}\n",
      "{'col': 5, 'cbin': 448, 'out': 'no', 'count': 3}\n",
      "{'col': 7, 'cbin': 284, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 284, 'out': 'yes', 'count': 8}\n",
      "187\n",
      "292\n",
      "{'col': 0, 'cbin': 648, 'out': 'no', 'count': 4}\n",
      "{'col': 0, 'cbin': 648, 'out': 'yes', 'count': 4}\n",
      "{'col': 1, 'cbin': 682, 'out': 'yes', 'count': 1}\n",
      "{'col': 1, 'cbin': 682, 'out': 'no', 'count': 1}\n",
      "{'col': 2, 'cbin': 1, 'out': 'no', 'count': 16}\n",
      "{'col': 2, 'cbin': 1, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 7, 'cbin': 317, 'out': 'no', 'count': 5}\n",
      "{'col': 7, 'cbin': 317, 'out': 'yes', 'count': 4}\n",
      "171\n",
      "278\n",
      "{'col': 0, 'cbin': 589, 'out': 'no', 'count': 10}\n",
      "{'col': 0, 'cbin': 589, 'out': 'yes', 'count': 8}\n",
      "{'col': 2, 'cbin': 558, 'out': 'no', 'count': 25}\n",
      "{'col': 2, 'cbin': 558, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 233, 'out': 'no', 'count': 13}\n",
      "{'col': 3, 'cbin': 233, 'out': 'yes', 'count': 3}\n",
      "{'col': 4, 'cbin': 157, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 381, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 104, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 434, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 434, 'out': 'yes', 'count': 2}\n",
      "24\n",
      "51\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'col': 0, 'cbin': 353, 'out': 'yes', 'count': 10}\n",
      "{'col': 0, 'cbin': 353, 'out': 'no', 'count': 29}\n",
      "{'col': 1, 'cbin': 980, 'out': 'no', 'count': 1}\n",
      "{'col': 1, 'cbin': 980, 'out': 'yes', 'count': 1}\n",
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      "{'col': 2, 'cbin': 640, 'out': 'yes', 'count': 14}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
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      "{'col': 5, 'cbin': 351, 'out': 'no', 'count': 1}\n",
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      "{'col': 7, 'cbin': 634, 'out': 'yes', 'count': 1}\n",
      "179\n",
      "302\n",
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      "{'col': 2, 'cbin': 394, 'out': 'yes', 'count': 1}\n",
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      "{'col': 3, 'cbin': 182, 'out': 'yes', 'count': 3}\n",
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      "33\n",
      "135\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
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      "{'col': 2, 'cbin': 492, 'out': 'yes', 'count': 7}\n",
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      "{'col': 3, 'cbin': 182, 'out': 'yes', 'count': 3}\n",
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      "{'col': 5, 'cbin': 445, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 17, 'out': 'no', 'count': 45}\n",
      "{'col': 7, 'cbin': 17, 'out': 'yes', 'count': 5}\n",
      "31\n",
      "141\n",
      "{'col': 0, 'cbin': 589, 'out': 'no', 'count': 10}\n",
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      "186\n",
      "302\n",
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      "{'col': 7, 'cbin': 50, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 50, 'out': 'no', 'count': 25}\n",
      "206\n",
      "351\n",
      "{'col': 0, 'cbin': 765, 'out': 'yes', 'count': 4}\n",
      "{'col': 0, 'cbin': 765, 'out': 'no', 'count': 3}\n",
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      "{'col': 2, 'cbin': 492, 'out': 'no', 'count': 17}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
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      "{'col': 7, 'cbin': 334, 'out': 'yes', 'count': 10}\n",
      "176\n",
      "280\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
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      "{'col': 1, 'cbin': 561, 'out': 'yes', 'count': 2}\n",
      "{'col': 2, 'cbin': 492, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 492, 'out': 'no', 'count': 17}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 391, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 111, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 111, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 34, 'out': 'no', 'count': 21}\n",
      "{'col': 7, 'cbin': 34, 'out': 'yes', 'count': 6}\n",
      "182\n",
      "357\n",
      "{'col': 0, 'cbin': 177, 'out': 'no', 'count': 35}\n",
      "{'col': 0, 'cbin': 177, 'out': 'yes', 'count': 19}\n",
      "{'col': 1, 'cbin': 632, 'out': 'yes', 'count': 6}\n",
      "{'col': 1, 'cbin': 632, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 476, 'out': 'no', 'count': 10}\n",
      "{'col': 2, 'cbin': 476, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 471, 'out': 'yes', 'count': 5}\n",
      "{'col': 5, 'cbin': 471, 'out': 'no', 'count': 3}\n",
      "{'col': 6, 'cbin': 29, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 29, 'out': 'yes', 'count': 2}\n",
      "{'col': 7, 'cbin': 50, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 50, 'out': 'no', 'count': 25}\n",
      "192\n",
      "331\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 531, 'out': 'yes', 'count': 2}\n",
      "{'col': 1, 'cbin': 531, 'out': 'no', 'count': 7}\n",
      "{'col': 2, 'cbin': 738, 'out': 'yes', 'count': 11}\n",
      "{'col': 2, 'cbin': 738, 'out': 'no', 'count': 6}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 442, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 49, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 49, 'out': 'no', 'count': 3}\n",
      "{'col': 7, 'cbin': 417, 'out': 'yes', 'count': 4}\n",
      "{'col': 7, 'cbin': 417, 'out': 'no', 'count': 4}\n",
      "203\n",
      "323\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
      "{'col': 1, 'cbin': 450, 'out': 'no', 'count': 4}\n",
      "{'col': 3, 'cbin': 192, 'out': 'yes', 'count': 2}\n",
      "{'col': 3, 'cbin': 192, 'out': 'no', 'count': 8}\n",
      "{'col': 5, 'cbin': 415, 'out': 'no', 'count': 4}\n",
      "{'col': 6, 'cbin': 204, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 1, 'out': 'no', 'count': 34}\n",
      "{'col': 7, 'cbin': 1, 'out': 'yes', 'count': 3}\n",
      "28\n",
      "119\n",
      "{'col': 0, 'cbin': 471, 'out': 'no', 'count': 10}\n",
      "{'col': 0, 'cbin': 471, 'out': 'yes', 'count': 14}\n",
      "{'col': 1, 'cbin': 374, 'out': 'no', 'count': 3}\n",
      "{'col': 2, 'cbin': 574, 'out': 'yes', 'count': 17}\n",
      "{'col': 2, 'cbin': 574, 'out': 'no', 'count': 28}\n",
      "{'col': 3, 'cbin': 405, 'out': 'yes', 'count': 3}\n",
      "{'col': 3, 'cbin': 405, 'out': 'no', 'count': 7}\n",
      "{'col': 4, 'cbin': 58, 'out': 'no', 'count': 2}\n",
      "{'col': 5, 'cbin': 527, 'out': 'no', 'count': 3}\n",
      "{'col': 6, 'cbin': 266, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 300, 'out': 'no', 'count': 5}\n",
      "{'col': 7, 'cbin': 300, 'out': 'yes', 'count': 2}\n",
      "36\n",
      "59\n",
      "{'col': 0, 'cbin': 412, 'out': 'yes', 'count': 18}\n",
      "{'col': 0, 'cbin': 412, 'out': 'no', 'count': 12}\n",
      "{'col': 1, 'cbin': 541, 'out': 'yes', 'count': 2}\n",
      "{'col': 1, 'cbin': 541, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 607, 'out': 'yes', 'count': 10}\n",
      "{'col': 2, 'cbin': 607, 'out': 'no', 'count': 25}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 442, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 73, 'out': 'yes', 'count': 3}\n",
      "{'col': 6, 'cbin': 73, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 167, 'out': 'yes', 'count': 9}\n",
      "{'col': 7, 'cbin': 167, 'out': 'no', 'count': 9}\n",
      "195\n",
      "306\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
      "{'col': 1, 'cbin': 516, 'out': 'yes', 'count': 1}\n",
      "{'col': 1, 'cbin': 516, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 607, 'out': 'yes', 'count': 10}\n",
      "{'col': 2, 'cbin': 607, 'out': 'no', 'count': 25}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 589, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 90, 'out': 'no', 'count': 6}\n",
      "{'col': 7, 'cbin': 350, 'out': 'yes', 'count': 4}\n",
      "{'col': 7, 'cbin': 350, 'out': 'no', 'count': 7}\n",
      "191\n",
      "365\n",
      "{'col': 0, 'cbin': 177, 'out': 'no', 'count': 35}\n",
      "{'col': 0, 'cbin': 177, 'out': 'yes', 'count': 19}\n",
      "{'col': 1, 'cbin': 718, 'out': 'yes', 'count': 1}\n",
      "{'col': 1, 'cbin': 718, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 656, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 656, 'out': 'no', 'count': 21}\n",
      "{'col': 3, 'cbin': 152, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 152, 'out': 'no', 'count': 9}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 483, 'out': 'yes', 'count': 3}\n",
      "{'col': 5, 'cbin': 483, 'out': 'no', 'count': 3}\n",
      "{'col': 6, 'cbin': 50, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 50, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 700, 'out': 'no', 'count': 2}\n",
      "129\n",
      "228\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
      "{'col': 0, 'cbin': 236, 'out': 'no', 'count': 28}\n",
      "{'col': 1, 'cbin': 460, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 574, 'out': 'yes', 'count': 17}\n",
      "{'col': 2, 'cbin': 574, 'out': 'no', 'count': 28}\n",
      "{'col': 3, 'cbin': 324, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 324, 'out': 'no', 'count': 9}\n",
      "{'col': 4, 'cbin': 105, 'out': 'yes', 'count': 2}\n",
      "{'col': 4, 'cbin': 105, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 494, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 155, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 17, 'out': 'no', 'count': 45}\n",
      "{'col': 7, 'cbin': 17, 'out': 'yes', 'count': 5}\n",
      "48\n",
      "120\n",
      "{'col': 0, 'cbin': 471, 'out': 'no', 'count': 10}\n",
      "{'col': 0, 'cbin': 471, 'out': 'yes', 'count': 14}\n",
      "{'col': 1, 'cbin': 480, 'out': 'yes', 'count': 1}\n",
      "{'col': 1, 'cbin': 480, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 591, 'out': 'no', 'count': 19}\n",
      "{'col': 2, 'cbin': 591, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 549, 'out': 'no', 'count': 3}\n",
      "{'col': 5, 'cbin': 549, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 172, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 600, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 600, 'out': 'no', 'count': 2}\n",
      "181\n",
      "291\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'col': 0, 'cbin': 295, 'out': 'yes', 'count': 16}\n",
      "{'col': 0, 'cbin': 295, 'out': 'no', 'count': 26}\n",
      "{'col': 2, 'cbin': 673, 'out': 'yes', 'count': 9}\n",
      "{'col': 2, 'cbin': 673, 'out': 'no', 'count': 13}\n",
      "{'col': 3, 'cbin': 415, 'out': 'no', 'count': 6}\n",
      "{'col': 3, 'cbin': 415, 'out': 'yes', 'count': 6}\n",
      "{'col': 5, 'cbin': 534, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 534, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 31, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 234, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 234, 'out': 'yes', 'count': 4}\n",
      "36\n",
      "51\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
      "{'col': 0, 'cbin': 236, 'out': 'no', 'count': 28}\n",
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      "{'col': 2, 'cbin': 623, 'out': 'no', 'count': 17}\n",
      "{'col': 2, 'cbin': 623, 'out': 'yes', 'count': 12}\n",
      "{'col': 3, 'cbin': 203, 'out': 'yes', 'count': 2}\n",
      "{'col': 3, 'cbin': 203, 'out': 'no', 'count': 8}\n",
      "{'col': 4, 'cbin': 119, 'out': 'no', 'count': 4}\n",
      "{'col': 4, 'cbin': 119, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 424, 'out': 'yes', 'count': 3}\n",
      "{'col': 5, 'cbin': 424, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 100, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 100, 'out': 'no', 'count': 14}\n",
      "37\n",
      "74\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
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      "{'col': 2, 'cbin': 525, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 525, 'out': 'no', 'count': 20}\n",
      "{'col': 3, 'cbin': 243, 'out': 'yes', 'count': 6}\n",
      "{'col': 3, 'cbin': 243, 'out': 'no', 'count': 3}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 6, 'cbin': 47, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 1, 'out': 'no', 'count': 34}\n",
      "{'col': 7, 'cbin': 1, 'out': 'yes', 'count': 3}\n",
      "136\n",
      "286\n",
      "{'col': 0, 'cbin': 353, 'out': 'yes', 'count': 10}\n",
      "{'col': 0, 'cbin': 353, 'out': 'no', 'count': 29}\n",
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      "{'col': 1, 'cbin': 516, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 673, 'out': 'yes', 'count': 9}\n",
      "{'col': 2, 'cbin': 673, 'out': 'no', 'count': 13}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 460, 'out': 'no', 'count': 5}\n",
      "{'col': 5, 'cbin': 460, 'out': 'yes', 'count': 1}\n",
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      "{'col': 7, 'cbin': 250, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 250, 'out': 'yes', 'count': 7}\n",
      "181\n",
      "309\n",
      "{'col': 0, 'cbin': 765, 'out': 'yes', 'count': 4}\n",
      "{'col': 0, 'cbin': 765, 'out': 'no', 'count': 3}\n",
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      "{'col': 1, 'cbin': 798, 'out': 'no', 'count': 2}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 631, 'out': 'yes', 'count': 1}\n",
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      "{'col': 6, 'cbin': 75, 'out': 'yes', 'count': 4}\n",
      "{'col': 7, 'cbin': 384, 'out': 'yes', 'count': 4}\n",
      "{'col': 7, 'cbin': 384, 'out': 'no', 'count': 3}\n",
      "170\n",
      "265\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
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      "{'col': 2, 'cbin': 533, 'out': 'no', 'count': 4}\n",
      "{'col': 2, 'cbin': 533, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 283, 'out': 'no', 'count': 12}\n",
      "{'col': 3, 'cbin': 283, 'out': 'yes', 'count': 5}\n",
      "{'col': 4, 'cbin': 79, 'out': 'no', 'count': 4}\n",
      "{'col': 5, 'cbin': 549, 'out': 'no', 'count': 3}\n",
      "{'col': 5, 'cbin': 549, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 234, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 50, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 50, 'out': 'no', 'count': 25}\n",
      "27\n",
      "111\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 910, 'out': 'yes', 'count': 3}\n",
      "{'col': 2, 'cbin': 541, 'out': 'yes', 'count': 6}\n",
      "{'col': 2, 'cbin': 541, 'out': 'no', 'count': 12}\n",
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      "{'col': 3, 'cbin': 394, 'out': 'yes', 'count': 5}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 7, 'cbin': 67, 'out': 'no', 'count': 22}\n",
      "{'col': 7, 'cbin': 67, 'out': 'yes', 'count': 10}\n",
      "153\n",
      "245\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
      "{'col': 0, 'cbin': 236, 'out': 'no', 'count': 28}\n",
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      "{'col': 1, 'cbin': 687, 'out': 'no', 'count': 1}\n",
      "{'col': 2, 'cbin': 574, 'out': 'yes', 'count': 17}\n",
      "{'col': 2, 'cbin': 574, 'out': 'no', 'count': 28}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 465, 'out': 'yes', 'count': 4}\n",
      "{'col': 5, 'cbin': 465, 'out': 'no', 'count': 5}\n",
      "{'col': 7, 'cbin': 17, 'out': 'no', 'count': 45}\n",
      "{'col': 7, 'cbin': 17, 'out': 'yes', 'count': 5}\n",
      "195\n",
      "359\n",
      "{'col': 0, 'cbin': 295, 'out': 'yes', 'count': 16}\n",
      "{'col': 0, 'cbin': 295, 'out': 'no', 'count': 26}\n",
      "{'col': 2, 'cbin': 509, 'out': 'no', 'count': 15}\n",
      "{'col': 2, 'cbin': 509, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 373, 'out': 'no', 'count': 4}\n",
      "{'col': 6, 'cbin': 216, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 216, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 250, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 250, 'out': 'yes', 'count': 7}\n",
      "187\n",
      "302\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 662, 'out': 'no', 'count': 2}\n",
      "{'col': 1, 'cbin': 662, 'out': 'yes', 'count': 1}\n",
      "{'col': 2, 'cbin': 1, 'out': 'no', 'count': 16}\n",
      "{'col': 2, 'cbin': 1, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 6, 'cbin': 80, 'out': 'no', 'count': 3}\n",
      "{'col': 6, 'cbin': 80, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 84, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 84, 'out': 'no', 'count': 21}\n",
      "201\n",
      "343\n",
      "{'col': 0, 'cbin': 353, 'out': 'yes', 'count': 10}\n",
      "{'col': 0, 'cbin': 353, 'out': 'no', 'count': 29}\n",
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      "{'col': 1, 'cbin': 627, 'out': 'no', 'count': 3}\n",
      "{'col': 2, 'cbin': 591, 'out': 'no', 'count': 19}\n",
      "{'col': 2, 'cbin': 591, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 412, 'out': 'no', 'count': 2}\n",
      "{'col': 5, 'cbin': 412, 'out': 'yes', 'count': 2}\n",
      "{'col': 6, 'cbin': 122, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 134, 'out': 'no', 'count': 14}\n",
      "{'col': 7, 'cbin': 134, 'out': 'yes', 'count': 10}\n",
      "189\n",
      "320\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
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      "{'col': 1, 'cbin': 728, 'out': 'yes', 'count': 2}\n",
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      "{'col': 2, 'cbin': 476, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 334, 'out': 'no', 'count': 7}\n",
      "{'col': 3, 'cbin': 334, 'out': 'yes', 'count': 7}\n",
      "{'col': 4, 'cbin': 160, 'out': 'no', 'count': 2}\n",
      "{'col': 4, 'cbin': 160, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 471, 'out': 'yes', 'count': 5}\n",
      "{'col': 5, 'cbin': 471, 'out': 'no', 'count': 3}\n",
      "{'col': 6, 'cbin': 145, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 67, 'out': 'no', 'count': 22}\n",
      "{'col': 7, 'cbin': 67, 'out': 'yes', 'count': 10}\n",
      "39\n",
      "108\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
      "{'col': 1, 'cbin': 551, 'out': 'yes', 'count': 3}\n",
      "{'col': 1, 'cbin': 551, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 492, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 492, 'out': 'no', 'count': 17}\n",
      "{'col': 3, 'cbin': 81, 'out': 'no', 'count': 1}\n",
      "{'col': 4, 'cbin': 216, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 379, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 1, 'out': 'no', 'count': 34}\n",
      "{'col': 7, 'cbin': 1, 'out': 'yes', 'count': 3}\n",
      "37\n",
      "127\n",
      "{'col': 0, 'cbin': 177, 'out': 'no', 'count': 35}\n",
      "{'col': 0, 'cbin': 177, 'out': 'yes', 'count': 19}\n",
      "{'col': 1, 'cbin': 647, 'out': 'no', 'count': 3}\n",
      "{'col': 1, 'cbin': 647, 'out': 'yes', 'count': 4}\n",
      "{'col': 2, 'cbin': 640, 'out': 'no', 'count': 17}\n",
      "{'col': 2, 'cbin': 640, 'out': 'yes', 'count': 14}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 315, 'out': 'no', 'count': 3}\n",
      "{'col': 6, 'cbin': 79, 'out': 'yes', 'count': 2}\n",
      "{'col': 6, 'cbin': 79, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 567, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 567, 'out': 'yes', 'count': 1}\n",
      "193\n",
      "315\n",
      "{'col': 0, 'cbin': 295, 'out': 'yes', 'count': 16}\n",
      "{'col': 0, 'cbin': 295, 'out': 'no', 'count': 26}\n",
      "{'col': 1, 'cbin': 445, 'out': 'yes', 'count': 1}\n",
      "{'col': 1, 'cbin': 445, 'out': 'no', 'count': 4}\n",
      "{'col': 2, 'cbin': 640, 'out': 'no', 'count': 17}\n",
      "{'col': 2, 'cbin': 640, 'out': 'yes', 'count': 14}\n",
      "{'col': 3, 'cbin': 304, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 304, 'out': 'no', 'count': 12}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 412, 'out': 'no', 'count': 2}\n",
      "{'col': 5, 'cbin': 412, 'out': 'yes', 'count': 2}\n",
      "{'col': 6, 'cbin': 75, 'out': 'no', 'count': 5}\n",
      "{'col': 6, 'cbin': 75, 'out': 'yes', 'count': 4}\n",
      "{'col': 7, 'cbin': 267, 'out': 'no', 'count': 9}\n",
      "{'col': 7, 'cbin': 267, 'out': 'yes', 'count': 4}\n",
      "147\n",
      "230\n"
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      "{'col': 0, 'cbin': 530, 'out': 'no', 'count': 7}\n",
      "{'col': 0, 'cbin': 530, 'out': 'yes', 'count': 13}\n",
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      "{'col': 2, 'cbin': 509, 'out': 'yes', 'count': 10}\n",
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      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
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      "183\n",
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      "44\n",
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      "{'col': 2, 'cbin': 656, 'out': 'no', 'count': 21}\n",
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      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
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      "{'col': 7, 'cbin': 100, 'out': 'yes', 'count': 5}\n",
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      "200\n",
      "344\n",
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      "17\n",
      "24\n",
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      "34\n",
      "39\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
      "{'col': 0, 'cbin': 236, 'out': 'no', 'count': 28}\n",
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      "{'col': 2, 'cbin': 509, 'out': 'yes', 'count': 10}\n",
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      "{'col': 3, 'cbin': 314, 'out': 'yes', 'count': 5}\n",
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      "{'col': 6, 'cbin': 66, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 34, 'out': 'no', 'count': 21}\n",
      "{'col': 7, 'cbin': 34, 'out': 'yes', 'count': 6}\n",
      "39\n",
      "83\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
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      "{'col': 2, 'cbin': 427, 'out': 'yes', 'count': 3}\n",
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      "{'col': 7, 'cbin': 1, 'out': 'yes', 'count': 3}\n",
      "193\n",
      "343\n",
      "{'col': 0, 'cbin': 471, 'out': 'no', 'count': 10}\n",
      "{'col': 0, 'cbin': 471, 'out': 'yes', 'count': 14}\n",
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      "{'col': 2, 'cbin': 689, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
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      "{'col': 7, 'cbin': 484, 'out': 'yes', 'count': 5}\n",
      "182\n",
      "284\n",
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      "{'col': 1, 'cbin': 561, 'out': 'yes', 'count': 2}\n",
      "{'col': 2, 'cbin': 509, 'out': 'no', 'count': 15}\n",
      "{'col': 2, 'cbin': 509, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 132, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 132, 'out': 'no', 'count': 6}\n",
      "{'col': 4, 'cbin': 216, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 358, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 24, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 34, 'out': 'no', 'count': 21}\n",
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      "43\n",
      "119\n",
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      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
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      "{'col': 1, 'cbin': 703, 'out': 'yes', 'count': 1}\n",
      "{'col': 2, 'cbin': 509, 'out': 'no', 'count': 15}\n",
      "{'col': 2, 'cbin': 509, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 172, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 172, 'out': 'no', 'count': 8}\n",
      "{'col': 4, 'cbin': 249, 'out': 'no', 'count': 1}\n",
      "{'col': 4, 'cbin': 249, 'out': 'yes', 'count': 2}\n",
      "{'col': 5, 'cbin': 330, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 53, 'out': 'no', 'count': 5}\n",
      "{'col': 7, 'cbin': 1, 'out': 'no', 'count': 34}\n",
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      "49\n",
      "117\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
      "{'col': 0, 'cbin': 236, 'out': 'no', 'count': 28}\n",
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      "{'col': 2, 'cbin': 492, 'out': 'no', 'count': 17}\n",
      "{'col': 3, 'cbin': 334, 'out': 'no', 'count': 7}\n",
      "{'col': 3, 'cbin': 334, 'out': 'yes', 'count': 7}\n",
      "{'col': 5, 'cbin': 358, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 200, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 200, 'out': 'yes', 'count': 6}\n",
      "34\n",
      "61\n",
      "{'col': 0, 'cbin': 412, 'out': 'yes', 'count': 18}\n",
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      "{'col': 1, 'cbin': 687, 'out': 'no', 'count': 1}\n",
      "{'col': 2, 'cbin': 738, 'out': 'yes', 'count': 11}\n",
      "{'col': 2, 'cbin': 738, 'out': 'no', 'count': 6}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 446, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 446, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 484, 'out': 'yes', 'count': 5}\n",
      "190\n",
      "272\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
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      "{'col': 1, 'cbin': 571, 'out': 'yes', 'count': 1}\n",
      "{'col': 2, 'cbin': 525, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 525, 'out': 'no', 'count': 20}\n",
      "{'col': 3, 'cbin': 354, 'out': 'yes', 'count': 6}\n",
      "{'col': 3, 'cbin': 354, 'out': 'no', 'count': 6}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 501, 'out': 'yes', 'count': 3}\n",
      "{'col': 5, 'cbin': 501, 'out': 'no', 'count': 3}\n",
      "{'col': 6, 'cbin': 197, 'out': 'yes', 'count': 2}\n",
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      "142\n",
      "288\n",
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      "44\n",
      "117\n"
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      "46\n",
      "144\n",
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      "{'col': 1, 'cbin': 783, 'out': 'yes', 'count': 3}\n",
      "{'col': 2, 'cbin': 607, 'out': 'yes', 'count': 10}\n",
      "{'col': 2, 'cbin': 607, 'out': 'no', 'count': 25}\n",
      "{'col': 3, 'cbin': 172, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 172, 'out': 'no', 'count': 8}\n",
      "{'col': 4, 'cbin': 114, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 397, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 150, 'out': 'no', 'count': 3}\n",
      "{'col': 7, 'cbin': 100, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 100, 'out': 'no', 'count': 14}\n",
      "33\n",
      "111\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 627, 'out': 'yes', 'count': 4}\n",
      "{'col': 1, 'cbin': 627, 'out': 'no', 'count': 3}\n",
      "{'col': 2, 'cbin': 460, 'out': 'no', 'count': 8}\n",
      "{'col': 2, 'cbin': 460, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 132, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 132, 'out': 'no', 'count': 6}\n",
      "{'col': 4, 'cbin': 125, 'out': 'yes', 'count': 1}\n",
      "{'col': 4, 'cbin': 125, 'out': 'no', 'count': 7}\n",
      "{'col': 5, 'cbin': 325, 'out': 'no', 'count': 4}\n",
      "{'col': 6, 'cbin': 158, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 158, 'out': 'yes', 'count': 2}\n",
      "{'col': 7, 'cbin': 1, 'out': 'no', 'count': 34}\n",
      "{'col': 7, 'cbin': 1, 'out': 'yes', 'count': 3}\n",
      "44\n",
      "113\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 480, 'out': 'yes', 'count': 1}\n",
      "{'col': 1, 'cbin': 480, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 697, 'out': 'yes', 'count': 2}\n",
      "{'col': 2, 'cbin': 697, 'out': 'no', 'count': 1}\n",
      "{'col': 3, 'cbin': 253, 'out': 'no', 'count': 7}\n",
      "{'col': 3, 'cbin': 253, 'out': 'yes', 'count': 4}\n",
      "{'col': 4, 'cbin': 43, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 70, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 50, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 50, 'out': 'no', 'count': 25}\n",
      "45\n",
      "91\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
      "{'col': 1, 'cbin': 445, 'out': 'yes', 'count': 1}\n",
      "{'col': 1, 'cbin': 445, 'out': 'no', 'count': 4}\n",
      "{'col': 2, 'cbin': 509, 'out': 'no', 'count': 15}\n",
      "{'col': 2, 'cbin': 509, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 243, 'out': 'yes', 'count': 6}\n",
      "{'col': 3, 'cbin': 243, 'out': 'no', 'count': 3}\n",
      "{'col': 4, 'cbin': 53, 'out': 'no', 'count': 1}\n",
      "{'col': 5, 'cbin': 446, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 446, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 145, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 34, 'out': 'no', 'count': 21}\n",
      "{'col': 7, 'cbin': 34, 'out': 'yes', 'count': 6}\n",
      "47\n",
      "115\n",
      "{'col': 0, 'cbin': 471, 'out': 'no', 'count': 10}\n",
      "{'col': 0, 'cbin': 471, 'out': 'yes', 'count': 14}\n",
      "{'col': 1, 'cbin': 566, 'out': 'no', 'count': 5}\n",
      "{'col': 1, 'cbin': 566, 'out': 'yes', 'count': 3}\n",
      "{'col': 2, 'cbin': 591, 'out': 'no', 'count': 19}\n",
      "{'col': 2, 'cbin': 591, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 352, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 324, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 617, 'out': 'yes', 'count': 2}\n",
      "{'col': 7, 'cbin': 617, 'out': 'no', 'count': 3}\n",
      "183\n",
      "291\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
      "{'col': 1, 'cbin': 763, 'out': 'no', 'count': 2}\n",
      "{'col': 1, 'cbin': 763, 'out': 'yes', 'count': 2}\n",
      "{'col': 2, 'cbin': 492, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 492, 'out': 'no', 'count': 17}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 389, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 41, 'out': 'yes', 'count': 2}\n",
      "{'col': 6, 'cbin': 41, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 17, 'out': 'no', 'count': 45}\n",
      "{'col': 7, 'cbin': 17, 'out': 'yes', 'count': 5}\n",
      "192\n",
      "387\n",
      "{'col': 0, 'cbin': 118, 'out': 'yes', 'count': 13}\n",
      "{'col': 0, 'cbin': 118, 'out': 'no', 'count': 59}\n",
      "{'col': 1, 'cbin': 566, 'out': 'no', 'count': 5}\n",
      "{'col': 1, 'cbin': 566, 'out': 'yes', 'count': 3}\n",
      "{'col': 2, 'cbin': 558, 'out': 'no', 'count': 25}\n",
      "{'col': 2, 'cbin': 558, 'out': 'yes', 'count': 10}\n",
      "{'col': 3, 'cbin': 223, 'out': 'no', 'count': 6}\n",
      "{'col': 3, 'cbin': 223, 'out': 'yes', 'count': 3}\n",
      "{'col': 4, 'cbin': 112, 'out': 'no', 'count': 4}\n",
      "{'col': 5, 'cbin': 509, 'out': 'no', 'count': 2}\n",
      "{'col': 5, 'cbin': 509, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 99, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 99, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 84, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 84, 'out': 'no', 'count': 21}\n",
      "36\n",
      "124\n",
      "{'col': 0, 'cbin': 412, 'out': 'yes', 'count': 18}\n",
      "{'col': 0, 'cbin': 412, 'out': 'no', 'count': 12}\n",
      "{'col': 1, 'cbin': 410, 'out': 'no', 'count': 3}\n",
      "{'col': 2, 'cbin': 640, 'out': 'no', 'count': 17}\n",
      "{'col': 2, 'cbin': 640, 'out': 'yes', 'count': 14}\n",
      "{'col': 3, 'cbin': 405, 'out': 'yes', 'count': 3}\n",
      "{'col': 3, 'cbin': 405, 'out': 'no', 'count': 7}\n",
      "{'col': 4, 'cbin': 57, 'out': 'no', 'count': 1}\n",
      "{'col': 4, 'cbin': 57, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 76, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 76, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 350, 'out': 'yes', 'count': 4}\n",
      "{'col': 7, 'cbin': 350, 'out': 'no', 'count': 7}\n",
      "41\n",
      "49\n",
      "{'col': 0, 'cbin': 353, 'out': 'yes', 'count': 10}\n",
      "{'col': 0, 'cbin': 353, 'out': 'no', 'count': 29}\n",
      "{'col': 1, 'cbin': 602, 'out': 'no', 'count': 3}\n",
      "{'col': 1, 'cbin': 602, 'out': 'yes', 'count': 2}\n",
      "{'col': 2, 'cbin': 410, 'out': 'yes', 'count': 4}\n",
      "{'col': 2, 'cbin': 410, 'out': 'no', 'count': 3}\n",
      "{'col': 3, 'cbin': 223, 'out': 'no', 'count': 6}\n",
      "{'col': 3, 'cbin': 223, 'out': 'yes', 'count': 3}\n",
      "{'col': 4, 'cbin': 209, 'out': 'no', 'count': 2}\n",
      "{'col': 5, 'cbin': 404, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 200, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 200, 'out': 'yes', 'count': 6}\n",
      "25\n",
      "49\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 662, 'out': 'no', 'count': 2}\n",
      "{'col': 1, 'cbin': 662, 'out': 'yes', 'count': 1}\n",
      "{'col': 2, 'cbin': 541, 'out': 'yes', 'count': 6}\n",
      "{'col': 2, 'cbin': 541, 'out': 'no', 'count': 12}\n",
      "{'col': 3, 'cbin': 405, 'out': 'yes', 'count': 3}\n",
      "{'col': 3, 'cbin': 405, 'out': 'no', 'count': 7}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 512, 'out': 'yes', 'count': 3}\n",
      "{'col': 5, 'cbin': 512, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 48, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 17, 'out': 'no', 'count': 45}\n",
      "{'col': 7, 'cbin': 17, 'out': 'yes', 'count': 5}\n",
      "147\n",
      "273\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 2, 'cbin': 410, 'out': 'yes', 'count': 4}\n",
      "{'col': 2, 'cbin': 410, 'out': 'no', 'count': 3}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 327, 'out': 'no', 'count': 2}\n",
      "{'col': 6, 'cbin': 73, 'out': 'yes', 'count': 3}\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'col': 6, 'cbin': 73, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 734, 'out': 'no', 'count': 1}\n",
      "192\n",
      "308\n",
      "{'col': 0, 'cbin': 177, 'out': 'no', 'count': 35}\n",
      "{'col': 0, 'cbin': 177, 'out': 'yes', 'count': 19}\n",
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      "{'col': 2, 'cbin': 640, 'out': 'no', 'count': 17}\n",
      "{'col': 2, 'cbin': 640, 'out': 'yes', 'count': 14}\n",
      "{'col': 3, 'cbin': 394, 'out': 'no', 'count': 7}\n",
      "{'col': 3, 'cbin': 394, 'out': 'yes', 'count': 5}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 6, 'cbin': 66, 'out': 'no', 'count': 5}\n",
      "{'col': 6, 'cbin': 66, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 317, 'out': 'no', 'count': 5}\n",
      "{'col': 7, 'cbin': 317, 'out': 'yes', 'count': 4}\n",
      "140\n",
      "231\n",
      "{'col': 0, 'cbin': 236, 'out': 'yes', 'count': 14}\n",
      "{'col': 0, 'cbin': 236, 'out': 'no', 'count': 28}\n",
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      "{'col': 1, 'cbin': 480, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 525, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 525, 'out': 'no', 'count': 20}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 477, 'out': 'no', 'count': 6}\n",
      "{'col': 5, 'cbin': 477, 'out': 'yes', 'count': 3}\n",
      "{'col': 6, 'cbin': 33, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 167, 'out': 'yes', 'count': 9}\n",
      "{'col': 7, 'cbin': 167, 'out': 'no', 'count': 9}\n",
      "187\n",
      "324\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
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      "{'col': 2, 'cbin': 525, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 525, 'out': 'no', 'count': 20}\n",
      "{'col': 3, 'cbin': 172, 'out': 'yes', 'count': 1}\n",
      "{'col': 3, 'cbin': 172, 'out': 'no', 'count': 8}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 313, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 72, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 1, 'out': 'no', 'count': 34}\n",
      "{'col': 7, 'cbin': 1, 'out': 'yes', 'count': 3}\n",
      "141\n",
      "276\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
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      "{'col': 1, 'cbin': 647, 'out': 'yes', 'count': 4}\n",
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      "{'col': 2, 'cbin': 722, 'out': 'yes', 'count': 9}\n",
      "{'col': 3, 'cbin': 394, 'out': 'no', 'count': 7}\n",
      "{'col': 3, 'cbin': 394, 'out': 'yes', 'count': 5}\n",
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      "{'col': 4, 'cbin': 131, 'out': 'no', 'count': 4}\n",
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      "{'col': 5, 'cbin': 544, 'out': 'yes', 'count': 2}\n",
      "{'col': 7, 'cbin': 267, 'out': 'no', 'count': 9}\n",
      "{'col': 7, 'cbin': 267, 'out': 'yes', 'count': 4}\n",
      "48\n",
      "103\n",
      "{'col': 0, 'cbin': 353, 'out': 'yes', 'count': 10}\n",
      "{'col': 0, 'cbin': 353, 'out': 'no', 'count': 29}\n",
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      "{'col': 1, 'cbin': 677, 'out': 'yes', 'count': 2}\n",
      "{'col': 2, 'cbin': 656, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 656, 'out': 'no', 'count': 21}\n",
      "{'col': 3, 'cbin': 374, 'out': 'yes', 'count': 5}\n",
      "{'col': 3, 'cbin': 374, 'out': 'no', 'count': 6}\n",
      "{'col': 5, 'cbin': 689, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 66, 'out': 'no', 'count': 5}\n",
      "{'col': 6, 'cbin': 66, 'out': 'yes', 'count': 1}\n",
      "{'col': 7, 'cbin': 417, 'out': 'yes', 'count': 4}\n",
      "{'col': 7, 'cbin': 417, 'out': 'no', 'count': 4}\n",
      "29\n",
      "68\n",
      "{'col': 0, 'cbin': 1, 'out': 'yes', 'count': 32}\n",
      "{'col': 0, 'cbin': 1, 'out': 'no', 'count': 49}\n",
      "{'col': 1, 'cbin': 743, 'out': 'yes', 'count': 3}\n",
      "{'col': 1, 'cbin': 743, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 697, 'out': 'yes', 'count': 2}\n",
      "{'col': 2, 'cbin': 697, 'out': 'no', 'count': 1}\n",
      "{'col': 3, 'cbin': 546, 'out': 'no', 'count': 1}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 6, 'cbin': 125, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 50, 'out': 'yes', 'count': 6}\n",
      "{'col': 7, 'cbin': 50, 'out': 'no', 'count': 25}\n",
      "140\n",
      "234\n",
      "{'col': 0, 'cbin': 706, 'out': 'yes', 'count': 2}\n",
      "{'col': 0, 'cbin': 706, 'out': 'no', 'count': 3}\n",
      "{'col': 1, 'cbin': 708, 'out': 'yes', 'count': 2}\n",
      "{'col': 1, 'cbin': 708, 'out': 'no', 'count': 1}\n",
      "{'col': 2, 'cbin': 697, 'out': 'yes', 'count': 2}\n",
      "{'col': 2, 'cbin': 697, 'out': 'no', 'count': 1}\n",
      "{'col': 3, 'cbin': 334, 'out': 'no', 'count': 7}\n",
      "{'col': 3, 'cbin': 334, 'out': 'yes', 'count': 7}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 6, 'cbin': 69, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 69, 'out': 'no', 'count': 3}\n",
      "{'col': 7, 'cbin': 334, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 334, 'out': 'yes', 'count': 10}\n",
      "121\n",
      "174\n",
      "{'col': 0, 'cbin': 353, 'out': 'yes', 'count': 10}\n",
      "{'col': 0, 'cbin': 353, 'out': 'no', 'count': 29}\n",
      "{'col': 1, 'cbin': 526, 'out': 'yes', 'count': 2}\n",
      "{'col': 1, 'cbin': 526, 'out': 'no', 'count': 2}\n",
      "{'col': 2, 'cbin': 607, 'out': 'yes', 'count': 10}\n",
      "{'col': 2, 'cbin': 607, 'out': 'no', 'count': 25}\n",
      "{'col': 3, 'cbin': 182, 'out': 'no', 'count': 11}\n",
      "{'col': 3, 'cbin': 182, 'out': 'yes', 'count': 3}\n",
      "{'col': 4, 'cbin': 185, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 446, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 446, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 334, 'out': 'no', 'count': 4}\n",
      "{'col': 7, 'cbin': 334, 'out': 'yes', 'count': 10}\n",
      "37\n",
      "72\n",
      "{'col': 0, 'cbin': 471, 'out': 'no', 'count': 10}\n",
      "{'col': 0, 'cbin': 471, 'out': 'yes', 'count': 14}\n",
      "{'col': 1, 'cbin': 551, 'out': 'yes', 'count': 3}\n",
      "{'col': 1, 'cbin': 551, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 623, 'out': 'no', 'count': 17}\n",
      "{'col': 2, 'cbin': 623, 'out': 'yes', 'count': 12}\n",
      "{'col': 3, 'cbin': 394, 'out': 'no', 'count': 7}\n",
      "{'col': 3, 'cbin': 394, 'out': 'yes', 'count': 5}\n",
      "{'col': 4, 'cbin': 135, 'out': 'yes', 'count': 1}\n",
      "{'col': 5, 'cbin': 416, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 239, 'out': 'no', 'count': 1}\n",
      "{'col': 7, 'cbin': 167, 'out': 'yes', 'count': 9}\n",
      "{'col': 7, 'cbin': 167, 'out': 'no', 'count': 9}\n",
      "45\n",
      "49\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
      "{'col': 1, 'cbin': 480, 'out': 'yes', 'count': 1}\n",
      "{'col': 1, 'cbin': 480, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 492, 'out': 'yes', 'count': 7}\n",
      "{'col': 2, 'cbin': 492, 'out': 'no', 'count': 17}\n",
      "{'col': 3, 'cbin': 182, 'out': 'no', 'count': 11}\n",
      "{'col': 3, 'cbin': 182, 'out': 'yes', 'count': 3}\n",
      "{'col': 5, 'cbin': 357, 'out': 'no', 'count': 1}\n",
      "{'col': 6, 'cbin': 76, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 76, 'out': 'no', 'count': 2}\n",
      "{'col': 7, 'cbin': 17, 'out': 'no', 'count': 45}\n",
      "{'col': 7, 'cbin': 17, 'out': 'yes', 'count': 5}\n",
      "40\n",
      "149\n",
      "{'col': 0, 'cbin': 59, 'out': 'no', 'count': 68}\n",
      "{'col': 0, 'cbin': 59, 'out': 'yes', 'count': 23}\n",
      "{'col': 1, 'cbin': 536, 'out': 'yes', 'count': 1}\n",
      "{'col': 1, 'cbin': 536, 'out': 'no', 'count': 11}\n",
      "{'col': 2, 'cbin': 623, 'out': 'no', 'count': 17}\n",
      "{'col': 2, 'cbin': 623, 'out': 'yes', 'count': 12}\n",
      "{'col': 3, 'cbin': 1, 'out': 'yes', 'count': 56}\n",
      "{'col': 3, 'cbin': 1, 'out': 'no', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 559, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 49, 'out': 'yes', 'count': 1}\n",
      "{'col': 6, 'cbin': 49, 'out': 'no', 'count': 3}\n",
      "{'col': 7, 'cbin': 84, 'out': 'yes', 'count': 5}\n",
      "{'col': 7, 'cbin': 84, 'out': 'no', 'count': 21}\n",
      "196\n",
      "372\n",
      "{'col': 0, 'cbin': 589, 'out': 'no', 'count': 10}\n",
      "{'col': 0, 'cbin': 589, 'out': 'yes', 'count': 8}\n",
      "{'col': 1, 'cbin': 617, 'out': 'yes', 'count': 3}\n",
      "{'col': 1, 'cbin': 617, 'out': 'no', 'count': 5}\n",
      "{'col': 2, 'cbin': 640, 'out': 'no', 'count': 17}\n",
      "{'col': 2, 'cbin': 640, 'out': 'yes', 'count': 14}\n",
      "{'col': 3, 'cbin': 314, 'out': 'no', 'count': 9}\n",
      "{'col': 3, 'cbin': 314, 'out': 'yes', 'count': 5}\n",
      "{'col': 4, 'cbin': 1, 'out': 'yes', 'count': 97}\n",
      "{'col': 4, 'cbin': 1, 'out': 'no', 'count': 155}\n",
      "{'col': 5, 'cbin': 412, 'out': 'no', 'count': 2}\n",
      "{'col': 5, 'cbin': 412, 'out': 'yes', 'count': 2}\n",
      "{'col': 7, 'cbin': 400, 'out': 'no', 'count': 5}\n",
      "{'col': 7, 'cbin': 400, 'out': 'yes', 'count': 8}\n",
      "137\n",
      "203\n"
     ]
    }
   ],
   "source": [
    "import random \n",
    "y_pred =[]\n",
    "for i in range (0,X_test.shape[0]):\n",
    "    yes=0\n",
    "    no=0\n",
    "    totv = []\n",
    "    for j in range (0,X_test.shape[-1]):\n",
    "        wbin=find_bin(bins[j],X_test[i][j])\n",
    "        for v in graph.get_vertices(\"data\",col=j,cbin=wbin):\n",
    "            totv.append(v)\n",
    "    for r in totv:\n",
    "        mv = r\n",
    "        for m in mv.get_out_vertices():\n",
    "            #print(m.as_dict())\n",
    "            print(m.as_dict().get('properties'))\n",
    "            if (m.as_dict().get('properties').get(\"out\") == 'yes'):\n",
    "               # print('yes')\n",
    "                yes = yes+int(str(m.as_dict().get('properties').get(\"count\")))\n",
    "            else:\n",
    "               # print('no')\n",
    "                no = no+int(str(m.as_dict().get('properties').get(\"count\"))) \n",
    "    print(yes)\n",
    "    print(no)\n",
    "    if( yes > no):\n",
    "        y_pred.append(1)\n",
    "    elif (yes == no):\n",
    "        if(random.randint(1,2)==1):\n",
    "            y_pred.append(1)\n",
    "        else:\n",
    "            y_pred.append(0)\n",
    "    else:\n",
    "        y_pred.append(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 189,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "random.randint(1,2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7012987012987013"
      ]
     },
     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "accuracy_score(y_test, y_pred)\n",
    "\n",
    "### doing better than baseline accuracy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             precision    recall  f1-score   support\n",
      "\n",
      "          0       0.69      1.00      0.82       157\n",
      "          1       1.00      0.07      0.13        74\n",
      "\n",
      "avg / total       0.79      0.70      0.60       231\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# calculate accuracy measures and confusion matrix\n",
    "from sklearn import metrics\n",
    "print(metrics.classification_report(y_test,y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7792207792207793"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "\n",
    "lr = LogisticRegression();\n",
    "lr.fit(X_train,y_train)\n",
    "y_pred = lr.predict(X_test)\n",
    "accuracy_score(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             precision    recall  f1-score   support\n",
      "\n",
      "          0       0.80      0.90      0.85       157\n",
      "          1       0.71      0.53      0.60        74\n",
      "\n",
      "avg / total       0.77      0.78      0.77       231\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# calculate accuracy measures and confusion matrix\n",
    "from sklearn import metrics\n",
    "print(metrics.classification_report(y_test,y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7619047619047619"
      ]
     },
     "execution_count": 194,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nb = GaussianNB();\n",
    "nb.fit(X_train,y_train)\n",
    "y_pred = nb.predict(X_test)\n",
    "accuracy_score(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7705627705627706"
      ]
     },
     "execution_count": 195,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "knn = KNeighborsClassifier();\n",
    "knn.fit(X_train,y_train)\n",
    "y_pred = knn.predict(X_test)\n",
    "accuracy_score(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [],
   "source": [
    "import ruruki_eye.server as s "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {},
   "outputs": [],
   "source": [
    " #s.run(\"localhost\",5000,True,graph)   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [],
   "source": [
    "dt_model = DecisionTreeClassifier(criterion = 'entropy' )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(class_weight=None, criterion='entropy', max_depth=None,\n",
       "            max_features=None, max_leaf_nodes=None,\n",
       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "            min_samples_leaf=1, min_samples_split=2,\n",
       "            min_weight_fraction_leaf=0.0, presort=False, random_state=None,\n",
       "            splitter='best')"
      ]
     },
     "execution_count": 200,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt_model.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7186147186147186"
      ]
     },
     "execution_count": 201,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt_model.score(X_test , y_test) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<EntitySet> items: 681"
      ]
     },
     "execution_count": 202,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "graph.get_vertices(label=\"outc\",count__gt=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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