Anomalies Detection using Self Organizing Maps (SOMs).ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Import Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "# Minisom library and module is used for performing Self Organizing Maps\n",
    "from minisom import MiniSom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# to suppress warnings\n",
    "from warnings import filterwarnings\n",
    "filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "qFMUvq27lwVN"
   },
   "source": [
    "### 2. Loading the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Loading Data\n",
    "data = pd.read_csv('Credit_Card_Applications.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>A1</th>\n",
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       "      <td>4</td>\n",
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       "      <td>8</td>\n",
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       "      <td>1</td>\n",
       "      <td>41.00</td>\n",
       "      <td>0.040</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>0.040</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "<p>690 rows × 16 columns</p>\n",
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      "text/plain": [
       "     CustomerID  A1     A2      A3  A4  A5  A6     A7  A8  A9  A10  A11  A12  \\\n",
       "0      15776156   1  22.08  11.460   2   4   4  1.585   0   0    0    1    2   \n",
       "1      15739548   0  22.67   7.000   2   8   4  0.165   0   0    0    0    2   \n",
       "2      15662854   0  29.58   1.750   1   4   4  1.250   0   0    0    1    2   \n",
       "3      15687688   0  21.67  11.500   1   5   3  0.000   1   1   11    1    2   \n",
       "4      15715750   1  20.17   8.170   2   6   4  1.960   1   1   14    0    2   \n",
       "..          ...  ..    ...     ...  ..  ..  ..    ...  ..  ..  ...  ...  ...   \n",
       "685    15808223   1  31.57  10.500   2  14   4  6.500   1   0    0    0    2   \n",
       "686    15769980   1  20.67   0.415   2   8   4  0.125   0   0    0    0    2   \n",
       "687    15675450   0  18.83   9.540   2   6   4  0.085   1   0    0    0    2   \n",
       "688    15776494   0  27.42  14.500   2  14   8  3.085   1   1    1    0    2   \n",
       "689    15592412   1  41.00   0.040   2  10   4  0.040   0   1    1    0    1   \n",
       "\n",
       "     A13   A14  Class  \n",
       "0    100  1213      0  \n",
       "1    160     1      0  \n",
       "2    280     1      0  \n",
       "3      0     1      1  \n",
       "4     60   159      1  \n",
       "..   ...   ...    ...  \n",
       "685    0     1      1  \n",
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       "689  560     1      1  \n",
       "\n",
       "[690 rows x 16 columns]"
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     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# X \n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(690, 16)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Shape of the data:\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
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     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 690 entries, 0 to 689\n",
      "Data columns (total 16 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   CustomerID  690 non-null    int64  \n",
      " 1   A1          690 non-null    int64  \n",
      " 2   A2          690 non-null    float64\n",
      " 3   A3          690 non-null    float64\n",
      " 4   A4          690 non-null    int64  \n",
      " 5   A5          690 non-null    int64  \n",
      " 6   A6          690 non-null    int64  \n",
      " 7   A7          690 non-null    float64\n",
      " 8   A8          690 non-null    int64  \n",
      " 9   A9          690 non-null    int64  \n",
      " 10  A10         690 non-null    int64  \n",
      " 11  A11         690 non-null    int64  \n",
      " 12  A12         690 non-null    int64  \n",
      " 13  A13         690 non-null    int64  \n",
      " 14  A14         690 non-null    int64  \n",
      " 15  Class       690 non-null    int64  \n",
      "dtypes: float64(3), int64(13)\n",
      "memory usage: 86.4 KB\n"
     ]
    }
   ],
   "source": [
    "# Info of the data:\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Defining X variables"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For Self Organizing Maps, only require X variables. In this case, we do not require the customerID as it is a unique variable and neither the Y (target variable) hence not using either. \n",
    "\n",
    "Though, the target variable (Y) can be used to understand if the output is matching with input or not. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Defining X variables for the input of SOM\n",
    "\n",
    "X = data.iloc[:, 1:14].values\n",
    "y = data.iloc[:, -1].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
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       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>0.0</td>\n",
       "      <td>18.83</td>\n",
       "      <td>9.540</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.085</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>0.0</td>\n",
       "      <td>27.42</td>\n",
       "      <td>14.500</td>\n",
       "      <td>2.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.085</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>1.0</td>\n",
       "      <td>41.00</td>\n",
       "      <td>0.040</td>\n",
       "      <td>2.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.040</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>560.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>690 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       0      1       2    3     4    5      6    7    8     9   10   11  \\\n",
       "0    1.0  22.08  11.460  2.0   4.0  4.0  1.585  0.0  0.0   0.0  1.0  2.0   \n",
       "1    0.0  22.67   7.000  2.0   8.0  4.0  0.165  0.0  0.0   0.0  0.0  2.0   \n",
       "2    0.0  29.58   1.750  1.0   4.0  4.0  1.250  0.0  0.0   0.0  1.0  2.0   \n",
       "3    0.0  21.67  11.500  1.0   5.0  3.0  0.000  1.0  1.0  11.0  1.0  2.0   \n",
       "4    1.0  20.17   8.170  2.0   6.0  4.0  1.960  1.0  1.0  14.0  0.0  2.0   \n",
       "..   ...    ...     ...  ...   ...  ...    ...  ...  ...   ...  ...  ...   \n",
       "685  1.0  31.57  10.500  2.0  14.0  4.0  6.500  1.0  0.0   0.0  0.0  2.0   \n",
       "686  1.0  20.67   0.415  2.0   8.0  4.0  0.125  0.0  0.0   0.0  0.0  2.0   \n",
       "687  0.0  18.83   9.540  2.0   6.0  4.0  0.085  1.0  0.0   0.0  0.0  2.0   \n",
       "688  0.0  27.42  14.500  2.0  14.0  8.0  3.085  1.0  1.0   1.0  0.0  2.0   \n",
       "689  1.0  41.00   0.040  2.0  10.0  4.0  0.040  0.0  1.0   1.0  0.0  1.0   \n",
       "\n",
       "        12  \n",
       "0    100.0  \n",
       "1    160.0  \n",
       "2    280.0  \n",
       "3      0.0  \n",
       "4     60.0  \n",
       "..     ...  \n",
       "685    0.0  \n",
       "686    0.0  \n",
       "687  100.0  \n",
       "688  120.0  \n",
       "689  560.0  \n",
       "\n",
       "[690 rows x 13 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# X variables:\n",
    "pd.DataFrame(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
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       "     0\n",
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     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Y variables:\n",
    "pd.DataFrame(y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Normalization\n",
    "\n",
    "Scaling the X variables:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "sc = MinMaxScaler(feature_range = (0, 1))\n",
    "X = sc.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
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       "      <th>12</th>\n",
       "    </tr>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.5</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.119098</td>\n",
       "      <td>0.410714</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.096541</td>\n",
       "      <td>0.291786</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.068772</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.208955</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.03</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.375000</td>\n",
       "      <td>0.5</td>\n",
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       "      <th>686</th>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.05</td>\n",
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       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.205564</td>\n",
       "      <td>0.517857</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.875</td>\n",
       "      <td>0.108246</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.014925</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.06</td>\n",
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       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.409774</td>\n",
       "      <td>0.001429</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.692308</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.001404</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.014925</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>690 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       0         1         2    3         4      5         6    7    8  \\\n",
       "0    1.0  0.125263  0.409286  0.5  0.230769  0.375  0.055614  0.0  0.0   \n",
       "1    0.0  0.134135  0.250000  0.5  0.538462  0.375  0.005789  0.0  0.0   \n",
       "2    0.0  0.238045  0.062500  0.0  0.230769  0.375  0.043860  0.0  0.0   \n",
       "3    0.0  0.119098  0.410714  0.0  0.307692  0.250  0.000000  1.0  1.0   \n",
       "4    1.0  0.096541  0.291786  0.5  0.384615  0.375  0.068772  1.0  1.0   \n",
       "..   ...       ...       ...  ...       ...    ...       ...  ...  ...   \n",
       "685  1.0  0.267970  0.375000  0.5  1.000000  0.375  0.228070  1.0  0.0   \n",
       "686  1.0  0.104060  0.014821  0.5  0.538462  0.375  0.004386  0.0  0.0   \n",
       "687  0.0  0.076391  0.340714  0.5  0.384615  0.375  0.002982  1.0  0.0   \n",
       "688  0.0  0.205564  0.517857  0.5  1.000000  0.875  0.108246  1.0  1.0   \n",
       "689  1.0  0.409774  0.001429  0.5  0.692308  0.375  0.001404  0.0  1.0   \n",
       "\n",
       "            9   10   11    12  \n",
       "0    0.000000  1.0  0.5  0.05  \n",
       "1    0.000000  0.0  0.5  0.08  \n",
       "2    0.000000  1.0  0.5  0.14  \n",
       "3    0.164179  1.0  0.5  0.00  \n",
       "4    0.208955  0.0  0.5  0.03  \n",
       "..        ...  ...  ...   ...  \n",
       "685  0.000000  0.0  0.5  0.00  \n",
       "686  0.000000  0.0  0.5  0.00  \n",
       "687  0.000000  0.0  0.5  0.05  \n",
       "688  0.014925  0.0  0.5  0.06  \n",
       "689  0.014925  0.0  0.0  0.28  \n",
       "\n",
       "[690 rows x 13 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Defining the Hyper Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set the hyper parameters\n",
    "som_grid_rows = 10\n",
    "som_grid_columns = 10\n",
    "iterations = 20000\n",
    "sigma = 1\n",
    "learning_rate = 0.5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With x = 10 and y = 10 as the respective number of rows and number of columns (dimensions) there will be 10* 10 meaning 100 segments."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "input_len are the number of features of X "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define SOM:\n",
    "som = MiniSom(x = som_grid_rows, y = som_grid_columns, input_len=13, sigma=sigma, learning_rate=learning_rate)\n",
    "\n",
    "# Initializing the weights\n",
    "som.random_weights_init(X)\n",
    "\n",
    "# Training\n",
    "som.train_random(X, iterations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Weights are:\n",
    "wts = som.weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10, 10, 13)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Shape of the weight are:\n",
    "wts.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.12332709, 0.23488921, 0.3710049 , 0.43212687, 0.31079446,\n",
       "        0.36581828, 0.23036457, 0.36748038, 0.42980559, 0.25566438],\n",
       "       [0.17165163, 0.36755836, 0.47849233, 0.54534954, 0.49966166,\n",
       "        0.3138816 , 0.45980041, 0.51044504, 0.57253016, 0.40655393],\n",
       "       [0.17393524, 0.29862725, 0.42382702, 0.42495081, 0.26576782,\n",
       "        0.24767516, 0.33542226, 0.51882612, 0.48774031, 0.25530004],\n",
       "       [0.26983226, 0.4521779 , 0.57326501, 0.48598991, 0.34565397,\n",
       "        0.27978656, 0.4512412 , 0.52481305, 0.47729991, 0.30204454],\n",
       "       [0.34110912, 0.61210979, 0.66137553, 0.67467665, 0.55241731,\n",
       "        0.4821018 , 0.49126534, 0.58537153, 0.66001445, 0.33112867],\n",
       "       [0.31230086, 0.56892102, 0.77123988, 0.64294995, 0.69544638,\n",
       "        0.51389271, 0.41281853, 0.50377188, 0.59217948, 0.47600151],\n",
       "       [0.42530133, 0.74710141, 0.76665648, 0.64105064, 0.57711048,\n",
       "        0.48646778, 0.37364377, 0.46402045, 0.60269402, 0.46885453],\n",
       "       [0.4794002 , 1.        , 0.76404547, 0.6060282 , 0.69774899,\n",
       "        0.63431218, 0.57128112, 0.48838308, 0.61767075, 0.35032636],\n",
       "       [0.50954323, 0.73962048, 0.57198493, 0.4737441 , 0.575645  ,\n",
       "        0.73645199, 0.62572879, 0.54757287, 0.42634368, 0.28916323],\n",
       "       [0.25564238, 0.54154651, 0.30438068, 0.28269415, 0.3183973 ,\n",
       "        0.3500757 , 0.36505327, 0.2789091 , 0.2219393 , 0.11873062]])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Returns the distance map from the weights:\n",
    "som.distance_map()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pcolor() is used to color all MIDs and the window is the bone()."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pylab import plot, axis, show, pcolor, colorbar, bone\n",
    "bone()\n",
    "pcolor(som.distance_map().T) # Distance map as background\n",
    "colorbar()\n",
    "show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If the outlier depicted in the heatmap is aligned or not with the actual fraud customers then cross check via:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bone()\n",
    "pcolor(som.distance_map().T)\n",
    "colorbar() #gives legend\n",
    "\n",
    "markers = ['o', 's']                     # if the observation is fraud then red circular color or else green square\n",
    "colors = ['r', 'g']\n",
    "for i, x in enumerate(X):\n",
    "    w = som.winner(x)\n",
    "    plot(w[0] + 0.5,\n",
    "         w[1] + 0.5,\n",
    "         markers[y[i]],\n",
    "         markeredgecolor = colors[y[i]],\n",
    "         markerfacecolor = 'None',\n",
    "         markersize = 10,\n",
    "         markeredgewidth = 2)\n",
    "show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The markers used to distinguish frauds are:\n",
    "    - Red Circular are Class 0 as fraud customers\n",
    "    - Green Square are Class 1 as not fraud customers\n",
    "- i is the index and x is the vector of each value and for each x first get the winning node\n",
    "- The co-ordinates of the winning node are w[0] and w[1], 0.5 is added to center the marker\n",
    "- s is a square and marker face color is the inside color of the marker\n",
    "\n",
    "There are some customers who don't have mapping above so those wouldn't be part of the segments.. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "mappings = som.win_map(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "defaultdict(list,\n",
       "            {(9,\n",
       "              8): [array([1.        , 0.12526316, 0.40928571, 0.5       , 0.23076923,\n",
       "                     0.375     , 0.05561404, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.05      ]), array([1.        , 0.67413534, 0.09678571, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.08473684, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.16      ]), array([1.        , 0.30706767, 0.1875    , 0.5       , 0.61538462,\n",
       "                     0.375     , 0.00298246, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.145     ]), array([1.        , 0.2793985 , 0.08928571, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.04385965, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.14      ]), array([1.        , 0.50496241, 0.23214286, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.03508772, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.15533835, 0.32142857, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.22300752, 0.12946429, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.05      ]), array([1.        , 0.09398496, 0.39446429, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.07017544, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.068     ]), array([1.        , 0.20556391, 0.44642857, 0.5       , 0.38461538,\n",
       "                     0.5       , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.36      ]), array([1.        , 0.21428571, 0.10714286, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.02631579, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.15      ]), array([1.        , 0.14781955, 0.06392857, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.01894737, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.068     ]), array([1.        , 0.16541353, 0.01928571, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.03508772, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.06      ]), array([1.        , 0.18917293, 0.46428571, 0.5       , 0.69230769,\n",
       "                     0.125     , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.07      ])],\n",
       "             (9,\n",
       "              0): [array([0.        , 0.13413534, 0.25      , 0.5       , 0.53846154,\n",
       "                     0.375     , 0.00578947, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.08      ]), array([0.        , 0.21684211, 0.02089286, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.00140351, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.13      ]), array([0.        , 0.37849624, 0.05946429, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.38090226, 0.14285714, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.10526316, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.24      ]), array([0.        , 0.36962406, 0.15767857, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.00438596, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.08      ]), array([0.        , 0.03263158, 0.10267857, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.00298246, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.06      ]), array([0.        , 0.08766917, 0.02375   , 0.5       , 0.61538462,\n",
       "                     0.375     , 0.05842105, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.11      ]), array([0.        , 0.03007519, 0.01339286, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.03508772, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.06      ]), array([0.        , 0.17789474, 0.        , 0.5       , 0.53846154,\n",
       "                     0.375     , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 1.        , 0.092     ]), array([0.        , 0.03879699, 0.0075    , 0.5       , 0.38461538,\n",
       "                     0.375     , 0.00438596, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.1       ]), array([0.        , 0.86962406, 0.        , 0.5       , 0.53846154,\n",
       "                     0.375     , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 1.        , 0.092     ]), array([0.        , 0.10646617, 0.30357143, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.00578947, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.29954887, 0.01339286, 0.5       , 0.92307692,\n",
       "                     0.375     , 0.01315789, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.15      ]), array([0.        , 0.13413534, 0.01196429, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.02631579, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.08      ]), array([0.        , 0.41849624, 0.03714286, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.02333333, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.12      ]), array([0.        , 0.09518797, 0.04464286, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.13533835, 0.22017857, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.00578947, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.11      ])],\n",
       "             (5,\n",
       "              9): [array([0.        , 0.23804511, 0.0625    , 0.        , 0.23076923,\n",
       "                     0.375     , 0.04385965, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.14      ]), array([0.        , 0.29067669, 0.05803571, 0.5       , 0.07692308,\n",
       "                     0.375     , 0.01894737, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.        ]), array([0.        , 0.64781955, 0.15178571, 0.        , 0.        ,\n",
       "                     0.        , 0.1754386 , 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.        ]), array([0.        , 0.59518797, 0.00589286, 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.031     ]), array([0.        , 0.19293233, 0.09071429, 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.09      ]), array([0.        , 0.57398496, 0.23214286, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.10824561, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.0365    ]), array([0.        , 0.42857143, 0.0625    , 0.        , 0.53846154,\n",
       "                     0.375     , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.075     ]), array([0.        , 0.54887218, 0.02982143, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.01754386, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.12      ]), array([0.        , 0.2481203 , 0.19642857, 0.5       , 0.23076923,\n",
       "                     0.375     , 0.19298246, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.05      ]), array([0.        , 0.14781955, 0.41071429, 0.        , 0.23076923,\n",
       "                     0.875     , 0.10526316, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.01      ]), array([0.        , 0.31699248, 0.04464286, 0.        , 0.15384615,\n",
       "                     0.875     , 0.01754386, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.08      ]), array([0.        , 0.46992481, 0.16375   , 0.5       , 0.23076923,\n",
       "                     0.875     , 0.03508772, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.12      ]), array([0.        , 0.17293233, 0.44642857, 0.5       , 0.07692308,\n",
       "                     0.375     , 0.03508772, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.09      ]), array([0.        , 0.13157895, 0.01482143, 0.5       , 0.15384615,\n",
       "                     0.375     , 0.01175439, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.072     ])],\n",
       "             (2,\n",
       "              8): [array([0.        , 0.11909774, 0.41071429, 0.        , 0.30769231,\n",
       "                     0.25      , 0.        , 1.        , 1.        , 0.1641791 ,\n",
       "                     1.        , 0.5       , 0.        ]), array([0.        , 0.5112782 , 0.28571429, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.27631579, 1.        , 1.        , 0.08955224,\n",
       "                     1.        , 0.5       , 0.        ]), array([0.        , 0.50631579, 0.10714286, 0.5       , 1.        ,\n",
       "                     0.375     , 0.48684211, 1.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.2595    ]), array([0.        , 0.10526316, 0.36607143, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.02491228, 1.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.0245    ]), array([0.        , 0.16541353, 0.44642857, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.05263158, 1.        , 1.        , 0.17910448,\n",
       "                     1.        , 0.5       , 0.06      ]), array([0.        , 0.48616541, 0.10714286, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.08333333, 1.        , 1.        , 0.11940299,\n",
       "                     1.        , 0.5       , 0.198     ]), array([0.        , 0.07774436, 0.33035714, 0.        , 0.53846154,\n",
       "                     0.375     , 0.03508772, 1.        , 1.        , 0.05970149,\n",
       "                     1.        , 0.5       , 0.04      ]), array([0.        , 0.14661654, 0.32142857, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.29824561, 1.        , 1.        , 0.07462687,\n",
       "                     1.        , 0.5       , 0.06      ]), array([0.        , 0.2518797 , 0.23214286, 0.5       , 0.53846154,\n",
       "                     0.5       , 0.14035088, 1.        , 1.        , 0.10447761,\n",
       "                     1.        , 0.5       , 0.        ]), array([0.        , 0.13278195, 0.38392857, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.0145614 , 1.        , 1.        , 0.07462687,\n",
       "                     1.        , 0.5       , 0.        ]), array([0.        , 0.14541353, 0.02821429, 0.        , 0.76923077,\n",
       "                     0.375     , 0.05263158, 1.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.04      ]), array([0.        , 0.2443609 , 0.18892857, 0.5       , 0.69230769,\n",
       "                     0.125     , 0.07894737, 1.        , 1.        , 0.07462687,\n",
       "                     1.        , 0.5       , 0.0495    ]), array([0.        , 0.07639098, 0.33928571, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.05701754, 1.        , 1.        , 0.08955224,\n",
       "                     1.        , 0.5       , 0.02      ]), array([0.        , 0.41233083, 0.23214286, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.01754386, 1.        , 1.        , 0.04477612,\n",
       "                     1.        , 0.5       , 0.0725    ]), array([0.        , 0.22556391, 0.13392857, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.03807018, 1.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.1855    ]), array([0.        , 0.2243609 , 0.03714286, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.0877193 , 1.        , 1.        , 0.07462687,\n",
       "                     1.        , 0.5       , 0.15      ]), array([0.        , 0.48240602, 0.375     , 0.5       , 0.76923077,\n",
       "                     0.375     , 0.1754386 , 1.        , 1.        , 0.10447761,\n",
       "                     1.        , 0.5       , 0.        ]), array([0.        , 0.22180451, 0.03571429, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.03508772, 1.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.0835    ]), array([0.        , 0.45744361, 0.23803571, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.25877193, 1.        , 1.        , 0.04477612,\n",
       "                     1.        , 0.5       , 0.        ]), array([0.        , 0.09022556, 0.02678571, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.02789474, 1.        , 1.        , 0.07462687,\n",
       "                     1.        , 0.5       , 0.07      ])],\n",
       "             (2,\n",
       "              2): [array([1.        , 0.09654135, 0.29178571, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.06877193, 1.        , 1.        , 0.20895522,\n",
       "                     0.        , 0.5       , 0.03      ]), array([1.        , 0.39473684, 0.23214286, 0.5       , 0.38461538,\n",
       "                     0.5       , 0.12280702, 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.07142857, 0.07142857, 0.5       , 0.15384615,\n",
       "                     0.375     , 0.05263158, 1.        , 1.        , 0.02985075,\n",
       "                     0.        , 0.5       , 0.06      ]), array([1.        , 0.32210526, 0.08928571, 0.5       , 0.23076923,\n",
       "                     0.375     , 0.15789474, 1.        , 1.        , 0.10447761,\n",
       "                     0.        , 0.5       , 0.075     ]), array([1.        , 0.31082707, 0.15178571, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.11403509, 1.        , 1.        , 0.02985075,\n",
       "                     0.        , 0.5       , 0.137     ]), array([1.        , 0.15293233, 0.05357143, 0.5       , 0.07692308,\n",
       "                     0.875     , 0.06578947, 1.        , 1.        , 0.08955224,\n",
       "                     0.        , 0.5       , 0.1       ]), array([1.        , 0.11398496, 0.26785714, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.04964912, 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.04      ]), array([1.        , 0.11909774, 0.04160714, 0.        , 0.23076923,\n",
       "                     0.375     , 0.0877193 , 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.09      ])],\n",
       "             (6,\n",
       "              0): [array([0.        , 0.0312782 , 0.02089286, 0.5       , 0.53846154,\n",
       "                     0.875     , 0.05263158, 1.        , 1.        , 0.02985075,\n",
       "                     0.        , 0.5       , 0.05      ]), array([0.        , 0.67548872, 0.15928571, 0.5       , 0.76923077,\n",
       "                     0.875     , 0.10666667, 1.        , 1.        , 0.08955224,\n",
       "                     0.        , 0.5       , 0.0215    ]), array([0.        , 0.09894737, 0.35714286, 0.5       , 0.53846154,\n",
       "                     0.875     , 0.03508772, 1.        , 1.        , 0.05970149,\n",
       "                     0.        , 0.5       , 0.025     ]), array([0.        , 0.16541353, 0.10714286, 0.5       , 0.76923077,\n",
       "                     0.875     , 0.06438596, 1.        , 1.        , 0.28358209,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.29067669, 0.16517857, 0.5       , 0.76923077,\n",
       "                     0.875     , 0.05701754, 1.        , 1.        , 0.02985075,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.13037594, 0.40178571, 0.        , 1.        ,\n",
       "                     0.875     , 0.02631579, 1.        , 1.        , 0.05970149,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.08902256, 0.0075    , 0.5       , 0.76923077,\n",
       "                     0.875     , 0.01017544, 1.        , 1.        , 0.1641791 ,\n",
       "                     0.        , 0.5       , 0.04      ]), array([0.        , 0.39969925, 0.26928571, 0.        , 0.76923077,\n",
       "                     0.875     , 0.28070175, 1.        , 1.        , 0.20895522,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.08150376, 0.30660714, 0.5       , 0.92307692,\n",
       "                     0.875     , 0.02631579, 1.        , 1.        , 0.10447761,\n",
       "                     0.        , 0.5       , 0.048     ]), array([0.        , 0.15533835, 0.01785714, 0.5       , 0.76923077,\n",
       "                     0.875     , 0.04385965, 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.5037594 , 0.02678571, 0.5       , 0.76923077,\n",
       "                     0.875     , 0.09649123, 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.1665    ]), array([0.        , 0.16917293, 0.44035714, 0.5       , 0.92307692,\n",
       "                     0.875     , 0.12280702, 1.        , 1.        , 0.08955224,\n",
       "                     0.        , 0.5       , 0.2       ]), array([0.        , 0.32586466, 0.42857143, 0.5       , 0.76923077,\n",
       "                     0.875     , 0.49122807, 1.        , 1.        , 0.11940299,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.06135338, 0.39285714, 0.5       , 1.        ,\n",
       "                     0.875     , 0.03508772, 1.        , 1.        , 0.1641791 ,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.22180451, 0.10857143, 0.        , 1.        ,\n",
       "                     0.875     , 0.08912281, 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.035     ]), array([0.        , 0.19804511, 0.48214286, 0.5       , 0.76923077,\n",
       "                     0.875     , 0.1754386 , 1.        , 1.        , 0.02985075,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.20556391, 0.51785714, 0.5       , 1.        ,\n",
       "                     0.875     , 0.10824561, 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.06      ])],\n",
       "             (9,\n",
       "              3): [array([1.        , 0.05518797, 0.23214286, 0.5       , 0.15384615,\n",
       "                     0.375     , 0.00438596, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.03      ]), array([1.        , 0.08646617, 0.34232143, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.0277193 , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.04      ]), array([1.        , 0.2243609 , 0.51785714, 0.5       , 0.07692308,\n",
       "                     0.375     , 0.00438596, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.12781955, 0.32142857, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.00298246, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.33714286, 0.19642857, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.1754386 , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.105     ]), array([1.        , 0.23308271, 0.46428571, 0.5       , 0.07692308,\n",
       "                     0.875     , 0.01754386, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.114     ]), array([1.        , 0.07263158, 0.20392857, 0.5       , 0.07692308,\n",
       "                     0.375     , 0.01894737, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.06      ]), array([1.        , 0.12661654, 0.08035714, 0.5       , 0.15384615,\n",
       "                     0.375     , 0.00438596, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.08      ]), array([1.        , 0.12526316, 0.08339286, 0.5       , 0.23076923,\n",
       "                     0.375     , 0.02631579, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.09      ]), array([1.        , 0.33714286, 0.64732143, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.00298246, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.16      ]), array([1.        , 0.06646617, 0.36607143, 0.5       , 0.53846154,\n",
       "                     0.875     , 0.03807018, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.16      ]), array([1.        , 0.13533835, 0.41071429, 0.5       , 0.15384615,\n",
       "                     0.375     , 0.0145614 , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.30075188, 0.09821429, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.09      ]), array([1.        , 0.07263158, 0.3675    , 0.5       , 0.        ,\n",
       "                     0.        , 0.0145614 , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.04      ]), array([1.        , 0.14661654, 0.09821429, 0.5       , 0.        ,\n",
       "                     0.        , 0.15789474, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.08      ]), array([1.        , 0.09398496, 0.        , 0.5       , 0.07692308,\n",
       "                     0.375     , 0.01754386, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.072     ])],\n",
       "             (9,\n",
       "              5): [array([1.        , 0.21172932, 0.03571429, 0.        , 0.07692308,\n",
       "                     0.875     , 0.10526316, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.088     ]), array([1.        , 0.09398496, 0.04464286, 0.        , 0.23076923,\n",
       "                     0.375     , 0.00438596, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.07      ]), array([1.        , 0.13157895, 0.00446429, 0.        , 0.23076923,\n",
       "                     0.375     , 0.00438596, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.1       ]), array([1.        , 0.11022556, 0.14732143, 0.        , 0.15384615,\n",
       "                     0.875     , 0.00140351, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.07      ]), array([1.        , 0.21684211, 0.00446429, 0.        , 0.23076923,\n",
       "                     0.375     , 0.00298246, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.108     ]), array([1.        , 0.2718797 , 0.00142857, 0.        , 0.46153846,\n",
       "                     0.375     , 0.00140351, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.10526316, 0.18160714, 0.        , 0.30769231,\n",
       "                     0.375     , 0.01017544, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.07      ]), array([1.        , 0.26796992, 0.10714286, 0.        , 0.15384615,\n",
       "                     0.5       , 0.24561404, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.03759398, 0.        , 0.        , 0.38461538,\n",
       "                     0.375     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.03      ]), array([1.        , 0.24180451, 0.04464286, 0.        , 0.23076923,\n",
       "                     0.375     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.112     ]), array([1.        , 0.06511278, 0.24107143, 0.        , 0.46153846,\n",
       "                     0.375     , 0.00140351, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.07      ])],\n",
       "             (2,\n",
       "              7): [array([0.        , 0.63157895, 0.25285714, 0.5       , 0.23076923,\n",
       "                     0.875     , 0.23684211, 1.        , 1.        , 0.04477612,\n",
       "                     1.        , 0.5       , 0.05      ]), array([0.        , 0.5       , 0.46428571, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.18122807, 1.        , 1.        , 0.13432836,\n",
       "                     1.        , 0.5       , 0.        ]), array([0.        , 0.30075188, 0.02678571, 0.5       , 0.23076923,\n",
       "                     0.5       , 0.03508772, 1.        , 1.        , 0.04477612,\n",
       "                     1.        , 0.5       , 0.106     ]), array([0.        , 0.54631579, 0.44785714, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.08035088, 1.        , 1.        , 0.04477612,\n",
       "                     1.        , 0.5       , 0.078     ]), array([0.        , 0.77323308, 0.5       , 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 1.        , 1.        , 0.1641791 ,\n",
       "                     1.        , 0.5       , 0.        ])],\n",
       "             (3,\n",
       "              5): [array([1.        , 0.29699248, 0.0625    , 0.5       , 1.        ,\n",
       "                     0.875     , 0.15789474, 1.        , 1.        , 0.05970149,\n",
       "                     1.        , 0.5       , 0.1265    ]), array([1.        , 0.41609023, 0.17857143, 0.5       , 0.76923077,\n",
       "                     0.875     , 0.1754386 , 1.        , 1.        , 0.08955224,\n",
       "                     1.        , 0.5       , 0.235     ]), array([1.        , 0.31834586, 0.17857143, 0.5       , 1.        ,\n",
       "                     0.875     , 0.26315789, 1.        , 1.        , 0.08955224,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.28571429, 0.05357143, 0.5       , 0.92307692,\n",
       "                     0.875     , 0.19298246, 1.        , 1.        , 0.04477612,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.20300752, 0.05660714, 0.5       , 0.92307692,\n",
       "                     0.875     , 0.06438596, 1.        , 1.        , 0.17910448,\n",
       "                     1.        , 0.5       , 0.2915    ]), array([1.        , 0.17924812, 0.44642857, 0.5       , 0.92307692,\n",
       "                     0.375     , 0.04245614, 1.        , 1.        , 1.        ,\n",
       "                     1.        , 0.5       , 0.07      ]), array([1.        , 0.28451128, 0.19642857, 0.5       , 0.76923077,\n",
       "                     0.875     , 0.19298246, 1.        , 1.        , 0.17910448,\n",
       "                     1.        , 0.5       , 0.204     ])],\n",
       "             (1,\n",
       "              6): [array([1.        , 0.10406015, 0.04464286, 0.        , 0.53846154,\n",
       "                     0.875     , 0.04824561, 1.        , 1.        , 0.04477612,\n",
       "                     1.        , 0.5       , 0.07      ]), array([1.        , 0.21804511, 0.18      , 0.        , 0.53846154,\n",
       "                     0.5       , 0.05263158, 1.        , 1.        , 0.11940299,\n",
       "                     1.        , 0.5       , 0.072     ]), array([1.        , 0.30571429, 0.00285714, 0.        , 0.46153846,\n",
       "                     0.5       , 0.00140351, 1.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.14      ]), array([1.        , 0.44105263, 0.01339286, 0.        , 0.53846154,\n",
       "                     0.375     , 0.01315789, 1.        , 1.        , 0.11940299,\n",
       "                     1.        , 0.5       , 0.15      ]), array([1.        , 0.12285714, 0.01928571, 0.        , 1.        ,\n",
       "                     0.375     , 0.00140351, 1.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.42      ]), array([1.        , 0.10902256, 0.17107143, 0.        , 0.61538462,\n",
       "                     0.375     , 0.07894737, 1.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.04      ]), array([1.        , 0.14781955, 0.01642857, 0.        , 0.61538462,\n",
       "                     0.375     , 0.09210526, 1.        , 1.        , 0.08955224,\n",
       "                     1.        , 0.5       , 0.104     ]), array([1.        , 0.19428571, 0.0625    , 0.        , 0.53846154,\n",
       "                     0.375     , 0.03508772, 1.        , 1.        , 0.07462687,\n",
       "                     1.        , 0.5       , 0.08      ]), array([1.        , 0.20796992, 0.07285714, 0.        , 0.38461538,\n",
       "                     0.375     , 0.07017544, 1.        , 1.        , 0.04477612,\n",
       "                     1.        , 0.5       , 0.185     ]), array([1.        , 0.        , 0.14285714, 0.        , 0.61538462,\n",
       "                     0.375     , 0.06140351, 1.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.06      ]), array([1.        , 0.29203008, 0.11303571, 0.        , 1.        ,\n",
       "                     0.375     , 0.11105263, 1.        , 1.        , 0.04477612,\n",
       "                     1.        , 0.5       , 0.19      ])],\n",
       "             (9,\n",
       "              2): [array([1.        , 0.5162406 , 0.21571429, 0.5       , 0.23076923,\n",
       "                     0.375     , 0.00140351, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.41233083, 0.04767857, 0.5       , 0.07692308,\n",
       "                     0.375     , 0.00578947, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.084     ]), array([1.        , 0.39353383, 0.17857143, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.00736842, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.275     ]), array([1.        , 0.43609023, 0.14589286, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.00140351, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.054     ]), array([1.        , 0.41729323, 0.055     , 0.5       , 0.15384615,\n",
       "                     0.5       , 0.12280702, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.108     ]), array([1.        , 0.55639098, 0.02089286, 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.0725    ]), array([1.        , 0.26796992, 0.02232143, 0.5       , 0.23076923,\n",
       "                     0.375     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.19      ]), array([1.        , 0.53263158, 0.08178571, 0.5       , 0.        ,\n",
       "                     0.        , 0.01017544, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.1       ]), array([1.        , 0.33578947, 0.09071429, 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.5162406 , 0.13392857, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.03508772, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.05      ])],\n",
       "             (2,\n",
       "              4): [array([1.        , 0.23804511, 0.16071429, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.26315789, 1.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.165     ]), array([1.        , 0.14030075, 0.08928571, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.03807018, 1.        , 1.        , 0.1641791 ,\n",
       "                     1.        , 0.5       , 0.03      ]), array([1.        , 0.18045113, 0.01785714, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.05122807, 1.        , 1.        , 0.07462687,\n",
       "                     1.        , 0.5       , 0.156     ]), array([1.        , 0.17413534, 0.02071429, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.01017544, 1.        , 1.        , 0.10447761,\n",
       "                     1.        , 0.5       , 0.048     ]), array([1.        , 0.21804511, 0.03125   , 0.5       , 0.46153846,\n",
       "                     0.375     , 0.03368421, 1.        , 1.        , 0.04477612,\n",
       "                     1.        , 0.5       , 0.198     ]), array([1.        , 0.38090226, 0.21428571, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.04526316, 1.        , 1.        , 0.07462687,\n",
       "                     1.        , 0.5       , 0.054     ]), array([1.        , 0.21172932, 0.055     , 0.5       , 0.61538462,\n",
       "                     0.375     , 0.13157895, 1.        , 1.        , 0.07462687,\n",
       "                     1.        , 0.5       , 0.05      ]), array([1.        , 0.09654135, 0.33035714, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.05842105, 1.        , 1.        , 0.04477612,\n",
       "                     1.        , 0.5       , 0.02      ]), array([1.        , 0.2318797 , 0.125     , 0.5       , 0.61538462,\n",
       "                     0.375     , 0.12280702, 1.        , 1.        , 0.04477612,\n",
       "                     1.        , 0.5       , 0.1645    ]), array([1.        , 0.42601504, 0.03714286, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.1754386 , 1.        , 1.        , 0.08955224,\n",
       "                     1.        , 0.5       , 0.25      ]), array([1.        , 0.30706767, 0.3275    , 0.5       , 0.53846154,\n",
       "                     0.375     , 0.15789474, 1.        , 1.        , 0.17910448,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.10150376, 0.08625   , 0.5       , 0.53846154,\n",
       "                     0.375     , 0.07017544, 1.        , 1.        , 0.1641791 ,\n",
       "                     1.        , 0.5       , 0.1       ])],\n",
       "             (5,\n",
       "              0): [array([0.        , 0.07774436, 0.32142857, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.02631579, 1.        , 1.        , 0.02985075,\n",
       "                     0.        , 0.5       , 0.044     ]), array([0.        , 0.13037594, 0.20232143, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.09070175, 1.        , 1.        , 0.10447761,\n",
       "                     0.        , 0.5       , 0.0645    ]), array([0.        , 0.25443609, 0.42857143, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.07017544, 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.11      ]), array([0.        , 0.27699248, 0.05214286, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.03807018, 1.        , 1.        , 0.23880597,\n",
       "                     0.        , 0.5       , 0.06      ]), array([0.        , 0.10030075, 0.02982143, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.05561404, 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.07518797, 0.26785714, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.09508772, 1.        , 1.        , 0.07462687,\n",
       "                     0.        , 0.5       , 0.092     ]), array([0.        , 0.10406015, 0.10714286, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.00578947, 1.        , 1.        , 0.04477612,\n",
       "                     0.        , 0.5       , 0.05      ]), array([0.        , 0.16165414, 0.45535714, 0.5       , 0.53846154,\n",
       "                     0.5       , 0.16666667, 1.        , 1.        , 0.02985075,\n",
       "                     0.        , 0.5       , 0.0365    ]), array([0.        , 0.33458647, 0.03571429, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.07017544, 1.        , 1.        , 0.1641791 ,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.21684211, 0.01339286, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.02052632, 1.        , 1.        , 0.05970149,\n",
       "                     0.        , 0.5       , 0.04      ]), array([0.        , 0.13157895, 0.30357143, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.06140351, 1.        , 1.        , 0.14925373,\n",
       "                     0.        , 0.5       , 0.04      ]), array([0.        , 0.11654135, 0.21428571, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.0877193 , 1.        , 1.        , 0.04477612,\n",
       "                     0.        , 0.5       , 0.04      ]), array([0.        , 0.10406015, 0.06553571, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.07315789, 1.        , 1.        , 0.07462687,\n",
       "                     0.        , 0.5       , 0.11      ]), array([0.        , 0.17548872, 0.04017857, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.04526316, 1.        , 1.        , 0.02985075,\n",
       "                     0.        , 0.5       , 0.1       ]), array([0.        , 0.07022556, 0.33035714, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.04245614, 1.        , 1.        , 0.05970149,\n",
       "                     0.        , 0.5       , 0.03      ]), array([0.        , 0.14285714, 0.20982143, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.11122807, 1.        , 1.        , 0.14925373,\n",
       "                     0.        , 0.5       , 0.06      ])],\n",
       "             (4,\n",
       "              8): [array([0.        , 0.08150376, 0.02089286, 0.        , 0.38461538,\n",
       "                     0.375     , 0.02052632, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.08      ]), array([0.        , 0.16917293, 0.03125   , 0.5       , 1.        ,\n",
       "                     0.875     , 0.03649123, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.08      ]), array([0.        , 0.22300752, 0.12642857, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.01754386, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.0855    ]), array([0.        , 0.17413534, 0.07446429, 0.5       , 0.53846154,\n",
       "                     0.875     , 0.09649123, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.18      ]), array([0.        , 0.17037594, 0.09071429, 0.        , 0.38461538,\n",
       "                     0.375     , 0.00877193, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.185     ]), array([0.        , 0.65157895, 0.01196429, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.03508772, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.126     ]), array([0.        , 0.53007519, 0.05357143, 0.5       , 0.30769231,\n",
       "                     0.25      , 0.        , 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.05      ]), array([0.        , 0.37338346, 0.17857143, 0.5       , 0.92307692,\n",
       "                     0.375     , 0.47368421, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.49      ]), array([0.        , 0.34586466, 0.18303571, 0.5       , 0.69230769,\n",
       "                     0.375     , 0.1754386 , 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.        ]), array([0.        , 0.13157895, 0.39285714, 0.        , 0.76923077,\n",
       "                     0.375     , 0.10526316, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.134     ]), array([0.        , 0.05759398, 0.32142857, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.04824561, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.        ]), array([0.        , 0.26796992, 0.125     , 0.5       , 0.07692308,\n",
       "                     0.375     , 0.10526316, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.15      ]), array([0.        , 0.41473684, 0.03571429, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.07894737, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.        ]), array([0.        , 0.36842105, 0.21428571, 0.5       , 0.23076923,\n",
       "                     0.375     , 0.03508772, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.        ]), array([0.        , 0.22300752, 0.05946429, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.08473684, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.22      ]), array([0.        , 0.36090226, 0.19642857, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.00438596, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.114     ]), array([0.        , 0.18045113, 0.01785714, 0.5       , 0.53846154,\n",
       "                     0.875     , 0.03070175, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.2455    ])],\n",
       "             (6,\n",
       "              4): [array([1.        , 0.41849624, 0.0625    , 0.5       , 0.23076923,\n",
       "                     0.375     , 0.00736842, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.08      ]), array([1.        , 0.40857143, 0.02982143, 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.065     ]), array([1.        , 0.43609023, 0.10714286, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.03508772, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.44240602, 0.08035714, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.02631579, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.28      ]), array([1.        , 0.22556391, 0.04160714, 0.5       , 0.23076923,\n",
       "                     0.375     , 0.01754386, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.14      ]), array([1.        , 0.52      , 0.42857143, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.56140351, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.055     ]), array([1.        , 0.14285714, 0.03571429, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.02929825, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.15      ]), array([1.        , 0.03759398, 0.02982143, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.00298246, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.1       ]), array([1.        , 0.45864662, 0.01785714, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.37719298, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.2       ]), array([1.        , 0.41473684, 0.        , 0.5       , 0.53846154,\n",
       "                     0.5       , 0.52631579, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.06511278, 0.19642857, 0.5       , 0.23076923,\n",
       "                     0.375     , 0.01754386, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.04      ]), array([1.        , 0.09654135, 0.20089286, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.06      , 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.06      ]), array([1.        , 0.42481203, 0.00732143, 0.5       , 0.15384615,\n",
       "                     0.875     , 0.17982456, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.2       ]), array([1.        , 0.39218045, 0.01785714, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.00877193, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.144     ]), array([1.        , 0.51759398, 0.125     , 0.5       , 0.38461538,\n",
       "                     0.375     , 0.12280702, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.115     ])],\n",
       "             (2,\n",
       "              6): [array([1.        , 0.29203008, 0.10857143, 0.        , 0.53846154,\n",
       "                     0.875     , 0.07157895, 1.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.09      ]), array([1.        , 0.27819549, 0.00589286, 0.        , 0.53846154,\n",
       "                     0.875     , 0.11403509, 1.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.216     ])],\n",
       "             (2,\n",
       "              5): [array([1.        , 0.19924812, 0.02678571, 0.5       , 0.53846154,\n",
       "                     0.875     , 0.14912281, 1.        , 1.        , 0.04477612,\n",
       "                     1.        , 0.5       , 0.156     ]), array([1.        , 0.14030075, 0.41071429, 0.5       , 0.61538462,\n",
       "                     0.875     , 0.0745614 , 1.        , 1.        , 0.1641791 ,\n",
       "                     1.        , 0.5       , 0.145     ]), array([1.        , 0.21428571, 0.07142857, 0.5       , 0.23076923,\n",
       "                     0.875     , 0.14614035, 1.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.0905    ]), array([1.        , 0.35458647, 0.23214286, 0.5       , 0.46153846,\n",
       "                     0.875     , 0.14912281, 1.        , 1.        , 0.17910448,\n",
       "                     1.        , 0.5       , 0.0465    ])],\n",
       "             (6,\n",
       "              9): [array([0.        , 0.10030075, 0.375     , 0.        , 1.        ,\n",
       "                     0.875     , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.077     ]), array([0.        , 0.08646617, 0.00589286, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.00140351, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.19      ]), array([0.        , 0.2406015 , 0.02375   , 0.5       , 0.61538462,\n",
       "                     0.375     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.15      ]), array([0.        , 0.12030075, 0.41964286, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.09      ]), array([0.        , 0.18676692, 0.07142857, 0.5       , 0.30769231,\n",
       "                     0.25      , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.138     ]), array([0.        , 0.13789474, 0.04464286, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.06      ]), array([0.        , 0.16661654, 0.16071429, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.03508772, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.18      ]), array([0.        , 0.06511278, 0.01339286, 1.        , 0.92307692,\n",
       "                     0.        , 0.35087719, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.15      ]), array([0.        , 0.47488722, 0.03571429, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.00438596, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.1315    ]), array([0.        , 0.29323308, 0.08928571, 0.        , 0.53846154,\n",
       "                     0.375     , 0.0877193 , 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.        ]), array([0.        , 0.14661654, 0.05357143, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.03070175, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.08      ]), array([0.        , 0.29203008, 0.08035714, 0.        , 0.92307692,\n",
       "                     0.375     , 0.12280702, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.1       ]), array([0.        , 0.20932331, 0.07285714, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.09      ]), array([0.        , 0.27819549, 0.05357143, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.186     ])],\n",
       "             (7,\n",
       "              6): [array([1.        , 0.58015038, 0.04910714, 0.        , 0.53846154,\n",
       "                     0.875     , 0.33192982, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.1       ]), array([1.        , 0.32330827, 0.11303571, 0.5       , 1.        ,\n",
       "                     0.875     , 0.13157895, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.34      ]), array([1.        , 0.42736842, 0.18      , 0.5       , 0.76923077,\n",
       "                     0.875     , 0.44736842, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.046     ]), array([1.        , 0.29203008, 0.03714286, 0.5       , 0.84615385,\n",
       "                     0.875     , 0.22807018, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.082     ]), array([1.        , 0.40857143, 0.08035714, 0.        , 1.        ,\n",
       "                     0.875     , 0.35087719, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.088     ]), array([1.        , 0.30827068, 0.10714286, 0.5       , 0.92307692,\n",
       "                     0.875     , 0.26017544, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.69052632, 0.055     , 0.5       , 0.76923077,\n",
       "                     0.375     , 0.00438596, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.13      ]), array([1.        , 0.5237594 , 0.23214286, 0.5       , 0.76923077,\n",
       "                     0.875     , 0.21052632, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.175     ]), array([1.        , 0.28451128, 0.32142857, 0.        , 0.61538462,\n",
       "                     0.875     , 0.18421053, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.077     ]), array([1.        , 0.34466165, 0.11607143, 0.5       , 0.76923077,\n",
       "                     0.875     , 0.31578947, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.051     ]), array([1.        , 0.27443609, 0.0625    , 0.        , 0.69230769,\n",
       "                     0.875     , 0.00140351, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.1965    ]), array([1.        , 0.16045113, 0.44053571, 0.5       , 0.76923077,\n",
       "                     0.875     , 0.05561404, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.06      ])],\n",
       "             (0,\n",
       "              4): [array([1.        , 0.43729323, 0.04464286, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.48684211, 0.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.176     ])],\n",
       "             (0,\n",
       "              3): [array([1.        , 0.91849624, 0.67857143, 0.        , 0.        ,\n",
       "                     0.        , 0.00140351, 0.        , 1.        , 0.02985075,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.26315789, 0.10125   , 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 1.        , 0.07462687,\n",
       "                     0.        , 0.5       , 0.088     ]), array([1.        , 0.07894737, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 1.        , 0.05970149,\n",
       "                     0.        , 0.5       , 0.0225    ]), array([1.        , 0.08766917, 0.02089286, 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 1.        , 0.04477612,\n",
       "                     0.        , 0.5       , 0.175     ]), array([1.        , 0.26315789, 0.04017857, 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.048     ]), array([1.        , 0.38842105, 0.17857143, 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 1.        , 0.02985075,\n",
       "                     0.        , 0.5       , 0.0085    ]), array([1.        , 0.27819549, 0.5       , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 1.        , 0.02985075,\n",
       "                     0.        , 0.5       , 0.08      ]), array([1.        , 0.83338346, 0.32142857, 0.5       , 0.        ,\n",
       "                     0.        , 0.14035088, 0.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.035     ])],\n",
       "             (5,\n",
       "              6): [array([1.        , 0.16917293, 0.44642857, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.10526316, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.01      ]), array([1.        , 0.15909774, 0.23660714, 0.        , 0.07692308,\n",
       "                     0.375     , 0.19298246, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.05      ]), array([1.        , 0.35218045, 0.14285714, 0.5       , 0.53846154,\n",
       "                     0.5       , 0.1754386 , 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.14      ]), array([1.        , 0.2793985 , 0.26785714, 0.5       , 0.69230769,\n",
       "                     0.5       , 0.05561404, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.21      ]), array([1.        , 0.26796992, 0.01785714, 0.5       , 0.53846154,\n",
       "                     0.5       , 0.02929825, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.16      ]), array([1.        , 0.26796992, 0.01339286, 0.5       , 0.07692308,\n",
       "                     0.375     , 0.03070175, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.464     ]), array([1.        , 0.13909774, 0.02678571, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.01754386, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.16      ])],\n",
       "             (0,\n",
       "              7): [array([1.        , 0.38842105, 0.49696429, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.30263158, 1.        , 1.        , 0.08955224,\n",
       "                     1.        , 0.5       , 0.035     ]), array([1.        , 0.23308271, 0.52821429, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.17684211, 1.        , 1.        , 0.07462687,\n",
       "                     1.        , 0.5       , 0.084     ]), array([1.        , 0.16917293, 0.42857143, 0.5       , 0.23076923,\n",
       "                     0.375     , 0.07894737, 1.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.06      ]), array([1.        , 0.53759398, 0.27089286, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.26614035, 1.        , 1.        , 0.2238806 ,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.69669173, 0.51785714, 0.5       , 0.        ,\n",
       "                     0.        , 0.63157895, 1.        , 1.        , 0.2238806 ,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.61398496, 0.33625   , 0.5       , 0.        ,\n",
       "                     0.        , 0.50578947, 1.        , 1.        , 0.1641791 ,\n",
       "                     1.        , 0.5       , 0.015     ]), array([1.        , 0.64406015, 0.66071429, 0.5       , 0.07692308,\n",
       "                     0.5       , 0.52631579, 1.        , 1.        , 0.25373134,\n",
       "                     1.        , 0.5       , 0.        ])],\n",
       "             (6,\n",
       "              3): [array([1.        , 0.14165414, 0.        , 0.5       , 0.92307692,\n",
       "                     0.375     , 0.00298246, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.19548872, 0.04017857, 0.5       , 1.        ,\n",
       "                     0.875     , 0.04385965, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.14541353, 0.02089286, 0.5       , 0.53846154,\n",
       "                     0.875     , 0.00298246, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.09      ]), array([1.        , 0.13413534, 0.375     , 0.5       , 0.76923077,\n",
       "                     0.875     , 0.04684211, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.05      ]), array([1.        , 0.12526316, 0.39285714, 0.5       , 0.92307692,\n",
       "                     0.375     , 0.02333333, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.05      ]), array([1.        , 0.24315789, 0.06553571, 0.5       , 0.53846154,\n",
       "                     0.875     , 0.15210526, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.13      ]), array([1.        , 0.56646617, 0.00142857, 0.5       , 1.        ,\n",
       "                     0.875     , 0.00140351, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.11654135, 0.34821429, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.00877193, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.07      ]), array([1.        , 0.18045113, 0.02678571, 0.5       , 0.53846154,\n",
       "                     0.5       , 0.00877193, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.1745    ]), array([1.        , 0.14406015, 0.05357143, 0.5       , 0.53846154,\n",
       "                     0.875     , 0.04964912, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.211     ]), array([1.        , 0.08150376, 0.33928571, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.05263158, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.06      ]), array([1.        , 0.13413534, 0.09071429, 0.        , 0.53846154,\n",
       "                     0.875     , 0.09070175, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.26796992, 0.375     , 0.5       , 1.        ,\n",
       "                     0.375     , 0.22807018, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ])],\n",
       "             (9,\n",
       "              7): [array([1.        , 0.13278195, 0.05357143, 0.        , 0.38461538,\n",
       "                     0.375     , 0.01894737, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.06      ]), array([1.        , 0.07894737, 0.0625    , 0.        , 0.53846154,\n",
       "                     0.375     , 0.08192982, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.056     ]), array([1.        , 0.07639098, 0.12642857, 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.09      ]), array([1.        , 0.40857143, 0.01785714, 0.        , 0.46153846,\n",
       "                     0.375     , 0.01754386, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.065     ]), array([1.        , 0.30451128, 0.19642857, 0.        , 0.53846154,\n",
       "                     0.375     , 0.05263158, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.03      ]), array([1.        , 0.16165414, 0.47625   , 0.        , 0.38461538,\n",
       "                     0.375     , 0.00140351, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.06      ]), array([1.        , 0.35714286, 0.04017857, 0.        , 0.07692308,\n",
       "                     0.375     , 0.05263158, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.2155    ]), array([1.        , 0.30451128, 0.18160714, 0.        , 0.15384615,\n",
       "                     0.5       , 0.03807018, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.24      ]), array([1.        , 0.2681203 , 0.02678571, 0.        , 0.38461538,\n",
       "                     0.375     , 0.12280702, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.16      ]), array([1.        , 0.33714286, 0.015     , 0.        , 0.61538462,\n",
       "                     0.375     , 0.01017544, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.1545    ]), array([1.        , 0.13157895, 0.41071429, 0.        , 0.46153846,\n",
       "                     0.375     , 0.05263158, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.26796992, 0.00142857, 0.        , 0.07692308,\n",
       "                     0.375     , 0.14912281, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.23      ]), array([1.        , 0.34586466, 0.00446429, 0.        , 0.53846154,\n",
       "                     0.375     , 0.05263158, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.116     ]), array([1.        , 0.28947368, 0.08928571, 0.        , 0.61538462,\n",
       "                     0.375     , 0.24561404, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.14      ]), array([1.        , 0.08150376, 0.14285714, 0.        , 0.15384615,\n",
       "                     0.375     , 0.03508772, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.18      ]), array([1.        , 0.12406015, 0.27982143, 0.        , 0.15384615,\n",
       "                     0.5       , 0.00578947, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.092     ]), array([1.        , 0.26796992, 0.14285714, 0.        , 0.15384615,\n",
       "                     0.375     , 0.00298246, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.2055    ]), array([1.        , 0.18676692, 0.44642857, 0.        , 0.23076923,\n",
       "                     0.875     , 0.04385965, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.17924812, 0.01035714, 0.        , 0.53846154,\n",
       "                     0.375     , 0.05263158, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.08      ])],\n",
       "             (1,\n",
       "              4): [array([1.        , 0.74556391, 0.01928571, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.02052632, 1.        , 1.        , 0.04477612,\n",
       "                     1.        , 0.5       , 0.09      ]), array([1.        , 0.64661654, 0.4375    , 0.5       , 0.46153846,\n",
       "                     0.375     , 0.04385965, 1.        , 1.        , 0.05970149,\n",
       "                     1.        , 0.5       , 0.1       ]), array([1.        , 0.66285714, 0.25142857, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.49122807, 1.        , 1.        , 0.08955224,\n",
       "                     1.        , 0.5       , 0.18      ]), array([1.        , 0.51007519, 0.08928571, 0.5       , 0.46153846,\n",
       "                     0.5       , 0.0877193 , 1.        , 1.        , 0.17910448,\n",
       "                     1.        , 0.5       , 0.205     ]), array([1.        , 0.45488722, 0.07142857, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.06140351, 1.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.68796992, 0.09821429, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.06140351, 1.        , 1.        , 0.07462687,\n",
       "                     1.        , 0.5       , 0.03      ])],\n",
       "             (0,\n",
       "              2): [array([1.        , 0.15037594, 0.01482143, 0.        , 0.53846154,\n",
       "                     0.375     , 0.00140351, 0.        , 1.        , 0.02985075,\n",
       "                     0.        , 0.5       , 0.064     ]), array([1.        , 0.14030075, 0.        , 0.5       , 0.23076923,\n",
       "                     0.375     , 0.03508772, 0.        , 1.        , 0.1641791 ,\n",
       "                     0.        , 0.        , 0.        ]), array([1.        , 0.12406015, 0.02821429, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.01017544, 0.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.21      ]), array([1.        , 0.07639098, 0.01482143, 0.        , 0.53846154,\n",
       "                     0.375     , 0.00578947, 0.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.1       ]), array([1.        , 0.05007519, 0.00892857, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.01175439, 0.        , 1.        , 0.05970149,\n",
       "                     0.        , 0.5       , 0.08      ]), array([1.        , 0.03879699, 0.09821429, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.02333333, 0.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.04      ]), array([1.        , 0.37097744, 0.02517857, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.01315789, 0.        , 1.        , 0.02985075,\n",
       "                     0.        , 0.5       , 0.1125    ]), array([1.        , 0.03383459, 0.11160714, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.00298246, 0.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.17172932, 0.10714286, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.04385965, 0.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.14285714, 0.45089286, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.00438596, 0.        , 1.        , 0.02985075,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.33082707, 0.08625   , 0.5       , 0.61538462,\n",
       "                     0.375     , 0.00438596, 0.        , 1.        , 0.02985075,\n",
       "                     0.        , 0.5       , 0.11      ]), array([1.        , 0.23684211, 0.02071429, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.01017544, 0.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.17      ]), array([1.        , 0.16045113, 0.07142857, 0.5       , 0.69230769,\n",
       "                     0.125     , 0.00578947, 0.        , 1.        , 0.02985075,\n",
       "                     0.        , 0.5       , 0.16      ]), array([1.        , 0.05759398, 0.35714286, 0.5       , 0.61538462,\n",
       "                     0.875     , 0.00578947, 0.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.06      ]), array([1.        , 0.08526316, 0.25892857, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.00140351, 0.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.05      ]), array([1.        , 0.15533835, 0.03125   , 0.5       , 0.46153846,\n",
       "                     0.375     , 0.00298246, 0.        , 1.        , 0.05970149,\n",
       "                     0.        , 0.5       , 0.127     ]), array([1.        , 0.17548872, 0.01928571, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.00578947, 0.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.136     ]), array([1.        , 0.40977444, 0.00142857, 0.5       , 0.69230769,\n",
       "                     0.375     , 0.00140351, 0.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.        , 0.28      ])],\n",
       "             (7,\n",
       "              1): [array([0.        , 0.16165414, 0.0625    , 0.        , 0.53846154,\n",
       "                     0.375     , 0.00578947, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.066     ]), array([0.        , 0.23684211, 0.07142857, 0.        , 0.69230769,\n",
       "                     0.875     , 0.07017544, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.128     ]), array([0.        , 0.06646617, 0.35714286, 0.        , 0.76923077,\n",
       "                     0.875     , 0.00578947, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.17      ]), array([0.        , 0.10646617, 0.01785714, 0.        , 0.69230769,\n",
       "                     0.125     , 0.03508772, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.13      ]), array([0.        , 0.19172932, 0.09678571, 0.        , 0.53846154,\n",
       "                     0.375     , 0.00298246, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.04      ]), array([0.        , 0.13157895, 0.30214286, 0.        , 1.        ,\n",
       "                     0.375     , 0.08631579, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.082     ]), array([0.        , 0.12030075, 0.0625    , 0.        , 0.30769231,\n",
       "                     0.25      , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.08      ]), array([0.        , 0.15909774, 0.08928571, 0.        , 0.15384615,\n",
       "                     0.5       , 0.15789474, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.1       ]), array([0.        , 0.27067669, 0.10714286, 0.        , 0.30769231,\n",
       "                     0.25      , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.08      ]), array([0.        , 0.23684211, 0.03875   , 0.        , 1.        ,\n",
       "                     0.375     , 0.03508772, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.14      ]), array([0.        , 0.29323308, 0.10714286, 0.        , 0.38461538,\n",
       "                     0.375     , 0.07017544, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.09      ]), array([0.        , 0.16165414, 0.08625   , 0.        , 0.53846154,\n",
       "                     0.375     , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.06      ]), array([0.        , 0.05894737, 0.        , 0.        , 0.30769231,\n",
       "                     0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.043     ])],\n",
       "             (8,\n",
       "              3): [array([1.        , 0.03639098, 0.00142857, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.00140351, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.24180451, 0.125     , 0.5       , 0.53846154,\n",
       "                     0.375     , 0.00578947, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.108     ]), array([1.        , 0.11278195, 0.05357143, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.05263158, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.075     ]), array([1.        , 0.06270677, 0.00732143, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.00140351, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.14      ]), array([1.        , 0.08646617, 0.01035714, 0.5       , 0.23076923,\n",
       "                     0.375     , 0.01017544, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.14      ]), array([1.        , 0.09398496, 0.25      , 0.5       , 0.53846154,\n",
       "                     0.375     , 0.01754386, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.04135338, 0.00446429, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.00578947, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.066     ]), array([1.        , 0.19669173, 0.01928571, 0.5       , 0.23076923,\n",
       "                     0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.05      ]), array([1.        , 0.17293233, 0.03571429, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.01754386, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.1       ]), array([1.        , 0.12285714, 0.01785714, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.00438596, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.18      ]), array([1.        , 0.13789474, 0.00607143, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.00298246, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.        ]), array([1.        , 0.40345865, 0.05357143, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.15      ]), array([1.        , 0.16285714, 0.04464286, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.055     ]), array([1.        , 0.15293233, 0.02375   , 0.5       , 0.53846154,\n",
       "                     0.375     , 0.00578947, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.05      ]), array([1.        , 0.05894737, 0.15928571, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.04      ]), array([1.        , 0.10406015, 0.01482143, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.00438596, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ])],\n",
       "             (4,\n",
       "              1): [array([0.        , 0.58766917, 0.53571429, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.19298246, 1.        , 1.        , 0.20895522,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.65157895, 0.69642857, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.19298246, 1.        , 1.        , 0.10447761,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.67037594, 0.35714286, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.14035088, 1.        , 1.        , 0.20895522,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.82586466, 0.53571429, 0.5       , 0.69230769,\n",
       "                     1.        , 0.        , 1.        , 1.        , 0.20895522,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.50631579, 0.28571429, 0.5       , 0.69230769,\n",
       "                     0.5       , 0.22807018, 1.        , 1.        , 0.08955224,\n",
       "                     0.        , 0.5       , 0.1875    ]), array([0.        , 0.70932331, 0.17857143, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.14035088, 1.        , 1.        , 0.05970149,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.67172932, 0.75      , 0.5       , 0.15384615,\n",
       "                     0.5       , 0.35087719, 1.        , 1.        , 0.19402985,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.64285714, 0.57142857, 0.5       , 0.30769231,\n",
       "                     0.        , 0.        , 1.        , 1.        , 0.2238806 ,\n",
       "                     0.        , 0.5       , 0.        ])],\n",
       "             (9,\n",
       "              9): [array([1.        , 0.2793985 , 0.125     , 0.5       , 0.23076923,\n",
       "                     0.375     , 0.01754386, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.116     ]), array([1.        , 0.44240602, 0.17857143, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.07894737, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.0705    ]), array([1.        , 0.17789474, 0.01196429, 0.5       , 0.23076923,\n",
       "                     0.875     , 0.12280702, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.17      ]), array([1.        , 0.14030075, 0.08928571, 0.5       , 0.        ,\n",
       "                     0.        , 0.00298246, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.05      ]), array([1.        , 0.05263158, 0.10714286, 0.5       , 0.23076923,\n",
       "                     0.375     , 0.00140351, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.08      ]), array([1.        , 0.32827068, 0.02678571, 0.5       , 0.23076923,\n",
       "                     0.375     , 0.05263158, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.1155    ]), array([1.        , 0.31954887, 0.08928571, 0.5       , 0.15384615,\n",
       "                     0.375     , 0.03508772, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.105     ]), array([1.        , 0.30706767, 0.09821429, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.0877193 , 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.116     ]), array([1.        , 0.37849624, 0.0625    , 0.5       , 0.23076923,\n",
       "                     0.375     , 0.01754386, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.15      ]), array([1.        , 0.28571429, 0.08339286, 0.5       , 0.07692308,\n",
       "                     0.875     , 0.20175439, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.146     ]), array([1.        , 0.12150376, 0.055     , 0.5       , 0.23076923,\n",
       "                     0.375     , 0.00298246, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.178     ]), array([1.        , 0.58150376, 0.05357143, 0.5       , 0.07692308,\n",
       "                     0.375     , 0.13157895, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.14781955, 0.02982143, 0.5       , 0.15384615,\n",
       "                     0.875     , 0.00298246, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.11      ]), array([1.        , 0.28075188, 0.10714286, 0.5       , 0.07692308,\n",
       "                     0.375     , 0.00578947, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.06      ]), array([1.        , 0.05007519, 0.1175    , 0.5       , 0.15384615,\n",
       "                     0.375     , 0.01175439, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.07      ]), array([1.        , 0.12781955, 0.01642857, 0.5       , 0.23076923,\n",
       "                     0.375     , 0.00438596, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.14      ]), array([1.        , 0.34466165, 0.07142857, 0.5       , 0.15384615,\n",
       "                     0.375     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.1105    ]), array([1.        , 0.31082707, 0.04767857, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.00438596, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.22      ]), array([1.        , 0.05639098, 0.78571429, 1.        , 0.        ,\n",
       "                     0.75      , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     1.        , 1.        , 0.225     ]), array([1.        , 0.19428571, 0.52089286, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.089     ]), array([1.        , 0.19804511, 0.08035714, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.01754386, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.32      ]), array([1.        , 0.03879699, 0.14589286, 0.5       , 0.15384615,\n",
       "                     0.875     , 0.0145614 , 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.06      ]), array([1.        , 0.19548872, 0.07142857, 0.5       , 0.07692308,\n",
       "                     0.375     , 0.02631579, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.04      ])],\n",
       "             (0,\n",
       "              5): [array([1.        , 0.20796992, 0.11607143, 0.        , 0.76923077,\n",
       "                     0.875     , 0.17842105, 0.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.1845    ]), array([1.        , 0.13413534, 0.02678571, 0.5       , 0.15384615,\n",
       "                     0.375     , 0.05561404, 0.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.2       ]), array([1.        , 0.28827068, 0.08928571, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.06140351, 0.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.36      ]), array([1.        , 0.2356391 , 0.04464286, 0.5       , 0.53846154,\n",
       "                     0.875     , 0.00877193, 0.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.2       ]), array([1.        , 0.23804511, 0.16964286, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.07017544, 0.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.23      ]), array([1.        , 0.21172932, 0.05357143, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.07894737, 0.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.05      ]), array([1.        , 0.12661654, 0.43303571, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.11701754, 0.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.09      ]), array([1.        , 0.06646617, 0.08785714, 0.5       , 0.53846154,\n",
       "                     0.75      , 0.03368421, 0.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.08      ]), array([1.        , 0.17924812, 0.11607143, 0.5       , 0.53846154,\n",
       "                     0.875     , 0.08035088, 0.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.208     ]), array([1.        , 0.2606015 , 0.11017857, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.0877193 , 0.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.08      ]), array([1.        , 0.08390977, 0.38982143, 0.5       , 0.53846154,\n",
       "                     0.5       , 0.02052632, 0.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.1       ]), array([1.        , 0.18300752, 0.03125   , 0.5       , 0.23076923,\n",
       "                     0.375     , 0.01315789, 0.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.087     ]), array([1.        , 0.14661654, 0.11303571, 0.        , 0.23076923,\n",
       "                     0.375     , 0.0145614 , 0.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.14      ])],\n",
       "             (3,\n",
       "              4): [array([1.        , 0.21172932, 0.05357143, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.07017544, 1.        , 1.        , 0.1641791 ,\n",
       "                     1.        , 0.5       , 0.217     ]), array([1.        , 0.29203008, 0.03571429, 0.5       , 1.        ,\n",
       "                     0.375     , 0.02631579, 1.        , 1.        , 0.10447761,\n",
       "                     1.        , 0.5       , 0.17      ]), array([1.        , 0.13533835, 0.39285714, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.0877193 , 1.        , 1.        , 0.10447761,\n",
       "                     1.        , 0.5       , 0.05      ]), array([1.        , 0.15669173, 0.03125   , 0.5       , 0.76923077,\n",
       "                     0.375     , 0.1622807 , 1.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.26      ]), array([1.        , 0.30706767, 0.055     , 0.5       , 0.92307692,\n",
       "                     0.375     , 0.05403509, 1.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.26      ]), array([1.        , 0.17037594, 0.06107143, 0.5       , 1.        ,\n",
       "                     0.375     , 0.05842105, 1.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.1975    ]), array([1.        , 0.38225564, 0.06107143, 0.5       , 1.        ,\n",
       "                     0.375     , 0.00438596, 1.        , 1.        , 0.07462687,\n",
       "                     1.        , 0.5       , 0.24      ]), array([1.        , 0.37969925, 0.17857143, 0.5       , 0.92307692,\n",
       "                     0.375     , 0.12280702, 1.        , 1.        , 0.14925373,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.26796992, 0.14285714, 0.5       , 1.        ,\n",
       "                     0.375     , 0.1754386 , 1.        , 1.        , 0.04477612,\n",
       "                     1.        , 0.5       , 0.145     ]), array([1.        , 0.03503759, 0.02678571, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.06140351, 1.        , 1.        , 0.07462687,\n",
       "                     1.        , 0.5       , 0.176     ]), array([1.        , 0.08902256, 0.01339286, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.07017544, 1.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.04      ]), array([1.        , 0.14285714, 0.05357143, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.08333333, 1.        , 1.        , 0.04477612,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.19428571, 0.15178571, 0.5       , 0.92307692,\n",
       "                     0.375     , 0.15052632, 1.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.06      ]), array([1.        , 0.26947368, 0.02964286, 0.5       , 1.        ,\n",
       "                     0.375     , 0.04684211, 1.        , 1.        , 0.11940299,\n",
       "                     1.        , 0.5       , 0.1515    ])],\n",
       "             (8,\n",
       "              0): [array([0.        , 0.35458647, 0.08928571, 0.5       , 0.15384615,\n",
       "                     0.875     , 0.00736842, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.13      ]), array([0.        , 0.40721805, 0.125     , 0.5       , 0.15384615,\n",
       "                     0.5       , 0.01754386, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.58      ]), array([0.        , 0.07263158, 0.35714286, 0.5       , 0.07692308,\n",
       "                     0.375     , 0.0145614 , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.04      ]), array([0.        , 0.16541353, 0.48803571, 0.5       , 0.76923077,\n",
       "                     0.875     , 0.05263158, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.14      ]), array([0.        , 0.08150376, 0.19339286, 0.5       , 0.15384615,\n",
       "                     0.875     , 0.01017544, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.04      ]), array([0.        , 0.27443609, 0.21428571, 0.5       , 0.07692308,\n",
       "                     0.375     , 0.04385965, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.136     ]), array([0.        , 0.12285714, 0.41660714, 0.5       , 0.23076923,\n",
       "                     0.875     , 0.00298246, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.16      ]), array([0.        , 0.13413534, 0.02821429, 0.5       , 0.15384615,\n",
       "                     0.375     , 0.00298246, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.072     ]), array([0.        , 0.58270677, 0.25      , 0.5       , 0.38461538,\n",
       "                     0.875     , 0.10526316, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.10526316, 0.34071429, 0.5       , 0.15384615,\n",
       "                     0.375     , 0.00140351, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.1       ]), array([0.        , 0.51759398, 0.04767857, 0.5       , 0.15384615,\n",
       "                     0.75      , 0.01175439, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ])],\n",
       "             (6,\n",
       "              6): [array([1.        , 0.43233083, 0.17553571, 0.        , 0.61538462,\n",
       "                     0.375     , 0.11105263, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.026     ]), array([1.        , 0.14406015, 0.41517857, 0.        , 0.61538462,\n",
       "                     0.375     , 0.02929825, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.08      ]), array([1.        , 0.08526316, 0.05357143, 0.        , 0.92307692,\n",
       "                     0.375     , 0.07017544, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.05      ]), array([1.        , 0.19924812, 0.05357143, 0.        , 0.61538462,\n",
       "                     0.375     , 0.01315789, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.13      ]), array([1.        , 0.35714286, 0.0625    , 0.        , 0.53846154,\n",
       "                     0.5       , 0.00877193, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.082     ]), array([1.        , 0.08390977, 0.33928571, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.03508772, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.03      ]), array([1.        , 0.22556391, 0.05357143, 0.        , 0.53846154,\n",
       "                     0.375     , 0.05263158, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.18421053, 0.03571429, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.06140351, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.14      ])],\n",
       "             (1,\n",
       "              9): [array([0.        , 0.15037594, 0.02535714, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.00877193, 0.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.12      ]), array([0.        , 0.05383459, 0.33928571, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.06140351, 0.        , 1.        , 0.14925373,\n",
       "                     1.        , 0.5       , 0.        ]), array([0.        , 0.04766917, 0.01785714, 0.5       , 0.15384615,\n",
       "                     0.375     , 0.00578947, 0.        , 1.        , 0.08955224,\n",
       "                     1.        , 0.5       , 0.12      ]), array([0.        , 0.03383459, 0.00589286, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.03508772, 0.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.16      ]), array([0.        , 0.22300752, 0.13392857, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.00877193, 0.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.02      ]), array([0.        , 0.27323308, 0.11160714, 0.5       , 0.        ,\n",
       "                     0.        , 0.10666667, 0.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.1       ]), array([0.        , 0.26796992, 0.05357143, 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.1       ]), array([0.        , 0.0312782 , 0.27232143, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.00438596, 0.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.        ]), array([0.        , 0.13413534, 0.02678571, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.07017544, 0.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.1       ]), array([0.        , 0.20300752, 0.01035714, 0.5       , 0.46153846,\n",
       "                     0.875     , 0.00438596, 0.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.136     ]), array([0.        , 0.14781955, 0.02964286, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.0145614 , 0.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.1       ]), array([0.        , 0.25308271, 0.38089286, 0.5       , 0.76923077,\n",
       "                     0.875     , 0.00298246, 0.        , 1.        , 0.17910448,\n",
       "                     1.        , 0.5       , 0.0645    ]), array([0.        , 0.06270677, 0.01928571, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.06140351, 0.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.04      ]), array([0.        , 0.20796992, 0.10714286, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.09789474, 0.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.14      ])],\n",
       "             (5,\n",
       "              2): [array([0.        , 0.16165414, 0.01785714, 0.5       , 0.76923077,\n",
       "                     0.875     , 0.05263158, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.14      ]), array([0.        , 0.20932331, 0.05357143, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.07017544, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.184     ]), array([0.        , 0.21548872, 0.53571429, 0.        , 0.69230769,\n",
       "                     1.        , 0.        , 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.40721805, 0.35714286, 0.5       , 0.76923077,\n",
       "                     0.875     , 0.06140351, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.0145    ]), array([0.        , 0.07639098, 0.15767857, 0.        , 0.53846154,\n",
       "                     0.875     , 0.10526316, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.12      ]), array([0.        , 0.17172932, 0.10267857, 0.5       , 1.        ,\n",
       "                     0.875     , 0.03070175, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.18      ]), array([0.        , 0.10646617, 0.10714286, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.00140351, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.05      ]), array([0.        , 0.10150376, 0.42267857, 0.5       , 0.53846154,\n",
       "                     0.875     , 0.21052632, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.17      ]), array([0.        , 0.16285714, 0.02392857, 0.5       , 0.38461538,\n",
       "                     0.875     , 0.06140351, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.2       ]), array([0.        , 0.2793985 , 0.01928571, 0.5       , 0.92307692,\n",
       "                     0.375     , 0.00140351, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.22      ]), array([0.        , 0.16917293, 0.39285714, 0.        , 0.38461538,\n",
       "                     0.375     , 0.15789474, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.06      ]), array([0.        , 0.45984962, 0.        , 0.5       , 0.53846154,\n",
       "                     0.375     , 0.0877193 , 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.2206015 , 0.125     , 0.5       , 0.61538462,\n",
       "                     0.375     , 0.02929825, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.14      ]), array([0.        , 0.18541353, 0.30946429, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.04964912, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.08      ]), array([0.        , 0.13789474, 0.41375   , 0.5       , 0.92307692,\n",
       "                     0.375     , 0.00140351, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.04      ]), array([0.        , 0.07639098, 0.34071429, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.00298246, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.05      ])],\n",
       "             (0,\n",
       "              0): [array([1.        , 0.42481203, 0.34964286, 0.5       , 1.        ,\n",
       "                     0.875     , 0.27929825, 1.        , 1.        , 0.11940299,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.39849624, 0.76785714, 0.5       , 0.69230769,\n",
       "                     1.        , 0.70175439, 1.        , 1.        , 0.1641791 ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.52631579, 0.30357143, 0.5       , 0.53846154,\n",
       "                     0.875     , 0.43859649, 1.        , 1.        , 0.13432836,\n",
       "                     0.        , 0.5       , 0.0905    ]), array([1.        , 0.2281203 , 0.53571429, 0.5       , 0.53846154,\n",
       "                     0.875     , 0.18719298, 1.        , 1.        , 0.1641791 ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.61774436, 0.55357143, 0.5       , 0.69230769,\n",
       "                     1.        , 0.        , 1.        , 1.        , 0.29850746,\n",
       "                     0.        , 0.5       , 0.076     ]), array([1.        , 0.51759398, 0.27232143, 0.5       , 0.61538462,\n",
       "                     0.875     , 0.54385965, 1.        , 1.        , 0.17910448,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.65669173, 0.30357143, 0.5       , 0.69230769,\n",
       "                     0.875     , 0.24561404, 1.        , 1.        , 0.04477612,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.44360902, 0.10714286, 0.5       , 0.76923077,\n",
       "                     0.875     , 0.21052632, 1.        , 1.        , 0.1641791 ,\n",
       "                     0.        , 0.5       , 0.04      ]), array([1.        , 0.44360902, 0.90035714, 0.5       , 0.76923077,\n",
       "                     0.875     , 0.00736842, 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.38      ])],\n",
       "             (5,\n",
       "              7): [array([1.        , 0.11654135, 0.41071429, 0.5       , 0.15384615,\n",
       "                     0.375     , 0.01754386, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.05      ]), array([1.        , 0.52631579, 0.94053571, 0.        , 0.        ,\n",
       "                     0.        , 0.        , 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.20932331, 0.49107143, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.20175439, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.2435    ]), array([1.        , 0.52255639, 0.15178571, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.00438596, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.1125    ]), array([1.        , 0.11398496, 0.375     , 0.5       , 0.53846154,\n",
       "                     0.375     , 0.10526316, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.30571429, 0.23214286, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.00438596, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.2215    ]), array([1.        , 0.89729323, 0.63392857, 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.16285714, 0.44642857, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.03070175, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.13      ]), array([1.        , 0.63533835, 0.44642857, 0.5       , 0.23076923,\n",
       "                     0.875     , 0.28070175, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.012     ])],\n",
       "             (7,\n",
       "              0): [array([0.        , 0.25067669, 0.04910714, 0.5       , 0.61538462,\n",
       "                     0.875     , 0.00140351, 0.        , 1.        , 0.04477612,\n",
       "                     0.        , 0.5       , 0.        ])],\n",
       "             (8,\n",
       "              2): [array([1.        , 0.2356391 , 0.04464286, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.06140351, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.1       ]), array([1.        , 0.35834586, 0.        , 0.5       , 0.53846154,\n",
       "                     0.375     , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 1.        , 0.092     ]), array([1.        , 0.2281203 , 0.01339286, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.01017544, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.11      ]), array([1.        , 0.14165414, 0.        , 0.5       , 0.53846154,\n",
       "                     0.375     , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 1.        , 0.092     ]), array([1.        , 0.35714286, 0.02982143, 0.5       , 0.69230769,\n",
       "                     0.375     , 0.00140351, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.06      ]), array([1.        , 0.30571429, 0.08928571, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.03508772, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.23      ]), array([1.        , 0.18796992, 0.055     , 0.5       , 0.61538462,\n",
       "                     0.375     , 0.00438596, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.05      ]), array([1.        , 0.31323308, 0.        , 0.5       , 0.53846154,\n",
       "                     0.375     , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 1.        , 0.092     ]), array([1.        , 0.29954887, 0.07732143, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.05263158, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 1.        , 0.06      ]), array([1.        , 0.29954887, 0.04464286, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.04087719, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.06      ]), array([1.        , 0.2593985 , 0.07446429, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.00298246, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.15      ]), array([1.        , 0.10030075, 0.        , 0.5       , 0.53846154,\n",
       "                     0.375     , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 1.        , 0.092     ]), array([1.        , 0.50255639, 0.20839286, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.19298246, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.2325    ]), array([1.        , 0.38721805, 0.05803571, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.05263158, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ])],\n",
       "             (7,\n",
       "              2): [array([1.        , 0.34210526, 0.15178571, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.12280702, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.227     ]), array([1.        , 0.02135338, 0.25      , 0.5       , 0.69230769,\n",
       "                     0.375     , 0.03508772, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.3       ]), array([1.        , 0.06390977, 0.00589286, 0.5       , 0.76923077,\n",
       "                     0.75      , 0.00736842, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.1       ]), array([1.        , 0.07639098, 0.        , 0.5       , 0.76923077,\n",
       "                     0.375     , 0.02333333, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.08      ]), array([1.        , 0.18165414, 0.45839286, 0.5       , 0.92307692,\n",
       "                     0.375     , 0.01754386, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.09518797, 0.00892857, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.00438596, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.1       ]), array([1.        , 0.10030075, 0.03875   , 0.5       , 0.76923077,\n",
       "                     0.375     , 0.05263158, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.054     ]), array([1.        , 0.31578947, 0.08928571, 0.5       , 0.92307692,\n",
       "                     0.5       , 0.01754386, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.174     ]), array([1.        , 0.18676692, 0.02982143, 0.5       , 0.92307692,\n",
       "                     0.375     , 0.04087719, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.05      ])],\n",
       "             (1,\n",
       "              1): [array([1.        , 0.17172932, 0.125     , 0.5       , 0.92307692,\n",
       "                     0.375     , 0.02192982, 1.        , 1.        , 0.10447761,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.10406015, 0.18892857, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.01315789, 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.08      ]), array([1.        , 0.36721805, 0.36160714, 0.5       , 1.        ,\n",
       "                     0.375     , 0.0877193 , 1.        , 1.        , 0.08955224,\n",
       "                     0.        , 0.5       , 0.26      ]), array([1.        , 0.39353383, 0.22178571, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.00140351, 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.1       ]), array([1.        , 0.24691729, 0.23214286, 0.5       , 0.92307692,\n",
       "                     0.375     , 0.10964912, 1.        , 1.        , 0.11940299,\n",
       "                     0.        , 0.5       , 0.165     ]), array([1.        , 0.12150376, 0.39285714, 0.5       , 1.        ,\n",
       "                     0.375     , 0.01017544, 1.        , 1.        , 0.08955224,\n",
       "                     0.        , 0.5       , 0.0605    ]), array([1.        , 0.13278195, 0.35857143, 0.5       , 1.        ,\n",
       "                     0.375     , 0.00140351, 1.        , 1.        , 0.13432836,\n",
       "                     0.        , 0.5       , 0.03      ]), array([1.        , 0.21804511, 0.18303571, 0.5       , 1.        ,\n",
       "                     0.375     , 0.16666667, 1.        , 1.        , 0.02985075,\n",
       "                     0.        , 0.5       , 0.21      ]), array([1.        , 0.07398496, 0.17857143, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.01315789, 1.        , 1.        , 0.02985075,\n",
       "                     0.        , 0.5       , 0.        ])],\n",
       "             (0,\n",
       "              9): [array([0.        , 0.32210526, 0.13392857, 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 1.        , 0.08955224,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.04135338, 0.04464286, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.00877193, 0.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.054     ]), array([0.        , 0.13909774, 0.06553571, 0.5       , 0.30769231,\n",
       "                     0.25      , 0.        , 0.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.1       ]), array([0.        , 0.03503759, 0.01196429, 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.08      ]), array([0.        , 0.39969925, 0.29017857, 0.        , 0.23076923,\n",
       "                     0.375     , 0.00578947, 0.        , 1.        , 0.02985075,\n",
       "                     0.        , 0.5       , 0.092     ]), array([0.        , 0.09518797, 0.00446429, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.03508772, 0.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.12      ]), array([0.        , 0.08766917, 0.02375   , 0.        , 0.53846154,\n",
       "                     0.375     , 0.03508772, 0.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 1.        ]), array([0.        , 0.34330827, 0.01035714, 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 1.        , 0.14925373,\n",
       "                     0.        , 0.5       , 0.1       ]), array([0.        , 0.20180451, 0.04464286, 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.046     ]), array([0.        , 0.65909774, 0.07142857, 0.5       , 0.        ,\n",
       "                     0.        , 0.22807018, 0.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.06766917, 0.35714286, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.03508772, 0.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.06      ])],\n",
       "             (8,\n",
       "              8): [array([1.        , 0.14541353, 0.03571429, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.01754386, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.14      ]), array([1.        , 0.13909774, 0.02678571, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.01754386, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.16      ]), array([1.        , 0.13413534, 0.00589286, 0.5       , 0.53846154,\n",
       "                     0.25      , 0.07894737, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.        ]), array([1.        , 0.40345865, 0.1175    , 0.5       , 0.46153846,\n",
       "                     0.375     , 0.12280702, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.2       ]), array([1.        , 0.11157895, 0.        , 0.5       , 0.53846154,\n",
       "                     0.375     , 0.01754386, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.        ])],\n",
       "             (9,\n",
       "              4): [array([1.        , 0.12661654, 0.02089286, 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.05      ]), array([1.        , 0.36842105, 0.36160714, 0.        , 0.23076923,\n",
       "                     0.375     , 0.00438596, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.08      ]), array([1.        , 0.16285714, 0.48214286, 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.092     ]), array([1.        , 0.57263158, 0.10714286, 0.        , 0.        ,\n",
       "                     0.        , 0.05263158, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.09      ]), array([1.        , 0.28075188, 0.07732143, 0.        , 0.23076923,\n",
       "                     0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.06      ]), array([1.        , 0.57263158, 0.07285714, 0.        , 0.        ,\n",
       "                     0.        , 0.05263158, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.06      ]), array([1.        , 0.34090226, 0.02678571, 0.        , 0.07692308,\n",
       "                     0.375     , 0.02052632, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.12      ])],\n",
       "             (8,\n",
       "              9): [array([1.        , 0.21052632, 0.04607143, 0.5       , 0.23076923,\n",
       "                     0.875     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.07      ]), array([1.        , 0.29819549, 0.00892857, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.14035088, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.21      ]), array([1.        , 0.06766917, 0.00589286, 0.5       , 0.07692308,\n",
       "                     0.375     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.14      ]), array([1.        , 0.2556391 , 0.05660714, 0.5       , 0.07692308,\n",
       "                     0.375     , 0.02052632, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.        ]), array([1.        , 0.24932331, 0.01785714, 0.5       , 0.07692308,\n",
       "                     0.875     , 0.00298246, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.126     ])],\n",
       "             (2,\n",
       "              1): [array([1.        , 0.33834586, 0.17857143, 0.5       , 0.53846154,\n",
       "                     0.5       , 0.0877193 , 1.        , 1.        , 0.08955224,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.40345865, 0.17857143, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.1754386 , 1.        , 1.        , 0.10447761,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.16917293, 0.40178571, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.0877193 , 1.        , 1.        , 0.25373134,\n",
       "                     0.        , 0.5       , 0.1       ]), array([1.        , 0.25684211, 0.        , 0.5       , 0.61538462,\n",
       "                     0.375     , 0.04385965, 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.101     ]), array([1.        , 0.10030075, 0.06553571, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.07894737, 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.05      ]), array([1.        , 0.12902256, 0.39285714, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.07017544, 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.04      ]), array([1.        , 0.16661654, 0.09821429, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.07894737, 1.        , 1.        , 0.08955224,\n",
       "                     0.        , 0.5       , 0.092     ]), array([1.        , 0.29819549, 0.09821429, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.14912281, 1.        , 1.        , 0.08955224,\n",
       "                     0.        , 0.5       , 0.102     ]), array([1.        , 0.37338346, 0.11910714, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.14035088, 1.        , 1.        , 0.20895522,\n",
       "                     0.        , 0.5       , 0.1915    ]), array([1.        , 0.17172932, 0.21428571, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.03508772, 1.        , 1.        , 0.04477612,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.13654135, 0.10714286, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.04526316, 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.13      ]), array([1.        , 0.24691729, 0.01785714, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.06140351, 1.        , 1.        , 0.1641791 ,\n",
       "                     0.        , 0.5       , 0.016     ]), array([1.        , 0.10030075, 0.25      , 0.5       , 0.53846154,\n",
       "                     0.375     , 0.05701754, 1.        , 1.        , 0.04477612,\n",
       "                     0.        , 0.5       , 0.1       ]), array([1.        , 0.17669173, 0.01339286, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.00877193, 1.        , 1.        , 0.04477612,\n",
       "                     0.        , 0.5       , 0.13      ]), array([1.        , 0.38225564, 0.05803571, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.05263158, 1.        , 1.        , 0.14925373,\n",
       "                     0.        , 0.5       , 0.093     ]), array([1.        , 0.38721805, 0.15178571, 0.5       , 0.53846154,\n",
       "                     0.5       , 0.22807018, 1.        , 1.        , 0.23880597,\n",
       "                     0.        , 0.5       , 0.0585    ])],\n",
       "             (6,\n",
       "              7): [array([1.        , 0.37473684, 0.0075    , 0.5       , 0.23076923,\n",
       "                     0.375     , 0.00298246, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.14      ]), array([1.        , 0.08902256, 0.35714286, 0.        , 0.23076923,\n",
       "                     0.875     , 0.02929825, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.07      ]), array([1.        , 0.31699248, 0.14285714, 0.5       , 0.07692308,\n",
       "                     0.5       , 0.43859649, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.092     ]), array([1.        , 0.4724812 , 0.05357143, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.0877193 , 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.07      ]), array([1.        , 0.12150376, 0.00892857, 0.5       , 0.07692308,\n",
       "                     0.875     , 0.02333333, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.14285714, 0.14285714, 0.5       , 0.53846154,\n",
       "                     0.5       , 0.00877193, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.08      ]), array([1.        , 0.20300752, 0.02232143, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.01596491, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.1       ]), array([1.        , 0.33954887, 0.13535714, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.04087719, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.1       ]), array([1.        , 0.30451128, 0.16071429, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.03508772, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.12      ]), array([1.        , 0.45984962, 0.01785714, 0.5       , 0.15384615,\n",
       "                     0.875     , 0.1754386 , 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.16      ]), array([1.        , 0.2718797 , 0.08928571, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.26315789, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.2615    ]), array([1.        , 0.30827068, 0.0625    , 0.5       , 0.61538462,\n",
       "                     0.5       , 0.00877193, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.0815    ]), array([1.        , 0.2756391 , 0.14285714, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.0877193 , 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.18      ]), array([1.        , 0.35593985, 0.07285714, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.00140351, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.2       ]), array([1.        , 0.31834586, 0.08928571, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.        , 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.1195    ]), array([1.        , 0.18676692, 0.00892857, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.        , 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.21924812, 0.17857143, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.38596491, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.035     ])],\n",
       "             (2,\n",
       "              0): [array([1.        , 0.21052632, 0.02089286, 0.        , 0.92307692,\n",
       "                     0.375     , 0.00877193, 1.        , 1.        , 0.02985075,\n",
       "                     0.        , 0.5       , 0.13      ]), array([1.        , 0.13413534, 0.05660714, 0.        , 0.61538462,\n",
       "                     0.375     , 0.10824561, 1.        , 1.        , 0.08955224,\n",
       "                     0.        , 0.5       , 0.04      ]), array([1.        , 0.33954887, 0.07589286, 0.        , 0.61538462,\n",
       "                     0.375     , 0.00298246, 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.025     ]), array([1.        , 0.19428571, 0.09678571, 0.        , 0.92307692,\n",
       "                     0.375     , 0.18421053, 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.1055    ]), array([1.        , 0.39353383, 0.01928571, 0.        , 0.38461538,\n",
       "                     0.375     , 0.01754386, 1.        , 1.        , 0.04477612,\n",
       "                     0.        , 0.5       , 0.1       ]), array([1.        , 0.5237594 , 0.00732143, 0.        , 0.23076923,\n",
       "                     0.375     , 0.00877193, 1.        , 1.        , 0.1641791 ,\n",
       "                     0.        , 0.5       , 0.19      ]), array([1.        , 0.43984962, 0.01035714, 0.        , 0.92307692,\n",
       "                     0.875     , 0.06140351, 1.        , 1.        , 0.11940299,\n",
       "                     0.        , 0.5       , 0.05      ])],\n",
       "             (1,\n",
       "              0): [array([1.        , 0.20932331, 0.07142857, 0.5       , 1.        ,\n",
       "                     0.875     , 0.03508772, 1.        , 1.        , 0.05970149,\n",
       "                     0.        , 0.5       , 0.07      ]), array([1.        , 0.41233083, 0.14428571, 0.5       , 0.92307692,\n",
       "                     0.875     , 0.24561404, 1.        , 1.        , 0.11940299,\n",
       "                     0.        , 0.5       , 0.16      ]), array([1.        , 0.28691729, 0.08928571, 0.5       , 0.92307692,\n",
       "                     0.875     , 0.09649123, 1.        , 1.        , 0.08955224,\n",
       "                     0.        , 0.5       , 0.08      ]), array([1.        , 0.20300752, 0.05946429, 0.5       , 0.92307692,\n",
       "                     0.875     , 0.17842105, 1.        , 1.        , 0.13432836,\n",
       "                     0.        , 0.5       , 0.1995    ]), array([1.        , 0.08526316, 0.23214286, 0.5       , 0.61538462,\n",
       "                     0.875     , 0.05122807, 1.        , 1.        , 0.10447761,\n",
       "                     0.        , 0.5       , 0.04      ]), array([1.        , 0.14165414, 0.39732143, 0.5       , 1.        ,\n",
       "                     0.875     , 0.01614035, 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.05      ]), array([1.        , 0.2393985 , 0.05053571, 0.5       , 0.61538462,\n",
       "                     0.875     , 0.02631579, 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.12      ]), array([1.        , 0.27323308, 0.15928571, 0.5       , 0.92307692,\n",
       "                     0.875     , 0.21192982, 1.        , 1.        , 0.04477612,\n",
       "                     0.        , 0.5       , 0.1555    ]), array([1.        , 0.42360902, 0.015     , 0.5       , 0.53846154,\n",
       "                     0.875     , 0.00736842, 1.        , 1.        , 0.08955224,\n",
       "                     0.        , 0.5       , 0.11      ]), array([1.        , 0.2243609 , 0.33339286, 0.5       , 0.76923077,\n",
       "                     0.875     , 0.19877193, 1.        , 1.        , 0.08955224,\n",
       "                     0.        , 0.5       , 0.1905    ])],\n",
       "             (4,\n",
       "              9): [array([0.        , 0.54255639, 0.48517857, 0.5       , 0.23076923,\n",
       "                     0.875     , 0.29824561, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.        ]), array([0.        , 0.70421053, 0.58928571, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.38596491, 1.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.0105    ])],\n",
       "             (1,\n",
       "              7): [array([1.        , 0.21172932, 0.14285714, 0.        , 0.15384615,\n",
       "                     0.875     , 0.20175439, 1.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.0375    ]), array([1.        , 0.10902256, 0.10714286, 0.        , 0.07692308,\n",
       "                     0.375     , 0.03807018, 1.        , 1.        , 0.11940299,\n",
       "                     1.        , 0.5       , 0.08      ]), array([1.        , 0.31203008, 0.14428571, 0.        , 0.15384615,\n",
       "                     0.5       , 0.29824561, 1.        , 1.        , 0.10447761,\n",
       "                     1.        , 0.5       , 0.0975    ]), array([1.        , 0.34466165, 0.15767857, 0.        , 0.23076923,\n",
       "                     0.375     , 0.00877193, 1.        , 1.        , 0.14925373,\n",
       "                     1.        , 0.5       , 0.16      ]), array([1.        , 0.24556391, 0.03714286, 0.        , 0.15384615,\n",
       "                     0.5       , 0.01754386, 1.        , 1.        , 0.14925373,\n",
       "                     1.        , 0.5       , 0.066     ])],\n",
       "             (4,\n",
       "              0): [array([0.        , 0.33082707, 0.03267857, 0.5       , 0.38461538,\n",
       "                     0.375     , 0.02631579, 1.        , 1.        , 0.05970149,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.23684211, 0.01642857, 0.5       , 0.23076923,\n",
       "                     0.375     , 0.01894737, 1.        , 1.        , 0.05970149,\n",
       "                     0.        , 0.5       , 0.19      ]), array([0.        , 0.75684211, 0.00589286, 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.116     ]), array([0.        , 0.10030075, 0.26785714, 0.5       , 0.23076923,\n",
       "                     0.375     , 0.05263158, 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.08      ]), array([0.        , 0.11278195, 0.08339286, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.01754386, 1.        , 1.        , 0.05970149,\n",
       "                     0.        , 0.        , 0.04      ]), array([0.        , 0.16165414, 0.03714286, 0.        , 0.        ,\n",
       "                     0.        , 0.01754386, 1.        , 1.        , 0.04477612,\n",
       "                     0.        , 0.5       , 0.09      ])],\n",
       "             (3,\n",
       "              9): [array([0.        , 0.10526316, 0.36910714, 0.5       , 0.92307692,\n",
       "                     0.875     , 0.01175439, 1.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.04      ]), array([0.        , 0.26315789, 0.13392857, 0.5       , 0.92307692,\n",
       "                     0.875     , 0.02192982, 1.        , 1.        , 0.13432836,\n",
       "                     1.        , 0.5       , 0.0905    ]), array([0.        , 0.13654135, 0.08178571, 0.5       , 0.76923077,\n",
       "                     0.875     , 0.08035088, 1.        , 1.        , 0.10447761,\n",
       "                     1.        , 0.5       , 0.07      ]), array([0.        , 0.13909774, 0.41964286, 0.5       , 1.        ,\n",
       "                     0.875     , 0.01754386, 1.        , 1.        , 0.02985075,\n",
       "                     1.        , 0.5       , 0.15      ]), array([0.        , 0.49503759, 0.01642857, 0.5       , 0.92307692,\n",
       "                     0.875     , 0.0145614 , 1.        , 1.        , 0.1641791 ,\n",
       "                     1.        , 0.5       , 0.22      ]), array([0.        , 0.40977444, 0.07285714, 0.        , 0.76923077,\n",
       "                     0.875     , 0.00438596, 1.        , 1.        , 0.34328358,\n",
       "                     1.        , 0.5       , 0.2275    ])],\n",
       "             (8,\n",
       "              7): [array([1.        , 0.10406015, 0.02982143, 0.        , 0.53846154,\n",
       "                     0.375     , 0.07017544, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.12      ]), array([1.        , 0.08150376, 0.        , 0.        , 0.46153846,\n",
       "                     0.5       , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.25      ]), array([1.        , 0.25308271, 0.09678571, 0.        , 0.46153846,\n",
       "                     0.375     , 0.00438596, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.04      ]), array([1.        , 0.38225564, 0.08928571, 0.        , 0.15384615,\n",
       "                     0.875     , 0.35087719, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.1       ])],\n",
       "             (9,\n",
       "              1): [array([0.        , 0.37593985, 0.05357143, 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.038     ]), array([0.        , 0.12781955, 0.04464286, 0.        , 0.        ,\n",
       "                     0.        , 0.11403509, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.14      ]), array([0.        , 0.83834586, 0.21428571, 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.        ]), array([0.        , 0.34586466, 0.16821429, 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.08      ]), array([0.        , 0.11022556, 0.17857143, 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.26796992, 0.40178571, 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.092     ]), array([0.        , 0.20421053, 0.05946429, 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.17      ]), array([0.        , 0.14781955, 0.02089286, 0.        , 0.        ,\n",
       "                     0.        , 0.00438596, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.06      ]), array([0.        , 0.57774436, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([0.        , 0.06270677, 0.36464286, 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ])],\n",
       "             (4,\n",
       "              2): [array([0.        , 0.48496241, 0.14285714, 0.5       , 0.30769231,\n",
       "                     0.25      , 0.        , 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.05      ]), array([0.        , 0.30330827, 0.05660714, 0.        , 0.        ,\n",
       "                     0.        , 0.        , 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.16      ]), array([0.        , 0.16796992, 0.04464286, 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.04      ])],\n",
       "             (3,\n",
       "              1): [array([1.        , 0.38345865, 0.33928571, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.22807018, 1.        , 1.        , 0.20895522,\n",
       "                     0.        , 0.5       , 0.12      ]), array([1.        , 0.64165414, 1.        , 0.        , 0.53846154,\n",
       "                     0.375     , 1.        , 1.        , 1.        , 0.59701493,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.56887218, 0.53571429, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.29824561, 1.        , 1.        , 0.13432836,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.60406015, 0.34375   , 0.5       , 0.69230769,\n",
       "                     0.375     , 0.30403509, 1.        , 1.        , 0.07462687,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.51007519, 0.01035714, 0.5       , 0.53846154,\n",
       "                     0.5       , 0.52631579, 1.        , 1.        , 0.29850746,\n",
       "                     0.        , 0.5       , 0.        ])],\n",
       "             (3,\n",
       "              6): [array([1.        , 0.75684211, 0.71428571, 0.5       , 1.        ,\n",
       "                     0.875     , 0.61403509, 1.        , 1.        , 0.13432836,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.94736842, 0.79607143, 0.5       , 0.69230769,\n",
       "                     1.        , 0.44736842, 1.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.46992481, 0.30357143, 0.5       , 0.92307692,\n",
       "                     0.875     , 0.49122807, 1.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.044     ]), array([1.        , 0.31578947, 0.53571429, 0.5       , 0.84615385,\n",
       "                     0.75      , 0.18859649, 1.        , 1.        , 0.13432836,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.77699248, 0.39285714, 0.5       , 0.69230769,\n",
       "                     1.        , 0.70175439, 1.        , 1.        , 0.10447761,\n",
       "                     1.        , 0.5       , 0.011     ]), array([1.        , 0.38466165, 0.20982143, 0.5       , 0.92307692,\n",
       "                     0.875     , 0.35087719, 1.        , 1.        , 0.20895522,\n",
       "                     1.        , 0.5       , 0.1995    ]), array([1.        , 0.81203008, 0.19642857, 0.5       , 0.69230769,\n",
       "                     1.        , 0.45614035, 1.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.36090226, 0.25      , 0.5       , 0.76923077,\n",
       "                     0.875     , 0.40350877, 1.        , 1.        , 0.10447761,\n",
       "                     1.        , 0.5       , 0.15      ]), array([1.        , 0.32210526, 0.89732143, 0.5       , 1.        ,\n",
       "                     0.875     , 0.05701754, 1.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.2575    ]), array([1.        , 0.61022556, 0.24107143, 0.5       , 0.53846154,\n",
       "                     0.875     , 0.09210526, 1.        , 1.        , 0.1641791 ,\n",
       "                     1.        , 0.5       , 0.        ])],\n",
       "             (3,\n",
       "              2): [array([1.        , 0.58270677, 0.23214286, 0.5       , 0.23076923,\n",
       "                     0.375     , 0.22070175, 1.        , 1.        , 0.2238806 ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.51879699, 0.89589286, 0.5       , 0.61538462,\n",
       "                     0.375     , 0.06140351, 1.        , 1.        , 0.04477612,\n",
       "                     0.        , 0.5       , 0.06      ]), array([1.        , 0.14030075, 0.41071429, 0.5       , 0.15384615,\n",
       "                     0.375     , 0.12280702, 1.        , 1.        , 0.13432836,\n",
       "                     0.        , 0.5       , 0.028     ]), array([1.        , 0.26947368, 0.57732143, 0.5       , 0.07692308,\n",
       "                     0.375     , 0.10526316, 1.        , 1.        , 0.13432836,\n",
       "                     0.        , 0.5       , 0.125     ]), array([1.        , 0.63413534, 0.41071429, 0.5       , 0.        ,\n",
       "                     0.        , 0.1754386 , 1.        , 1.        , 0.07462687,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.56511278, 0.35714286, 0.5       , 0.15384615,\n",
       "                     0.5       , 0.        , 1.        , 1.        , 0.1641791 ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.53879699, 0.67857143, 0.5       , 0.        ,\n",
       "                     0.        , 0.        , 1.        , 1.        , 0.01492537,\n",
       "                     0.        , 0.5       , 0.047     ]), array([1.        , 0.2643609 , 0.69642857, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.24561404, 1.        , 1.        , 0.23880597,\n",
       "                     0.        , 0.5       , 0.        ])],\n",
       "             (7,\n",
       "              8): [array([1.        , 0.5124812 , 0.14875   , 0.5       , 1.        ,\n",
       "                     0.5       , 0.00298246, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.26      ]), array([1.        , 0.25443609, 0.08928571, 0.5       , 0.92307692,\n",
       "                     0.875     , 0.07894737, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.17      ]), array([1.        , 0.31954887, 0.12053571, 0.5       , 0.53846154,\n",
       "                     0.875     , 0.29087719, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.        ]), array([1.        , 0.32210526, 0.16071429, 0.5       , 1.        ,\n",
       "                     0.875     , 0.20175439, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.        , 0.3555    ]), array([1.        , 0.12526316, 0.02964286, 0.5       , 0.53846154,\n",
       "                     0.875     , 0.07596491, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.064     ]), array([1.        , 0.20932331, 0.02678571, 0.5       , 0.76923077,\n",
       "                     0.875     , 0.00578947, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.11      ]), array([1.        , 0.35458647, 0.09517857, 0.5       , 0.92307692,\n",
       "                     0.375     , 0.00578947, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.        ])],\n",
       "             (5,\n",
       "              4): [array([1.        , 0.07022556, 0.37196429, 0.        , 0.38461538,\n",
       "                     0.375     , 0.00438596, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.06      ]), array([1.        , 0.73308271, 0.45535714, 0.        , 0.53846154,\n",
       "                     0.875     , 0.1754386 , 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.056     ]), array([1.        , 0.61157895, 0.01785714, 0.        , 0.23076923,\n",
       "                     0.875     , 0.13894737, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.09      ]), array([1.        , 0.09774436, 0.35571429, 0.5       , 0.69230769,\n",
       "                     0.125     , 0.        , 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.26571429, 0.55357143, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.01754386, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.06      ]), array([1.        , 0.26796992, 0.17857143, 0.        , 0.38461538,\n",
       "                     0.375     , 0.29824561, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.45864662, 0.39285714, 0.        , 0.07692308,\n",
       "                     0.375     , 0.05263158, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.        ]), array([1.        , 0.13909774, 0.02232143, 0.        , 0.38461538,\n",
       "                     0.375     , 0.00438596, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.09      ]), array([1.        , 0.10150376, 0.35714286, 0.        , 0.53846154,\n",
       "                     0.375     , 0.0877193 , 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.02      ]), array([1.        , 0.17924812, 0.07892857, 0.        , 0.38461538,\n",
       "                     0.375     , 0.14035088, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.094     ]), array([1.        , 0.32330827, 0.58928571, 0.        , 0.53846154,\n",
       "                     0.375     , 0.14035088, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.04      ])],\n",
       "             (8,\n",
       "              5): [array([1.        , 0.41233083, 0.04464286, 0.        , 0.61538462,\n",
       "                     0.375     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.06887218, 0.04321429, 0.        , 0.69230769,\n",
       "                     0.125     , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.05      ]), array([1.        , 0.11022556, 0.36017857, 0.        , 0.69230769,\n",
       "                     0.875     , 0.04385965, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.13      ]), array([1.        , 0.46736842, 0.25      , 0.        , 0.53846154,\n",
       "                     0.375     , 0.05701754, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.08      ]), array([1.        , 0.11157895, 0.00892857, 0.        , 0.53846154,\n",
       "                     0.875     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.14      ]), array([1.        , 0.29819549, 0.01196429, 0.        , 0.92307692,\n",
       "                     0.375     , 0.00298246, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.09      ]), array([1.        , 0.2393985 , 0.02678571, 0.        , 0.53846154,\n",
       "                     0.375     , 0.00140351, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.12      ]), array([1.        , 0.24691729, 0.03875   , 0.        , 0.53846154,\n",
       "                     0.375     , 0.00140351, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.085     ]), array([1.        , 0.05007519, 0.00303571, 0.        , 0.53846154,\n",
       "                     0.375     , 0.00140351, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.07      ]), array([1.        , 0.15293233, 0.02089286, 0.        , 0.92307692,\n",
       "                     0.875     , 0.00438596, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.12      ]), array([1.        , 0.11157895, 0.03125   , 0.        , 0.53846154,\n",
       "                     0.875     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.14      ]), array([1.        , 0.24180451, 0.07285714, 0.        , 1.        ,\n",
       "                     0.875     , 0.00140351, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.064     ]), array([1.        , 0.11774436, 0.02821429, 0.        , 0.92307692,\n",
       "                     0.375     , 0.02333333, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.08      ]), array([1.        , 0.13789474, 0.11303571, 0.        , 0.53846154,\n",
       "                     0.375     , 0.00578947, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.08      ]), array([1.        , 0.19548872, 0.16071429, 0.        , 0.53846154,\n",
       "                     0.5       , 0.0877193 , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.1       ])],\n",
       "             (7,\n",
       "              4): [array([1.        , 1.        , 0.19642857, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.01894737, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ]), array([1.        , 0.42105263, 0.03428571, 0.5       , 1.        ,\n",
       "                     0.375     , 0.0877193 , 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.255     ]), array([1.        , 0.43729323, 0.16517857, 0.5       , 0.76923077,\n",
       "                     0.375     , 0.16070175, 1.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.        ])],\n",
       "             (8,\n",
       "              4): [array([1.        , 0.2606015 , 0.05357143, 0.        , 0.61538462,\n",
       "                     0.375     , 0.00140351, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.08      ]), array([1.        , 0.04766917, 0.01196429, 0.        , 0.23076923,\n",
       "                     0.375     , 0.01017544, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.1       ]), array([1.        , 0.31699248, 0.08928571, 0.        , 0.61538462,\n",
       "                     0.375     , 0.10526316, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.1       ]), array([1.        , 0.31458647, 0.03857143, 0.5       , 0.46153846,\n",
       "                     0.375     , 0.04087719, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.014     ]), array([1.        , 0.38601504, 0.06107143, 0.        , 0.46153846,\n",
       "                     0.375     , 0.00578947, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.2       ]), array([1.        , 0.15037594, 0.42857143, 0.5       , 0.53846154,\n",
       "                     0.375     , 0.07315789, 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.        , 0.04      ])],\n",
       "             (8,\n",
       "              6): [array([1.        , 0.2756391 , 0.14285714, 0.        , 0.92307692,\n",
       "                     0.375     , 0.05263158, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.06      ]), array([1.        , 0.11533835, 0.02678571, 0.        , 0.84615385,\n",
       "                     0.75      , 0.02631579, 0.        , 0.        , 0.        ,\n",
       "                     1.        , 0.5       , 0.066     ])],\n",
       "             (8,\n",
       "              1): [array([1.        , 0.73684211, 0.25      , 0.5       , 0.69230769,\n",
       "                     1.        , 0.        , 0.        , 0.        , 0.        ,\n",
       "                     0.        , 0.5       , 0.        ])],\n",
       "             (1,\n",
       "              8): [array([0.        , 0.17293233, 0.48214286, 0.        , 0.        ,\n",
       "                     0.        , 0.07017544, 0.        , 1.        , 0.01492537,\n",
       "                     1.        , 0.5       , 0.1       ])]})"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mappings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys([(9, 8), (9, 0), (5, 9), (2, 8), (2, 2), (6, 0), (9, 3), (9, 5), (2, 7), (3, 5), (1, 6), (9, 2), (2, 4), (5, 0), (4, 8), (6, 4), (2, 6), (2, 5), (6, 9), (7, 6), (0, 4), (0, 3), (5, 6), (0, 7), (6, 3), (9, 7), (1, 4), (0, 2), (7, 1), (8, 3), (4, 1), (9, 9), (0, 5), (3, 4), (8, 0), (6, 6), (1, 9), (5, 2), (0, 0), (5, 7), (7, 0), (8, 2), (7, 2), (1, 1), (0, 9), (8, 8), (9, 4), (8, 9), (2, 1), (6, 7), (2, 0), (1, 0), (4, 9), (1, 7), (4, 0), (3, 9), (8, 7), (9, 1), (4, 2), (3, 1), (3, 6), (3, 2), (7, 8), (5, 4), (8, 5), (7, 4), (8, 4), (8, 6), (8, 1), (1, 8)])"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mappings.keys()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(9, 08) means that the 9th row and 8th column ; (9, 0) implies 9th row and 0th column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "70"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# out of the 100 segments: 70 segments have customers and other 30 segments don't have any customers mapped to it \n",
    "len(mappings.keys())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Out of the 100 segments: 70 segments have customers and other 30 segments don't have any customers mapped to it.\n",
    "\n",
    "Below are the inputs for the key: 9,8: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([1.        , 0.12526316, 0.40928571, 0.5       , 0.23076923,\n",
       "        0.375     , 0.05561404, 0.        , 0.        , 0.        ,\n",
       "        1.        , 0.5       , 0.05      ]),\n",
       " array([1.        , 0.67413534, 0.09678571, 0.5       , 0.53846154,\n",
       "        0.375     , 0.08473684, 0.        , 0.        , 0.        ,\n",
       "        1.        , 0.5       , 0.16      ]),\n",
       " array([1.        , 0.30706767, 0.1875    , 0.5       , 0.61538462,\n",
       "        0.375     , 0.00298246, 0.        , 0.        , 0.        ,\n",
       "        1.        , 0.5       , 0.145     ]),\n",
       " array([1.        , 0.2793985 , 0.08928571, 0.5       , 0.53846154,\n",
       "        0.375     , 0.04385965, 0.        , 0.        , 0.        ,\n",
       "        1.        , 0.5       , 0.14      ]),\n",
       " array([1.        , 0.50496241, 0.23214286, 0.5       , 0.53846154,\n",
       "        0.375     , 0.03508772, 0.        , 0.        , 0.        ,\n",
       "        1.        , 0.5       , 0.        ]),\n",
       " array([1.        , 0.15533835, 0.32142857, 0.5       , 0.38461538,\n",
       "        0.375     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "        1.        , 0.5       , 0.        ]),\n",
       " array([1.        , 0.22300752, 0.12946429, 0.5       , 0.38461538,\n",
       "        0.375     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "        1.        , 0.5       , 0.05      ]),\n",
       " array([1.        , 0.09398496, 0.39446429, 0.5       , 0.53846154,\n",
       "        0.375     , 0.07017544, 0.        , 0.        , 0.        ,\n",
       "        1.        , 0.5       , 0.068     ]),\n",
       " array([1.        , 0.20556391, 0.44642857, 0.5       , 0.38461538,\n",
       "        0.5       , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "        1.        , 0.5       , 0.36      ]),\n",
       " array([1.        , 0.21428571, 0.10714286, 0.5       , 0.61538462,\n",
       "        0.375     , 0.02631579, 0.        , 0.        , 0.        ,\n",
       "        1.        , 0.5       , 0.15      ]),\n",
       " array([1.        , 0.14781955, 0.06392857, 0.5       , 0.53846154,\n",
       "        0.375     , 0.01894737, 0.        , 0.        , 0.        ,\n",
       "        1.        , 0.5       , 0.068     ]),\n",
       " array([1.        , 0.16541353, 0.01928571, 0.5       , 0.46153846,\n",
       "        0.375     , 0.03508772, 0.        , 0.        , 0.        ,\n",
       "        1.        , 0.5       , 0.06      ]),\n",
       " array([1.        , 0.18917293, 0.46428571, 0.5       , 0.69230769,\n",
       "        0.125     , 0.        , 0.        , 0.        , 0.        ,\n",
       "        1.        , 0.5       , 0.07      ])]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mappings[(9,8)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Concatenating the fraud winning nodes by seeing the graph:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Taking some of the red circular from the heat map and mapping as Frauds:\n",
    "\n",
    "frauds = np.concatenate((mappings[(0,9)], mappings[(8,9)]), axis = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.        , 0.32210526, 0.13392857, 0.5       , 0.        ,\n",
       "        0.        , 0.        , 0.        , 1.        , 0.08955224,\n",
       "        0.        , 0.5       , 0.        ],\n",
       "       [0.        , 0.04135338, 0.04464286, 0.5       , 0.76923077,\n",
       "        0.375     , 0.00877193, 0.        , 1.        , 0.01492537,\n",
       "        0.        , 0.5       , 0.054     ],\n",
       "       [0.        , 0.13909774, 0.06553571, 0.5       , 0.30769231,\n",
       "        0.25      , 0.        , 0.        , 1.        , 0.01492537,\n",
       "        0.        , 0.5       , 0.1       ],\n",
       "       [0.        , 0.03503759, 0.01196429, 0.5       , 0.        ,\n",
       "        0.        , 0.        , 0.        , 1.        , 0.01492537,\n",
       "        0.        , 0.5       , 0.08      ],\n",
       "       [0.        , 0.39969925, 0.29017857, 0.        , 0.23076923,\n",
       "        0.375     , 0.00578947, 0.        , 1.        , 0.02985075,\n",
       "        0.        , 0.5       , 0.092     ],\n",
       "       [0.        , 0.09518797, 0.00446429, 0.5       , 0.76923077,\n",
       "        0.375     , 0.03508772, 0.        , 1.        , 0.01492537,\n",
       "        0.        , 0.5       , 0.12      ],\n",
       "       [0.        , 0.08766917, 0.02375   , 0.        , 0.53846154,\n",
       "        0.375     , 0.03508772, 0.        , 1.        , 0.01492537,\n",
       "        0.        , 0.5       , 1.        ],\n",
       "       [0.        , 0.34330827, 0.01035714, 0.5       , 0.        ,\n",
       "        0.        , 0.        , 0.        , 1.        , 0.14925373,\n",
       "        0.        , 0.5       , 0.1       ],\n",
       "       [0.        , 0.20180451, 0.04464286, 0.5       , 0.        ,\n",
       "        0.        , 0.        , 0.        , 1.        , 0.01492537,\n",
       "        0.        , 0.5       , 0.046     ],\n",
       "       [0.        , 0.65909774, 0.07142857, 0.5       , 0.        ,\n",
       "        0.        , 0.22807018, 0.        , 1.        , 0.01492537,\n",
       "        0.        , 0.5       , 0.        ],\n",
       "       [0.        , 0.06766917, 0.35714286, 0.5       , 0.61538462,\n",
       "        0.375     , 0.03508772, 0.        , 1.        , 0.01492537,\n",
       "        0.        , 0.5       , 0.06      ],\n",
       "       [1.        , 0.21052632, 0.04607143, 0.5       , 0.23076923,\n",
       "        0.875     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "        1.        , 0.        , 0.07      ],\n",
       "       [1.        , 0.29819549, 0.00892857, 0.5       , 0.15384615,\n",
       "        0.5       , 0.14035088, 0.        , 0.        , 0.        ,\n",
       "        1.        , 0.        , 0.21      ],\n",
       "       [1.        , 0.06766917, 0.00589286, 0.5       , 0.07692308,\n",
       "        0.375     , 0.00877193, 0.        , 0.        , 0.        ,\n",
       "        1.        , 0.        , 0.14      ],\n",
       "       [1.        , 0.2556391 , 0.05660714, 0.5       , 0.07692308,\n",
       "        0.375     , 0.02052632, 0.        , 0.        , 0.        ,\n",
       "        1.        , 0.        , 0.        ],\n",
       "       [1.        , 0.24932331, 0.01785714, 0.5       , 0.07692308,\n",
       "        0.875     , 0.00298246, 0.        , 0.        , 0.        ,\n",
       "        1.        , 0.        , 0.126     ]])"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frauds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(16, 13)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frauds.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "# these are two list of customers\n",
    "frauds1 = sc.inverse_transform(frauds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>35.17</td>\n",
       "      <td>3.750</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>16.50</td>\n",
       "      <td>1.250</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>108.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0</td>\n",
       "      <td>23.00</td>\n",
       "      <td>1.835</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0</td>\n",
       "      <td>16.08</td>\n",
       "      <td>0.335</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>160.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>40.33</td>\n",
       "      <td>8.125</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.165</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>184.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.0</td>\n",
       "      <td>20.08</td>\n",
       "      <td>0.125</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>240.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.0</td>\n",
       "      <td>19.58</td>\n",
       "      <td>0.665</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.0</td>\n",
       "      <td>36.58</td>\n",
       "      <td>0.290</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.0</td>\n",
       "      <td>27.17</td>\n",
       "      <td>1.250</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>92.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.0</td>\n",
       "      <td>57.58</td>\n",
       "      <td>2.000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.500</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.0</td>\n",
       "      <td>18.25</td>\n",
       "      <td>10.000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1.0</td>\n",
       "      <td>27.75</td>\n",
       "      <td>1.290</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>140.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1.0</td>\n",
       "      <td>33.58</td>\n",
       "      <td>0.250</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>420.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1.0</td>\n",
       "      <td>18.25</td>\n",
       "      <td>0.165</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>280.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1.0</td>\n",
       "      <td>30.75</td>\n",
       "      <td>1.585</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.585</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1.0</td>\n",
       "      <td>30.33</td>\n",
       "      <td>0.500</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.085</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>252.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      0      1       2    3     4    5      6    7    8     9   10   11  \\\n",
       "0   0.0  35.17   3.750  2.0   1.0  1.0  0.000  0.0  1.0   6.0  0.0  2.0   \n",
       "1   0.0  16.50   1.250  2.0  11.0  4.0  0.250  0.0  1.0   1.0  0.0  2.0   \n",
       "2   0.0  23.00   1.835  2.0   5.0  3.0  0.000  0.0  1.0   1.0  0.0  2.0   \n",
       "3   0.0  16.08   0.335  2.0   1.0  1.0  0.000  0.0  1.0   1.0  0.0  2.0   \n",
       "4   0.0  40.33   8.125  1.0   4.0  4.0  0.165  0.0  1.0   2.0  0.0  2.0   \n",
       "5   0.0  20.08   0.125  2.0  11.0  4.0  1.000  0.0  1.0   1.0  0.0  2.0   \n",
       "6   0.0  19.58   0.665  1.0   8.0  4.0  1.000  0.0  1.0   1.0  0.0  2.0   \n",
       "7   0.0  36.58   0.290  2.0   1.0  1.0  0.000  0.0  1.0  10.0  0.0  2.0   \n",
       "8   0.0  27.17   1.250  2.0   1.0  1.0  0.000  0.0  1.0   1.0  0.0  2.0   \n",
       "9   0.0  57.58   2.000  2.0   1.0  1.0  6.500  0.0  1.0   1.0  0.0  2.0   \n",
       "10  0.0  18.25  10.000  2.0   9.0  4.0  1.000  0.0  1.0   1.0  0.0  2.0   \n",
       "11  1.0  27.75   1.290  2.0   4.0  8.0  0.250  0.0  0.0   0.0  1.0  1.0   \n",
       "12  1.0  33.58   0.250  2.0   3.0  5.0  4.000  0.0  0.0   0.0  1.0  1.0   \n",
       "13  1.0  18.25   0.165  2.0   2.0  4.0  0.250  0.0  0.0   0.0  1.0  1.0   \n",
       "14  1.0  30.75   1.585  2.0   2.0  4.0  0.585  0.0  0.0   0.0  1.0  1.0   \n",
       "15  1.0  30.33   0.500  2.0   2.0  8.0  0.085  0.0  0.0   0.0  1.0  1.0   \n",
       "\n",
       "        12  \n",
       "0      0.0  \n",
       "1    108.0  \n",
       "2    200.0  \n",
       "3    160.0  \n",
       "4    184.0  \n",
       "5    240.0  \n",
       "6   2000.0  \n",
       "7    200.0  \n",
       "8     92.0  \n",
       "9      0.0  \n",
       "10   120.0  \n",
       "11   140.0  \n",
       "12   420.0  \n",
       "13   280.0  \n",
       "14     0.0  \n",
       "15   252.0  "
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(frauds1)"
   ]
  },
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    "------------"
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