Amazon_movies_Prediction_Random_Walk.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "QUR_8TxjwT6c"
   },
   "outputs": [],
   "source": [
    "import Graph_Amazon_Movies as gam\n",
    "import Amazon_Movie_Parser as amp\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from networkx.algorithms import bipartite\n",
    "import networkx as nx\n",
    "import Amazon_Movie_Parser as prs\n",
    "import datetime\n",
    "from numpy import savetxt\n",
    "import Computations_debug as comp\n",
    "import random\n",
    "\n",
    "import Predict_Movie as pm\n",
    "pd.set_option('display.max_colwidth', 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "predict_amazon = pm.Amazon()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "*************** 1st Graph calculations - MODEL *************** \n",
      "Calculation time-Crete graph from the movies file: 0:00:08.338008\n",
      "Is connected: True ... Is bipartite: True\n",
      "BEFORE: # of nodes: 15859 ... # of edges: 19008\n",
      "Calculation time-1st Part: 0:00:09.023614\n",
      "*************** 2nd Graph calculations - TEST *************** \n",
      "Create_Bipartite_VALIDATION is running...\n",
      "Calculation time-Crete graph from the movies file: 0:00:08.895650\n",
      "Is connected: True ... Is bipartite: True\n",
      "BEFORE: # of nodes: 15651 ... # of edges: 18687\n",
      "n_reviews for modeling (P matrix) = 338 .. n_movies for testing = 384\n",
      "n_users for modeling (P matrix) = 15521 .. n_users for testing = 15267\n",
      "Calculation time-2nd Part: 0:00:09.622266\n",
      "**********************************************\n",
      "Calculation time for ALL-Predictions: 0:00:18.647892\n"
     ]
    }
   ],
   "source": [
    "start_time_part1 = datetime.datetime.now()\n",
    "\n",
    "file_name = 'data/movies.txt'; n_movies = 20000; n_movies_v = 20000; n_test_users = 150; walk_steps = 40\n",
    "start_index_v = n_movies; beta = 0.15; top_neighbor = 50\n",
    "\n",
    "max_connected_gr_amazon_movies, max_connected_gr_amazon_movies_VAL = \\\n",
    "predict_amazon.create_graphs(file_name, n_movies, n_movies_v, start_index_v)\n",
    "\n",
    "end_time_part1 = datetime.datetime.now()\n",
    "total_time_part1 = end_time_part1 - start_time_part1\n",
    "print('**********************************************')\n",
    "print('Calculation time for ALL-Part-1: {}'.format(total_time_part1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Preparation starts at 2020-05-15 01:43:37.395233\n",
      "P to_numpy_matrix: 2020-05-15 01:43:37.978136\n",
      "P normalize: 2020-05-15 01:43:39.623707\n",
      "P finalize: 2020-05-15 01:43:40.625668\n",
      "Calculation time-P matrix generation from the graph: 0:00:02.647532\n",
      "Calculation time-user-movie indexes: 0:00:02.511556\n",
      "Calculation time-user-movie indexes: 0:00:02.530349\n",
      "0. Random walk starts for 7558-A1ZH9LWMX5UCFJ at 2020-05-15 01:43:45.833231\n",
      "Calculation time-steps walked: 0:00:03.800293\n",
      "similarity_check_vector_VAL starts for 7558-A1ZH9LWMX5UCFJ at 2020-05-15 01:43:49.633869\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 7558-A1ZH9LWMX5UCFJ at 2020-05-15 01:43:55.985561\n",
      "**********************************************\n",
      "1. Random walk starts for 15070-AVCRD98TH48RN at 2020-05-15 01:43:58.578622\n",
      "Calculation time-steps walked: 0:00:03.864877\n",
      "similarity_check_vector_VAL starts for 15070-AVCRD98TH48RN at 2020-05-15 01:44:02.443824\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 15070-AVCRD98TH48RN at 2020-05-15 01:44:09.184231\n",
      "**********************************************\n",
      "2. Random walk starts for 4235-AEMZRE6QYVQBS at 2020-05-15 01:44:11.585915\n",
      "Calculation time-steps walked: 0:00:03.823698\n",
      "similarity_check_vector_VAL starts for 4235-AEMZRE6QYVQBS at 2020-05-15 01:44:15.409998\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 4235-AEMZRE6QYVQBS at 2020-05-15 01:44:21.891680\n",
      "**********************************************\n",
      "3. Random walk starts for 525-A2TOU0N8XE68W4 at 2020-05-15 01:44:24.246861\n",
      "Calculation time-steps walked: 0:00:03.907127\n",
      "similarity_check_vector_VAL starts for 525-A2TOU0N8XE68W4 at 2020-05-15 01:44:28.154318\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 525-A2TOU0N8XE68W4 at 2020-05-15 01:44:34.970109\n",
      "**********************************************\n",
      "4. Random walk starts for 971-A1YQ6QB2127AJ4 at 2020-05-15 01:44:37.410844\n",
      "Calculation time-steps walked: 0:00:04.050642\n",
      "similarity_check_vector_VAL starts for 971-A1YQ6QB2127AJ4 at 2020-05-15 01:44:41.461873\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 971-A1YQ6QB2127AJ4 at 2020-05-15 01:44:48.409094\n",
      "**********************************************\n",
      "5. Random walk starts for 6237-AUXPO0ZDN8P52 at 2020-05-15 01:44:50.988069\n",
      "Calculation time-steps walked: 0:00:04.097199\n",
      "similarity_check_vector_VAL starts for 6237-AUXPO0ZDN8P52 at 2020-05-15 01:44:55.085654\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 6237-AUXPO0ZDN8P52 at 2020-05-15 01:45:02.184529\n",
      "**********************************************\n",
      "6. Random walk starts for 8024-A2ODF4T1AAN83E at 2020-05-15 01:45:04.642033\n",
      "Calculation time-steps walked: 0:00:04.081138\n",
      "similarity_check_vector_VAL starts for 8024-A2ODF4T1AAN83E at 2020-05-15 01:45:08.723534\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 8024-A2ODF4T1AAN83E at 2020-05-15 01:45:15.570495\n",
      "**********************************************\n",
      "7. Random walk starts for 11141-A38QEATH3NODFM at 2020-05-15 01:45:17.996871\n",
      "Calculation time-steps walked: 0:00:04.058774\n",
      "similarity_check_vector_VAL starts for 11141-A38QEATH3NODFM at 2020-05-15 01:45:22.055983\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 11141-A38QEATH3NODFM at 2020-05-15 01:45:29.169036\n",
      "**********************************************\n",
      "8. Random walk starts for 506-A3LZGLA88K0LA0 at 2020-05-15 01:45:31.669449\n",
      "Calculation time-steps walked: 0:00:04.405244\n",
      "similarity_check_vector_VAL starts for 506-A3LZGLA88K0LA0 at 2020-05-15 01:45:36.075026\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 506-A3LZGLA88K0LA0 at 2020-05-15 01:45:43.116063\n",
      "**********************************************\n",
      "9. Random walk starts for 318-A2NJO6YE954DBH at 2020-05-15 01:45:45.622903\n",
      "Calculation time-steps walked: 0:00:04.223237\n",
      "similarity_check_vector_VAL starts for 318-A2NJO6YE954DBH at 2020-05-15 01:45:49.846474\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 318-A2NJO6YE954DBH at 2020-05-15 01:45:56.354670\n",
      "**********************************************\n",
      "10. Random walk starts for 10501-A15G57AIKJ5PRQ at 2020-05-15 01:45:58.757181\n",
      "Calculation time-steps walked: 0:00:04.062060\n",
      "similarity_check_vector_VAL starts for 10501-A15G57AIKJ5PRQ at 2020-05-15 01:46:02.819644\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 10501-A15G57AIKJ5PRQ at 2020-05-15 01:46:09.421914\n",
      "**********************************************\n",
      "11. Random walk starts for 1180-A2ICW5OUWX2A2V at 2020-05-15 01:46:11.889272\n",
      "Calculation time-steps walked: 0:00:04.302936\n",
      "similarity_check_vector_VAL starts for 1180-A2ICW5OUWX2A2V at 2020-05-15 01:46:16.192620\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 1180-A2ICW5OUWX2A2V at 2020-05-15 01:46:23.317644\n",
      "**********************************************\n",
      "12. Random walk starts for 8972-A2GA2SO3YK6CXI at 2020-05-15 01:46:25.818675\n",
      "Calculation time-steps walked: 0:00:04.120791\n",
      "similarity_check_vector_VAL starts for 8972-A2GA2SO3YK6CXI at 2020-05-15 01:46:29.939797\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 8972-A2GA2SO3YK6CXI at 2020-05-15 01:46:36.838730\n",
      "**********************************************\n",
      "13. Random walk starts for 33-A27H9DOUGY9FOS at 2020-05-15 01:46:39.394882\n",
      "Calculation time-steps walked: 0:00:04.210372\n",
      "similarity_check_vector_VAL starts for 33-A27H9DOUGY9FOS at 2020-05-15 01:46:43.605552\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 33-A27H9DOUGY9FOS at 2020-05-15 01:46:50.760530\n",
      "**********************************************\n",
      "14. Random walk starts for 1702-A3UE57S8G2G72Y at 2020-05-15 01:46:53.388702\n",
      "Calculation time-steps walked: 0:00:04.504125\n",
      "similarity_check_vector_VAL starts for 1702-A3UE57S8G2G72Y at 2020-05-15 01:46:57.893158\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 1702-A3UE57S8G2G72Y at 2020-05-15 01:47:04.531319\n",
      "**********************************************\n",
      "15. Random walk starts for 7337-A2J6MMNWUJQUXS at 2020-05-15 01:47:07.350513\n",
      "Calculation time-steps walked: 0:00:04.165611\n",
      "similarity_check_vector_VAL starts for 7337-A2J6MMNWUJQUXS at 2020-05-15 01:47:11.516463\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 7337-A2J6MMNWUJQUXS at 2020-05-15 01:47:18.686679\n",
      "**********************************************\n",
      "16. Random walk starts for 4826-AYMVQD757T4ZS at 2020-05-15 01:47:21.070497\n",
      "Calculation time-steps walked: 0:00:04.098175\n",
      "similarity_check_vector_VAL starts for 4826-AYMVQD757T4ZS at 2020-05-15 01:47:25.169042\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 4826-AYMVQD757T4ZS at 2020-05-15 01:47:32.113390\n",
      "**********************************************\n",
      "17. Random walk starts for 254-A17FLA8HQOFVIG at 2020-05-15 01:47:34.565084\n",
      "Calculation time-steps walked: 0:00:04.089853\n",
      "similarity_check_vector_VAL starts for 254-A17FLA8HQOFVIG at 2020-05-15 01:47:38.655386\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 254-A17FLA8HQOFVIG at 2020-05-15 01:47:45.991553\n",
      "**********************************************\n",
      "18. Random walk starts for 8191-A1QKCTSWTOOFRK at 2020-05-15 01:47:48.902191\n",
      "Calculation time-steps walked: 0:00:04.185877\n",
      "similarity_check_vector_VAL starts for 8191-A1QKCTSWTOOFRK at 2020-05-15 01:47:53.088403\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 8191-A1QKCTSWTOOFRK at 2020-05-15 01:48:00.423443\n",
      "**********************************************\n",
      "19. Random walk starts for 7823-A1SCHRLT1KF9OD at 2020-05-15 01:48:03.088214\n",
      "Calculation time-steps walked: 0:00:04.291883\n",
      "similarity_check_vector_VAL starts for 7823-A1SCHRLT1KF9OD at 2020-05-15 01:48:07.380454\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 7823-A1SCHRLT1KF9OD at 2020-05-15 01:48:14.705647\n",
      "**********************************************\n",
      "20. Random walk starts for 14762-AJXUZA0Q91HON at 2020-05-15 01:48:17.262608\n",
      "Calculation time-steps walked: 0:00:04.293534\n",
      "similarity_check_vector_VAL starts for 14762-AJXUZA0Q91HON at 2020-05-15 01:48:21.556488\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 14762-AJXUZA0Q91HON at 2020-05-15 01:48:28.760347\n",
      "**********************************************\n",
      "21. Random walk starts for 5554-A2HW33PQSRHLNO at 2020-05-15 01:48:31.390482\n",
      "Calculation time-steps walked: 0:00:04.221238\n",
      "similarity_check_vector_VAL starts for 5554-A2HW33PQSRHLNO at 2020-05-15 01:48:35.612025\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 5554-A2HW33PQSRHLNO at 2020-05-15 01:48:42.552926\n",
      "**********************************************\n",
      "22. Random walk starts for 8794-A1G2PFIKM2ZOXG at 2020-05-15 01:48:45.031803\n",
      "Calculation time-steps walked: 0:00:04.296145\n",
      "similarity_check_vector_VAL starts for 8794-A1G2PFIKM2ZOXG at 2020-05-15 01:48:49.328303\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 8794-A1G2PFIKM2ZOXG at 2020-05-15 01:48:56.507966\n",
      "**********************************************\n",
      "23. Random walk starts for 574-A2VE83MZF98ITY at 2020-05-15 01:48:59.016198\n",
      "Calculation time-steps walked: 0:00:04.079510\n",
      "similarity_check_vector_VAL starts for 574-A2VE83MZF98ITY at 2020-05-15 01:49:03.096100\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 574-A2VE83MZF98ITY at 2020-05-15 01:49:10.147253\n",
      "**********************************************\n",
      "24. Random walk starts for 5415-A1P27BGF8NAI29 at 2020-05-15 01:49:12.807585\n",
      "Calculation time-steps walked: 0:00:04.540848\n",
      "similarity_check_vector_VAL starts for 5415-A1P27BGF8NAI29 at 2020-05-15 01:49:17.349051\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 5415-A1P27BGF8NAI29 at 2020-05-15 01:49:24.385330\n",
      "**********************************************\n",
      "25. Random walk starts for 3306-A35531WG0CE5UE at 2020-05-15 01:49:26.862336\n",
      "Calculation time-steps walked: 0:00:04.239859\n",
      "similarity_check_vector_VAL starts for 3306-A35531WG0CE5UE at 2020-05-15 01:49:31.102576\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 3306-A35531WG0CE5UE at 2020-05-15 01:49:38.007504\n",
      "**********************************************\n",
      "26. Random walk starts for 1606-A10X5D8JIK3QMS at 2020-05-15 01:49:40.450222\n",
      "Calculation time-steps walked: 0:00:04.085637\n",
      "similarity_check_vector_VAL starts for 1606-A10X5D8JIK3QMS at 2020-05-15 01:49:44.536198\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 1606-A10X5D8JIK3QMS at 2020-05-15 01:49:51.514146\n",
      "**********************************************\n",
      "27. Random walk starts for 841-A2MFNDNS1L7D16 at 2020-05-15 01:49:54.026797\n",
      "Calculation time-steps walked: 0:00:04.182696\n",
      "similarity_check_vector_VAL starts for 841-A2MFNDNS1L7D16 at 2020-05-15 01:49:58.209850\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 841-A2MFNDNS1L7D16 at 2020-05-15 01:50:05.292810\n",
      "**********************************************\n",
      "28. Random walk starts for 4213-A3NM0RAYSL6PA8 at 2020-05-15 01:50:07.844105\n",
      "Calculation time-steps walked: 0:00:04.191448\n",
      "similarity_check_vector_VAL starts for 4213-A3NM0RAYSL6PA8 at 2020-05-15 01:50:12.035886\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 4213-A3NM0RAYSL6PA8 at 2020-05-15 01:50:19.217711\n",
      "**********************************************\n",
      "29. Random walk starts for 3791-AWG2O9C42XW5G at 2020-05-15 01:50:21.785407\n",
      "Calculation time-steps walked: 0:00:04.320266\n",
      "similarity_check_vector_VAL starts for 3791-AWG2O9C42XW5G at 2020-05-15 01:50:26.106022\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 3791-AWG2O9C42XW5G at 2020-05-15 01:50:33.148845\n",
      "**********************************************\n",
      "30. Random walk starts for 3311-A2KG9B8ZLVX3YH at 2020-05-15 01:50:35.833709\n",
      "Calculation time-steps walked: 0:00:04.234006\n",
      "similarity_check_vector_VAL starts for 3311-A2KG9B8ZLVX3YH at 2020-05-15 01:50:40.068032\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 3311-A2KG9B8ZLVX3YH at 2020-05-15 01:50:46.726944\n",
      "**********************************************\n",
      "31. Random walk starts for 6764-A2DJFYBB2L5VSN at 2020-05-15 01:50:49.101142\n",
      "Calculation time-steps walked: 0:00:04.136442\n",
      "similarity_check_vector_VAL starts for 6764-A2DJFYBB2L5VSN at 2020-05-15 01:50:53.238000\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 6764-A2DJFYBB2L5VSN at 2020-05-15 01:50:59.715858\n",
      "**********************************************\n",
      "32. Random walk starts for 4066-A3R2YB0WTTB0IJ at 2020-05-15 01:51:02.076996\n",
      "Calculation time-steps walked: 0:00:04.164533\n",
      "similarity_check_vector_VAL starts for 4066-A3R2YB0WTTB0IJ at 2020-05-15 01:51:06.241884\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 4066-A3R2YB0WTTB0IJ at 2020-05-15 01:51:12.715232\n",
      "**********************************************\n",
      "33. Random walk starts for 4293-A2VD3CYOEMJ6SR at 2020-05-15 01:51:15.085478\n",
      "Calculation time-steps walked: 0:00:04.154611\n",
      "similarity_check_vector_VAL starts for 4293-A2VD3CYOEMJ6SR at 2020-05-15 01:51:19.240424\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 4293-A2VD3CYOEMJ6SR at 2020-05-15 01:51:25.988757\n",
      "**********************************************\n",
      "34. Random walk starts for 2994-A51IK68MWKV5R at 2020-05-15 01:51:28.343839\n",
      "Calculation time-steps walked: 0:00:04.147350\n",
      "similarity_check_vector_VAL starts for 2994-A51IK68MWKV5R at 2020-05-15 01:51:32.491538\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 2994-A51IK68MWKV5R at 2020-05-15 01:51:38.841938\n",
      "**********************************************\n",
      "35. Random walk starts for 1313-A11ED8O95W2103 at 2020-05-15 01:51:41.291650\n",
      "Calculation time-steps walked: 0:00:04.154058\n",
      "similarity_check_vector_VAL starts for 1313-A11ED8O95W2103 at 2020-05-15 01:51:45.446097\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 1313-A11ED8O95W2103 at 2020-05-15 01:51:52.424521\n",
      "**********************************************\n",
      "36. Random walk starts for 6383-A2VZIH75IMKB5L at 2020-05-15 01:51:54.782096\n",
      "Calculation time-steps walked: 0:00:04.184591\n",
      "similarity_check_vector_VAL starts for 6383-A2VZIH75IMKB5L at 2020-05-15 01:51:58.967095\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 6383-A2VZIH75IMKB5L at 2020-05-15 01:52:05.332744\n",
      "**********************************************\n",
      "37. Random walk starts for 6778-ANEDXRFDZDL18 at 2020-05-15 01:52:07.674098\n",
      "Calculation time-steps walked: 0:00:04.160460\n",
      "similarity_check_vector_VAL starts for 6778-ANEDXRFDZDL18 at 2020-05-15 01:52:11.834927\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 6778-ANEDXRFDZDL18 at 2020-05-15 01:52:18.428264\n",
      "**********************************************\n",
      "38. Random walk starts for 9154-AQ4NJ2T9PVI3L at 2020-05-15 01:52:20.854938\n",
      "Calculation time-steps walked: 0:00:04.107584\n",
      "similarity_check_vector_VAL starts for 9154-AQ4NJ2T9PVI3L at 2020-05-15 01:52:24.962841\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 9154-AQ4NJ2T9PVI3L at 2020-05-15 01:52:31.766560\n",
      "**********************************************\n",
      "39. Random walk starts for 792-A1ZO30Z16MQ7Y7 at 2020-05-15 01:52:34.162630\n",
      "Calculation time-steps walked: 0:00:04.182716\n",
      "similarity_check_vector_VAL starts for 792-A1ZO30Z16MQ7Y7 at 2020-05-15 01:52:38.345714\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 792-A1ZO30Z16MQ7Y7 at 2020-05-15 01:52:44.910422\n",
      "**********************************************\n",
      "40. Random walk starts for 9121-A633NIAR4JJAR at 2020-05-15 01:52:47.267201\n",
      "Calculation time-steps walked: 0:00:04.157512\n",
      "similarity_check_vector_VAL starts for 9121-A633NIAR4JJAR at 2020-05-15 01:52:51.425057\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 9121-A633NIAR4JJAR at 2020-05-15 01:52:57.703092\n",
      "**********************************************\n",
      "41. Random walk starts for 5494-A3292BN5CWS47V at 2020-05-15 01:53:00.030053\n",
      "Calculation time-steps walked: 0:00:04.106480\n",
      "similarity_check_vector_VAL starts for 5494-A3292BN5CWS47V at 2020-05-15 01:53:04.136901\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 5494-A3292BN5CWS47V at 2020-05-15 01:53:10.441692\n",
      "**********************************************\n",
      "42. Random walk starts for 13651-A1TZ7C3MPR3R6L at 2020-05-15 01:53:12.780481\n",
      "Calculation time-steps walked: 0:00:04.076498\n",
      "similarity_check_vector_VAL starts for 13651-A1TZ7C3MPR3R6L at 2020-05-15 01:53:16.857394\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 13651-A1TZ7C3MPR3R6L at 2020-05-15 01:53:23.581975\n",
      "**********************************************\n",
      "43. Random walk starts for 6748-A2MYUI8IT6UBUU at 2020-05-15 01:53:25.934971\n",
      "Calculation time-steps walked: 0:00:04.032868\n",
      "similarity_check_vector_VAL starts for 6748-A2MYUI8IT6UBUU at 2020-05-15 01:53:29.968215\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 6748-A2MYUI8IT6UBUU at 2020-05-15 01:53:36.727845\n",
      "**********************************************\n",
      "44. Random walk starts for 2105-AY12DBB0U420B at 2020-05-15 01:53:39.056533\n",
      "Calculation time-steps walked: 0:00:04.016175\n",
      "similarity_check_vector_VAL starts for 2105-AY12DBB0U420B at 2020-05-15 01:53:43.073068\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 2105-AY12DBB0U420B at 2020-05-15 01:53:49.848652\n",
      "**********************************************\n",
      "45. Random walk starts for 13901-A1HG2DOSBZEX4I at 2020-05-15 01:53:52.190131\n",
      "Calculation time-steps walked: 0:00:04.007153\n",
      "similarity_check_vector_VAL starts for 13901-A1HG2DOSBZEX4I at 2020-05-15 01:53:56.197650\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 13901-A1HG2DOSBZEX4I at 2020-05-15 01:54:02.950696\n",
      "**********************************************\n",
      "46. Random walk starts for 7926-A1YQB7CGVMX3D8 at 2020-05-15 01:54:05.281629\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calculation time-steps walked: 0:00:03.992294\n",
      "similarity_check_vector_VAL starts for 7926-A1YQB7CGVMX3D8 at 2020-05-15 01:54:09.274296\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 7926-A1YQB7CGVMX3D8 at 2020-05-15 01:54:16.057307\n",
      "**********************************************\n",
      "47. Random walk starts for 1186-AFNCXMCX7VZWH at 2020-05-15 01:54:18.404729\n",
      "Calculation time-steps walked: 0:00:03.951181\n",
      "similarity_check_vector_VAL starts for 1186-AFNCXMCX7VZWH at 2020-05-15 01:54:22.356296\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 1186-AFNCXMCX7VZWH at 2020-05-15 01:54:28.713391\n",
      "**********************************************\n",
      "48. Random walk starts for 10047-A2ZHH7AK83JB5G at 2020-05-15 01:54:31.096102\n",
      "Calculation time-steps walked: 0:00:04.041530\n",
      "similarity_check_vector_VAL starts for 10047-A2ZHH7AK83JB5G at 2020-05-15 01:54:35.137976\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 10047-A2ZHH7AK83JB5G at 2020-05-15 01:54:41.924034\n",
      "**********************************************\n",
      "49. Random walk starts for 868-A1R2URG8OHNEDS at 2020-05-15 01:54:44.280716\n",
      "Calculation time-steps walked: 0:00:04.048427\n",
      "similarity_check_vector_VAL starts for 868-A1R2URG8OHNEDS at 2020-05-15 01:54:48.329494\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 868-A1R2URG8OHNEDS at 2020-05-15 01:54:54.636716\n",
      "**********************************************\n",
      "50. Random walk starts for 115-A2198FZZMTJ38H at 2020-05-15 01:54:57.005729\n",
      "Calculation time-steps walked: 0:00:04.074412\n",
      "similarity_check_vector_VAL starts for 115-A2198FZZMTJ38H at 2020-05-15 01:55:01.080502\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 115-A2198FZZMTJ38H at 2020-05-15 01:55:07.431609\n",
      "**********************************************\n",
      "51. Random walk starts for 7797-A1C9KCK07D4ZW at 2020-05-15 01:55:09.785258\n",
      "Calculation time-steps walked: 0:00:04.069685\n",
      "similarity_check_vector_VAL starts for 7797-A1C9KCK07D4ZW at 2020-05-15 01:55:13.855317\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 7797-A1C9KCK07D4ZW at 2020-05-15 01:55:20.598172\n",
      "**********************************************\n",
      "52. Random walk starts for 14393-A1Z2ZN39LL07GI at 2020-05-15 01:55:22.948864\n",
      "Calculation time-steps walked: 0:00:04.069937\n",
      "similarity_check_vector_VAL starts for 14393-A1Z2ZN39LL07GI at 2020-05-15 01:55:27.019192\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 14393-A1Z2ZN39LL07GI at 2020-05-15 01:55:33.396876\n",
      "**********************************************\n",
      "53. Random walk starts for 8027-A3P616ODTG032L at 2020-05-15 01:55:35.740463\n",
      "Calculation time-steps walked: 0:00:04.093843\n",
      "similarity_check_vector_VAL starts for 8027-A3P616ODTG032L at 2020-05-15 01:55:39.834689\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 8027-A3P616ODTG032L at 2020-05-15 01:55:46.321943\n",
      "**********************************************\n",
      "54. Random walk starts for 4078-AORW1FRF4D4KS at 2020-05-15 01:55:48.662527\n",
      "Calculation time-steps walked: 0:00:04.064287\n",
      "similarity_check_vector_VAL starts for 4078-AORW1FRF4D4KS at 2020-05-15 01:55:52.727180\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 4078-AORW1FRF4D4KS at 2020-05-15 01:55:59.522298\n",
      "**********************************************\n",
      "55. Random walk starts for 7809-A1NSUJJCG73IRF at 2020-05-15 01:56:01.871179\n",
      "Calculation time-steps walked: 0:00:04.084557\n",
      "similarity_check_vector_VAL starts for 7809-A1NSUJJCG73IRF at 2020-05-15 01:56:05.956100\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 7809-A1NSUJJCG73IRF at 2020-05-15 01:56:12.720730\n",
      "**********************************************\n",
      "56. Random walk starts for 8186-A1QRCLZTKHCLE at 2020-05-15 01:56:15.057195\n",
      "Calculation time-steps walked: 0:00:04.084337\n",
      "similarity_check_vector_VAL starts for 8186-A1QRCLZTKHCLE at 2020-05-15 01:56:19.141902\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 8186-A1QRCLZTKHCLE at 2020-05-15 01:56:25.959818\n",
      "**********************************************\n",
      "57. Random walk starts for 14009-A3MSQL0L4DM98Q at 2020-05-15 01:56:28.299262\n",
      "Calculation time-steps walked: 0:00:03.992221\n",
      "similarity_check_vector_VAL starts for 14009-A3MSQL0L4DM98Q at 2020-05-15 01:56:32.291839\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 14009-A3MSQL0L4DM98Q at 2020-05-15 01:56:39.028363\n",
      "**********************************************\n",
      "58. Random walk starts for 119-A28ILXH590CMRJ at 2020-05-15 01:56:41.419072\n",
      "Calculation time-steps walked: 0:00:04.045222\n",
      "similarity_check_vector_VAL starts for 119-A28ILXH590CMRJ at 2020-05-15 01:56:45.464678\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 119-A28ILXH590CMRJ at 2020-05-15 01:56:51.897581\n",
      "**********************************************\n",
      "59. Random walk starts for 8034-A17HH30G598AQZ at 2020-05-15 01:56:54.455889\n",
      "Calculation time-steps walked: 0:00:04.162621\n",
      "similarity_check_vector_VAL starts for 8034-A17HH30G598AQZ at 2020-05-15 01:56:58.618839\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 8034-A17HH30G598AQZ at 2020-05-15 01:57:05.049493\n",
      "**********************************************\n",
      "60. Random walk starts for 3862-AS558SNWF1DXG at 2020-05-15 01:57:07.406299\n",
      "Calculation time-steps walked: 0:00:04.093694\n",
      "similarity_check_vector_VAL starts for 3862-AS558SNWF1DXG at 2020-05-15 01:57:11.500358\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 3862-AS558SNWF1DXG at 2020-05-15 01:57:18.150408\n",
      "**********************************************\n",
      "61. Random walk starts for 4300-AQ990HW13DP08 at 2020-05-15 01:57:20.725759\n",
      "Calculation time-steps walked: 0:00:04.169749\n",
      "similarity_check_vector_VAL starts for 4300-AQ990HW13DP08 at 2020-05-15 01:57:24.895899\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 4300-AQ990HW13DP08 at 2020-05-15 01:57:31.414925\n",
      "**********************************************\n",
      "62. Random walk starts for 8653-A30SEFSHDK5RX at 2020-05-15 01:57:33.843850\n",
      "Calculation time-steps walked: 0:00:04.099597\n",
      "similarity_check_vector_VAL starts for 8653-A30SEFSHDK5RX at 2020-05-15 01:57:37.943776\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 8653-A30SEFSHDK5RX at 2020-05-15 01:57:45.122187\n",
      "**********************************************\n",
      "63. Random walk starts for 7734-ATE5SA1VTJNP8 at 2020-05-15 01:57:47.815498\n",
      "Calculation time-steps walked: 0:00:04.366077\n",
      "similarity_check_vector_VAL starts for 7734-ATE5SA1VTJNP8 at 2020-05-15 01:57:52.181930\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 7734-ATE5SA1VTJNP8 at 2020-05-15 01:57:59.446977\n",
      "**********************************************\n",
      "64. Random walk starts for 4521-A17Y1Q2RTCMMH5 at 2020-05-15 01:58:01.884613\n",
      "Calculation time-steps walked: 0:00:04.041374\n",
      "similarity_check_vector_VAL starts for 4521-A17Y1Q2RTCMMH5 at 2020-05-15 01:58:05.926334\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 4521-A17Y1Q2RTCMMH5 at 2020-05-15 01:58:12.371874\n",
      "**********************************************\n",
      "65. Random walk starts for 179-A3A4WQL80WOTMH at 2020-05-15 01:58:14.722890\n",
      "Calculation time-steps walked: 0:00:04.341708\n",
      "similarity_check_vector_VAL starts for 179-A3A4WQL80WOTMH at 2020-05-15 01:58:19.064964\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 179-A3A4WQL80WOTMH at 2020-05-15 01:58:25.589898\n",
      "**********************************************\n",
      "66. Random walk starts for 7854-A18NPDHKBTWEEL at 2020-05-15 01:58:28.028872\n",
      "Calculation time-steps walked: 0:00:04.529995\n",
      "similarity_check_vector_VAL starts for 7854-A18NPDHKBTWEEL at 2020-05-15 01:58:32.559256\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 7854-A18NPDHKBTWEEL at 2020-05-15 01:58:38.932208\n",
      "**********************************************\n",
      "67. Random walk starts for 4876-A2JLSHTST2SP1I at 2020-05-15 01:58:41.284481\n",
      "Calculation time-steps walked: 0:00:04.143952\n",
      "similarity_check_vector_VAL starts for 4876-A2JLSHTST2SP1I at 2020-05-15 01:58:45.428827\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 4876-A2JLSHTST2SP1I at 2020-05-15 01:58:52.448065\n",
      "**********************************************\n",
      "68. Random walk starts for 3030-A31ELTOVZM5JHR at 2020-05-15 01:58:54.963489\n",
      "Calculation time-steps walked: 0:00:04.434206\n",
      "similarity_check_vector_VAL starts for 3030-A31ELTOVZM5JHR at 2020-05-15 01:58:59.398027\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 3030-A31ELTOVZM5JHR at 2020-05-15 01:59:06.485704\n",
      "**********************************************\n",
      "69. Random walk starts for 7852-A2YM3KILJ1G0YJ at 2020-05-15 01:59:09.050633\n",
      "Calculation time-steps walked: 0:00:04.307543\n",
      "similarity_check_vector_VAL starts for 7852-A2YM3KILJ1G0YJ at 2020-05-15 01:59:13.358501\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 7852-A2YM3KILJ1G0YJ at 2020-05-15 01:59:20.455739\n",
      "**********************************************\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "70. Random walk starts for 5362-A39AWL2FKWDFK6 at 2020-05-15 01:59:23.101328\n",
      "Calculation time-steps walked: 0:00:04.261439\n",
      "similarity_check_vector_VAL starts for 5362-A39AWL2FKWDFK6 at 2020-05-15 01:59:27.363669\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 5362-A39AWL2FKWDFK6 at 2020-05-15 01:59:34.221127\n",
      "**********************************************\n",
      "71. Random walk starts for 843-ASJ8LQ4NBW66Z at 2020-05-15 01:59:36.681478\n",
      "Calculation time-steps walked: 0:00:04.049011\n",
      "similarity_check_vector_VAL starts for 843-ASJ8LQ4NBW66Z at 2020-05-15 01:59:40.730853\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 843-ASJ8LQ4NBW66Z at 2020-05-15 01:59:48.149770\n",
      "**********************************************\n",
      "72. Random walk starts for 1068-A19ZXK9HHVRV1X at 2020-05-15 01:59:50.846471\n",
      "Calculation time-steps walked: 0:00:04.133399\n",
      "similarity_check_vector_VAL starts for 1068-A19ZXK9HHVRV1X at 2020-05-15 01:59:54.980268\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 1068-A19ZXK9HHVRV1X at 2020-05-15 02:00:02.455371\n",
      "**********************************************\n",
      "73. Random walk starts for 2936-A1L43KWWR05PCS at 2020-05-15 02:00:05.194514\n",
      "Calculation time-steps walked: 0:00:04.357114\n",
      "similarity_check_vector_VAL starts for 2936-A1L43KWWR05PCS at 2020-05-15 02:00:09.552016\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 2936-A1L43KWWR05PCS at 2020-05-15 02:00:16.940355\n",
      "**********************************************\n",
      "74. Random walk starts for 5470-A1345VRK5MYG7 at 2020-05-15 02:00:19.697853\n",
      "Calculation time-steps walked: 0:00:04.430591\n",
      "similarity_check_vector_VAL starts for 5470-A1345VRK5MYG7 at 2020-05-15 02:00:24.128826\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 5470-A1345VRK5MYG7 at 2020-05-15 02:00:31.609612\n",
      "**********************************************\n",
      "75. Random walk starts for 6172-A21279TEPJ8YJ9 at 2020-05-15 02:00:34.203016\n",
      "Calculation time-steps walked: 0:00:04.219637\n",
      "similarity_check_vector_VAL starts for 6172-A21279TEPJ8YJ9 at 2020-05-15 02:00:38.423024\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 6172-A21279TEPJ8YJ9 at 2020-05-15 02:00:45.696220\n",
      "**********************************************\n",
      "76. Random walk starts for 3081-A1CDZNPO7U4E6N at 2020-05-15 02:00:48.196758\n",
      "Calculation time-steps walked: 0:00:04.272045\n",
      "similarity_check_vector_VAL starts for 3081-A1CDZNPO7U4E6N at 2020-05-15 02:00:52.469222\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 3081-A1CDZNPO7U4E6N at 2020-05-15 02:00:59.843047\n",
      "**********************************************\n",
      "77. Random walk starts for 9091-AHSF06670DDN8 at 2020-05-15 02:01:02.447363\n",
      "Calculation time-steps walked: 0:00:04.242713\n",
      "similarity_check_vector_VAL starts for 9091-AHSF06670DDN8 at 2020-05-15 02:01:06.690416\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 9091-AHSF06670DDN8 at 2020-05-15 02:01:13.817339\n",
      "**********************************************\n",
      "78. Random walk starts for 9113-A1ER5AYS3FQ9O3 at 2020-05-15 02:01:16.406034\n",
      "Calculation time-steps walked: 0:00:04.098221\n",
      "similarity_check_vector_VAL starts for 9113-A1ER5AYS3FQ9O3 at 2020-05-15 02:01:20.504569\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 9113-A1ER5AYS3FQ9O3 at 2020-05-15 02:01:27.816066\n",
      "**********************************************\n",
      "79. Random walk starts for 6457-A2BLITJITO97N5 at 2020-05-15 02:01:30.359547\n",
      "Calculation time-steps walked: 0:00:04.234095\n",
      "similarity_check_vector_VAL starts for 6457-A2BLITJITO97N5 at 2020-05-15 02:01:34.593997\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 6457-A2BLITJITO97N5 at 2020-05-15 02:01:41.799263\n",
      "**********************************************\n",
      "80. Random walk starts for 4017-ABH4G7TVI6G2T at 2020-05-15 02:01:44.285719\n",
      "Calculation time-steps walked: 0:00:04.335568\n",
      "similarity_check_vector_VAL starts for 4017-ABH4G7TVI6G2T at 2020-05-15 02:01:48.621647\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 4017-ABH4G7TVI6G2T at 2020-05-15 02:01:56.137023\n",
      "**********************************************\n",
      "81. Random walk starts for 1394-A2HT8T5LF487VV at 2020-05-15 02:01:58.931564\n",
      "Calculation time-steps walked: 0:00:04.376594\n",
      "similarity_check_vector_VAL starts for 1394-A2HT8T5LF487VV at 2020-05-15 02:02:03.308444\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 1394-A2HT8T5LF487VV at 2020-05-15 02:02:10.564892\n",
      "**********************************************\n",
      "82. Random walk starts for 2470-A18OUQEK7IZ2F2 at 2020-05-15 02:02:13.048972\n",
      "Calculation time-steps walked: 0:00:04.260593\n",
      "similarity_check_vector_VAL starts for 2470-A18OUQEK7IZ2F2 at 2020-05-15 02:02:17.309981\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 2470-A18OUQEK7IZ2F2 at 2020-05-15 02:02:24.248943\n",
      "**********************************************\n",
      "83. Random walk starts for 2183-A84UFSF2SZS2W at 2020-05-15 02:02:26.647688\n",
      "Calculation time-steps walked: 0:00:04.107792\n",
      "similarity_check_vector_VAL starts for 2183-A84UFSF2SZS2W at 2020-05-15 02:02:30.755951\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 2183-A84UFSF2SZS2W at 2020-05-15 02:02:38.161153\n",
      "**********************************************\n",
      "84. Random walk starts for 12321-A48OA2RRBW348 at 2020-05-15 02:02:40.735746\n",
      "Calculation time-steps walked: 0:00:04.277332\n",
      "similarity_check_vector_VAL starts for 12321-A48OA2RRBW348 at 2020-05-15 02:02:45.013432\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 12321-A48OA2RRBW348 at 2020-05-15 02:02:52.550180\n",
      "**********************************************\n",
      "85. Random walk starts for 7199-AW99SBGWEXP0J at 2020-05-15 02:02:55.149837\n",
      "Calculation time-steps walked: 0:00:04.190258\n",
      "similarity_check_vector_VAL starts for 7199-AW99SBGWEXP0J at 2020-05-15 02:02:59.340467\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 7199-AW99SBGWEXP0J at 2020-05-15 02:03:06.116639\n",
      "**********************************************\n",
      "86. Random walk starts for 1642-A15MLF38WROSWU at 2020-05-15 02:03:08.895595\n",
      "Calculation time-steps walked: 0:00:04.419405\n",
      "similarity_check_vector_VAL starts for 1642-A15MLF38WROSWU at 2020-05-15 02:03:13.315753\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 1642-A15MLF38WROSWU at 2020-05-15 02:03:20.309853\n",
      "**********************************************\n",
      "87. Random walk starts for 10043-A2RHV42BTJSVON at 2020-05-15 02:03:22.905510\n",
      "Calculation time-steps walked: 0:00:04.235055\n",
      "similarity_check_vector_VAL starts for 10043-A2RHV42BTJSVON at 2020-05-15 02:03:27.140881\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 10043-A2RHV42BTJSVON at 2020-05-15 02:03:34.251026\n",
      "**********************************************\n",
      "88. Random walk starts for 5439-A3SFO2GSP5CVSM at 2020-05-15 02:03:36.867141\n",
      "Calculation time-steps walked: 0:00:04.193315\n",
      "similarity_check_vector_VAL starts for 5439-A3SFO2GSP5CVSM at 2020-05-15 02:03:41.060798\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 5439-A3SFO2GSP5CVSM at 2020-05-15 02:03:47.876196\n",
      "**********************************************\n",
      "89. Random walk starts for 13488-A19B0B2SV46GTF at 2020-05-15 02:03:50.361968\n",
      "Calculation time-steps walked: 0:00:04.122558\n",
      "similarity_check_vector_VAL starts for 13488-A19B0B2SV46GTF at 2020-05-15 02:03:54.484861\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 13488-A19B0B2SV46GTF at 2020-05-15 02:04:01.553235\n",
      "**********************************************\n",
      "90. Random walk starts for 9917-A2MZXLN9TLP1R4 at 2020-05-15 02:04:04.255237\n",
      "Calculation time-steps walked: 0:00:04.264868\n",
      "similarity_check_vector_VAL starts for 9917-A2MZXLN9TLP1R4 at 2020-05-15 02:04:08.520426\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 9917-A2MZXLN9TLP1R4 at 2020-05-15 02:04:16.490648\n",
      "**********************************************\n",
      "91. Random walk starts for 4959-ATC534GKNX15B at 2020-05-15 02:04:19.084273\n",
      "Calculation time-steps walked: 0:00:04.445799\n",
      "similarity_check_vector_VAL starts for 4959-ATC534GKNX15B at 2020-05-15 02:04:23.530418\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 4959-ATC534GKNX15B at 2020-05-15 02:04:30.910579\n",
      "**********************************************\n",
      "92. Random walk starts for 4443-A3IX9JTCKX7PH at 2020-05-15 02:04:33.396426\n",
      "Calculation time-steps walked: 0:00:04.271667\n",
      "similarity_check_vector_VAL starts for 4443-A3IX9JTCKX7PH at 2020-05-15 02:04:37.668509\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 4443-A3IX9JTCKX7PH at 2020-05-15 02:04:44.576559\n",
      "**********************************************\n",
      "93. Random walk starts for 6149-A1K45NFZYYVOYB at 2020-05-15 02:04:47.147598\n",
      "Calculation time-steps walked: 0:00:04.202157\n",
      "similarity_check_vector_VAL starts for 6149-A1K45NFZYYVOYB at 2020-05-15 02:04:51.350120\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 6149-A1K45NFZYYVOYB at 2020-05-15 02:04:58.508416\n",
      "**********************************************\n",
      "94. Random walk starts for 401-A25JH6CO4DVINS at 2020-05-15 02:05:01.034150\n",
      "Calculation time-steps walked: 0:00:04.438061\n",
      "similarity_check_vector_VAL starts for 401-A25JH6CO4DVINS at 2020-05-15 02:05:05.472562\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 401-A25JH6CO4DVINS at 2020-05-15 02:05:12.665686\n",
      "**********************************************\n",
      "95. Random walk starts for 1439-A82R4WKX62LEK at 2020-05-15 02:05:15.185074\n",
      "Calculation time-steps walked: 0:00:04.142518\n",
      "similarity_check_vector_VAL starts for 1439-A82R4WKX62LEK at 2020-05-15 02:05:19.327921\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 1439-A82R4WKX62LEK at 2020-05-15 02:05:26.295911\n",
      "**********************************************\n",
      "96. Random walk starts for 6193-A3N1LMLTZ7P605 at 2020-05-15 02:05:28.789057\n",
      "Calculation time-steps walked: 0:00:04.114718\n",
      "similarity_check_vector_VAL starts for 6193-A3N1LMLTZ7P605 at 2020-05-15 02:05:32.904123\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 6193-A3N1LMLTZ7P605 at 2020-05-15 02:05:39.704444\n",
      "**********************************************\n",
      "97. Random walk starts for 759-A3UDYY6L2NH3JS at 2020-05-15 02:05:42.145991\n",
      "Calculation time-steps walked: 0:00:04.134015\n",
      "similarity_check_vector_VAL starts for 759-A3UDYY6L2NH3JS at 2020-05-15 02:05:46.280358\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 759-A3UDYY6L2NH3JS at 2020-05-15 02:05:53.001958\n",
      "**********************************************\n",
      "98. Random walk starts for 6653-A1M9DQDGE07Q0U at 2020-05-15 02:05:55.446102\n",
      "Calculation time-steps walked: 0:00:04.121637\n",
      "similarity_check_vector_VAL starts for 6653-A1M9DQDGE07Q0U at 2020-05-15 02:05:59.568085\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 6653-A1M9DQDGE07Q0U at 2020-05-15 02:06:06.579829\n",
      "**********************************************\n",
      "99. Random walk starts for 4297-A3MFU0GVZUVH3K at 2020-05-15 02:06:09.238399\n",
      "Calculation time-steps walked: 0:00:04.186955\n",
      "similarity_check_vector_VAL starts for 4297-A3MFU0GVZUVH3K at 2020-05-15 02:06:13.426160\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 4297-A3MFU0GVZUVH3K at 2020-05-15 02:06:20.372607\n",
      "**********************************************\n",
      "100. Random walk starts for 6460-A1FNW6H983I87V at 2020-05-15 02:06:22.942822\n",
      "Calculation time-steps walked: 0:00:04.189546\n",
      "similarity_check_vector_VAL starts for 6460-A1FNW6H983I87V at 2020-05-15 02:06:27.132716\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 6460-A1FNW6H983I87V at 2020-05-15 02:06:34.256379\n",
      "**********************************************\n",
      "101. Random walk starts for 14805-A8GZ9ZS2R20S4 at 2020-05-15 02:06:36.850689\n",
      "Calculation time-steps walked: 0:00:04.216908\n",
      "similarity_check_vector_VAL starts for 14805-A8GZ9ZS2R20S4 at 2020-05-15 02:06:41.067912\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 14805-A8GZ9ZS2R20S4 at 2020-05-15 02:06:48.228665\n",
      "**********************************************\n",
      "102. Random walk starts for 3729-A34D06JL7LC6MU at 2020-05-15 02:06:50.668238\n",
      "Calculation time-steps walked: 0:00:04.119272\n",
      "similarity_check_vector_VAL starts for 3729-A34D06JL7LC6MU at 2020-05-15 02:06:54.787858\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 3729-A34D06JL7LC6MU at 2020-05-15 02:07:01.690386\n",
      "**********************************************\n",
      "103. Random walk starts for 13391-A319KYEIAZ3SON at 2020-05-15 02:07:04.353033\n",
      "Calculation time-steps walked: 0:00:04.419720\n",
      "similarity_check_vector_VAL starts for 13391-A319KYEIAZ3SON at 2020-05-15 02:07:08.773101\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 13391-A319KYEIAZ3SON at 2020-05-15 02:07:15.747695\n",
      "**********************************************\n",
      "104. Random walk starts for 12607-A1Y1Q4G1A9ID6V at 2020-05-15 02:07:18.317817\n",
      "Calculation time-steps walked: 0:00:04.147719\n",
      "similarity_check_vector_VAL starts for 12607-A1Y1Q4G1A9ID6V at 2020-05-15 02:07:22.465924\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 12607-A1Y1Q4G1A9ID6V at 2020-05-15 02:07:29.254851\n",
      "**********************************************\n",
      "105. Random walk starts for 3308-A3416O5ZR3CDXG at 2020-05-15 02:07:31.929274\n",
      "Calculation time-steps walked: 0:00:04.392819\n",
      "similarity_check_vector_VAL starts for 3308-A3416O5ZR3CDXG at 2020-05-15 02:07:36.322429\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 3308-A3416O5ZR3CDXG at 2020-05-15 02:07:43.575171\n",
      "**********************************************\n",
      "106. Random walk starts for 1165-A3KKM0T1KY42HA at 2020-05-15 02:07:46.258316\n",
      "Calculation time-steps walked: 0:00:04.549430\n",
      "similarity_check_vector_VAL starts for 1165-A3KKM0T1KY42HA at 2020-05-15 02:07:50.808094\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 1165-A3KKM0T1KY42HA at 2020-05-15 02:07:57.696172\n",
      "**********************************************\n",
      "107. Random walk starts for 1316-A297HOYHX10FOD at 2020-05-15 02:08:00.338925\n",
      "Calculation time-steps walked: 0:00:04.516629\n",
      "similarity_check_vector_VAL starts for 1316-A297HOYHX10FOD at 2020-05-15 02:08:04.855886\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 1316-A297HOYHX10FOD at 2020-05-15 02:08:11.994819\n",
      "**********************************************\n",
      "108. Random walk starts for 6148-A1HBH4SO7ZY4DE at 2020-05-15 02:08:14.466073\n",
      "Calculation time-steps walked: 0:00:04.472652\n",
      "similarity_check_vector_VAL starts for 6148-A1HBH4SO7ZY4DE at 2020-05-15 02:08:18.939161\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 6148-A1HBH4SO7ZY4DE at 2020-05-15 02:08:26.220313\n",
      "**********************************************\n",
      "109. Random walk starts for 3636-A3IGA729Q3AB5V at 2020-05-15 02:08:28.870141\n",
      "Calculation time-steps walked: 0:00:04.236150\n",
      "similarity_check_vector_VAL starts for 3636-A3IGA729Q3AB5V at 2020-05-15 02:08:33.106626\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 3636-A3IGA729Q3AB5V at 2020-05-15 02:08:40.142265\n",
      "**********************************************\n",
      "110. Random walk starts for 9756-A1MK02HC440QT8 at 2020-05-15 02:08:42.592032\n",
      "Calculation time-steps walked: 0:00:04.135835\n",
      "similarity_check_vector_VAL starts for 9756-A1MK02HC440QT8 at 2020-05-15 02:08:46.728232\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 9756-A1MK02HC440QT8 at 2020-05-15 02:08:53.579283\n",
      "**********************************************\n",
      "111. Random walk starts for 4864-A2Z28WKY1LHBKY at 2020-05-15 02:08:56.257827\n",
      "Calculation time-steps walked: 0:00:04.372366\n",
      "similarity_check_vector_VAL starts for 4864-A2Z28WKY1LHBKY at 2020-05-15 02:09:00.630480\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 4864-A2Z28WKY1LHBKY at 2020-05-15 02:09:08.039351\n",
      "**********************************************\n",
      "112. Random walk starts for 11052-A38QIWWPWGNHUD at 2020-05-15 02:09:10.623687\n",
      "Calculation time-steps walked: 0:00:04.245489\n",
      "similarity_check_vector_VAL starts for 11052-A38QIWWPWGNHUD at 2020-05-15 02:09:14.869509\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 11052-A38QIWWPWGNHUD at 2020-05-15 02:09:21.872229\n",
      "**********************************************\n",
      "113. Random walk starts for 10636-A1KMG1AIUS00DC at 2020-05-15 02:09:24.265032\n",
      "Calculation time-steps walked: 0:00:04.102129\n",
      "similarity_check_vector_VAL starts for 10636-A1KMG1AIUS00DC at 2020-05-15 02:09:28.367500\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 10636-A1KMG1AIUS00DC at 2020-05-15 02:09:35.197435\n",
      "**********************************************\n",
      "114. Random walk starts for 424-A2FFYQZPUGOX58 at 2020-05-15 02:09:37.817313\n",
      "Calculation time-steps walked: 0:00:04.102592\n",
      "similarity_check_vector_VAL starts for 424-A2FFYQZPUGOX58 at 2020-05-15 02:09:41.920264\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 424-A2FFYQZPUGOX58 at 2020-05-15 02:09:48.817367\n",
      "**********************************************\n",
      "115. Random walk starts for 5520-A26D5IRV2OLU4B at 2020-05-15 02:09:51.202150\n",
      "Calculation time-steps walked: 0:00:04.157289\n",
      "similarity_check_vector_VAL starts for 5520-A26D5IRV2OLU4B at 2020-05-15 02:09:55.359798\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 5520-A26D5IRV2OLU4B at 2020-05-15 02:10:02.000411\n",
      "**********************************************\n",
      "116. Random walk starts for 12599-A3RX54RU8R8OMH at 2020-05-15 02:10:04.388617\n",
      "Calculation time-steps walked: 0:00:04.108722\n",
      "similarity_check_vector_VAL starts for 12599-A3RX54RU8R8OMH at 2020-05-15 02:10:08.497691\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 12599-A3RX54RU8R8OMH at 2020-05-15 02:10:15.068064\n",
      "**********************************************\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "117. Random walk starts for 14506-A1O6CDGVX8FVM0 at 2020-05-15 02:10:17.493767\n",
      "Calculation time-steps walked: 0:00:04.298844\n",
      "similarity_check_vector_VAL starts for 14506-A1O6CDGVX8FVM0 at 2020-05-15 02:10:21.793008\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 14506-A1O6CDGVX8FVM0 at 2020-05-15 02:10:28.827896\n",
      "**********************************************\n",
      "118. Random walk starts for 11893-AUCISQA1YXX86 at 2020-05-15 02:10:31.218620\n",
      "Calculation time-steps walked: 0:00:04.187750\n",
      "similarity_check_vector_VAL starts for 11893-AUCISQA1YXX86 at 2020-05-15 02:10:35.406725\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 11893-AUCISQA1YXX86 at 2020-05-15 02:10:42.312849\n",
      "**********************************************\n",
      "119. Random walk starts for 14419-A2YY1USSAN78F6 at 2020-05-15 02:10:44.873107\n",
      "Calculation time-steps walked: 0:00:04.211108\n",
      "similarity_check_vector_VAL starts for 14419-A2YY1USSAN78F6 at 2020-05-15 02:10:49.084593\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 14419-A2YY1USSAN78F6 at 2020-05-15 02:10:56.030556\n",
      "**********************************************\n",
      "120. Random walk starts for 6358-A1G5Q9HBN0EGDV at 2020-05-15 02:10:58.405316\n",
      "Calculation time-steps walked: 0:00:04.100809\n",
      "similarity_check_vector_VAL starts for 6358-A1G5Q9HBN0EGDV at 2020-05-15 02:11:02.506513\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 6358-A1G5Q9HBN0EGDV at 2020-05-15 02:11:09.607729\n",
      "**********************************************\n",
      "121. Random walk starts for 4718-AZ112BVVTCYX1 at 2020-05-15 02:11:12.104615\n",
      "Calculation time-steps walked: 0:00:04.226579\n",
      "similarity_check_vector_VAL starts for 4718-AZ112BVVTCYX1 at 2020-05-15 02:11:16.331546\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 4718-AZ112BVVTCYX1 at 2020-05-15 02:11:23.126942\n",
      "**********************************************\n",
      "122. Random walk starts for 8771-A2UKC6QFG9L5GV at 2020-05-15 02:11:25.538915\n",
      "Calculation time-steps walked: 0:00:04.107826\n",
      "similarity_check_vector_VAL starts for 8771-A2UKC6QFG9L5GV at 2020-05-15 02:11:29.647194\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 8771-A2UKC6QFG9L5GV at 2020-05-15 02:11:36.198996\n",
      "**********************************************\n",
      "123. Random walk starts for 6355-AW7P8LRCFHFSG at 2020-05-15 02:11:38.601031\n",
      "Calculation time-steps walked: 0:00:04.208641\n",
      "similarity_check_vector_VAL starts for 6355-AW7P8LRCFHFSG at 2020-05-15 02:11:42.810028\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 6355-AW7P8LRCFHFSG at 2020-05-15 02:11:49.752923\n",
      "**********************************************\n",
      "124. Random walk starts for 9834-A1435P5AMCPB3X at 2020-05-15 02:11:52.249524\n",
      "Calculation time-steps walked: 0:00:04.279985\n",
      "similarity_check_vector_VAL starts for 9834-A1435P5AMCPB3X at 2020-05-15 02:11:56.529875\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 9834-A1435P5AMCPB3X at 2020-05-15 02:12:03.282801\n",
      "**********************************************\n",
      "125. Random walk starts for 13263-A1SFFZEZJVZ23K at 2020-05-15 02:12:05.682192\n",
      "Calculation time-steps walked: 0:00:04.158076\n",
      "similarity_check_vector_VAL starts for 13263-A1SFFZEZJVZ23K at 2020-05-15 02:12:09.840606\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 13263-A1SFFZEZJVZ23K at 2020-05-15 02:12:16.617254\n",
      "**********************************************\n",
      "126. Random walk starts for 2860-A1EHO1C89QIBOT at 2020-05-15 02:12:19.134550\n",
      "Calculation time-steps walked: 0:00:04.157598\n",
      "similarity_check_vector_VAL starts for 2860-A1EHO1C89QIBOT at 2020-05-15 02:12:23.292483\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 2860-A1EHO1C89QIBOT at 2020-05-15 02:12:30.166536\n",
      "**********************************************\n",
      "127. Random walk starts for 6160-A2UMJXLS37LV7C at 2020-05-15 02:12:32.577273\n",
      "Calculation time-steps walked: 0:00:04.135131\n",
      "similarity_check_vector_VAL starts for 6160-A2UMJXLS37LV7C at 2020-05-15 02:12:36.712774\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 6160-A2UMJXLS37LV7C at 2020-05-15 02:12:43.287567\n",
      "**********************************************\n",
      "128. Random walk starts for 7786-A2WX1UESDOLXRE at 2020-05-15 02:12:45.865046\n",
      "Calculation time-steps walked: 0:00:04.146491\n",
      "similarity_check_vector_VAL starts for 7786-A2WX1UESDOLXRE at 2020-05-15 02:12:50.011877\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 7786-A2WX1UESDOLXRE at 2020-05-15 02:12:56.854593\n",
      "**********************************************\n",
      "129. Random walk starts for 11213-A6SWAK6XUFHV0 at 2020-05-15 02:12:59.269359\n",
      "Calculation time-steps walked: 0:00:04.185650\n",
      "similarity_check_vector_VAL starts for 11213-A6SWAK6XUFHV0 at 2020-05-15 02:13:03.455295\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 11213-A6SWAK6XUFHV0 at 2020-05-15 02:13:10.170450\n",
      "**********************************************\n",
      "130. Random walk starts for 13350-A3AP6H48QHX8BR at 2020-05-15 02:13:12.625821\n",
      "Calculation time-steps walked: 0:00:04.235835\n",
      "similarity_check_vector_VAL starts for 13350-A3AP6H48QHX8BR at 2020-05-15 02:13:16.862001\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 13350-A3AP6H48QHX8BR at 2020-05-15 02:13:23.934215\n",
      "**********************************************\n",
      "131. Random walk starts for 10554-A1KQ6Z445AGKQL at 2020-05-15 02:13:26.516293\n",
      "Calculation time-steps walked: 0:00:04.482949\n",
      "similarity_check_vector_VAL starts for 10554-A1KQ6Z445AGKQL at 2020-05-15 02:13:30.999565\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 10554-A1KQ6Z445AGKQL at 2020-05-15 02:13:38.088991\n",
      "**********************************************\n",
      "132. Random walk starts for 1198-AIFXFHO2N9WJB at 2020-05-15 02:13:40.629968\n",
      "Calculation time-steps walked: 0:00:04.478011\n",
      "similarity_check_vector_VAL starts for 1198-AIFXFHO2N9WJB at 2020-05-15 02:13:45.108387\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 1198-AIFXFHO2N9WJB at 2020-05-15 02:13:52.289146\n",
      "**********************************************\n",
      "133. Random walk starts for 13858-AAIL33CYCT47J at 2020-05-15 02:13:54.951288\n",
      "Calculation time-steps walked: 0:00:04.206723\n",
      "similarity_check_vector_VAL starts for 13858-AAIL33CYCT47J at 2020-05-15 02:13:59.158385\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 13858-AAIL33CYCT47J at 2020-05-15 02:14:06.403596\n",
      "**********************************************\n",
      "134. Random walk starts for 10763-A3R2M5ABAYL63P at 2020-05-15 02:14:08.892221\n",
      "Calculation time-steps walked: 0:00:04.208207\n",
      "similarity_check_vector_VAL starts for 10763-A3R2M5ABAYL63P at 2020-05-15 02:14:13.100753\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 10763-A3R2M5ABAYL63P at 2020-05-15 02:14:20.307627\n",
      "**********************************************\n",
      "135. Random walk starts for 6156-A36T2TEF5SKPUM at 2020-05-15 02:14:22.942190\n",
      "Calculation time-steps walked: 0:00:04.449432\n",
      "similarity_check_vector_VAL starts for 6156-A36T2TEF5SKPUM at 2020-05-15 02:14:27.391963\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 6156-A36T2TEF5SKPUM at 2020-05-15 02:14:34.356340\n",
      "**********************************************\n",
      "136. Random walk starts for 15127-AAGFBE5EM7YKB at 2020-05-15 02:14:36.956944\n",
      "Calculation time-steps walked: 0:00:04.184102\n",
      "similarity_check_vector_VAL starts for 15127-AAGFBE5EM7YKB at 2020-05-15 02:14:41.141425\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 15127-AAGFBE5EM7YKB at 2020-05-15 02:14:48.275747\n",
      "**********************************************\n",
      "137. Random walk starts for 4457-A5TZXWU8AALIC at 2020-05-15 02:14:50.825437\n",
      "Calculation time-steps walked: 0:00:04.204447\n",
      "similarity_check_vector_VAL starts for 4457-A5TZXWU8AALIC at 2020-05-15 02:14:55.030232\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 4457-A5TZXWU8AALIC at 2020-05-15 02:15:02.012366\n",
      "**********************************************\n",
      "138. Random walk starts for 514-A3KFRQZ4TVANBW at 2020-05-15 02:15:04.471576\n",
      "Calculation time-steps walked: 0:00:04.168968\n",
      "similarity_check_vector_VAL starts for 514-A3KFRQZ4TVANBW at 2020-05-15 02:15:08.640895\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 514-A3KFRQZ4TVANBW at 2020-05-15 02:15:15.857394\n",
      "**********************************************\n",
      "139. Random walk starts for 12926-AGEIT17HENDIS at 2020-05-15 02:15:18.431227\n",
      "Calculation time-steps walked: 0:00:04.241765\n",
      "similarity_check_vector_VAL starts for 12926-AGEIT17HENDIS at 2020-05-15 02:15:22.673422\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 12926-AGEIT17HENDIS at 2020-05-15 02:15:29.659718\n",
      "**********************************************\n",
      "140. Random walk starts for 1734-A1UYNO24EXETXE at 2020-05-15 02:15:32.123742\n",
      "Calculation time-steps walked: 0:00:04.181249\n",
      "similarity_check_vector_VAL starts for 1734-A1UYNO24EXETXE at 2020-05-15 02:15:36.305650\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 1734-A1UYNO24EXETXE at 2020-05-15 02:15:43.163265\n",
      "**********************************************\n",
      "141. Random walk starts for 8171-A1COQ2DOO1O9HD at 2020-05-15 02:15:45.641008\n",
      "Calculation time-steps walked: 0:00:04.105763\n",
      "similarity_check_vector_VAL starts for 8171-A1COQ2DOO1O9HD at 2020-05-15 02:15:49.747125\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 8171-A1COQ2DOO1O9HD at 2020-05-15 02:15:56.711108\n",
      "**********************************************\n",
      "142. Random walk starts for 6175-A2RK41BO10RM62 at 2020-05-15 02:15:59.233589\n",
      "Calculation time-steps walked: 0:00:04.126075\n",
      "similarity_check_vector_VAL starts for 6175-A2RK41BO10RM62 at 2020-05-15 02:16:03.360023\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 6175-A2RK41BO10RM62 at 2020-05-15 02:16:10.319469\n",
      "**********************************************\n",
      "143. Random walk starts for 9100-A3PP64HMEYIGF0 at 2020-05-15 02:16:12.837148\n",
      "Calculation time-steps walked: 0:00:04.207391\n",
      "similarity_check_vector_VAL starts for 9100-A3PP64HMEYIGF0 at 2020-05-15 02:16:17.044937\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 9100-A3PP64HMEYIGF0 at 2020-05-15 02:16:24.202046\n",
      "**********************************************\n",
      "144. Random walk starts for 6542-A2WBNKY07V414Y at 2020-05-15 02:16:26.743938\n",
      "Calculation time-steps walked: 0:00:04.203326\n",
      "similarity_check_vector_VAL starts for 6542-A2WBNKY07V414Y at 2020-05-15 02:16:30.947599\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 6542-A2WBNKY07V414Y at 2020-05-15 02:16:38.226836\n",
      "**********************************************\n",
      "145. Random walk starts for 980-A2UN5UY8Q6YMOF at 2020-05-15 02:16:40.760658\n",
      "Calculation time-steps walked: 0:00:04.130777\n",
      "similarity_check_vector_VAL starts for 980-A2UN5UY8Q6YMOF at 2020-05-15 02:16:44.891825\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 980-A2UN5UY8Q6YMOF at 2020-05-15 02:16:51.829245\n",
      "**********************************************\n",
      "146. Random walk starts for 11046-AXAN2DDJWC0WF at 2020-05-15 02:16:54.231968\n",
      "Calculation time-steps walked: 0:00:04.172196\n",
      "similarity_check_vector_VAL starts for 11046-AXAN2DDJWC0WF at 2020-05-15 02:16:58.404534\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 11046-AXAN2DDJWC0WF at 2020-05-15 02:17:05.333315\n",
      "**********************************************\n",
      "147. Random walk starts for 5942-A17BT73RVRQYSP at 2020-05-15 02:17:07.840199\n",
      "Calculation time-steps walked: 0:00:04.185564\n",
      "similarity_check_vector_VAL starts for 5942-A17BT73RVRQYSP at 2020-05-15 02:17:12.026127\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 5942-A17BT73RVRQYSP at 2020-05-15 02:17:18.839695\n",
      "**********************************************\n",
      "148. Random walk starts for 9901-A2VN3KD6ISC8KM at 2020-05-15 02:17:21.210134\n",
      "Calculation time-steps walked: 0:00:04.181790\n",
      "similarity_check_vector_VAL starts for 9901-A2VN3KD6ISC8KM at 2020-05-15 02:17:25.392365\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 9901-A2VN3KD6ISC8KM at 2020-05-15 02:17:32.341073\n",
      "**********************************************\n",
      "149. Random walk starts for 7997-AG0TA24LI0XV7 at 2020-05-15 02:17:34.749001\n",
      "Calculation time-steps walked: 0:00:04.215074\n",
      "similarity_check_vector_VAL starts for 7997-AG0TA24LI0XV7 at 2020-05-15 02:17:38.964519\n",
      "\n",
      "\n",
      "similarity_summary_ratio_VAL starts for 7997-AG0TA24LI0XV7 at 2020-05-15 02:17:45.958618\n",
      "**********************************************\n",
      "MOVIES >> YES: Exist in both .. NO: Exist in dataset-2 but not exist in dataset-1\n",
      "count_YES: 1 .. count_NO: 383\n",
      "USERS >> YES: Exist in both .. NO: Exist in dataset-2 but not exist in dataset-1\n",
      "count_YES: 1939 .. count_NO: 13328\n",
      "MOVIES >> YES: Exist in both .. NO: Exist in dataset-1 but not exist in dataset-2\n",
      "count_YES: 1 .. count_NO: 337\n",
      "USERS >> YES: Exist in both .. NO: Exist in dataset-1 but not exist in dataset-2\n",
      "count_YES: 1939 .. count_NO: 13582\n",
      "**********************************************\n",
      "Calculation time for ALL-Predictions: 0:34:11.102228\n",
      "**********************************************\n",
      "Calculation time for ALL-Predictions: 0:34:29.901463\n"
     ]
    }
   ],
   "source": [
    "df_FINAL = \\\n",
    "predict_amazon.run_validation(max_connected_gr_amazon_movies, max_connected_gr_amazon_movies_VAL,\\\n",
    "                              walk_steps, n_test_users, beta, top_neighbor)\n",
    "\n",
    "end_time_part2 = datetime.datetime.now()\n",
    "total_time_part2 = end_time_part2 - start_time_part1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Performance Values are saved in RESULTS/PerformanceValues_15.5.2020_2.17.48.csv\n",
      "Prediction Details are saved in RESULTS/PredictionDetails_15.5.2020_2.17.48.csv\n"
     ]
    },
    {
     "data": {
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       "    }\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>AUC</th>\n",
       "      <th>TPR</th>\n",
       "      <th>FPR</th>\n",
       "      <th>Thresholds</th>\n",
       "      <th>Calc_Time</th>\n",
       "      <th>lst_name</th>\n",
       "      <th>lst_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.73796</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>101.0</td>\n",
       "      <td>00:34:29.901463</td>\n",
       "      <td>debug_mode</td>\n",
       "      <td>Off</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>0.015707</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>00:00:18.647892</td>\n",
       "      <td>n_movies_model</td>\n",
       "      <td>20000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>0.018325</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>84.0</td>\n",
       "      <td>00:34:48.549355</td>\n",
       "      <td>n_movies_validation</td>\n",
       "      <td>20000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>0.026178</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>62.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>walk_steps</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>0.034031</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>32.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>beta</td>\n",
       "      <td>0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>0.034031</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>26.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>top_neighbor</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>0.036649</td>\n",
       "      <td>0.000157</td>\n",
       "      <td>24.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>n_test_users</td>\n",
       "      <td>150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td></td>\n",
       "      <td>0.039267</td>\n",
       "      <td>0.000227</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>threshold</td>\n",
       "      <td>2.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td></td>\n",
       "      <td>0.041885</td>\n",
       "      <td>0.000350</td>\n",
       "      <td>20.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>start_index_v</td>\n",
       "      <td>20000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td></td>\n",
       "      <td>0.047120</td>\n",
       "      <td>0.000402</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>file_name</td>\n",
       "      <td>data/movies.txt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td></td>\n",
       "      <td>0.049738</td>\n",
       "      <td>0.000839</td>\n",
       "      <td>16.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td></td>\n",
       "      <td>0.068063</td>\n",
       "      <td>0.001538</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td></td>\n",
       "      <td>0.091623</td>\n",
       "      <td>0.002901</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td></td>\n",
       "      <td>0.128272</td>\n",
       "      <td>0.006134</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td></td>\n",
       "      <td>0.175393</td>\n",
       "      <td>0.013003</td>\n",
       "      <td>8.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td></td>\n",
       "      <td>0.243455</td>\n",
       "      <td>0.026373</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaT</td>\n",
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       "      <td></td>\n",
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       "    <tr>\n",
       "      <td>16</td>\n",
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       "      <td>0.392670</td>\n",
       "      <td>0.059701</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaT</td>\n",
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       "      <td>0.617801</td>\n",
       "      <td>0.183631</td>\n",
       "      <td>2.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>NaT</td>\n",
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      ],
      "text/plain": [
       "        AUC       TPR       FPR  Thresholds       Calc_Time  \\\n",
       "0   0.73796  0.000000  0.000000  101.0      00:34:29.901463   \n",
       "1            0.015707  0.000000  100.0      00:00:18.647892   \n",
       "2            0.018325  0.000000  84.0       00:34:48.549355   \n",
       "3            0.026178  0.000000  62.0       NaT               \n",
       "4            0.034031  0.000000  32.0       NaT               \n",
       "5            0.034031  0.000070  26.0       NaT               \n",
       "6            0.036649  0.000157  24.0       NaT               \n",
       "7            0.039267  0.000227  22.0       NaT               \n",
       "8            0.041885  0.000350  20.0       NaT               \n",
       "9            0.047120  0.000402  18.0       NaT               \n",
       "10           0.049738  0.000839  16.0       NaT               \n",
       "11           0.068063  0.001538  14.0       NaT               \n",
       "12           0.091623  0.002901  12.0       NaT               \n",
       "13           0.128272  0.006134  10.0       NaT               \n",
       "14           0.175393  0.013003  8.0        NaT               \n",
       "15           0.243455  0.026373  6.0        NaT               \n",
       "16           0.392670  0.059701  4.0        NaT               \n",
       "17           0.617801  0.183631  2.0        NaT               \n",
       "18           1.000000  1.000000  0.0        NaT               \n",
       "\n",
       "               lst_name        lst_value  \n",
       "0   debug_mode           Off              \n",
       "1   n_movies_model       20000            \n",
       "2   n_movies_validation  20000            \n",
       "3   walk_steps           40               \n",
       "4   beta                 0.15             \n",
       "5   top_neighbor         50               \n",
       "6   n_test_users         150              \n",
       "7   threshold            2.5              \n",
       "8   start_index_v        20000            \n",
       "9   file_name            data/movies.txt  \n",
       "10                                        \n",
       "11                                        \n",
       "12                                        \n",
       "13                                        \n",
       "14                                        \n",
       "15                                        \n",
       "16                                        \n",
       "17                                        \n",
       "18                                        "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_perf = predict_amazon.save_performance_values(df_FINAL, total_time_part1, total_time_part2)\n",
    "\n",
    "fileName_Details = prs.FileNameUnique(prefix = \"RESULTS/PredictionDetails_\", suffix = '.csv')\n",
    "df_FINAL.to_csv(fileName_Details)\n",
    "print('Prediction Details are saved in {}'.format(fileName_Details))\n",
    "df_perf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "        }</style><table id=\"T_82811410_9641_11ea_bab6_acde48001122\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Name</th>        <th class=\"col_heading level0 col1\" >Value</th>        <th class=\"col_heading level0 col2\" >Info</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_82811410_9641_11ea_bab6_acde48001122level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row0_col0\" class=\"data row0 col0\" >debug_mode</td>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row0_col1\" class=\"data row0 col1\" >Off</td>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row0_col2\" class=\"data row0 col2\" >Set it On if you want to see more logs</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_82811410_9641_11ea_bab6_acde48001122level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row1_col0\" class=\"data row1 col0\" >n_movies_model</td>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row1_col1\" class=\"data row1 col1\" >20000</td>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row1_col2\" class=\"data row1 col2\" >Number of movies in the 1st data-set. Used for P matrix generation.</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_82811410_9641_11ea_bab6_acde48001122level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row2_col0\" class=\"data row2 col0\" >n_movies_validation</td>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row2_col1\" class=\"data row2 col1\" >20000</td>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row2_col2\" class=\"data row2 col2\" >Number of movies in the 2nd data-set. This data-set will be used to verify how accurately we can predict an edge between a user and a movie.</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_82811410_9641_11ea_bab6_acde48001122level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row3_col0\" class=\"data row3 col0\" >walk_steps</td>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row3_col1\" class=\"data row3 col1\" >40</td>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row3_col2\" class=\"data row3 col2\" >How many steps we walk? How many iterations we do?</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_82811410_9641_11ea_bab6_acde48001122level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row4_col0\" class=\"data row4 col0\" >beta</td>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row4_col1\" class=\"data row4 col1\" >0.15</td>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row4_col2\" class=\"data row4 col2\" >Constant Beta value used in random walk calculations</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_82811410_9641_11ea_bab6_acde48001122level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row5_col0\" class=\"data row5 col0\" >top_neighbor</td>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row5_col1\" class=\"data row5 col1\" >50</td>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row5_col2\" class=\"data row5 col2\" >How many neighbors (similar users) we need to pick for calculations? These are the top users having the best probability value in the P matrix after N number of walks.</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_82811410_9641_11ea_bab6_acde48001122level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row6_col0\" class=\"data row6 col0\" >n_test_users</td>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row6_col1\" class=\"data row6 col1\" >150</td>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row6_col2\" class=\"data row6 col2\" >How many users should we use for the evaluation. In other words, i.e. we will pick N number user, predict their new edges and see how successfull we are. We will not do the calculation for all users because it is too many, we will not do it fot only 1 user, because it is not reliable..</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_82811410_9641_11ea_bab6_acde48001122level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row7_col0\" class=\"data row7 col0\" >threshold</td>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row7_col1\" class=\"data row7 col1\" >2.5</td>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row7_col2\" class=\"data row7 col2\" >What is the threshold to use for the accuracy calculations. This is actually not quite necessary since we will use auc and see the different auc_score threshold values.</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_82811410_9641_11ea_bab6_acde48001122level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row8_col0\" class=\"data row8 col0\" >start_index_v</td>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row8_col1\" class=\"data row8 col1\" >20000</td>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row8_col2\" class=\"data row8 col2\" >This indicates from which review we should start generating our 2nd graph. This will generally be equal to the n_movies_model parameter but it is possible to pick another number.</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_82811410_9641_11ea_bab6_acde48001122level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row9_col0\" class=\"data row9 col0\" >file_name</td>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row9_col1\" class=\"data row9 col1\" >data/movies.txt</td>\n",
       "                        <td id=\"T_82811410_9641_11ea_bab6_acde48001122row9_col2\" class=\"data row9 col2\" >From which path we read our movies.txt file having the Amazon reviews in it.</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x12a76e2d0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "params_df = predict_amazon.show_parameters_in_use()\n",
    "params_df.style.set_properties(**{'text-align': 'left'})"
   ]
  }
 ],
 "metadata": {
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   "name": "Amazon_movies.ipynb",
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