├── Code___D.ipynb ├── README.md ├── Input.csv ├── output1.csv └── Output_given.csv /Code___D.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "nbformat": 4, 3 | "nbformat_minor": 0, 4 | "metadata": { 5 | "colab": { 6 | "name": "Code _ D.ipynb", 7 | "provenance": [] 8 | }, 9 | "kernelspec": { 10 | "name": "python3", 11 | "display_name": "Python 3" 12 | }, 13 | "language_info": { 14 | "name": "python" 15 | } 16 | }, 17 | "cells": [ 18 | { 19 | "cell_type": "markdown", 20 | "metadata": { 21 | "id": "NbyRWURkQzkj" 22 | }, 23 | "source": [ 24 | "Data Duplication Removal using Machine Learning Model" 25 | ] 26 | }, 27 | { 28 | "cell_type": "code", 29 | "metadata": { 30 | "id": "jNzs5m56Qv1i" 31 | }, 32 | "source": [ 33 | "import pandas as pd\n", 34 | "import numpy as np\n", 35 | "import os\n", 36 | "import time\n", 37 | "\n", 38 | "from sklearn.metrics import f1_score, accuracy_score\n", 39 | "import matplotlib.pyplot as plt" 40 | ], 41 | "execution_count": 1, 42 | "outputs": [] 43 | }, 44 | { 45 | "cell_type": "code", 46 | "metadata": { 47 | "id": "ie8ZXiP2Qw5g" 48 | }, 49 | "source": [ 50 | "" 51 | ], 52 | "execution_count": null, 53 | "outputs": [] 54 | }, 55 | { 56 | "cell_type": "markdown", 57 | "metadata": { 58 | "id": "YGxHwq21Q1cZ" 59 | }, 60 | "source": [ 61 | "### WAIT WAIT .... \n", 62 | ".\n", 63 | "\n", 64 | "\n", 65 | ".\n", 66 | "\n", 67 | "\n", 68 | ".\n", 69 | "\n", 70 | "\n", 71 | "I have made Code of this Private, If you want this Project Code and Documents then Mail me.\n", 72 | "\n", 73 | "\n", 74 | "## Mail : vatshayan007@gmail.com" 75 | ] 76 | }, 77 | { 78 | "cell_type": "code", 79 | "metadata": { 80 | "id": "32zVq8DGQ1RO" 81 | }, 82 | "source": [ 83 | "" 84 | ], 85 | "execution_count": 1, 86 | "outputs": [] 87 | } 88 | ] 89 | } -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Data-Duplication-Removal-Project 2 | 3 | 4 | Project is based on Machine Learning 5 | 6 | ### Youtube Explanation : https://www.youtube.com/watch?v=_b_7sjDpuC0 7 | 8 | 9 | ![A Salute to Our Veterans](https://user-images.githubusercontent.com/28294942/139524192-b4379891-963b-4c8a-914f-b726a24009cb.png) 10 | 11 | 12 | ## Abstract: 13 | In computing, data deduplication is a technique for eliminating duplicate copies of repeating data. A related and somewhat synonymous term is single-instance (data) storage. This technique is used to improve storage utilization and can also be applied to network data transfers to reduce the number of bytes that must be sent. In the de-duplication process, unique chunks of data, or byte patterns, are identified and stored during a process of analysis. As the analysis continues, other chunks are compared to the stored copy and whenever a match occurs, the redundant chunk is replaced with a small reference that points to the stored chunk. Given that the same byte pattern may occur dozens, hundreds, or even thousands of times (the match frequency is dependent on the chunk size), the amount of data that must be stored or transferred can be greatly reduced. One of the most common forms of data de-duplication implementations works by comparing chunks of data to detect duplicates. For that to happen, each chunk of data is assigned an identification, calculated by the software, typically using cryptographic hash functions. In many implementations, the assumption is made that if the identification is identical, the data is identical, even though this cannot be true in all cases due to the pigeonhole principle; other implementations do not assume that two blocks of data with the same identifier are identical, but actually verify that data with the same identification is identical. 14 | 15 | ## Summary : 16 | This work is a novel approach for detecting duplicate records in the context of digital gazetteers, using state-of-the-art machine learning techniques. It reports a thorough evaluation of alternative machine learning approaches designed for the task of classifying pairs of gazetteer records as either duplicates or not, built by using support vector machines or alternating decision trees with different combinations of similarity scores for the feature vectors. Experimental results show that using feature vectors that combine multiple similarity scores, derived from place names, semantic relationships, place types and geospatial footprints, leads to an increase in accuracy. The paper also discusses how the proposed duplicate detection approach can scale to large collections, through the usage of filtering or blocking techniques. 17 | 18 | ### Base Research paper : https://link.springer.com/chapter/10.1007/978-3-642-20630-6_3 19 | 20 | ## Some Points: 21 | 22 | - Detecting and removing duplicates using Machine Learning by calculating the digest of files which takes less time than other pre-implemented methods. 23 | 24 | - The project proposes an efficient method for detecting and removing duplicates using machine learning algorithms. 25 | 26 | - Storage optimization by de-duplication. 27 | 28 | - We read the file with duplicate data and store all the unique entries in it in another new file. 29 | 30 | - The input dataset consists of a lot of duplicate entries. 31 | 32 | - The goal of this Project is to use a machine learning approach to remove those duplicate entries. 33 | 34 | ## Want Project files ? 35 | 36 | **You Can use this Beautiful Project for your college Project and get good marks too.** 37 | 38 | Email me Now **vatshayan007@gmail.com** to get this Full Project Code, PPT, Report, Synopsis, Video Presentation and Research paper of this Project. 39 | 40 | 💌 Feel free to contact me for any kind of help on any projects. 41 | 42 | ### Need Code, Documents & Explanation video ? 43 | 44 | ## How to Reach me : 45 | 46 | ### Mail : vatshayan007@gmail.com 47 | 48 | ### WhatsApp: **+91 9310631437** (Helping 24*7) **[CHAT](https://wa.me/message/CHWN2AHCPMAZK1)** 49 | 50 | ### Website : https://www.finalproject.in/ 51 | 52 | ### 1000 Computer Science Projects : https://www.computer-science-project.in/ 53 | 54 | ### New CSE Project : [Rainfall Prediction Project](https://github.com/Vatshayan/B.tech-Project-Rainfall-Predication-in-India) 55 | 56 | ### Youtube Explanation : https://www.youtube.com/watch?v=_b_7sjDpuC0 57 | 58 | 59 | -------------------------------------------------------------------------------- /Input.csv: -------------------------------------------------------------------------------- 1 | ln,dob,gn,fn,is_duplicate 2 | SMITH JR,01-03-1968,F,WILLIAM,0 3 | ROTHMEYER JR,01-03-1968,F,WILLIAM,0 4 | BLAND III,21-02-1962,F,WILLIAM,1 5 | BLAND JR,21-02-1962,F,BILL,0 6 | BLAND,21-02-1962,F,WILLIAM,1 7 | BLAND JR,21-02-1962,F,WILLIAM,1 8 | BLAND JR,08-06-1954,F,WILLIAM,0 9 | BLAND JR,08-06-1954,F,WILLIAM,1 10 | BLAND JR,25-10-1953,F,WILLIAM,0 11 | BLAND JR,25-10-1953,F,WILLIAM,1 12 | SHAFFER JR,25-10-1953,F,WILLIAM,0 13 | DUNCAN JR,25-10-1953,F,THOMAS,0 14 | CARLSON JR,25-10-1953,F,ROY,0 15 | ASBY JR,01-03-1968,F,WILLIAM,0 16 | SALTER JR,01-03-1968,F,WILLIAM,0 17 | SALTER JR,01-03-1968,F,WILLIAM,1 18 | BLAND JR,21-02-1962,F,WILLIAM,0 19 | BLAND JR,21-02-1962,F,WILLIAM,1 20 | BLAND JR,21-02-1962,F,WILLIAM,1 21 | SHAFFER JR,21-02-1962,F,WILLIAM,0 22 | SHAFFER JR,21-02-1962,F,WILLIAM,1 23 | CARLSON JR,25-10-1953,F,RON,1 24 | DUNCAN JR,25-10-1953,F,ROY,0 25 | MICHAELSON,25-10-1953,M,ROY,0 26 | MICHAELSON JR,25-10-1953,M,ROY,1 27 | MICHAELSON,25-10-1953,M,ROY,1 28 | MICHAELSON JR,25-10-1953,M,ROY,1 29 | MICHAELSON JR,01-05-1951,M,ROY,0 30 | MICHAELSON JR,17-06-1948,M,ROY,0 31 | MICHAELSON JR,17-06-1948,M,ROY,1 32 | MICHAELSON JR,09-04-1947,M,ROY,0 33 | MICHAELSON JR,09-04-1947,M,ROBERT,0 34 | MICHAELSON JR,09-04-1947,M,BOB,0 35 | MUSTAPHA JR,11-03-1947,M,OWEN,0 36 | MUSTAPHA JR,11-03-1947,M,OWAN,1 37 | HOUGHTON JR,31-01-1946,M,LAWRENCE,0 38 | HOUGHTON JR,31-01-1946,M,LAWRENCE,1 39 | HOUGHTON JR,31-01-1946,M,LAWRENCE,1 40 | LIND JR,31-01-1946,M,LAWRENCE,0 41 | LIND JR,31-01-1946,M,LAWRENCE,1 42 | LIND JR,31-01-1946,M,KENNETH,0 43 | LIND JR,31-01-1946,M,KENNETH,1 44 | LIND JR,20-01-1946,M,JOHN,0 45 | CAIN JR,20-01-1946,M,JOHN,0 46 | CLARK,09-06-1945,M,JOHN,0 47 | CLARK,09-02-1945,M,RONALD,0 48 | CLARK,09-02-1945,M,DONALD,1 49 | CLARK,16-12-1944,M,JOHN,0 50 | CLARK JR,16-12-1944,M,JOHN,1 51 | CLARK JR,16-12-1944,M,JOHN,1 52 | MICHAELSON JR,16-12-1944,M,JOHN,0 53 | MICHAELSON JR,16-12-1944,M,JOHN,1 54 | MICHAELSON JR,16-12-1944,M,JOHN,1 55 | MICHAELSON JR,24-04-1940,M,JOHN,0 56 | MICHAELSON JR,24-04-1940,M,JOHN,1 57 | MICHAELSON JR,24-06-1939,M,JOHN,0 58 | MICHAELSON JR,24-06-1939,M,JOHN,1 59 | MICHAELSON JR,24-06-1939,M,JOHN,1 60 | MICHAELSON JR,24-06-1939,M,JAMES,0 61 | MICHAELSON JR,24-06-1939,M,JAMES,1 62 | MICHAELSON JR,24-06-1939,M,JACK,0 63 | MICHAELSON JR,09-06-1939,M,JACK,0 64 | LARSON JR,09-06-1939,M,HAROLD,0 65 | LARSON JR,09-06-1939,M,HAROLD,1 66 | MUSTAPHA JR,07-10-1937,M,HAROLD,0 67 | HOUGHTON JR,07-10-1937,M,HAROLD,0 68 | MELVIN JR,07-10-1937,M,HAROLD,0 69 | MELVIN JR,07-10-1937,M,HAROLD,1 70 | MELVIN JR,07-10-1937,M,HAROLD,1 71 | MELVIN JR,07-10-1937,M,HAROLD,1 72 | MELVIN JR,07-10-1937,M,HAROLD,1 73 | MELVIN JR,07-10-1937,M,HAROLD,1 74 | MELVIN JR,07-10-1937,M,HAROLD,1 75 | MELVIN JR,07-10-1937,M,HAROLD,1 76 | MELVIN JR,07-10-1937,M,HAROLD,1 77 | CHAVAS JR,07-10-1937,M,HAROLD,0 78 | CHAVAS JR,07-10-1937,M,HAROLD,1 79 | CHAVAS JR,07-10-1937,M,HAROLD,1 80 | CHAVAS JR,07-10-1937,M,HAROLD,1 81 | MICHAELSON JR,07-10-1937,M,HAROLD,0 82 | MICHAELSON JR,07-10-1937,M,HAROLD,1 83 | SMITH JR,07-10-1937,M,HAROLD,0 84 | CHAVAS JR,07-10-1937,M,HAROLD,1 85 | CHAVAS JR,07-10-1937,M,HAROLD,1 86 | FAGEN JR,07-10-1937,M,HAROLD,0 87 | FAGEN JR,07-10-1937,M,HAROLD,1 88 | FAGEN JR,07-10-1937,M,GEORGE,0 89 | GRIFFIN JR,07-10-1937,M,DARH,0 90 | GRIFFIN JR,10-07-1937,M,DARL,0 91 | GRIFFIN JR,07-05-1937,M,DARL,0 92 | GRIFFIN JR,07-05-1937,M,CLIFFORD,0 93 | GRIFFIN JR,07-05-1937,M,CLIFFORD,1 94 | GRIFFIN JR,07-05-1937,M,CLIFFORD,1 95 | GRIFFIN JR,07-05-1937,M,CLARENCE,0 96 | HANNA,24-11-1934,M,ADDISON J,0 97 | HANNA,24-11-1934,M,ADDISON JOHN,1 98 | HANNA,24-11-1934,M,ADDISON,1 99 | HANNA,24-11-1934,M,ADDISON,1 100 | HANNA,24-11-1934,M,ADDISON,1 101 | GALETICH JR,15-10-1932,M,ADDISON,0 102 | FUNARO JONES,06-12-1937,F,HARRIET,0 103 | FUNARO J,06-12-1937,F,HARRIET,1 104 | FUNARO,06-12-1937,F,HARRIET,1 105 | DEEP,24-06-1939,M,DETROJA,0 106 | DEEP,07-05-1937,M,PATEL,0 107 | DEEP,07-05-1937,M,PATEL,1 108 | MANISH,24-06-1939,M,PANDEY,0 109 | MANISH,07-10-1937,M,PATEL,0 110 | MANISH ,11-03-1947,M,CHOPRA,1 111 | MANISH ,11-03-1947,M,CHOPRA ,0 112 | PRIYANKA ,25-10-1953,F,GAMBHIR,0 113 | PRIYANKA ,01-03-1968,F,CHOPRA ,0 114 | PRIYANKA ,25-10-1953,F,GAMBHIR,1 115 | PRIYANKA ,02-09-1968,F,SHARMA,0 116 | DHONI ,07-10-1937,M,SINGH ,0 117 | DHONI ,06-01-1937,M,YADAV,0 118 | DHONI ,16-04-1937,M,GUPTA,0 119 | DHONI ,07-10-1937,M,SINGH ,1 120 | DEEPIKA ,15-09-1955,F,AJIT,0 121 | DEEPIKA ,25-10-1953,F,PADUKON,0 122 | DEEPIKA ,25-10-1953,F,PADUKON,1 123 | DEEPIKA ,10-12-1960,F,DAS,0 124 | RAJ,02-09-1968,M,SANGANI,0 125 | RAJ,03-05-1964,M,PATEL,0 126 | RAJ,10-05-1945,M,SHARMA,0 127 | RUSHI ,10-05-1945,M,PANCHAL,0 128 | RUSHI ,10-05-1945,M,PANCHAL,1 129 | RUSHI ,10-05-1945,M,PANCHAL,1 130 | RUSHI ,10-05-1945,M,PATEL,0 131 | SHAILEE ,09-02-1945,F,PATEL,0 132 | SHAILEE ,19-02-1962,F,SINGH ,0 133 | SHAILEE ,09-02-1945,F,PATEL ,1 134 | VIDYA,15-05-1963,F,BALAN,0 135 | VIDYA,09-10-1962,F,KHAN,0 136 | VIDYA,08-02-1962,F,OBEROI,0 137 | VIDYA,19-02-1962,F,AGATE ,0 138 | SHUSHANT ,17-06-1948,M,RAJPUT,0 139 | SHUSHANT ,17-06-1948,M,RAJPUT ,1 140 | SHUSHANT ,15-06-1948,M,SINGH ,0 141 | REAH,21-02-1962,F,CHAKRABORTY,0 142 | REAH,22-03-1962,F,CHATERJEE,0 143 | SIDDHARTH ,16-12-1944,M,CHATERJEE,0 144 | SIDDHARTH ,26-10-1945,M,KUMAR,0 145 | SIDDHARTH ,16-12-1944,M,CHATERJEE,1 146 | PRERNA ,17-11-1945,F,CHOPRA ,0 147 | PRERNA ,07-10-1937,F,BHENDARKAR,0 148 | PRERNA ,07-10-1937,F,BHENDARKAR,1 149 | ANSHUL,20-10-1953,F,SHARMA,0 150 | ANSHUL,25-10-1953,M,SINGH ,0 151 | -------------------------------------------------------------------------------- /output1.csv: -------------------------------------------------------------------------------- 1 | ln,dob,gn,fn,concat,hash 2 | GRIFFIN JR,1937-07-05,M,DARL,1937-07-05MDARLGRIFFIN JR,b'EQynjeNAdMSOAU36BUwvPA==' 3 | SHAILEE ,1945-09-02,F,PATEL,1945-09-02FPATELSHAILEE ,b'LNcw29ntnSEibJHUbg204g==' 4 | LARSON JR,1939-09-06,M,HAROLD,1939-09-06MHAROLDLARSON JR,b'Z2LoJV0dBqXm2eTH4WMsaQ==' 5 | DEEPIKA ,1953-10-25,F,PADUKON,1953-10-25FPADUKONDEEPIKA ,b'0/NYy6DojfiDzFZQa121Qg==' 6 | LIND JR,1946-01-20,M,JOHN,1946-01-20MJOHNLIND JR,b'OGok+EeZ6LndZ52lT0nQBw==' 7 | FUNARO J,1937-06-12,F,HARRIET,1937-06-12FHARRIETFUNARO J,b'7+lh6C49I1dsBmwDphdaUA==' 8 | DHONI ,1937-07-10,M,SINGH ,1937-07-10MSINGH DHONI ,b'lt5zw3jczBHYzWaO6Rr2AA==' 9 | ROTHMEYER JR,1968-01-03,F,WILLIAM,1968-01-03FWILLIAMROTHMEYER JR,b'N2hmeSlSkC0bi/kbID2YdA==' 10 | SMITH JR,1968-01-03,F,WILLIAM,1968-01-03FWILLIAMSMITH JR,b'wKkNy25BkUeZf06o2jJ6zw==' 11 | HOUGHTON JR,1937-07-10,M,HAROLD,1937-07-10MHAROLDHOUGHTON JR,b'CgOxwxAYuM85ubyV1fnVTQ==' 12 | CHAVAS JR,1937-07-10,M,HAROLD,1937-07-10MHAROLDCHAVAS JR,b'YxSAnDV+SHWQuPvR6Vse0g==' 13 | BLAND JR,1954-08-06,F,WILLIAM,1954-08-06FWILLIAMBLAND JR,b'ESejGtYOTjRhHpZE4yw2JQ==' 14 | GRIFFIN JR,1937-07-05,M,CLIFFORD,1937-07-05MCLIFFORDGRIFFIN JR,b'dhILlqUZtfcdytZ8p04ZfA==' 15 | MICHAELSON JR,1939-09-06,M,JACK,1939-09-06MJACKMICHAELSON JR,b'UCQyc9BL0ECKDRLZa+uhag==' 16 | MICHAELSON JR,1947-09-04,M,ROY,1947-09-04MROYMICHAELSON JR,b'JOq2Yw/cY8LOrp5cJsloZw==' 17 | PRERNA ,1937-07-10,F,BHENDARKAR,1937-07-10FBHENDARKARPRERNA ,b'f0IxWQjtGKG3MXyyGn4jSw==' 18 | MICHAELSON JR,1937-07-10,M,HAROLD,1937-07-10MHAROLDMICHAELSON JR,b'ii99rliinFTHulqZdPF5FA==' 19 | HANNA,1934-11-24,M,ADDISON,1934-11-24MADDISONHANNA,b'u137xn+wZaTLaTTsTK6NZA==' 20 | RUSHI ,1945-10-05,M,PANCHAL,1945-10-05MPANCHALRUSHI ,b'fPPqXznl5VIFsDchA8wUNQ==' 21 | CLARK,1945-09-02,M,DONALD,1945-09-02MDONALDCLARK,b'FeJ75DDcskDk+VJibiSM8A==' 22 | DHONI ,1937-06-01,M,YADAV,1937-06-01MYADAVDHONI ,b'LAF9P9pyXSGYASyAR/jUkA==' 23 | MICHAELSON JR,1944-12-16,M,JOHN,1944-12-16MJOHNMICHAELSON JR,b'gtskx5DbkPOnVWm4T2n5fw==' 24 | HOUGHTON JR,1946-01-31,M,LAWRENCE,1946-01-31MLAWRENCEHOUGHTON JR,b'7G5FFW510M/y8x4r8Tvbrw==' 25 | DHONI ,1937-04-16,M,GUPTA,1937-04-16MGUPTADHONI ,b'GdgXRZcQejQHquRLavLnOQ==' 26 | BLAND JR,1962-02-21,F,WILLIAM,1962-02-21FWILLIAMBLAND JR,b'gdGLIboWHNapo46xNKA7EA==' 27 | MELVIN JR,1937-07-10,M,HAROLD,1937-07-10MHAROLDMELVIN JR,b'YEBnvjKGoB5D/Tt584W95Q==' 28 | SMITH JR,1937-07-10,M,HAROLD,1937-07-10MHAROLDSMITH JR,b'jsMPD+uPoZ0M/eDMR7PuKA==' 29 | MICHAELSON JR,1939-06-24,M,JAMES,1939-06-24MJAMESMICHAELSON JR,b'3i2RtnYHsvzV3dbbfwcoag==' 30 | PRIYANKA ,1953-10-25,F,GAMBHIR,1953-10-25FGAMBHIRPRIYANKA ,b'xTfglAtlzYeHvFumNFp/JQ==' 31 | PRIYANKA ,1968-01-03,F,CHOPRA ,1968-01-03FCHOPRA PRIYANKA ,b'a3T7M9pG1XgPcQnkE+Vn5A==' 32 | SHUSHANT ,1948-06-17,M,RAJPUT ,1948-06-17MRAJPUT SHUSHANT ,b'u+hIYWx381B04FUX2zTPAA==' 33 | HANNA,1934-11-24,M,ADDISON JOHN,1934-11-24MADDISON JOHNHANNA,b'hb5i9ncgzy5eJlhl+qLRZA==' 34 | CLARK JR,1944-12-16,M,JOHN,1944-12-16MJOHNCLARK JR,b'ZlGACn2vfpZbwk8i7oO8Zw==' 35 | BLAND JR,1962-02-21,F,BILL,1962-02-21FBILLBLAND JR,b'pQf0T22zXX76fYM0LCLMVg==' 36 | SHAILEE ,1962-02-19,F,SINGH ,1962-02-19FSINGH SHAILEE ,b'qYMuK8Z2tfeoeV/O5YenJA==' 37 | MICHAELSON JR,1939-06-24,M,JOHN,1939-06-24MJOHNMICHAELSON JR,b'XmWpzGPiZiAbkGiq4hWqpw==' 38 | MICHAELSON JR,1939-06-24,M,JACK,1939-06-24MJACKMICHAELSON JR,b'Hy0YxZnABcyZDKsMfWHr2g==' 39 | RUSHI ,1945-10-05,M,PATEL,1945-10-05MPATELRUSHI ,b'REms3R3lmp4BHB03QpYGTg==' 40 | FUNARO JONES,1937-06-12,F,HARRIET,1937-06-12FHARRIETFUNARO JONES,b'EhqGOs62E6FBlAguHSWufw==' 41 | MICHAELSON,1953-10-25,M,ROY,1953-10-25MROYMICHAELSON,b'/OHjqjTpSU2agsyNxr/FPw==' 42 | LIND JR,1946-01-31,M,LAWRENCE,1946-01-31MLAWRENCELIND JR,b'RtSE4N+dzzIKeyOIT+QuOA==' 43 | GALETICH JR,1932-10-15,M,ADDISON,1932-10-15MADDISONGALETICH JR,b'mY5IpbTClRK5Ew1NcgbGYA==' 44 | GRIFFIN JR,1937-07-10,M,DARH,1937-07-10MDARHGRIFFIN JR,b'JzxY1fJdxBp98FiC3qXp8A==' 45 | REAH,1962-02-21,F,CHAKRABORTY,1962-02-21FCHAKRABORTYREAH,b'S/KgkYWolXwRDopN8DNAJQ==' 46 | MUSTAPHA JR,1947-11-03,M,OWEN,1947-11-03MOWENMUSTAPHA JR,b'NUNmyiRt8XQp51W7DxMEmg==' 47 | BLAND JR,1953-10-25,F,WILLIAM,1953-10-25FWILLIAMBLAND JR,b'c1k7nMXFF7nSBnMCwfU1Dg==' 48 | SIDDHARTH ,1944-12-16,M,CHATERJEE,1944-12-16MCHATERJEESIDDHARTH ,b'/VhivK+oxNIGI3i2UibJaQ==' 49 | SHAFFER JR,1962-02-21,F,WILLIAM,1962-02-21FWILLIAMSHAFFER JR,b'2rbqWcp4dH6VwCO+Lksq0A==' 50 | SHUSHANT ,1948-06-15,M,SINGH ,1948-06-15MSINGH SHUSHANT ,b'Z4eLQPxHTP2tCdfabHheOg==' 51 | FUNARO,1937-06-12,F,HARRIET,1937-06-12FHARRIETFUNARO,b'tAY+A2CR3x5fjmQRhiDxVQ==' 52 | RAJ,1968-02-09,M,SANGANI,1968-02-09MSANGANIRAJ,b'RsbEw/QwnveTifHzMOancg==' 53 | MICHAELSON JR,1940-04-24,M,JOHN,1940-04-24MJOHNMICHAELSON JR,b'q7cRoEypTjmZ1dcHPG1u0g==' 54 | ANSHUL,1953-10-25,M,SINGH ,1953-10-25MSINGH ANSHUL,b'F79AYm0xzlVm1Hf5Pg+pjQ==' 55 | MICHAELSON JR,1948-06-17,M,ROY,1948-06-17MROYMICHAELSON JR,b'Q0UcT0mmTPNVEwEzWnbj2w==' 56 | FAGEN JR,1937-07-10,M,HAROLD,1937-07-10MHAROLDFAGEN JR,b'VPsVe9aK5094UdfGJP51xQ==' 57 | LIND JR,1946-01-31,M,KENNETH,1946-01-31MKENNETHLIND JR,b'DqWPbE01W39mizUGAxds3A==' 58 | SIDDHARTH ,1945-10-26,M,KUMAR,1945-10-26MKUMARSIDDHARTH ,b'HPLff/Lct9gh0tBMNJxgGw==' 59 | MUSTAPHA JR,1937-07-10,M,HAROLD,1937-07-10MHAROLDMUSTAPHA JR,b'6JQGOv9Lh5wrqx/BOxx4GQ==' 60 | DEEP,1937-07-05,M,PATEL,1937-07-05MPATELDEEP,b'uMyqj4bWPfQC6TsceXR8JQ==' 61 | HANNA,1934-11-24,M,ADDISON J,1934-11-24MADDISON JHANNA,b'8DrPXcVZ8bIQbI23PBtGSw==' 62 | MANISH,1939-06-24,M,PANDEY,1939-06-24MPANDEYMANISH,b'tkI4YyGJZPeywmQTcjIouw==' 63 | REAH,1962-03-22,F,CHATERJEE,1962-03-22FCHATERJEEREAH,b'w+noHaYQ5/QY40xO9Hv7iA==' 64 | VIDYA,1962-02-19,F,AGATE ,1962-02-19FAGATE VIDYA,b'bhUgcbH18yCA2ZzPCI9+Yw==' 65 | CARLSON JR,1953-10-25,F,ROY,1953-10-25FROYCARLSON JR,b'kbP9Uqmi2CYBxhdSpgor9w==' 66 | DEEP,1939-06-24,M,DETROJA,1939-06-24MDETROJADEEP,b'rYf7de3L7cFn8rIcIJ2JDw==' 67 | DUNCAN JR,1953-10-25,F,ROY,1953-10-25FROYDUNCAN JR,b'YIA+5m62USb5Fm0Run3S9Q==' 68 | MICHAELSON JR,1953-10-25,M,ROY,1953-10-25MROYMICHAELSON JR,b'dt4+0MEiyO4eKF9J+rPx4g==' 69 | SHAFFER JR,1953-10-25,F,WILLIAM,1953-10-25FWILLIAMSHAFFER JR,b'RoWx+9XIsohsMDnMdDcEiw==' 70 | MANISH ,1947-11-03,M,CHOPRA ,1947-11-03MCHOPRA MANISH ,b'RLtQoKYRsXrAIz2SzWSAww==' 71 | RAJ,1964-03-05,M,PATEL,1964-03-05MPATELRAJ,b'368R85hWUeYg6nWSjquSVw==' 72 | MICHAELSON JR,1947-09-04,M,ROBERT,1947-09-04MROBERTMICHAELSON JR,b'jIYKIGHxOAEIi8G1PqsKiQ==' 73 | DEEPIKA ,1955-09-15,F,AJIT,1955-09-15FAJITDEEPIKA ,b'ieNZ9viZgoPCMSN/KCPMCg==' 74 | VIDYA,1963-05-15,F,BALAN,1963-05-15FBALANVIDYA,b'gPFJuR1CEHft9G/mK5GSKg==' 75 | CLARK,1945-09-06,M,JOHN,1945-09-06MJOHNCLARK,b'StqewbKKrtienRDJBo0/rw==' 76 | CLARK,1944-12-16,M,JOHN,1944-12-16MJOHNCLARK,b'Ys7CBNo6gTtPXsgpauxIaQ==' 77 | MICHAELSON JR,1947-09-04,M,BOB,1947-09-04MBOBMICHAELSON JR,b'Ecp44P5sZEn6M3fv5xok1g==' 78 | VIDYA,1962-09-10,F,KHAN,1962-09-10FKHANVIDYA,b'DUA7m0himdcBms5jeShdKg==' 79 | SALTER JR,1968-01-03,F,WILLIAM,1968-01-03FWILLIAMSALTER JR,b'C/nkx7UR9QEB55yKI4sRPg==' 80 | MANISH,1937-07-10,M,PATEL,1937-07-10MPATELMANISH,b'9JRRkl28VAItdQaAVpt7zg==' 81 | DUNCAN JR,1953-10-25,F,THOMAS,1953-10-25FTHOMASDUNCAN JR,b'SYO19a8mmPhQCfnTT5beow==' 82 | CAIN JR,1946-01-20,M,JOHN,1946-01-20MJOHNCAIN JR,b'2l9JUnkSH4in1eQoyW5hgA==' 83 | PRIYANKA ,1968-02-09,F,SHARMA,1968-02-09FSHARMAPRIYANKA ,b'm/phmL1SO3+2FTHgaFXkjg==' 84 | BLAND,1962-02-21,F,WILLIAM,1962-02-21FWILLIAMBLAND,b'XhFtQh04LCumDBUz5FGfxA==' 85 | VIDYA,1962-08-02,F,OBEROI,1962-08-02FOBEROIVIDYA,b'kvMzXa+PnltrHDifqtnpjQ==' 86 | ASBY JR,1968-01-03,F,WILLIAM,1968-01-03FWILLIAMASBY JR,b'T2cGPhRDatV88ac5F/MfEQ==' 87 | MICHAELSON JR,1951-01-05,M,ROY,1951-01-05MROYMICHAELSON JR,b'7rxWaCj4HCGZ3/1o71K1hg==' 88 | ANSHUL,1953-10-20,F,SHARMA,1953-10-20FSHARMAANSHUL,b'tqmBk9VgA3Ea/uCzrbTN5w==' 89 | FAGEN JR,1937-07-10,M,GEORGE,1937-07-10MGEORGEFAGEN JR,b'QXipOaYYXG09qE/77lYT3Q==' 90 | GRIFFIN JR,1937-07-05,M,CLARENCE,1937-07-05MCLARENCEGRIFFIN JR,b'+yRfTEFrCk3gQNi9jK7E5A==' 91 | PRERNA ,1945-11-17,F,CHOPRA ,1945-11-17FCHOPRA PRERNA ,b'bsmW2CluyQ7Ba5uEME6zUw==' 92 | DEEPIKA ,1960-10-12,F,DAS,1960-10-12FDASDEEPIKA ,b'6pS6s2S5Ii4tVzLGxtu4nA==' 93 | GRIFFIN JR,1937-10-07,M,DARL,1937-10-07MDARLGRIFFIN JR,b'OxMT5FFSNsJ1W7UYpIY1Dg==' 94 | RAJ,1945-10-05,M,SHARMA,1945-10-05MSHARMARAJ,b'z90E3U9EewPdVklwCsaOKw==' 95 | SALTER JR,1968-01-03,F,WILLIAM,1968-01-03FWILLIAMSALTER JR,b'C/nkx7UR9QEB55yKI4sRPg==' 96 | MELVIN JR,1937-07-10,M,HAROLD,1937-07-10MHAROLDMELVIN JR,b'YEBnvjKGoB5D/Tt584W95Q==' 97 | BLAND III,1962-02-21,F,WILLIAM,1962-02-21FWILLIAMBLAND III,b'LTt/hA+lZH7xu0hhuwL5og==' 98 | -------------------------------------------------------------------------------- /Output_given.csv: -------------------------------------------------------------------------------- 1 | ln,dob,gn,fn,concat,hash 2 | GRIFFIN JR,07-05-1937,M,DARL,07-05-1937MDARLGRIFFIN JR,b'ADaHZJLqSAKFdPRFPsuybg==' 3 | SHAILEE ,09-02-1945,F,PATEL,09-02-1945FPATELSHAILEE ,b'lWhlv8HXvuAGdlVBCEDAKQ==' 4 | LARSON JR,09-06-1939,M,HAROLD,09-06-1939MHAROLDLARSON JR,b'PMxfVDvUPlKXwlXje9f+Tg==' 5 | DEEPIKA ,25-10-1953,F,PADUKON,25-10-1953FPADUKONDEEPIKA ,b'K7lR+f6N3S4fCcd2hERxHA==' 6 | LIND JR,20-01-1946,M,JOHN,20-01-1946MJOHNLIND JR,b'jDTrZWkqUueGy3XUJcRZdA==' 7 | FUNARO J,06-12-1937,F,HARRIET,06-12-1937FHARRIETFUNARO J,b'gphizXAhSP7nZ+MlawA/GA==' 8 | DHONI ,07-10-1937,M,SINGH ,07-10-1937MSINGH DHONI ,b'UTgYOVM6q/vAUu7GPcvHfA==' 9 | ROTHMEYER JR,01-03-1968,F,WILLIAM,01-03-1968FWILLIAMROTHMEYER JR,b'5pksX5+lgv0GB35eNhpaYQ==' 10 | SMITH JR,01-03-1968,F,WILLIAM,01-03-1968FWILLIAMSMITH JR,b'6ooGhLMJb3lvX1et0d6Hvg==' 11 | HOUGHTON JR,07-10-1937,M,HAROLD,07-10-1937MHAROLDHOUGHTON JR,b'KMT+RptJwUSdyo4YQCSuJg==' 12 | CHAVAS JR,07-10-1937,M,HAROLD,07-10-1937MHAROLDCHAVAS JR,b'xqT1LQKoofbt27qR4SaMjA==' 13 | BLAND JR,08-06-1954,F,WILLIAM,08-06-1954FWILLIAMBLAND JR,b'0ijvqzjK9gVYGX1t5pBREA==' 14 | GRIFFIN JR,07-05-1937,M,CLIFFORD,07-05-1937MCLIFFORDGRIFFIN JR,b'4pDJJt6VP+5V1RMovJ9QUA==' 15 | MICHAELSON JR,09-06-1939,M,JACK,09-06-1939MJACKMICHAELSON JR,b'w/gvA1zYX4l+nuL7FpfjTA==' 16 | MICHAELSON JR,09-04-1947,M,ROY,09-04-1947MROYMICHAELSON JR,b'Zg30yJxpQ0IuqqO+JAzgow==' 17 | PRERNA ,07-10-1937,F,BHENDARKAR,07-10-1937FBHENDARKARPRERNA ,b'ak4hgZwWUxi9sJKBh5OQ4g==' 18 | MICHAELSON JR,07-10-1937,M,HAROLD,07-10-1937MHAROLDMICHAELSON JR,b'Jd4Y4Ix2J7idqkv6zMaDOQ==' 19 | HANNA,24-11-1934,M,ADDISON,24-11-1934MADDISONHANNA,b'KHic1kxVF0W7hThSJf2/KA==' 20 | RUSHI ,10-05-1945,M,PANCHAL,10-05-1945MPANCHALRUSHI ,b'hRrjrm1s+AjG4iXSPRNRWA==' 21 | CLARK,09-02-1945,M,DONALD,09-02-1945MDONALDCLARK,b'BNsSFJkXDkM4YbLkvq19Kw==' 22 | DHONI ,06-01-1937,M,YADAV,06-01-1937MYADAVDHONI ,b'iQfBzjlMpSvkegFSfWTUTg==' 23 | MICHAELSON JR,16-12-1944,M,JOHN,16-12-1944MJOHNMICHAELSON JR,b'GqSrdsEkKv9uqHO3oYM7GQ==' 24 | HOUGHTON JR,31-01-1946,M,LAWRENCE,31-01-1946MLAWRENCEHOUGHTON JR,b'7p3u+F+b5j6iq4z83rGMvQ==' 25 | DHONI ,16-04-1937,M,GUPTA,16-04-1937MGUPTADHONI ,b'aklIFIJ7VBErR0QskfZmXg==' 26 | BLAND JR,21-02-1962,F,WILLIAM,21-02-1962FWILLIAMBLAND JR,b'4WQxXpqHsQef+oVp88YmEQ==' 27 | MELVIN JR,07-10-1937,M,HAROLD,07-10-1937MHAROLDMELVIN JR,b'sVz+K3QGYtBMEiOIKJMK7Q==' 28 | SMITH JR,07-10-1937,M,HAROLD,07-10-1937MHAROLDSMITH JR,b'o1ZnFe792InBFdkJmdnKkA==' 29 | MICHAELSON JR,24-06-1939,M,JAMES,24-06-1939MJAMESMICHAELSON JR,b'e8IY+aC6BgvXo8c0T8wT8w==' 30 | PRIYANKA ,25-10-1953,F,GAMBHIR,25-10-1953FGAMBHIRPRIYANKA ,b'sbilANN6XpBpU1AcAvIW+g==' 31 | PRIYANKA ,01-03-1968,F,CHOPRA ,01-03-1968FCHOPRA PRIYANKA ,b'h5E0gj3kv+u79DXyw3Ttnw==' 32 | SHUSHANT ,17-06-1948,M,RAJPUT ,17-06-1948MRAJPUT SHUSHANT ,b'3ApcKwxWkEMtq0snDdBfVg==' 33 | HANNA,24-11-1934,M,ADDISON JOHN,24-11-1934MADDISON JOHNHANNA,b'QRUhpCAE5vtU2Jv8xim30g==' 34 | CLARK JR,16-12-1944,M,JOHN,16-12-1944MJOHNCLARK JR,b'zcS/lfDoM7Lf3pV8vkofcw==' 35 | BLAND JR,21-02-1962,F,BILL,21-02-1962FBILLBLAND JR,b'ZYaNELI/NJydwZK0f/EZ4g==' 36 | SHAILEE ,19-02-1962,F,SINGH ,19-02-1962FSINGH SHAILEE ,b'u3jLIBnDRSgKWk+Y+pqCqQ==' 37 | MICHAELSON JR,24-06-1939,M,JOHN,24-06-1939MJOHNMICHAELSON JR,b'hCJBVuqv0kqbMXFAM8PhOg==' 38 | MICHAELSON JR,24-06-1939,M,JACK,24-06-1939MJACKMICHAELSON JR,b'PH/xzNCiG2eBuiSKzCiXxQ==' 39 | RUSHI ,10-05-1945,M,PATEL,10-05-1945MPATELRUSHI ,b'+aiXpdDiVMTjCPhF+9TZVg==' 40 | FUNARO JONES,06-12-1937,F,HARRIET,06-12-1937FHARRIETFUNARO JONES,b'rlUtPuc6cro5yz7hZolHZQ==' 41 | MICHAELSON,25-10-1953,M,ROY,25-10-1953MROYMICHAELSON,b'bQodQZhERAYSJ+TZeOJffQ==' 42 | LIND JR,31-01-1946,M,LAWRENCE,31-01-1946MLAWRENCELIND JR,b'jJIHEFeN6N2WegyVczisSQ==' 43 | GALETICH JR,15-10-1932,M,ADDISON,15-10-1932MADDISONGALETICH JR,b'tMbfyUggp0pV2H/M/9ApsA==' 44 | GRIFFIN JR,07-10-1937,M,DARH,07-10-1937MDARHGRIFFIN JR,b'WOLT3OBqOQX1SBi1+C36eQ==' 45 | REAH,21-02-1962,F,CHAKRABORTY,21-02-1962FCHAKRABORTYREAH,b'/wZitQK+VSAv4+N9k13w1A==' 46 | MUSTAPHA JR,11-03-1947,M,OWEN,11-03-1947MOWENMUSTAPHA JR,b'zPR5JOvolENe3luCoMofJQ==' 47 | BLAND JR,25-10-1953,F,WILLIAM,25-10-1953FWILLIAMBLAND JR,b'GbnFipzANAb/nCFFYTOlqg==' 48 | SIDDHARTH ,16-12-1944,M,CHATERJEE,16-12-1944MCHATERJEESIDDHARTH ,b'uJ+Hm3Yo7YJeWGWXyKKViQ==' 49 | SHAFFER JR,21-02-1962,F,WILLIAM,21-02-1962FWILLIAMSHAFFER JR,b'oOAw4CCeicdXfPByRsARwQ==' 50 | SHUSHANT ,15-06-1948,M,SINGH ,15-06-1948MSINGH SHUSHANT ,b'8zmSlFGPPz2IoYVwluVLew==' 51 | FUNARO,06-12-1937,F,HARRIET,06-12-1937FHARRIETFUNARO,b'giRnldzdXP67doK0L0xInA==' 52 | RAJ,02-09-1968,M,SANGANI,02-09-1968MSANGANIRAJ,b'0YNNr7GgmBwoQx9fFK4SwA==' 53 | MICHAELSON JR,24-04-1940,M,JOHN,24-04-1940MJOHNMICHAELSON JR,b'+XD0wHrAN+uukBnqpZCOTQ==' 54 | ANSHUL,25-10-1953,M,SINGH ,25-10-1953MSINGH ANSHUL,b'fLOehst7vL2Y/965J+XcBg==' 55 | MICHAELSON JR,17-06-1948,M,ROY,17-06-1948MROYMICHAELSON JR,b'qltkeEl8UwCBnQJoQRZO9g==' 56 | FAGEN JR,07-10-1937,M,HAROLD,07-10-1937MHAROLDFAGEN JR,b'm08d5waFxTtkL8KAQ0eW/A==' 57 | LIND JR,31-01-1946,M,KENNETH,31-01-1946MKENNETHLIND JR,b'QomFApOJafshh41sauV2sg==' 58 | SIDDHARTH ,26-10-1945,M,KUMAR,26-10-1945MKUMARSIDDHARTH ,b'PxSZ36rUrJfjxC2/f4wrUg==' 59 | MUSTAPHA JR,07-10-1937,M,HAROLD,07-10-1937MHAROLDMUSTAPHA JR,b'LkEd7iCmotRDqEgicfWJNQ==' 60 | DEEP,07-05-1937,M,PATEL,07-05-1937MPATELDEEP,b'nppDhNFk/ZyNTXfHZSovDw==' 61 | HANNA,24-11-1934,M,ADDISON J,24-11-1934MADDISON JHANNA,b'8FY5RB7drwr9IAjXSwmOvA==' 62 | SHUSHANT ,17-06-1948,M,RAJPUT,17-06-1948MRAJPUTSHUSHANT ,b'B5oUCI01Xl3m8X4AMmRIvw==' 63 | MANISH,24-06-1939,M,PANDEY,24-06-1939MPANDEYMANISH,b'R0HaAjwxVe3155thGmJfoA==' 64 | REAH,22-03-1962,F,CHATERJEE,22-03-1962FCHATERJEEREAH,b'z7lvDuee31AmXnn8r4seyg==' 65 | VIDYA,19-02-1962,F,AGATE ,19-02-1962FAGATE VIDYA,b'6Y99XZZXS3VNkk5FNhdqZg==' 66 | CARLSON JR,25-10-1953,F,ROY,25-10-1953FROYCARLSON JR,b'VLveCRguGhCTMFtYWozajg==' 67 | MUSTAPHA JR,11-03-1947,M,OWAN,11-03-1947MOWANMUSTAPHA JR,b'ZgNZBkuGogbNtitnjIaWzg==' 68 | SHAILEE ,09-02-1945,F,PATEL ,09-02-1945FPATEL SHAILEE ,b'61kCA1Nie4xze9JC42Zr8w==' 69 | DEEP,24-06-1939,M,DETROJA,24-06-1939MDETROJADEEP,b'FVF8IE86EtB2KkWm4u0kdw==' 70 | DUNCAN JR,25-10-1953,F,ROY,25-10-1953FROYDUNCAN JR,b'hyD0oYdSgQf1KyQ+dIXzpQ==' 71 | MICHAELSON JR,25-10-1953,M,ROY,25-10-1953MROYMICHAELSON JR,b'4d/BI70lPS1RCgDCcPZoMw==' 72 | SHAFFER JR,25-10-1953,F,WILLIAM,25-10-1953FWILLIAMSHAFFER JR,b'F8z5pgr6L8Ue4TcLDDLPAQ==' 73 | MANISH ,11-03-1947,M,CHOPRA ,11-03-1947MCHOPRA MANISH ,b'MV3g2AbrG76QNoc+qskjww==' 74 | CLARK,09-02-1945,M,RONALD,09-02-1945MRONALDCLARK,b'ca4ZKZNQL1jbfoVuy1PF7Q==' 75 | RAJ,03-05-1964,M,PATEL,03-05-1964MPATELRAJ,b'gBpmB6Ddyj2JdA/YxC2nWw==' 76 | MICHAELSON JR,09-04-1947,M,ROBERT,09-04-1947MROBERTMICHAELSON JR,b'kKxuEopiaz8VHKetYhhk4Q==' 77 | CARLSON JR,25-10-1953,F,RON,25-10-1953FRONCARLSON JR,b'CFA60ZL69/OkXQkm8dBCog==' 78 | DEEPIKA ,15-09-1955,F,AJIT,15-09-1955FAJITDEEPIKA ,b'tAAGxPw6a7Sd21MFIJ9N1w==' 79 | VIDYA,15-05-1963,F,BALAN,15-05-1963FBALANVIDYA,b'bb71Z4SFbvb7YYbBdqy+aA==' 80 | CLARK,09-06-1945,M,JOHN,09-06-1945MJOHNCLARK,b'79nfQkKI+MUFaAtmRzCkIg==' 81 | CLARK,16-12-1944,M,JOHN,16-12-1944MJOHNCLARK,b'OauBrh1FdPQMEv6n3wv2Kw==' 82 | MICHAELSON JR,09-04-1947,M,BOB,09-04-1947MBOBMICHAELSON JR,b'1I2nOOrNhrEtxiEAfBPArA==' 83 | MANISH ,11-03-1947,M,CHOPRA,11-03-1947MCHOPRAMANISH ,b'YcoXvLwfecQbTInXSOMeVA==' 84 | VIDYA,09-10-1962,F,KHAN,09-10-1962FKHANVIDYA,b'CRhmel35/FCun3Dmy6iumQ==' 85 | SALTER JR,01-03-1968,F,WILLIAM,01-03-1968FWILLIAMSALTER JR,b'voMlZ1YMCW9iIoTbdexiDw==' 86 | MANISH,07-10-1937,M,PATEL,07-10-1937MPATELMANISH,b'Yj1UOY5Znm+fy5kplFGHkw==' 87 | DUNCAN JR,25-10-1953,F,THOMAS,25-10-1953FTHOMASDUNCAN JR,b'IWPWrnvsNKPogHPIPRsdXg==' 88 | CAIN JR,20-01-1946,M,JOHN,20-01-1946MJOHNCAIN JR,b'1SKkRtWjv/nM/JgUHz6UlA==' 89 | PRIYANKA ,02-09-1968,F,SHARMA,02-09-1968FSHARMAPRIYANKA ,b'3MYTZbj63WGKzme4nhajoA==' 90 | BLAND,21-02-1962,F,WILLIAM,21-02-1962FWILLIAMBLAND,b'yNF/iTxUfynEC6rF8UyOPw==' 91 | VIDYA,08-02-1962,F,OBEROI,08-02-1962FOBEROIVIDYA,b'aDThaGOJiurnTtKybj2Vhg==' 92 | ASBY JR,01-03-1968,F,WILLIAM,01-03-1968FWILLIAMASBY JR,b'VXVeitW6enqrmacptJekNA==' 93 | MICHAELSON JR,01-05-1951,M,ROY,01-05-1951MROYMICHAELSON JR,b'14mH3kpCROInhbHbxlAVhw==' 94 | ANSHUL,20-10-1953,F,SHARMA,20-10-1953FSHARMAANSHUL,b'ilQa7fa7/DgnJ3i/G1uo1A==' 95 | FAGEN JR,07-10-1937,M,GEORGE,07-10-1937MGEORGEFAGEN JR,b'ptvPG3D0MGpoIDx671s+jQ==' 96 | GRIFFIN JR,07-05-1937,M,CLARENCE,07-05-1937MCLARENCEGRIFFIN JR,b'72lksGF/qW0wTYHm7h/a+Q==' 97 | PRERNA ,17-11-1945,F,CHOPRA ,17-11-1945FCHOPRA PRERNA ,b'0HtgTfya/CpHnXmhp2kEeg==' 98 | DEEPIKA ,10-12-1960,F,DAS,10-12-1960FDASDEEPIKA ,b'tGrU9kBjkSmDjWfNWn7v0Q==' 99 | GRIFFIN JR,10-07-1937,M,DARL,10-07-1937MDARLGRIFFIN JR,b'IMALmkqtvKIMgZ6Nf4lNuQ==' 100 | RAJ,10-05-1945,M,SHARMA,10-05-1945MSHARMARAJ,b'tXMD622WenXznG2Pkjf13Q==' 101 | SALTER JR,01-03-1968,F,WILLIAM,01-03-1968FWILLIAMSALTER JR,b'voMlZ1YMCW9iIoTbdexiDw==' 102 | MELVIN JR,07-10-1937,M,HAROLD,07-10-1937MHAROLDMELVIN JR,b'sVz+K3QGYtBMEiOIKJMK7Q==' 103 | BLAND III,21-02-1962,F,WILLIAM,21-02-1962FWILLIAMBLAND III,b'jazU8UoLH1tGMyuJ4eiGRg==' 104 | --------------------------------------------------------------------------------