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‎Code___D.ipynb

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{
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"nbformat": 4,
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"nbformat_minor": 0,
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"metadata": {
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"colab": {
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"name": "Code _ D.ipynb",
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"provenance": []
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},
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"kernelspec": {
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"name": "python3",
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"display_name": "Python 3"
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},
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"language_info": {
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"name": "python"
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}
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},
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "NbyRWURkQzkj"
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},
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"source": [
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"Data Duplication Removal using Machine Learning Model"
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]
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},
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{
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"cell_type": "code",
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"metadata": {
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"id": "jNzs5m56Qv1i"
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},
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"import os\n",
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"import time\n",
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"\n",
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"from sklearn.metrics import f1_score, accuracy_score\n",
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"import matplotlib.pyplot as plt"
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],
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"execution_count": 1,
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"outputs": []
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},
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{
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"cell_type": "code",
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"metadata": {
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"id": "ie8ZXiP2Qw5g"
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},
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"source": [
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""
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],
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"execution_count": null,
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"outputs": []
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "YGxHwq21Q1cZ"
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},
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"source": [
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"### WAIT WAIT .... \n",
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".\n",
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"\n",
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"\n",
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".\n",
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"\n",
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"\n",
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".\n",
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"\n",
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"\n",
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"I have made Code of this Private, If you want this Project Code and Documents then Mail me.\n",
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"\n",
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"\n",
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"## Mail : [email protected]"
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]
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},
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{
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"cell_type": "code",
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"metadata": {
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"id": "32zVq8DGQ1RO"
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},
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"source": [
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""
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],
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"execution_count": 1,
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"outputs": []
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}
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]
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}

‎Input.csv

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ln,dob,gn,fn,is_duplicate
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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
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FAGEN JR,07-10-1937,M,HAROLD,1
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FAGEN JR,07-10-1937,M,GEORGE,0
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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

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