rowid,Unnamed: 0,FirstName,Surname,Adjustment,cleanName,Estimate,finalEstimate
1,1,James,Smith,21.1,james smith,25837.9319302092,31289.7355674834
2,2,Michael,Smith,5.6,michael smith,29275.9128558894,30915.3639758192
3,3,Robert,Smith,8.7,robert smith,24005.2158484352,26093.6696272491
4,4,David,Smith,10.8,david smith,22613.772849941,25056.0603177346
5,5,James,Johnson,9.6,james johnson,20498.0436015171,22465.8557872627
6,6,Michael,Johnson,-4.8,michael johnson,23225.5019409123,22110.6778477485
7,7,William,Smith,16.6,william smith,18925.4835104948,22067.113773237
8,8,James,Williams,20.7,james williams,17215.259742662,20778.8185093931
9,9,Robert,Johnson,5.9,robert johnson,19044.0923234165,20167.693770498
10,10,Mary,Smith,14.7,mary smith,17293.1240457633,19835.2132804905
11,11,James,Brown,25.4,james brown,15257.8615744203,19133.358414323
12,12,John,Smith,-23.5,john smith,24464.3906069638,18715.2588143273
13,13,David,Johnson,3.5,david johnson,17940.2168534601,18568.1244433312
14,14,Michael,Brown,4.2,michael brown,17288.0641928502,18014.1628889499
15,15,Maria,Garcia,663.9,maria garcia,2348.39080111503,17939.3573297177
16,16,Michael,Williams,-8.1,michael williams,19505.9126782672,17925.9337513276
17,17,Michael,Jones,-2.4,michael jones,17114.7797806733,16704.0250659371
18,18,James,Jones,8.9,james jones,15104.9266046916,16449.2650725092
19,19,Maria,Rodriguez,639.8,maria rodriguez,2206.5883862055,16324.3408811483
20,20,Robert,Brown,14.2,robert brown,14175.6028101951,16188.5384092428
21,21,Michael,Miller,18.1,michael miller,13654.8945309654,16126.4304410701
22,22,Robert,Jones,12.6,robert jones,14033.5157047323,15801.7386835285
23,23,Robert,Williams,-1.3,robert williams,15994.1603347251,15786.2362503737
24,24,William,Johnson,4.3,william johnson,15014.180981116,15659.7907633039
25,25,James,Davis,32.8,james davis,11787.5648441661,15653.8861130525
26,26,Mary,Johnson,11.7,mary johnson,13719.1789054159,15324.3228373496
27,27,Maria,Martinez,614.1,maria martinez,2120.44744396186,15142.1151973317
28,28,Charles,Smith,38.4,charles smith,10822.0639352004,14977.7364863173
29,29,David,Brown,10.3,david brown,13353.925412907,14729.3797304364
30,30,Robert,Miller,29.6,robert miller,11196.5318457184,14510.7052720511
31,31,James,Miller,20.3,james miller,12051.3487364851,14497.7725299916
32,32,John,Williams,-11.3,john williams,16300.0986256338,14458.1874809372
33,33,Richard,Smith,6.2,richard smith,13518.6934511952,14356.8524451693
34,34,David,Williams,-7.3,david williams,15067.0717155241,13967.1754802908
35,35,David,Jones,5.0,david jones,13220.0742720496,13881.077985652
36,36,Michael,Davis,2.5,michael davis,13356.0116998944,13689.9119923918
37,37,William,Brown,22.3,william brown,11175.9102242424,13668.1382042484
38,38,David,Miller,27.9,david miller,10547.5338970014,13490.2958542648
39,39,Mary,Williams,13.1,mary williams,11522.0375614434,13031.4244819925
40,40,Jennifer,Smith,16.7,jennifer smith,10956.9917876871,12786.8094162309
41,41,William,Jones,15.4,william jones,11063.8901037623,12767.7291797417
42,42,John,Johnson,-35.2,john johnson,19408.370093265,12576.6238204357
43,43,John,Miller,8.4,john miller,11410.7005013588,12369.1993434729
44,44,Daniel,Smith,-5.2,daniel smith,12992.3819562103,12316.7780944874
45,45,Thomas,Smith,-2.6,thomas smith,12446.2774940001,12122.6742791561
46,46,Linda,Smith,27.5,linda smith,9484.2252088873,12092.3871413313
47,47,James,Wilson,40.9,james wilson,8563.53625629429,12066.0225851187
48,48,Robert,Davis,7.2,robert davis,10951.4584671848,11739.9634768221
49,49,Mary,Brown,13.1,mary brown,10211.9664062989,11549.7340055241
50,50,Mary,Jones,12.2,mary jones,10109.6082373249,11342.9804422785
51,51,Patricia,Smith,17.1,patricia smith,9569.15350947337,11205.4787595933
52,52,James,Moore,43.0,james moore,7637.54703747539,10921.6922635898
53,53,James,Taylor,37.4,james taylor,7893.00164755117,10844.9842637353
54,54,William,Miller,22.5,william miller,8827.23905332794,10813.3678403267
55,55,John,Davis,-3.8,john davis,11160.9393287173,10736.8236342261
56,56,Charles,Johnson,24.8,charles johnson,8585.48350546518,10714.6834148205
57,57,William,Davis,23.1,william davis,8634.02553616631,10628.4854350207
58,58,John,Jones,-26.5,john jones,14301.9505409659,10511.9336476099
59,59,Richard,Johnson,-2.0,richard johnson,10724.8044675803,10510.3083782287
60,60,James,Anderson,24.0,james anderson,8249.25834268617,10229.0803449309
61,61,Robert,Taylor,39.2,robert taylor,7333.14139666078,10207.7328241518
62,62,Barbara,Smith,24.0,barbara smith,8109.48804018202,10055.7651698257
63,63,Michael,Moore,15.7,michael moore,8653.79482018299,10012.4406069517
64,64,James,Martin,35.9,james martin,7350.37519807168,9989.15989417942
65,65,Michael,Wilson,2.6,michael wilson,9702.9956520785,9955.27353903254
66,66,James,Thomas,24.8,james thomas,7949.50295037765,9920.97968207131
67,67,Joseph,Smith,-27.6,joseph smith,13681.479396881,9905.39108334182
68,68,James,White,41.0,james white,7003.26547770753,9874.60432356762
69,69,Mary,Miller,21.5,mary miller,8065.87265504504,9800.03527587973
70,70,Robert,Anderson,27.0,robert anderson,7664.12836911917,9733.44302878135
71,71,Robert,Wilson,22.0,robert wilson,7956.11416631597,9706.45928290549
72,72,Charles,Williams,33.3,charles williams,7210.50903374917,9611.60854198764
73,73,Jennifer,Johnson,10.3,jennifer johnson,8692.52601222627,9587.85619148557
74,74,Michael,Anderson,2.4,michael anderson,9346.9000931857,9571.22569542216
75,75,John,Brown,-34.3,john brown,14446.7555062786,9491.51836762503
76,76,Michael,Martin,13.0,michael martin,8328.41205472958,9411.10562184442
77,77,James,Thompson,33.6,james thompson,7021.93329286115,9381.30287926249
78,78,Mark,Smith,4.1,mark smith,8999.71850725896,9368.70696605657
79,79,Michael,Thomas,2.9,michael thomas,9007.25941424085,9268.46993725383
80,80,David,Anderson,28.1,david anderson,7219.88334228401,9248.67056146581
81,81,Linda,Johnson,22.9,linda johnson,7524.13398965112,9247.16067328123
82,82,Elizabeth,Smith,1.7,elizabeth smith,8925.38785317908,9077.11944668312
83,83,Mary,Davis,14.8,mary davis,7889.3241764954,9056.94415461672
84,84,James,Jackson,19.8,james jackson,7536.99549985668,9029.3206088283
85,85,Michael,Taylor,0.6,michael taylor,8943.24007932425,8996.89951980019
86,86,Charles,Brown,39.9,charles brown,6390.66446644502,8940.53958855659
87,87,Daniel,Garcia,35.1,daniel garcia,6600.06660776574,8916.68998709151
88,88,James,Lee,12.2,james lee,7833.66963918681,8789.3773351676
89,89,Michael,Thompson,6.7,michael thompson,7956.26785134913,8489.33779738953
90,90,Daniel,Johnson,-17.8,daniel johnson,10307.2650142943,8472.57184174991
91,91,David,Wilson,12.6,david wilson,7494.94441796468,8439.30741462823
92,92,Thomas,Johnson,-15.0,thomas johnson,9874.02317792733,8392.91970123823
93,93,John,Anderson,6.9,john anderson,7810.72877110855,8349.66905631504
94,94,Robert,Moore,17.2,robert moore,7095.80649420378,8316.28521120682
95,95,John,Wilson,2.5,john wilson,8108.29970900011,8311.00720172512
96,96,Richard,Brown,3.9,richard brown,7983.0829302633,8294.42316454356
97,97,Charles,Jones,30.5,charles jones,6326.60856503613,8256.22417737215
98,98,Mark,Johnson,14.7,mark johnson,7139.75959304575,8189.30425322347
99,99,Robert,Lee,12.1,robert lee,7278.01788014427,8158.65804364172
100,100,Patricia,Johnson,7.1,patricia johnson,7591.51028018081,8130.50751007365
101,101,Michael,Lee,-9.8,michael lee,8876.01338675723,8006.16407485502