Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131334	ENR	Ryan J Rojas	1970-01-13	UHC-12417-66	—	8542 Jefferson Ave Apt 22, Charlotte, NC, 28260	0.68	Unit split from street Street suffix standardised Address re-cased City re-cased
ENR-141718	ENR	Willyam Li	1986-02-20	UHC-06399-85	2778929738	1315 Central Ave # 272, Jacksonville, FL, 32281	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-117297	ENR	Mason X Rice	1993-10-07	UHC-17524-08	2962046244	7281 Hillcrest Rd Apt 28, Scottsdale, AZ, 85237	0.68	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street
ENR-136877	ENR	Tyler J McCoy	1996-08-25	UHC-34766-48	5533096955	2013 Park Pl Apt 29, Plano, TX, 75099	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-138206	ENR	Elijah P Wheeler	1960-12-09	UHC-31283-30	2236031565	1233 Union St # 111, Nashville, TN, 37241	0.68	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed
ENR-111876	ENR	Diego Jeckson	1969-07-14	UHC-59840-89	5492863252	465 Central Ave # 208, Seattle, WA, 98172	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-142412	ENR	Laura Dunn	1946-12-16	UHC-26938-12	6499871583	8726 Apache Blvd Apt 20, Plano, TX, 75092	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised
ENR-142411	ENR	Laura Dunn	1946-12-16	UHC-26938-12	6499871583	8726 Apache Blvd Apt 20, Plano, TX, 75092	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised
TPA-55034	TPA	Tran Brenda	1994-10-17	—	—	9506 Lake View Rd Apt 23, Tucson, AZ, 85739	0.68	Name re-cased Unit split from street Gender normalised Placeholder values cleared
ENR-133443	ENR	Henry Taylor	1960-05-01	UHC-70030-55	7599343436	6142 Ridge Rd # 691, Tempe, AZ	0.68	Phone reformatted Unit split from street ZIP missing Email lower-cased
CLM-423557	CLM	Sean N Davis	1949-06-01	UHC-58231-30	—	1123 Indian School Rd Apt 7, Dallas, TX, 75292	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-118538	ENR	Diana V Matthews	2004-08-21	UHC-03953-30	6508580109	6688 Harbor Blvd Apt 17, Miami, FL, 33130	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-116684	ENR	Tyler Barnes	1943-05-11	UHC-01576-41	5726123637	7124 Market St # 841, Chandler, AZ, 85260	0.68	Phone reformatted SSN last four extracted Unit split from street Email lower-cased
ENR-125646	ENR	Margaret Bryant	1978-09-05	UHC-57103-48	9366816704	9466 Church St Apt 7, Gilbert, AZ, 85227	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
CLM-421922	CLM	Theresa Henry	1991-12-11	—	—	8184 Meadow Ln Apt 13, San Diego, CA, 92175	0.68	Unit split from street ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-431094	CLM	Elijah Owens	1953-05-21	UHC-18979-40	—	8030 Cedar Ln Apt 30, Mesa, AZ, 85278	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
ENR-116971	ENR	Donna S Edwards	1999-01-16	UHC-67089-11	8245361463	6844 Union St Apt 16, Austin, TX, 78737	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-118565	ENR	Diego Ellis	1986-10-03	UHC-94212-77	4234890689	7247 Broadway # 286, Plano, TX, 75037	0.68	SSN last four extracted Unit split from street Address re-cased Whitespace trimmed
ENR-128253	ENR	Debra B Dominguez	1941-03-03	UHC-37220-11	7923442128	3819 Lincoln Way # 277, Scottsdale, AZ, 85206	0.68	Date of birth reformatted Phone reformatted Unit split from street State name converted to code
CLM-401190	CLM	Sofia Yang	1962-03-20	—	8195965300	7983 Maple Ave # 887, Denver, CO, 80210	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-140066	ENR	Gregory Wood	1962-01-15	UHC-37459-04	4453529584	6039 Canyon Rd # 364, Minneapolis, MN, 55499	0.68	Member ID reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-121851	ENR	Ann G Stewart	1946-07-10	UHC-16347-57	2494362532	6460 Valley View Dr # 802, Gilbert, AZ, 85295	0.68	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed
ENR-103238	ENR	Carl Robertson	1977-07-11	UHC-02095-60	6886116022	4375 Sage Ct # 957, Eden Prairie, MN, 55354	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed
TPA-63784	TPA	Terry Williams	1939-10-17	UHC-02175-32	—	9227 Cedar Ln # 409, Nashville, TN, 37268	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-105378	ENR	Carol Stevens	1942-04-05	UHC-34223-83	7206056203	8496 River Rd # 787, Minneapolis, MN, 55484	0.68	Unit split from street City re-cased Gender normalised Whitespace trimmed
TPA-57005	TPA	Alexander Johnston	2006-02-24	—	—	3793 Lake View Rd Apt 3, Gilbert, AZ, 85247	0.68	Unit split from street ZIP+4 trimmed Email lower-cased Placeholder values cleared
CLM-402516	CLM	Ethan K Estrada	1966-04-28	UHC-68529-89	2913627424	5007 Apache Blvd # 725, Chandler, AZ, 85229	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
ENR-139338	ENR	Tyler G Moreno	1992-10-28	UHC-67882-42	2823271925	8882 Maple Ave # 420, Orlando, FL, 32814	0.68	Name re-cased Unit split from street Street suffix standardised Address re-cased
CLM-429691	CLM	Ashley O Ryan	1982-05-26	—	2359843599	5777 Grand Ave Apt 34, Fresno, CA, 93780	0.68	Date of birth reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-120620	ENR	Arthur F Arnold	1951-02-27	UHC-79616-93	—	7565 Palm Dr # 908, San Diego, CA, 92162	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-56793	TPA	Caterine Lawrence	1957-05-18	—	—	9836 Canyon Rd Apt 22, Chandler, AZ, 85249	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
ENR-140229	ENR	Russell Le	1975-04-04	UHC-07163-09	3137300774	5763 Camelback Rd Apt 26, Charlotte, NC, 28257	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-428400	CLM	Jeremy Greeen	1999-09-19	—	—	638 Meadow Ln Apt 14, Gilbert, AZ, 85272	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
PRV-29236	PRV	Andrea Silva	1968-07-26	UHC-17651-51	6394369044	5701 Forest Ave Apt 6, San Diego, CA, 92126	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-402917	CLM	Roy Tucker	1946-01-17	UHC-34706-33	—	7341 Oak St Apt 15, Atlanta, GA, 30300	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
ENR-105992	ENR	Douglas Gilbert	1994-10-23	UHC-79322-76	—	7249 Market St # 872, San Antonio, TX, 78216	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased
ENR-109849	ENR	Larry N Walker	1946-08-17	UHC-03885-49	8292067126	4859 Cedar Ln # 261, Austin, TX, 78790	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
ENR-111674	ENR	Kayla Hansen	1950-12-08	UHC-30978-47	3135730845	5023 Church St # 736, Charlotte, NC, 28229	0.68	Unit split from street Street suffix standardised Address re-cased City re-cased
CLM-427395	CLM	Justin Ruiz	1979-04-22	—	—	6445 Jefferson Ave Apt 32, Austin, TX, 78715	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-431114	CLM	David V Armstrong	2003-07-06	UHC-36225-03	—	6241 Hillcrest Rd # 245, Glendale, AZ, 85369	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
ENR-100639	ENR	Patrick V Nelson	1994-06-21	UHC-19242-69	5546715741	7564 Maple Ave # 448, Gilbert, AZ, 85291	0.68	Two-digit birth year Phone reformatted Unit split from street Email lower-cased
ENR-131405	ENR	Logan Robertson	1952-01-10	UHC-96524-80	2852066174	4433 Desert Sky Blvd # 476, Chandler, AZ, 85276	0.68	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street
CLM-422820	CLM	Jonathan H Johnston	1977-03-04	UHC-00925-87	—	3559 Meadow Ln Apt 5, Orlando, FL, 32833	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-430411	CLM	Bradley F Larson	1960-11-16	—	—	9556 Maple Ave # 206, Phoenix, AZ, 85057	0.68	Unit split from street ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-430679	CLM	Camila A Castillo	2000-07-24	UHC-26142-58	—	7096 Central Ave Apt 10, Tampa, FL, 33614	0.68	Member ID reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-404843	CLM	Yuki Nguyen	1955-01-22	—	—	1631 Jefferson Ave Apt 28, Orlando, FL	0.68	Unit split from street ZIP missing Whitespace trimmed Placeholder values cleared
CLM-421565	CLM	Julie M Singh	1975-08-19	UHC-47477-34	—	4749 Maple Ave # 384, Fresno, CA, 93721	0.68	Name re-cased Unit split from street State name converted to code Placeholder values cleared
ENR-106082	ENR	Sofia Perez	1997-12-13	UHC-69577-12	—	2911 Baseline Rd # 565, Dallas, TX, 75277	0.68	Unit split from street Email lower-cased Gender normalised Placeholder values cleared
CLM-421914	CLM	Helen Mills	—	UHC-72226-56	6919339184	8254 Cedar Ln Apt 27, San Diego, CA, 92127	0.68	Date of birth unreadable Phone reformatted Unit split from street Whitespace trimmed
PRV-26887	PRV	Aaron Aguilar	1987-05-12	UHC-55513-50	4258706848	8520 Meadow Ln # 185, Austin, TX, 78798	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared

6,994 rows, page 111 of 140Previous Next