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
PRV-20529	PRV	Ethan Le	1939-11-24	—	9253589039	3103 Mesa Dr # 503, Phoenix, AZ, 85048	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-115087	ENR	Viktoria N Medina	1977-12-21	UHC-01237-82	7818763630	2066 Cedar Ln Apt 5, Dallas, TX, 75230	0.82	Name re-cased Date of birth reformatted Unit split from street
ENR-135976	ENR	Sean C Day	1972-08-17	UHC-42310-30	2712887437	7625 Baseline Rd # 422, Mesa, AZ, 85225	0.82	Unit split from street Email lower-cased Placeholder values cleared
ENR-135977	ENR	Sean C Day	1972-08-17	UHC-42310-30	2712887437	7625 Baseline Rd # 422, Mesa, AZ, 85225	0.82	Unit split from street Email lower-cased Placeholder values cleared
TPA-54223	TPA	George Baker	1944-02-06	—	—	4291 Hillcrest Rd # 202, San Diego, CA, 92122	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-54224	TPA	George Baker	1944-02-06	—	—	4291 Hillcrest Rd # 202, San Diego, CA, 92122	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-420494	CLM	Kenneth R Hunter	1975-08-15	UHC-91822-44	—	6735 Broadway Apt 5, Miami, FL, 33130	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-420893	CLM	Benjamin H Collins	2004-03-16	—	—	1636 Apache Blvd Apt 29, Tucson, AZ, 85757	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-126362	ENR	Edward W Elliott	1979-05-08	UHC-33180-88	9205284936	2976 Park Pl Apt 6, Tempe, AZ, 85230	0.82	Name re-cased Unit split from street Whitespace trimmed
CLM-419510	CLM	Angela G Flores	1985-04-07	—	—	9795 Washington St # 636, Los Angeles, CA, 90021	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-54293	TPA	Amber Li	1943-02-26	—	—	2607 Apache Blvd # 414, Eden Prairie, MN, 55397	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-137708	ENR	Austin Jimenez	1950-01-04	UHC-70071-49	—	1333 Broadway # 133, Charlotte, NC, 28230	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-400468	CLM	Virgina Gibson	1959-11-11	—	—	2972 Jefferson Ave Apt 16, Orlando, FL, 32886	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
ENR-131255	ENR	Megan J Hicks	1993-04-15	UHC-94161-60	8175913599	1336 Baseline Rd Apt 2, Houston, TX, 77037	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-118199	ENR	Roy Coleman	1986-11-21	UHC-74199-16	7348278645	4485 Pine Dr # 624, Tampa, FL, 33650	0.82	Name re-cased Phone reformatted Unit split from street
CLM-431023	CLM	Aaron Freeman	1944-07-07	—	—	6995 Oak St Apt 8, Mesa, AZ, 85216	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-407501	CLM	Michelle T Andarson	1945-08-13	UHC-25845-07	5746379320	3733 Ocean Ave # 205, Los Angeles, CA, 90028	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
TPA-61487	TPA	Aaron Morales	1966-04-21	—	7386813351	840 Main St # 946, Atlanta, GA, 30315	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-136348	ENR	Gary Diaz	1992-07-06	UHC-94402-09	—	3564 Indian School Rd Apt 11, Fresno, CA, 93731	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
ENR-119593	ENR	Sandra G Singh	1975-10-23	UHC-70540-52	6847308043	1491 Jefferson Ave Apt 32, Gilbert, AZ, 85269	0.82	Phone reformatted Unit split from street City re-cased
ENR-101681	ENR	Santiago D Howell	1973-04-14	UHC-67277-92	6365021524	8827 Grand Ave # 461, Austin, TX, 78775	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-107306	ENR	Sera Wallace	1974-06-27	UHC-01239-89	7632954056	2395 Grand Ave # 916, Mesa, AZ, 85277	0.82	Phone reformatted Unit split from street Placeholder values cleared
CLM-408506	CLM	Evelyn Valdez	1959-09-19	UHC-12756-19	2987547342	607 Highland Ave Apt 13, San Antonio, TX, 78255	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-128701	ENR	Kyle Reed	1992-01-14	UHC-42912-18	6623386764	8860 Broadway # 993, Minneapolis, MN, 55495	0.82	Phone reformatted Unit split from street Whitespace trimmed
CLM-428125	CLM	Megan Marrquez	1990-06-14	UHC-86538-02	—	4790 Washington St # 137, Mesa, AZ, 85238	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-108748	ENR	Jacqueline Nunez	1947-06-14	UHC-70312-06	—	2269 Sage Ct Apt 35, Glendale, AZ, 85342	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-400396	CLM	Diana K Bailey	1972-05-02	UHC-17394-68	—	6467 Jefferson Ave # 606, Charlotte, NC, 28260	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-429304	CLM	Kimberly Boyd	1994-11-10	—	—	5470 Central Ave Apt 34, Fresno, CA, 93751	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-50155	TPA	Bobby Gilbert	2001-02-27	—	—	6310 Grand Ave # 240, Dallas, TX, 75253	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-107443	ENR	Brenda Z Bennett	1945-06-16	UHC-75741-56	4527896983	2887 Ridge Rd # 404, San Antonio, TX, 78286	0.82	Phone reformatted Unit split from street Placeholder values cleared
PRV-28678	PRV	Diane Snyder	1952-05-14	—	4466455108	2666 Spring St Apt 22, Austin, TX, 78738	0.82	Phone reformatted Unit split from street Placeholder values cleared
CLM-406070	CLM	Dorothy Olson	1969-01-05	UHC-97175-16	—	6538 Forest Ave Apt 31, San Antonio, TX, 78248	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-115563	ENR	Mary L Castro	1960-07-19	UHC-41566-60	3518760783	7608 Ocean Ave # 894, Seattle, WA, 98125	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-136709	ENR	Maia Chapman	2006-06-24	UHC-44612-64	6096887691	8540 Elm St Apt 10, San Diego, CA, 92173	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
ENR-136710	ENR	Maia Chapman	2006-06-24	UHC-44612-64	6096887691	8540 Elm St Apt 10, San Diego, CA, 92173	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
CLM-412796	CLM	Juan Carpenter	2000-06-11	UHC-33252-10	5269344155	5866 Church St # 339, Columbus, OH, 43237	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-110390	ENR	Samantha Elliott	1975-08-03	UHC-46587-22	4155915524	5177 Highland Ave Apt 24, Scottsdale, AZ, 85223	0.82	Date of birth reformatted Phone reformatted Unit split from street
PRV-24628	PRV	Theresa Young	1940-01-10	—	—	97 Broadway # 250, Sacramento, CA, 95843	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-142977	ENR	Julia H Lawrence	1969-01-26	UHC-09675-16	4262424515	1808 Sage Ct Apt 6, Mesa, AZ, 85218	0.82	Phone reformatted Unit split from street Placeholder values cleared
CLM-402875	CLM	Stephen U Ray	1957-01-19	UHC-90976-19	—	630 Lake View Rd # 175, San Antonio, TX, 78228	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-109140	ENR	Alexandeer Gray	1964-11-05	UHC-99867-26	2586678053	2896 Baseline Rd # 960, Atlanta, GA, 30361	0.82	Name re-cased Phone reformatted Unit split from street
CLM-409842	CLM	Ralph Johnson	1939-11-02	—	9712294403	9079 Maple Ave Apt 18, Austin, TX, 78750	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-119837	ENR	Mateo Rojas	2000-08-17	UHC-82548-93	—	8931 Ridge Rd Apt 22, Jacksonville, FL, 32269	0.82	Unit split from street City re-cased Whitespace trimmed
CLM-432611	CLM	Jacob Espinoza	1943-03-01	UHC-09081-77	2186631113	9827 Lake View Rd # 550, San Diego, CA, 92130	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-113452	ENR	Bryan Lynch	1958-04-19	UHC-36516-32	8449923921	3353 Market St Apt 24, Orlando, FL, 32892	0.82	Name re-cased Phone reformatted Unit split from street
TPA-50305	TPA	Mariana Berry	1988-03-20	—	—	4544 Main St Apt 30, Denver, CO, 80294	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-102867	ENR	Nicholas X Santiago	1991-10-19	UHC-71532-02	3803462450	7444 Bayshore Dr # 182, San Diego, CA, 92173	0.82	Name re-cased Unit split from street Whitespace trimmed
TPA-56717	TPA	Kim Marquez	1941-05-15	—	9042302544	1432 Valley View Dr # 394, Las Vegas, NV, 89170	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-125368	ENR	Frank X Grant	1946-06-16	UHC-64918-21	5059097302	7436 Park Pl Apt 20, Jacksonville, FL, 32247	0.82	Phone reformatted Unit split from street Placeholder values cleared
CLM-401574	CLM	Michael Wells	1966-02-11	UHC-88567-13	—	7334 Highland Ave Apt 2, Eden Prairie, MN, 55321	0.82	Unit split from street Whitespace trimmed Placeholder values cleared

6,994 rows, page 134 of 140Previous Next