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

Enrollment, 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-128197	ENR	Logan F Mills	2004-06-12	UHC-21983-89	5779904428	3968 Grand Ave # 848, Sacramento, CA, 95851	0.62	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-112102	ENR	Santiago Ris	2000-12-27	UHC-32377-67	2939297477	337 Elm St Apt 2, Glendale, AZ, 85324	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-141092	ENR	Sarah Turner	1985-04-22	UHC-91678-08	7919348761	2910 Valley View Dr # 747, Columbus, OH, 43220	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-112169	ENR	Brian P Contreras	1961-03-10	UHC-53081-01	6579809121	3766 Ridge Rd Apt 30, Houston, TX, 77024	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-108038	ENR	Teresa Reid	1988-07-24	UHC-23512-04	6166325139	7882 Market St # 374, Nashville, TN, 37257	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-127942	ENR	Vincent Diaz	1958-10-01	UHC-09083-91	3337818612	8104 Lincoln Way # 427, Seattle, WA, 98147	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-106311	ENR	Ann Castro	1960-02-13	UHC-12437-59	3968111393	8739 Sunset Blvd # 811, Columbus, OH, 43215	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-112687	ENR	George D Hernandez	1951-04-18	UHC-03121-86	5543491226	5190 Hillcrest Rd # 802, Chandler, AZ, 85235	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-135705	ENR	Kim Luacs	1954-06-01	—	2512450596	3323 Bayshore Dr # 545, Tucson, AZ, 85737	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-122917	ENR	Bradley Y Ramirez	2001-02-14	UHC-95752-20	9478906192	1256 Canyon Rd Apt 7, Mesa, AZ, 85261	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-100595	ENR	Shirley B Ray	1966-11-12	UHC-66697-86	—	1778 Cedar Ln # 406, Glendale, AZ, 85383	0.62	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
ENR-100594	ENR	Shirley B Ray	1966-11-12	UHC-66697-86	—	1778 Cedar Ln # 406, Glendale, AZ, 85383	0.62	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
ENR-110795	ENR	Gregory Wang	1960-03-23	UHC-40108-70	7148345056	934 Ocean Ave # 558, Columbus, OH, 43248	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-113073	ENR	Gary Y Stewart	1986-08-02	UHC-91173-07	7799408466	4298 Main St Apt 27, Columbus, OH, 43209	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-103905	ENR	Nancy S Vazquez	1967-08-27	UHC-61543-39	6555146171	4030 Maple Ave # 773, Scottsdale, AZ, 85207	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-115236	ENR	Diane K Gomez	1967-12-20	UHC-59811-53	2844914092	86 Mountain View Dr Apt 6, Glendale, AZ, 85379	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-118762	ENR	Ahmed I Jackson	1980-07-21	UHC-85837-40	9165798865	6354 Lincoln Way Apt 4, Eden Prairie, MN, 55395	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-140762	ENR	Anthony N Kelly	1984-03-20	UHC-82253-79	—	1849 Hillcrest Rd Apt 40, Gilbert, AZ, 85208	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-107640	ENR	Justin T Hawkins	1943-07-02	UHC-02231-81	3594992570	2459 Sunset Blvd # 482, Tucson, AZ, 85770	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109645	ENR	Charlotte E Saanchez	1994-04-17	UHC-17804-04	7458645091	7218 Washington St # 498, Orlando, FL, 32845	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-102561	ENR	Elizabeth C Hamilton	1950-12-01	UHC-48977-86	7854742364	4500 Maple Ave # 816, Seattle, WA, 98196	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-140498	ENR	Noah Black	1994-02-07	UHC-57024-95	8732861223	1296 Willow Ct # 287, Chandler, AZ, 85228	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-102369	ENR	Patrick U Franklin	1976-12-05	UHC-08591-47	—	8100 Camelback Rd # 181, Tempe, AZ, 85249	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-136009	ENR	Ahmed N Grant	1988-04-16	UHC-81442-49	2307558400	8056 Sage Ct Apt 20, Nashville, TN, 37279	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-130589	ENR	Vicky G Cook	1987-07-25	UHC-08669-16	8377569564	2012 Ridge Rd Apt 22, San Antonio, TX, 78240	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-108625	ENR	Eugene G Cox	1983-02-14	UHC-38773-39	9205851897	28 Spring St Apt 20, Miami, FL, 33105	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-120971	ENR	Olivya D Hunter	1948-05-23	UHC-36158-75	2374301747	785 Cedar Ln Apt 40, Seattle, WA, 98166	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102445	ENR	Frances Ray	1988-10-13	UHC-36209-53	2533795889	2798 Mesa Dr Apt 34, Charlotte, NC, 28263	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-117446	ENR	Eric S Barnes	1982-03-02	UHC-25921-67	7614412740	927 Palm Dr # 906, Charlotte, NC, 28260	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-138323	ENR	Kenneth McDonald	2002-12-23	UHC-23880-38	2342356337	1501 River Rd # 192, Tampa, FL, 33610	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-124249	ENR	Kathryn O Henderson	2006-01-19	UHC-99531-61	6602192606	3638 Pine Dr # 972, Sacramento, CA, 95892	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-128119	ENR	Jack Peterson	1948-07-06	UHC-88562-34	8114394732	1460 Elm St # 339, Gilbert, AZ, 85208	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-132719	ENR	Wayne E Obryen	1973-01-20	UHC-06710-35	4597804684	1154 Mountain View Dr # 807, Denver, CO, 80293	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-107148	ENR	Dan T Williams	1939-11-01	UHC-57654-55	3412590056	8390 Park Pl Apt 31, Minneapolis, MN, 55408	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-135169	ENR	Sara I Baker	1979-12-05	UHC-35017-70	5226618224	9270 Valley View Dr Apt 7, Houston, TX, 77071	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-143080	ENR	Alan Mendez	1979-10-25	UHC-71838-76	5805988097	7393 Central Ave # 835, Eden Prairie, MN, 55302	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-140348	ENR	Timothy Carter	1941-02-01	UHC-21773-28	9864805461	405 Sage Ct # 285, Sacramento, CA, 95803	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-140684	ENR	Michael Alexander	1989-04-27	UHC-07738-35	8776182850	3873 Market St # 862, Dallas, TX, 75298	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-120696	ENR	John F Poorter	1993-06-22	UHC-39257-53	7939670501	2936 Camelback Rd # 595, San Diego, CA, 92107	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-111225	ENR	Gary Greene	1939-11-01	UHC-81078-05	5075734084	1733 River Rd # 757, Houston, TX, 77027	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137955	ENR	Cheryl R Harvey	1954-09-11	UHC-06347-28	4122967564	1249 Hillcrest Rd Apt 13, Plano, TX, 75028	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-131414	ENR	Mark H Kelly	1978-10-13	UHC-20486-09	2392338348	9319 Main St Apt 40, San Diego, CA, 92127	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-137644	ENR	Brian G Lawson	1971-05-27	UHC-35027-61	3247113726	5362 Central Ave # 719, Seattle, WA, 98158	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-123846	ENR	Ashley YJunk	1953-01-27	UHC-59839-26	2776098852	4201 Broadway Apt 25, Dallas, TX, 75202	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-123686	ENR	Sophia U Butler	1987-10-25	UHC-99861-22	3664485881	8857 Washington St Apt 18, Orlando, FL, 32847	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-107483	ENR	Ruth Z Hanson	1985-06-06	UHC-73022-03	8265345553	3317 Church St # 997, Tempe, AZ, 85236	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126540	ENR	Scott P Hughes	1958-01-10	UHC-53716-26	8217485157	5069 Lincoln Way # 614, Orlando, FL, 32854	0.62	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+3 more
ENR-127018	ENR	Marcus Burton	1943-08-27	UHC-55090-52	5403331117	2437 Maple Ave # 190, Atlanta, GA, 30371	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-137461	ENR	Yuki Robinson	2000-03-09	UHC-42724-58	—	5021 River Rd # 716, Fresno, CA, 93707	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-106523	ENR	Keith D Ruiz	1948-05-02	UHC-75807-16	6564962285	5718 Mesa Dr # 484, Charlotte, NC, 28202	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more

3,345 rows, page 31 of 67Previous Next