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
CLM-401571	CLM	David Graham	2003-09-12	UHC-28829-66	9077284379	2470 Lincoln Way # 239, Plano, TX, 75031	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-414991	CLM	Keith Jones	1987-02-19	UHC-95396-91	2474192342	5349 Palm Dr # 633, Orlando, FL, 32884	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-58978	TPA	Helen Dominguez	2000-05-20	—	—	320 Pine Dr Apt 2, Eden Prairie, MN, 55369	0.78	Name re-cased Unit split from street State code upper-cased Whitespace trimmed+1 more
ENR-136301	ENR	Weber A Catherine	1954-06-12	UHC-27845-36	9413878756	9727 Ridge Rd # 680, Austin, TX, 78726	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
ENR-120278	ENR	Scott G Guzman	1989-02-04	UHC-03230-14	3716428266	2262 Cedar Ln Apt 33, Tampa, FL, 33649	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-135964	ENR	Bobby F Sanders	1990-04-10	UHC-87099-72	9355072604	3447 Lincoln Way Apt 34, Orlando, FL, 32853	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-114682	ENR	Patrick F Alexander	1968-08-09	UHC-70757-96	—	1326 River Rd # 463, Austin, TX, 78721	0.78	Name re-cased Unit split from street City re-cased Email lower-cased+1 more
ENR-106885	ENR	Joshua V Wod	1958-03-25	UHC-75233-72	6649099193	8366 Harbor Blvd # 477, Denver, CO, 80243	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-141979	ENR	Doris Olson	1953-07-21	UHC-18527-25	2205273534	2849 Lincoln Way Apt 37, Plano, TX, 75089	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-406792	CLM	Diana Estrada	1996-11-10	—	5762514278	2583 Harbor Blvd # 109, Eden Prairie, MN, 55397	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-422489	CLM	Paul Vazquez	1995-01-08	—	9782620349	4886 Lake View Rd # 529, Plano, TX, 75085	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-133636	ENR	Kathleen O Day	1966-11-21	UHC-04206-33	4146753098	3932 Meadow Ln Apt 19, Tampa, FL, 33660	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-127438	ENR	Amber Foord	1990-01-14	UHC-55265-37	6742687482	3117 Spring St Apt 8, Houston, TX, 77075	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-409313	CLM	Dougls Pierce	1939-01-26	UHC-16964-87	3945648784	2467 Church St Apt 6, Glendale, AZ, 85304	0.78	Date of birth reformatted Phone reformatted Unit split from street Plan code upper-cased+1 more
ENR-117373	ENR	Dorothy Q Walker	1980-01-28	UHC-09439-74	7837925892	3726 Canyon Rd # 984, Chandler, AZ, 85226	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-408607	CLM	Eugene Evans	1996-11-21	UHC-63484-44	8443900229	6250 Mountain View Dr # 486, Scottsdale, AZ, 85272	0.78	Name re-cased Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-416879	CLM	Jacob Y Little	1974-07-12	UHC-14867-13	—	2649 Indian School Rd # 514, Houston, TX, 77023	0.78	Name re-cased Unit split from street Plan code upper-cased Whitespace trimmed+1 more
ENR-138972	ENR	Aisha Jones	1990-11-28	UHC-08063-62	—	8505 Cedar Ln Apt 11, Chandler, AZ, 85229	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-412808	CLM	Alice Perkins	1993-01-28	UHC-87615-02	—	951 Palm Dr Apt 26, Orlando, FL, 32833	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-114276	ENR	Roy Castro	1971-05-21	UHC-85114-63	6319293569	5710 Union St Apt 27, Tempe, AZ, 85274	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
ENR-128417	ENR	Aaron Soto	1984-01-05	UHC-84486-65	3543586621	505 Washington St Apt 29, Fresno, CA, 93711	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
PRV-24011	PRV	Evelyn Coleman	1996-03-11	—	6764871565	7025 Spring St # 995, Scottsdale, AZ, 85257	0.78	Name re-cased Phone reformatted Unit split from street State code upper-cased+1 more
CLM-429243	CLM	Nicole Jordan	1958-06-05	UHC-95049-23	6652142279	7092 Maple Ave Apt 7, Houston, TX, 77017	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-130034	ENR	Joan G Harrt	2006-05-10	UHC-20264-66	—	5336 Church St # 302, Glendale, AZ, 85384	0.78	Name re-cased Member ID reformatted Unit split from street Email lower-cased+1 more
ENR-133460	ENR	Andrea Mendoza	1979-07-11	UHC-78860-01	2255806302	6989 Willow Ct # 386, Jacksonville, FL, 32279	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-56445	TPA	Kayla Mendez	1963-06-14	—	5608894991	3449 Forest Ave # 281, Plano, TX, 75017	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
PRV-21677	PRV	Hanson Diego	2000-08-03	—	4893091213	3400 Broadway # 333, Mesa, AZ, 85275	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-111006	ENR	Patricia George	1959-11-23	UHC-24055-04	2933119747	8439 Forest Ave # 622, Jacksonville, FL, 32267	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-136752	ENR	Lauren Castillo	1995-02-27	UHC-82470-95	5838302953	1958 Highland Ave Apt 14, Austin, TX, 78734	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-133827	ENR	Peter Salazar	1947-05-03	UHC-64006-03	5023945347	4304 Palm Dr Apt 26, Fresno, CA, 93767	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-114888	ENR	Jose M Bowman	1977-04-01	—	4597791437	1825 Maple Ave # 872, Gilbert, AZ, 85250	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-109199	ENR	Danielle P Elliott	1987-11-06	UHC-10138-47	4158089417	5017 Indian School Rd # 665, Miami, FL, 33123	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-117693	ENR	Logan X Scott	1966-09-13	UHC-85408-43	6964658702	3265 Jefferson Ave Apt 1, Las Vegas, NV, 89182	0.78	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed+1 more
TPA-60037	TPA	Tiomthy Butler	2006-02-24	—	3862237626	4267 Church St Apt 38, Seattle, WA, 98157	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-413496	CLM	Lgan Scott	1966-09-13	—	6964658702	3265 Jefferson Ave Apt 8, Las Vegas, NV, 89182	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-121627	ENR	Joyce B Hunt	1951-05-13	UHC-05477-22	7968446569	901 Meadow Ln # 301, Glendale, AZ, 85347	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-134927	ENR	Lawrence Wallace	1975-10-13	UHC-34334-90	8466865142	9318 Elm St # 726, Nashville, TN, 37237	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
PRV-24088	PRV	Michael Lucas	1965-08-11	—	8585732125	1524 Highland Ave # 175, Eden Prairie, MN, 55329	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
PRV-25270	PRV	Ahmed Y Davis	2007-08-17	—	6013043745	1495 Union St # 517, Tucson, AZ, 85700	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-128753	ENR	Frank J Kim	1960-06-07	—	6018533796	233 Camelback Rd Apt 11, Orlando, FL, 32826	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-23425	PRV	Anna Phillips	1969-09-13	UHC-63056-45	5015512182	7473 Camelback Rd # 928, Austin, TX, 78794	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
CLM-419200	CLM	Mei West	1967-06-26	UHC-89424-95	6868852208	9560 Lincoln Way Apt 4, Austin, TX, 78729	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-414343	CLM	Kathryn Nunez	1984-11-27	UHC-98186-22	—	3733 Meadow Ln Apt 11, Los Angeles, CA, 90025	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-64147	TPA	Wayne Li	1960-01-10	—	6184614168	7279 Mountain View Dr Apt 10, Jacksonville, FL, 32265	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
TPA-64176	TPA	Diez Bernda	1986-07-16	—	2018733562	6985 Broadway Apt 5, Denver, CO, 80244	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
PRV-27367	PRV	Carol Moore	1991-02-19	—	5409877375	851 Indian School Rd # 443, Atlanta, GA, 30344	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
CLM-429339	CLM	Eric Gonzales	2001-08-13	UHC-63564-60	—	2240 Park Pl # 738, Mesa, AZ, 85226	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-110934	ENR	Russell A Meyer	1974-02-15	UHC-54061-64	9374545520	9097 Elm St Apt 3, Austin, TX, 78738	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-115054	ENR	Hannah S Johnson	1984-02-23	UHC-42951-87	9397122653	193 Washington St Apt 40, Atlanta, GA, 30351	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-129312	ENR	Gerald Santiiago	1978-04-18	UHC-84916-50	—	7338 Broadway Apt 3, Gilbert, AZ, 85217	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more

6,994 rows, page 121 of 140Previous Next