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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108407	ENR	Wei F Wright	1947-10-18	UHC-97782-48	—	4960 Canyon Rd, Plano, TX, 75040	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-132761	ENR	Sara B Kelley	1984-12-26	UHC-19411-97	2666651923	1137 Meadow Ln, Glendale, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-110618	ENR	Camila Collins	1978-05-21	—	9117199988	248 Ocean Ave, Scottsdale, AZ, 85236	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129362	ENR	Abigail E Sanders	1975-03-11	UHC-08668-77	—	9314 Baseline Rd, Tucson, AZ, 85746	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-117420	ENR	Andrea O Petterson	1993-12-12	UHC-39975-43	8795243909	6103 Oak St, Eden Prairie, MN, 55392	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137746	ENR	Adam Estrada	2007-09-23	UHC-32692-40	6159754445	6239 Canyon Rd # 901, Scottsdale, AZ, 85260	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-116860	ENR	Abigail Johnson	1969-11-17	UHC-27991-80	7167919653	1190 Park Pl Apt 18, Minneapolis, MN, 55469	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137661	ENR	Betty U Mendoza	2008-05-14	UHC-11236-54	8687408613	4088 Grand Ave # 517, Sacramento, CA, 95876	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-140272	ENR	Lugan Silva	1957-07-14	UHC-62864-84	7015343193	8826 Church St, Seattle, WA, 98183	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114575	ENR	Gary Ford	—	UHC-22231-75	—	6247 Grand Ave, Miami, FL, 33122	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
ENR-126785	ENR	David Young	1971-11-09	UHC-49220-87	8316705858	2689 Maple Ave, Tucson, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-128983	ENR	Steve U Evans	1969-10-12	UHC-53770-89	9332820762	9061 Meadow Ln, Sacramento, CA, 95854	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108390	ENR	Margaret Q Marshall	1960-09-25	UHC-55401-63	7563809209	420 Forest Ave, Minneapolis, MN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-139341	ENR	Larry Garcia	1952-09-11	UHC-62291-99	2833899872	3651 Harbor Blvd, Fresno, CA, 93741	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-132375	ENR	Camila Q Coleman	—	UHC-30287-02	—	2961 Cedar Ln, Tampa, FL, 33609	0.64	Middle initial moved out of first name Name re-cased Date of birth unreadable City re-cased+2 more
ENR-132374	ENR	Camila Q Coleman	—	UHC-30287-02	—	2961 Cedar Ln, Tampa, FL, 33609	0.64	Middle initial moved out of first name Name re-cased Date of birth unreadable City re-cased+2 more
ENR-112054	ENR	Nicole Wells	2008-03-11	UHC-66998-22	3504818198	3543 Central Ave Apt 19, Atlanta, GA	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-109177	ENR	Judith Hamilton	1971-03-26	UHC-67396-73	8609681024	7220 Spring St, Phoenix, AZ, 85024	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-103115	ENR	Laura Bowman	1941-07-02	UHC-28497-28	—	6430 Ocean Ave, Jacksonville, FL, 32216	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-128888	ENR	George R Mason	1966-06-26	UHC-26062-32	9454153720	4247 Desert Sky Blvd, Charlotte, NC, 28235	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-125935	ENR	Charles Padilla	1948-10-24	UHC-99928-66	4483889157	8669 Highland Ave, Tempe, AZ, 85200	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117282	ENR	Zachery P Morales	1995-08-08	UHC-95210-09	5612126194	9060 Washington St, Tampa, FL, 33656	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-139767	ENR	Helen X Ellis	2008-02-12	UHC-73490-52	6389703302	2899 Broadway, Denver, CO, 80259	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-103207	ENR	Natalie Z Romero	1970-11-09	UHC-05876-88	2439531214	1511 Baseline Rd # 535, Glendale, AZ, 85339	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-134519	ENR	Julie Bowman	2003-07-12	UHC-69695-69	4285804603	624 Willow Ct, Tempe, AZ, 85208	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113345	ENR	Amy Wallace	1983-03-27	UHC-57852-57	7844691245	4996 Union St, Mesa, AZ, 85264	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120347	ENR	Billy N Carter	1940-09-27	UHC-82165-28	—	9536 Park Pl, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-119099	ENR	Julia F Vasquez	1956-12-05	UHC-90179-25	9322852002	7887 Indian School Rd, Minneapolis, MN, 55436	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101794	ENR	Kenneth N Chavez	1979-03-09	UHC-84069-65	4967798745	142 Spring St, Columbus, OH	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-102853	ENR	Heather Valdez	1966-03-06	UHC-93047-86	7113951690	8589 Mountain View Dr, Tampa, FL, 33638	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107003	ENR	Bryen Stevens	1967-08-25	UHC-54937-27	6424924703	7061 Church St, Gilbert, AZ, 85210	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122078	ENR	Lori Cruz	1989-04-25	UHC-87156-17	9102112334	6582 Sage Ct, Eden Prairie, MN, 55387	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-115510	ENR	Rachel J Hunter	1985-06-18	—	2704587905	4290 Park Pl, Seattle, WA, 98176	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104191	ENR	Philip Gray	1948-10-06	UHC-41519-25	8574170224	9035 Willow Ct # 251, Seattle, WA, 98164	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-138687	ENR	Gloria Lopez	1942-12-10	UHC-27080-04	6634113864	1893 Central Ave Apt 9, Tempe, AZ, 85223	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-138956	ENR	Emma E Chavez	2002-09-10	UHC-67167-33	6217846732	925 Forest Ave, Tampa, FL, 33634	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-131151	ENR	Rebecca Jensen	1961-03-13	UHC-95913-98	—	6866 Indian School Rd, Plano, TX, 75077	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102322	ENR	Gabriel Walker	1976-02-08	UHC-80576-44	8717119502	5984 Mesa Dr, Nashville, TN, 37205	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136979	ENR	Christina Hawkins	1999-03-20	UHC-88607-22	4485262978	4653 Lincoln Way, Las Vegas, NV, 89117	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-123106	ENR	Jose S Ryan	1948-06-08	UHC-19407-98	7073531374	5976 Market St, Gilbert, AZ, 85281	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-123107	ENR	Jose S Ryan	1948-06-08	UHC-19407-98	7073531374	5976 Market St, Gilbert, AZ, 85281	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-135875	ENR	Dennis Dean	1939-08-27	UHC-16691-43	4809281198	7382 River Rd, Tampa, FL, 33684	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-120109	ENR	Randy B Baker	1981-04-09	UHC-05575-14	—	8269 Grand Ave, Mesa, AZ, 85297	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-117591	ENR	Evelyn Y Reyes	1999-09-05	UHC-54787-27	6927560326	48 Mountain View Dr, Los Angeles, CA, 90035	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137095	ENR	Chhristian Z Carroll	1979-11-01	UHC-52814-08	4364853360	6134 Oak St # 279, Nashville, TN, 37283	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-137094	ENR	Chhristian Z Carroll	1979-11-01	UHC-52814-08	4364853360	6134 Oak St # 279, Nashville, TN, 37283	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-132672	ENR	Lucia D Butler	1979-05-26	UHC-92207-77	7975432632	6114 Grand Ave, Miami, FL, 33134	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116722	ENR	Marilyn Price	1975-11-18	UHC-60162-30	4202188431	6884 Camelback Rd, Eden Prairie, MN, 55310	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139786	ENR	Priya R Lane	1968-12-20	UHC-02436-88	5743735457	7884 Washington St, Nashville, TN, 37238	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120654	ENR	Aaron Vazquez	2003-11-22	UHC-00207-30	8806165840	5948 Apache Blvd, Gilbert, AZ, 85252	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

16,916 rows, page 101 of 339Previous Next