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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125275	ENR	Arthur L Stewart	2002-12-12	UHC-88148-99	8167913380	5761 Highland Ave, Austin, TX, 78705	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109010	ENR	Donald V Gonzales	1991-03-04	UHC-75919-37	—	5540 Mesa Dr, Plano, TX, 75074	0.64	Date of birth reformatted Phone missing area code Member ID reformatted City re-cased+2 more
ENR-120941	ENR	Diego Lane	1943-06-06	UHC-36112-57	—	1277 Baseline Rd, San Diego, CA, 92186	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124470	ENR	Harold H Martinez	1994-01-03	UHC-94658-96	6657099300	2922 Forest Ave, Phoenix, AZ, 85029	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110935	ENR	Bryan Herrera	2003-11-28	UHC-94727-57	8374424852	7399 Palm Dr, Glendale, AZ, 85386	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121731	ENR	Emma Reyes	2002-08-02	UHC-50136-05	—	1391 Ridge Rd, Gilbert, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119977	ENR	Terry B Cook	1939-02-17	UHC-00473-96	9575516245	8711 Jefferson Ave, San Antonio, TX, 78229	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-118051	ENR	Kathy Watson	1987-02-25	UHC-86604-74	—	4507 Baseline Rd, Scottsdale, AZ, 85244	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118493	ENR	Mary Owens	1943-01-19	UHC-31683-52	6479082878	726 Sunset Blvd, Atlanta, GA, 30394	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114351	ENR	Ronald Z Patel	1946-12-02	UHC-38545-58	4264301569	795 Jefferson Ave Apt 20, Denver, CO, 80234	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-124219	ENR	Jessica A Morris	1977-08-18	UHC-59716-17	—	1321 Forest Ave, Miami, FL, 33124	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104993	ENR	Fatima T Green	1971-01-19	UHC-56858-96	8975855235	764 River Rd, Minneapolis, MN, 55442	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127536	ENR	Denise White	1964-07-19	UHC-43105-62	—	1157 Washington St, Columbus, OH, 43283	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-137273	ENR	William Bradley	1938-04-02	UHC-47454-98	5688906057	766 Spring St, Tempe, AZ, 85227	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-109593	ENR	Madison L Nguyen	1989-05-15	UHC-11426-92	4865458324	4028 Meadow Ln, Phoenix, AZ, 85085	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137086	ENR	Aaron M Le	1974-02-22	UHC-71460-55	4202506352	1451 Apache Blvd, San Diego, CA, 92157	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131287	ENR	Sandra S Vasquez	1987-08-10	UHC-92007-17	8475877055	1056 Mesa Dr, Nashville, TN, 37296	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131564	ENR	Danielle Chavez	1959-10-09	UHC-38445-56	—	3906 Main St, Austin, TX, 78727	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-132552	ENR	Crlos F Grant	1974-07-13	UHC-23187-98	5607120723	4876 Washington St, Chandler, AZ, 85288	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-139267	ENR	Ana N Gilbrt	1968-04-14	UHC-11970-85	5246286017	9385 Canyon Rd, Scottsdale, AZ, 85232	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111359	ENR	Kathryn N Singh	1939-06-05	UHC-98979-33	7934410431	8283 Cedar Ln, Austin, TX, 78767	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111861	ENR	Diego N Meyer	1940-12-11	UHC-53460-61	6215916860	492 Oak St, Phoenix, AZ, 85077	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118856	ENR	Heathre Nelsson	1950-11-11	UHC-40310-14	3584197871	7856 Jefferson Ave, Houston, TX, 77033	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127608	ENR	Virginia C Santiago	1972-01-25	UHC-93186-39	8053130390	9491 Highland Ave, San Antonio, TX, 78220	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137043	ENR	Luis K Torres	1984-02-24	UHC-13129-49	9783835591	5075 River Rd, Miami, FL, 33138	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-134503	ENR	Alexis T Crawfford	1962-10-07	UHC-89853-24	4973803030	9305 Central Ave Apt 15, Miami, FL, 33151	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137811	ENR	Mary Moore	1966-04-22	UHC-12862-24	6183670394	3555 Ridge Rd, Columbus, OH, 43225	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111110	ENR	Joyce Guzman	1983-12-19	UHC-35792-92	2313586467	2065 Elm St, Tempe, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-130687	ENR	Walter Q Hudson	1939-11-17	UHC-10004-82	—	7989 Lake View Rd, Houston, TX, 77053	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140869	ENR	Jake E Allen	1999-06-02	UHC-06582-86	6772157641	6532 Ridge Rd, Tampa, FL, 33626	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109696	ENR	Diana F Freeman	1984-11-23	UHC-80595-45	3899674890	9230 Market St # 682, Charlotte, NC, 28295	0.64	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-112336	ENR	Olivia U Ortega	1961-08-04	UHC-35855-04	—	1459 Canyon Rd, Tampa, FL, 33669	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137253	ENR	George MJunk	1956-12-02	UHC-50698-43	—	5175 Indian School Rd, Atlanta, GA	0.64	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
ENR-105974	ENR	Gerald L Bell	1993-03-24	UHC-33479-36	5227150627	735 Maple Ave, Minneapolis, MN, 55482	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106505	ENR	Amy B McDonald	1991-08-25	—	7917847622	3775 Valley View Dr, Sacramento, CA, 95849	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131864	ENR	Heather Brooks	1978-07-08	UHC-62227-54	8225878741	8233 Indian School Rd, Plano, TX, 75008	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-121658	ENR	Marilyn E Walsh	1938-11-22	UHC-87634-15	8747580063	8166 Cedar Ln, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-139261	ENR	Danielle E Young	2004-09-22	UHC-09608-97	9798198386	5918 Baseline Rd, Sacramento, CA, 95811	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128952	ENR	Raymond Wong	1994-04-14	UHC-52021-25	8573971127	6869 Union St, Los Angeles, CA, 90038	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-140356	ENR	Carolyn F Berry	2001-09-19	UHC-52201-71	6084389489	3056 Broadway, Tampa, FL, 33636	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-119018	ENR	Logan O Bailey	1976-05-22	UHC-29079-85	7702634606	9114 Grand Ave, San Diego, CA, 92136	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-119080	ENR	Aisha R Wright	1949-02-26	UHC-95172-81	—	3424 Spring St, Plano, TX	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted ZIP missing+2 more
ENR-135600	ENR	Marilyn R Sullivan	1952-05-20	UHC-59465-80	2748519508	5246 Desert Sky Blvd, Miami, FL, 33143	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-109715	ENR	Ralph L Willis	1979-05-15	UHC-44807-51	2618428034	5490 Bayshore Dr, Denver, CO, 80211	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116028	ENR	Rachel L Myers	1940-11-03	UHC-29223-09	2984364564	366 Ocean Ave, Glendale, AZ, 85319	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114131	ENR	Cynthia K Woods	1940-10-04	UHC-56559-15	3028928121	7312 Desert Sky Blvd, Plano, TX, 75044	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104922	ENR	Linda Luna	1956-06-23	UHC-58794-29	6947805839	5602 Baseline Rd # 329, Denver, CO, 80214	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-108240	ENR	Jen Butler	1938-09-04	UHC-29218-05	—	7574 Harbor Blvd # 222, Nashville, TN, 37252	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-130649	ENR	David Murray	1976-07-13	UHC-38699-76	3184922289	9779 Ocean Ave, San Antonio, TX, 78229	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128792	ENR	Kenneth Schmidt	1963-07-03	UHC-63880-62	3512069883	2650 Harbor Blvd, Scottsdale, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more

13,989 rows, page 83 of 280Previous Next