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-136321	ENR	Sharon Maldonado	1982-05-27	UHC-48917-93	4786993618	7013 Meadow Ln, Tucson, AZ, 85755	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121352	ENR	Laura Porter	1947-02-03	UHC-98577-38	5883855785	167 River Rd # 683, Orlando, FL	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-135405	ENR	Christian I Alexandre	1998-11-14	UHC-81311-98	4787211571	5569 Spring St Apt 19, Sacramento, CA, 95815	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-123923	ENR	Deborah W Estrada	1991-03-10	UHC-65814-20	7318527594	5054 Park Pl, San Antonio, TX, 78210	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136233	ENR	Fatima K Reid	1946-01-17	UHC-31359-09	—	1099 Baseline Rd, Dallas, TX, 75278	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-116371	ENR	Ruth Z Contreras	1979-05-04	UHC-90999-03	5595469929	7697 Lincoln Way Apt 12, Houston, TX, 77038	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-111595	ENR	Dylan Wilson	—	UHC-63112-01	8235661270	406 Ridge Rd, Austin, TX, 78760	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-120147	ENR	Amanda Gomez	2008-04-23	UHC-45484-57	—	3531 Market St, Eden Prairie, MN, 55307	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116344	ENR	Brian P Brooks	1959-10-13	UHC-10385-28	6954455680	3457 Union St, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104414	ENR	Wayne Wang	1963-02-23	UHC-60912-66	3194217820	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-117301	ENR	Matthew Z Rios	1960-04-19	UHC-47062-87	2394061505	96 Baseline Rd # 682, Phoenix, AZ, 85052	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-140383	ENR	Jullia Q Fowler	1993-08-07	UHC-77770-43	7957110285	7084 Jefferson Ave, Charlotte, NC, 28240	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-129011	ENR	Sandra N Sanders	1982-08-26	UHC-34665-63	8686180005	7881 Willow Ct, Columbus, OH, 43215	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112220	ENR	Donna Baker	1966-03-19	UHC-92998-90	3105353561	6602 Willow Ct, San Diego, CA, 92157	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-129150	ENR	Patrick Phillips	2007-04-08	UHC-92658-26	—	1604 Church St # 179, Chandler, AZ, 85262	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104034	ENR	Victoria Walsh	1969-03-17	UHC-36064-71	8442432647	617 Main St, Minneapolis, MN, 55447	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138651	ENR	Brian Y Matthews	1971-04-24	UHC-93707-17	8872508548	8645 Sunset Blvd, Dallas, TX, 75224	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-106266	ENR	Mateeo M Moreno	1978-11-16	UHC-39345-31	—	2119 Jefferson Ave # 617, Orlando, FL, 32884	0.64	Date of birth reformatted Unit split from street City re-cased State name converted to code+2 more
ENR-104948	ENR	Raymond Coleman	1995-03-15	—	6698697619	62 Park Pl # 531, Jacksonville, FL, 32237	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-124114	ENR	Gloria F Bishop	1940-08-04	UHC-59408-54	5223822332	58 Mountain View Dr, San Antonio, TX, 78297	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
ENR-128539	ENR	Elijah Collins	1979-06-20	UHC-12190-69	2622537759	1597 Central Ave, Jacksonville, FL, 32297	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103807	ENR	Ruth Washington	2000-01-01	UHC-31281-40	2494934431	5227 Church St, Chandler, AZ, 85270	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-102556	ENR	Stephanie W Berry	1945-05-06	UHC-73453-17	6064404132	7425 Main St, Tucson, AZ, 85748	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123851	ENR	Patrick Ortega	1990-09-09	UHC-60327-76	8315654725	3527 Canyon Rd, Atlanta, GA, 30306	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130284	ENR	Sanda Allen	1953-09-15	UHC-81023-98	—	7497 Canyon Rd, Tempe, AZ, 85235	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-141558	ENR	Maria Cruz	1975-05-06	UHC-53660-81	9605553923	629 Market St, San Diego, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136861	ENR	Lauren Dunn	1950-02-24	UHC-63768-04	2038910625	5143 Meadow Ln, Las Vegas, NV, 89119	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110230	ENR	Scott L Cooper	2008-02-08	UHC-57705-65	6823677988	9015 Church St, Glendale, AZ, 85352	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138227	ENR	DianeJunk	1969-02-17	UHC-96344-93	9222430790	8022 Apache Blvd, San Antonio, TX, 78276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103058	ENR	Debra Bennett	1990-11-07	UHC-53451-24	9208313051	6161 Union St, Sacramento, CA, 95838	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128157	ENR	Danielle Y Yang	1982-07-16	UHC-14336-24	4403069991	9457 Cedar Ln, Gilbert, AZ, 85256	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123469	ENR	Joseph V Singh	2004-02-27	UHC-18019-52	8848440562	6408 Market St, Austin, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-128144	ENR	Joshua Andrews	1993-02-11	UHC-24660-45	—	9516 Sunset Blvd, Minneapolis, MN, 55457	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118671	ENR	Michelle W Rivera	1989-06-02	UHC-89576-64	3225737826	6134 Hillcrest Rd, Tampa, FL, 33667	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-104923	ENR	Linda Luna	1956-06-23	UHC-58794-29	6947805839	5602 Baseline Rd, Denver, CO, 80214	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121224	ENR	Btety F McCoy	1946-02-21	UHC-82664-27	3772547425	8162 Elm St, Seattle, WA, 98119	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-129371	ENR	Stephanie X Pamler	1987-10-22	UHC-89086-16	7517468238	3874 Elm St, Gilbert, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138077	ENR	Marcus X Walsh	1997-07-05	UHC-37839-21	9878415044	9217 Church St, Tampa, FL, 33645	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101720	ENR	Tyler Estrada	1977-04-19	UHC-86807-20	—	5571 Central Ave, Gilbert, AZ, 85223	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-114020	ENR	Thomas Q Myers	1988-01-26	UHC-75619-36	7984446750	4476 Desert Sky Blvd Apt 35, Atlanta, GA, 30353	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-132147	ENR	Gerald F Walsh	1992-12-12	UHC-26959-99	5344482132	4133 Forest Ave, Las Vegas, NV, 89126	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128728	ENR	Rachel Flores	2001-04-19	UHC-51774-44	4768515262	3695 Maple Ave Apt 33, Houston, TX, 77045	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-122248	ENR	Philip T Thomas	2003-05-05	UHC-21836-23	4322716466	7967 Meadow Ln, Mesa, AZ, 85248	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136036	ENR	Maria Henderson	2010-11-21	UHC-96129-77	9462942356	7846 Washington St, Phoenix, AZ, 85083	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111034	ENR	Wayne Carlson	1975-08-09	UHC-25678-31	6516015704	5863 Grand Ave, Charlotte, NC, 28265	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116670	ENR	Frank V West	2008-07-19	UHC-04003-72	3652722280	9071 Cedar Ln, Tempe, AZ, 85266	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120330	ENR	Jacqueline G Owens	1994-08-23	UHC-62366-83	—	2104 Mountain View Dr, Gilbert, AZ, 85242	0.64	Date of birth reformatted State name converted to code Email lower-cased Gender normalised+2 more
ENR-137209	ENR	Waltr Wang	1979-05-02	UHC-11747-41	6956390188	2283 Meadow Ln Apt 25, Jacksonville, FL, 32220	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-130421	ENR	Raymond I Snyder	1957-01-06	UHC-68621-79	7075318291	2895 Park Pl, Denver, CO, 80280	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112053	ENR	Sean Z Sims	1966-10-05	UHC-28541-23	8875415263	5018 Elm St, Mesa, AZ, 85281	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

13,989 rows, page 78 of 280Previous Next