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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430071	CLM	Lawrence Hoffman	1971-02-10	UHC-12016-65	—	—	0.68	Two-digit birth year Member ID reformatted Gender normalised Placeholder values cleared
ENR-124569	ENR	Catherine X Adams	1978-06-02	UHC-68578-22	5115086444	8937 Harbor Blvd, Fresno, CA, 93717	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
ENR-124570	ENR	Catherine X Adams	1978-06-02	UHC-68578-22	5115086444	8937 Harbor Blvd, Fresno, CA, 93717	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
ENR-101415	ENR	Mark D Fox	1974-07-18	UHC-99909-59	2946619352	2492 Ridge Rd, Minneapolis, MN, 55422	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-102834	ENR	Rebecca V Clark	2004-07-06	UHC-91106-06	—	4900 Market St, San Antonio, TX, 78263	0.68	SSN last four extracted City re-cased Gender normalised Placeholder values cleared
PRV-27707	PRV	Richard Espinoza	1957-05-16	—	5163396241	2683 Mesa Dr, Seattle, WA, 98161	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-402036	CLM	Thomas Chavze	1958-01-21	UHC-08205-93	—	6626 Market St, Miami, FL, 33199	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-130219	ENR	Virrginia F Padlila	1973-02-07	UHC-44228-34	9509540358	1491 Highland Ave, Sacramento, CA, 95806	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
ENR-110677	ENR	Andrew X Cole	1941-01-06	UHC-77075-53	3297161087	1438 Union St, Los Angeles, CA, 90037	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed
CLM-411337	CLM	Margaret Roberts	—	—	—	—	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
ENR-104619	ENR	Carol Q Carlson	1994-06-12	UHC-74968-93	2485851096	—	0.68	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed
ENR-135180	ENR	Priya Garcia	1967-07-19	UHC-44713-38	—	2276 Broadway, Dallas, TX, 75216	0.68	Name re-cased SSN last four extracted Gender normalised Placeholder values cleared
CLM-419454	CLM	Maria Perkins	2001-09-19	UHC-59431-05	—	7167 Mountain View Dr, Tucson, AZ, 85738	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-127842	ENR	Logan Howard	2004-10-26	UHC-96485-89	9477626258	3883 Bayshore Dr, Austin, TX, 78745	0.68	Date of birth reformatted Phone reformatted State name converted to code Gender normalised
ENR-101650	ENR	Juan F Anderson	1957-10-08	UHC-85707-30	9518898379	4092 Camelback Rd, Nashville, TN, 37261	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
ENR-121287	ENR	Becky B Collins	1972-06-13	UHC-41980-63	7983907113	7226 Maple Ave, Houston, TX, 77076	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
TPA-62594	TPA	Helen Snyder	1967-06-25	—	—	4492 Ridge Rd, Atlanta, GA, 30333	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-123043	ENR	Nicck Garrett	1950-08-02	UHC-62777-97	7185612477	9125 Sage Ct, Mesa, AZ, 85280	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-424731	CLM	Philip Willis	1968-02-27	—	—	8286 Bayshore Dr, Seattle, WA, 98134	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-131360	ENR	Maria V Vazquez	1990-06-01	UHC-44744-44	8449166831	7929 Union St, Charlotte, NC, 28230	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-129303	ENR	Jeffrey Yang	1953-08-11	UHC-81041-67	—	3040 Cedar Ln, Seattle, WA, 98108	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
PRV-21293	PRV	Deborah Munoz	1989-05-06	UHC-29058-69	6829536361	5131 Apache Blvd, Gilbert, AZ, 85265	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-414331	CLM	Linda Weaver	2008-05-21	—	5002717806	3756 Meadow Ln, Plano, TX, 75057	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-139148	ENR	Lisa K Stevens	—	UHC-13790-13	6476378828	8250 Highland Ave, Chandler, AZ, 85205	0.68	Date of birth unreadable City re-cased Gender normalised Whitespace trimmed
TPA-52125	TPA	Kayla Williamson	2008-07-14	—	—	9478 Jefferson Ave, Columbus, OH, 43221	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-432624	CLM	Alice Gibson	1966-05-04	—	—	4012 Elm St, Eden Prairie, MN, 55318	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-27719	PRV	Lisa I Wood	1938-11-08	UHC-20238-58	9518319663	7709 Meadow Ln, Glendale, AZ, 85369	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
PRV-29368	PRV	Nathan Heernandez	1998-09-28	—	6626810799	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-105378	ENR	Carol Stevens	1942-04-05	UHC-34223-83	7206056203	8496 River Rd # 787, Minneapolis, MN, 55484	0.68	Unit split from street City re-cased Gender normalised Whitespace trimmed
ENR-142823	ENR	Evelyn Carroll	1952-11-01	UHC-18887-72	—	6526 Baseline Rd, Los Angeles, CA, 90038	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-128801	ENR	Alice U Mills	1965-02-25	UHC-67408-86	3602908120	8784 Ridge Rd, Tucson, AZ, 85768	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
CLM-405617	CLM	Hawkins Q Lauren	1983-10-25	UHC-71458-08	—	6596 Elm St, Denver, CO, 80298	0.68	State name converted to code Email lower-cased Gender normalised Placeholder values cleared
CLM-422470	CLM	Russell Richards	1980-02-25	—	—	3926 Maple Ave, Eden Prairie, MN, 55367	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-112223	ENR	Billy Weebb	1957-06-15	UHC-42527-79	5646278513	209 Union St, Tempe, AZ, 85209	0.68	Phone reformatted City re-cased State name converted to code Gender normalised
ENR-117305	ENR	Susan D Davis	1975-07-14	UHC-82579-78	9374939571	5938 Spring St, Sacramento, CA, 95836	0.68	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised
CLM-414162	CLM	Maarcus Maldonado	1997-02-02	—	—	1072 Central Ave, Mesa, AZ, 85233	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-56904	TPA	George F Salazar	—	—	—	1928 Palm Dr, San Antonio, TX, 78272	0.68	Name re-cased Date of birth unreadable Gender normalised Placeholder values cleared
CLM-413289	CLM	Sophia Crawford	1948-04-18	UHC-11418-63	—	3120 Oak St, Los Angeles, CA, 90063	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-429691	CLM	Ashley O Ryan	1982-05-26	—	2359843599	5777 Grand Ave Apt 34, Fresno, CA, 93780	0.68	Date of birth reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-140229	ENR	Russell Le	1975-04-04	UHC-07163-09	3137300774	5763 Camelback Rd Apt 26, Charlotte, NC, 28257	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-103038	ENR	Andrew Butler	1999-09-24	UHC-29243-55	8827949220	6448 Palm Dr, Fresno, CA, 93787	0.68	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed
CLM-421275	CLM	Janet E Brown	1939-08-23	UHC-78003-20	—	1614 Washington St, Dallas, TX, 75288	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-53265	TPA	Vincent Meyer	2005-07-25	—	—	7588 Camelback Rd, Dallas, TX, 75251	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-405840	CLM	Ruth Stephens	1956-11-26	UHC-49733-39	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
CLM-430332	CLM	Helen Y Murphy	1940-04-15	UHC-97173-05	—	8562 Apache Blvd, Jacksonville, FL, 32206	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-64248	TPA	Denise Mills	1982-03-24	—	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
PRV-27584	PRV	Betsy Walker	1958-11-19	—	4463139190	8507 Harbor Blvd, Denver, CO, 80260	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-54198	TPA	Gerald Nichols	1956-12-02	—	—	592 Broadway, Los Angeles, CA, 90092	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
CLM-430602	CLM	Randy Cok	1977-02-14	—	—	5729 Central Ave, San Diego, CA, 92155	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-112072	ENR	Nathan Franklin	2002-09-06	UHC-33672-32	—	569 Lincoln Way, Tampa, FL, 33631	0.68	Phone missing area code Gender normalised Plan code upper-cased Whitespace trimmed

16,828 rows, page 242 of 337Previous Next