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-111888	ENR	Brittany Z Wheeler	1971-09-05	UHC-55556-45	9617043830	1233 Forest Ave, Miami, FL, 33162	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131686	ENR	Philip Warren	1964-04-26	UHC-00906-32	6237643552	416 Meadow Ln, Nashville, TN, 37260	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113182	ENR	Jean J Williamson	1954-07-12	UHC-15361-56	6508719078	5902 Apache Blvd, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111224	ENR	Vincent J Stevens	1975-10-05	UHC-60712-59	4723952432	1528 Baseline Rd # 847, Sacramento, CA, 95845	0.50	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+3 more
ENR-106951	ENR	Sophia Schultz	1979-05-28	UHC-23034-25	2338750924	2062 Jefferson Ave, Phoenix, AZ, 85019	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131805	ENR	Jack K Mendez	1985-06-04	UHC-80621-12	4685754652	9614 Highland Ave, Jacksonville, FL, 32275	0.50	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+3 more
ENR-124204	ENR	Joshua X Contreras	1959-04-17	UHC-14116-38	3189428256	8975 Ocean Ave # 849, Denver, CO, 80271	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+3 more
ENR-135193	ENR	Ana T Carroll	—	UHC-84457-19	6575624763	9223 Ridge Rd # 982, San Diego, CA	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-105484	ENR	Dylan C Hawkins	2003-12-21	UHC-82949-45	3616235078	5395 Lincoln Way Apt 7, Tucson, AZ, 85799	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-132343	ENR	Bobby Riley	1960-03-26	UHC-22969-34	—	2284 Main St, Denver, CO, 80205	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-125966	ENR	Joshua Walker	1948-12-24	UHC-45586-72	7144119642	1765 Lincoln Way # 231, Orlando, FL, 32806	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109397	ENR	Amber D King	1944-08-22	UHC-33875-31	8359505047	4702 Lake View Rd, Gilbert, AZ	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116191	ENR	Isabella O Black	1988-09-02	UHC-19050-02	8686574633	521 Spring St, San Diego, CA	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-130679	ENR	Ana Thomas	1983-07-19	—	3284916761	6256 Apache Blvd Apt 13, Tampa, FL	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-106434	ENR	Kyle Curz	—	UHC-67404-33	7427326030	4360 Broadway, Glendale, AZ, 85354	0.50	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-127517	ENR	Tyler Perry	1954-06-03	UHC-60694-52	—	9309 Desert Sky Blvd, San Antonio, TX, 78291	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132889	ENR	Brenda Cruz	2006-05-16	UHC-82459-61	6466985551	2625 Sunset Blvd, Plano, TX	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134405	ENR	Jack Brooks	1981-01-26	UHC-28522-72	7917222951	391 Market St, Las Vegas, NV, 89194	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-132015	ENR	Fatima Y Stephens	1995-07-04	UHC-06221-64	2644475759	1103 Main St, Sacramento, CA, 95862	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-111363	ENR	Cheryl Rios	1947-10-04	UHC-04103-47	7477868492	4133 River Rd, Minneapolis, MN, 55477	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101287	ENR	George Y Rios	1974-11-12	UHC-27407-51	9455101110	6504 Valley View Dr, Austin, TX, 78707	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137058	ENR	James Aguilar	1963-09-23	UHC-21148-68	6619012532	1987 Sage Ct # 638, Columbus, OH, 43278	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-122558	ENR	Christine F Davis	1968-04-16	UHC-61321-56	9487277411	5608 Lincoln Way # 143, Dallas, TX, 75252	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-136935	ENR	Logan J Larson	1945-04-19	UHC-56916-28	9866887457	6157 Forest Ave, Phoenix, AZ, 85053	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109970	ENR	Noah Martinez	1971-01-07	UHC-54843-07	5695071780	9722 Union St, Los Angeles, CA, 90097	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135999	ENR	Fatima Z Morgan	1999-05-22	UHC-94906-30	8285576908	5820 Baseline Rd, Las Vegas, NV, 89180	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118372	ENR	Dot Perry	1999-05-01	UHC-17361-72	—	769 Harbor Blvd, Minneapolis, MN, 55448	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-116497	ENR	Priay Wright	1951-01-21	UHC-02911-90	4283327125	6085 Baseline Rd, Jacksonville, FL, 32223	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-103251	ENR	CJunk	1977-12-02	UHC-33344-70	2208398187	6511 Harbor Blvd, Tampa, FL, 33608	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100410	ENR	Kelly Hugehs	1982-12-05	UHC-94709-09	2303809948	2624 Park Pl, Orlando, FL, 32892	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101676	ENR	Scott J Garrdner	1995-05-09	UHC-89463-27	8072364122	7640 Central Ave Apt 36, Las Vegas, NV, 89111	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-101675	ENR	Scott J Garrdner	1995-05-09	UHC-89463-27	8072364122	7640 Central Ave Apt 36, Las Vegas, NV, 89111	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121329	ENR	Anthony H Rodriguez	2002-10-08	UHC-83511-59	6872400960	1004 Palm Dr, Minneapolis, MN, 55457	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121860	ENR	Terry Jensen	1940-09-26	UHC-66597-64	—	8449 Mountain View Dr # 892, Mesa, AZ, 85249	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-107560	ENR	OJunk	1991-05-19	—	3354668249	2636 Highland Ave, Sacramento, CA, 95889	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134392	ENR	Charles M Hoffman	1958-06-21	UHC-08773-02	2152540032	2378 Bayshore Dr Apt 2, Mesa, AZ, 85275	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-123706	ENR	Jessica Gordon	1965-09-14	UHC-38164-21	9532635493	7519 Pine Dr Apt 35, Sacramento, CA	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-111011	ENR	Jeremy Schmidt	1971-11-24	UHC-95137-59	—	4185 Meadow Ln, Los Angeles, CA, 90068	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-116997	ENR	Carl Lewis	1984-10-22	UHC-93843-37	7535333183	1821 Bayshore Dr, Orlando, FL	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102128	ENR	Aronld G Cheryl	1939-07-17	UHC-49778-27	9474471899	1883 Canyon Rd, Chandler, AZ, 85280	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139111	ENR	Yuki Ruiz	1972-03-21	UHC-19041-11	—	6056 Ridge Rd, Nashville, TN, 37257	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-127561	ENR	Mason W Howard	1981-02-03	UHC-97472-90	9555254327	2216 Church St, Jacksonville, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112856	ENR	Patrick Marquez	1995-05-22	UHC-59828-36	5522401961	4295 Apache Blvd, Austin, TX, 78754	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116683	ENR	Tyler Barnes	1942-05-11	UHC-01576-41	5726123637	7124 Market St # 346, Chandler, AZ	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-131549	ENR	Lori WJunk	1951-03-15	UHC-50744-71	4456517797	3221 Canyon Rd, Minneapolis, MN, 55406	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-118974	ENR	Janice K Richards	1938-06-13	UHC-36443-23	6043317216	2622 Jefferson Ave, Charlotte, NC, 28254	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-140009	ENR	Vincent Delgado	1960-02-12	UHC-58815-25	7402126774	5442 Sunset Blvd, Miami, FL, 33162	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119212	ENR	Sandra Soto	2001-10-01	UHC-82070-02	2129714286	9307 Mesa Dr Apt 32, Denver, CO, 80280	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-106540	ENR	Austin Jordan	1951-04-05	UHC-02354-94	—	4762 Church St Apt 30, Eden Prairie, MN, 55340	0.50	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+3 more
ENR-142908	ENR	Joyyce U Snyder	1993-12-04	UHC-73911-66	4022466500	8349 Willow Ct, Fresno, CA, 93729	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

13,989 rows, page 22 of 280Previous Next