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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110651	ENR	Albert S Morrison	1992-12-06	UHC-99651-99	7703016775	7326 Harbor Blvd, Mesa, AZ, 85235	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120594	ENR	Maria Rios	1988-04-10	UHC-61386-44	—	9019 Cedar Ln, Sacramento, CA, 95803	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-113660	ENR	Mari Dunn	2006-05-22	UHC-02585-20	—	929 Union St, Dallas, TX, 75273	0.48	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-22623	PRV	Amanda Reynolds	1981-04-11	—	3262891011	7514 Ocean Ave # 187, Tucson, AZ, 85725	0.48	Date of birth reformatted Phone reformatted Unit split from street City re-cased+4 more
CLM-408014	CLM	Ana Ortega	1951-06-23	UHC-19282-90	—	2539 Palm Dr, Scottsdale, AZ, 85230	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-427134	CLM	Carolyn Sullivan	1992-02-06	UHC-26152-56	9034196631	695 Indian School Rd Apt 18, Tempe, AZ, 85280	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-113463	ENR	James I McDonald	1959-03-20	UHC-97198-99	4352519505	209 Mountain View Dr, Fresno, CA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-60000	TPA	Gregory G Le	1939-12-05	UHC-77243-54	9158164062	3244 Spring St, San Diego, CA	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-115315	ENR	Bruce Gordon	—	UHC-76548-65	9128951340	1965 Apache Blvd, Austin, TX, 78712	0.48	Name re-cased Date of birth missing Phone reformatted City re-cased+4 more
ENR-135766	ENR	Alan Gray	2005-10-03	UHC-03446-34	3762867399	4622 Jefferson Ave, Atlanta, GA, 30320	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-420405	CLM	Sara Harvey	1984-02-18	UHC-26372-60	6245431462	8811 Church St, Denver, CO	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50003	TPA	James K Hunter	1960-03-14	—	—	6535 Bayshore Dr, Orlando, FL, 32832	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-122069	ENR	Peter Gray	1985-08-23	UHC-33256-68	4647764297	876 Spring St Apt 31, Los Angeles, CA	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
PRV-26050	PRV	Carol Ortega	1996-01-15	UHC-51717-73	5967803069	5241 Central Ave, Tampa, FL	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-415453	CLM	Lawrence Richards	1964-11-21	UHC-84652-73	—	6040 Main St, Columbus, OH, 43236	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-119042	ENR	Carolyn I Herrera	1965-07-04	UHC-83872-65	3757062283	7974 Washington St, Gilbert, AZ, 85261	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-400543	CLM	Bryan Valdez	1986-09-17	—	5189839214	5624 Canyon Rd, Columbus, OH, 43273	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428426	CLM	Rachel CJunk	1961-03-10	—	—	1832 Grand Ave, Seattle, WA, 98154	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
CLM-428427	CLM	Rachel CJunk	1961-03-10	—	—	1832 Grand Ave, Seattle, WA, 98154	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
PRV-22864	PRV	Raymond Payne	1967-06-01	UHC-06240-95	3808478937	7626 Broadway, Denver, CO, 80272	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
TPA-64070	TPA	Vincent Riley	1964-12-24	—	—	1651 Grand Ave, Atlanta, GA, 30381	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-126849	ENR	Roger L Howard	2001-08-11	UHC-32346-57	9205552067	9283 Lincoln Way, Nashville, TN, 37209	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117362	ENR	Diana A Cooper	1952-09-12	UHC-80204-72	7916680548	9763 Hillcrest Rd, Las Vegas, NV	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24148	PRV	Philip Valdez	1996-03-02	UHC-84631-45	—	713 Camelback Rd Apt 24, Denver, CO, 80234	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-54682	TPA	Carlos Thompson	2002-01-26	—	—	7115 Apache Blvd Apt 38, Tampa, FL, 33652	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
PRV-20830	PRV	Tyler U Crawford	1968-08-07	UHC-49693-64	7255015011	9252 Ridge Rd, Plano, TX, 75095	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-429938	CLM	Lauren I Johnson	1991-06-20	UHC-39409-51	—	1441 Central Ave Apt 3, Tempe, AZ, 85200	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-416437	CLM	Anna F Baker	1944-10-27	UHC-10154-58	7227887847	3705 Palm Dr, Chandler, AZ, 85289	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430558	CLM	Valentina Johston	1981-12-19	—	4665431792	8285 Apache Blvd, Dallas, TX, 75245	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114070	ENR	Camila Knight	1975-02-01	UHC-56856-16	9185685593	531 Baseline Rd Apt 2, Charlotte, NC, 28297	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-107747	ENR	Larry L Herrera	1954-02-16	UHC-34195-55	2547296438	3663 Mountain View Dr, Austin, TX, 78779	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59357	TPA	Elizabeth Santiago	1974-02-24	UHC-79914-44	—	1713 Ridge Rd # 159, Mesa, AZ, 85274	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-100409	ENR	Heather H Thomas	1998-02-05	UHC-74493-68	2372145528	7841 Church St # 744, Minneapolis, MN, 55431	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-419012	CLM	George Washington	1982-02-08	UHC-44790-08	—	3555 Grand Ave Apt 12, Miami, FL, 33122	0.48	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
PRV-23711	PRV	Mei Li	1953-11-28	UHC-98792-36	7116684556	9840 Palm Dr, Jacksonville, FL, 32255	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-101263	ENR	Andrew Harper	1978-03-24	UHC-15603-56	9438400787	340 Lake View Rd, Los Angeles, CA, 90001	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129277	ENR	Samantha F Peters	1997-12-01	UHC-59150-84	6303396349	4730 Mountain View Dr, Miami, FL, 33142	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
CLM-411515	CLM	Carl McCoy	2008-07-20	—	4023918125	9103 Palm Dr, Tampa, FL, 33697	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110931	ENR	Alan A Wilson	—	UHC-64460-07	4378382365	9375 Camelback Rd # 395, Columbus, OH, 43279	0.48	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-111680	ENR	Berb S Weaver	1958-06-24	UHC-62451-86	5819129100	4612 Cedar Ln, Phoenix, AZ, 85009	0.48	Middle initial moved out of first name SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-414052	CLM	Isabella Z Watkins	1967-06-02	UHC-63631-99	—	1407 Ocean Ave # 261, Mesa, AZ, 85223	0.48	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-130287	ENR	Douglas Wallace	2001-08-24	UHC-52717-40	7335890995	6536 Lake View Rd, Glendale, AZ, 85379	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105303	ENR	Roger Watson	1948-04-27	UHC-88620-95	4367914775	6246 Forest Ave, Minneapolis, MN, 55429	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105302	ENR	Roger Watson	1948-04-27	UHC-88620-95	4367914775	6246 Forest Ave, Minneapolis, MN, 55429	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137937	ENR	Gloria Chapman	1938-10-11	UHC-10323-58	4782630196	4425 Mesa Dr Apt 8, Denver, CO	0.48	Phone reformatted Member ID reformatted Unit split from street City re-cased+4 more
CLM-430059	CLM	Christine Phillips	1989-02-18	UHC-86842-73	—	3969 Hillcrest Rd # 129, Gilbert, AZ, 85291	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-132500	ENR	Zachary Gibson	2001-08-24	UHC-91881-98	4965029512	1442 Maple Ave, Austin, TX, 78796	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114296	ENR	Laura W Jonson	1981-01-03	UHC-73708-61	2892278574	184 Meadow Ln, San Antonio, TX, 78203	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-430051	CLM	Gary Chapman	1981-02-12	—	—	8674 Lake View Rd, San Diego, CA, 92145	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-126407	ENR	Virginia Wilson	1999-05-18	UHC-88267-97	—	7763 Oak St, San Antonio, TX, 78268	0.48	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more

17,850 rows, page 24 of 357Previous Next