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 “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-104407	ENR	Judith Pena	1942-07-01	UHC-33351-65	3577501573	495 Willow Ct, Glendale, AZ, 85335	0.92	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-115574	ENR	Mark Duncan	2007-12-02	UHC-24000-64	6412094193	8803 Sage Ct, Eden Prairie, MN, 55375	0.92	Name re-cased City re-cased Plan code upper-cased Placeholder values cleared
ENR-115587	ENR	Zachary Holmes	1960-05-10	UHC-72648-91	6985379094	5767 Broadway, Sacramento, CA, 95856	0.92	Phone reformatted Address re-cased City re-cased Whitespace trimmed
ENR-116071	ENR	Frank Fller	1966-08-19	UHC-81474-66	2312416729	1651 Sage Ct, Seattle, WA, 98196	0.92	Phone reformatted City re-cased State code upper-cased Whitespace trimmed
ENR-141799	ENR	Deb Alvarado	1965-10-28	UHC-06173-13	3038175263	7795 Palm Dr, Minneapolis, MN, 55448	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
ENR-133481	ENR	Jack W Robarts	1967-12-04	UHC-09905-46	9053929163	8025 Washington St, Columbus, OH, 43286	0.92	Name re-cased Phone reformatted City re-cased Plan code upper-cased
ENR-121696	ENR	Brittany Gilbert	2002-02-15	UHC-09613-64	—	4053 Ridge Rd, Atlanta, GA, 30382	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-139649	ENR	Diane Matthews	1983-10-05	UHC-61331-86	8499471708	6391 Elm St, Las Vegas, NV, 89142	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-127266	ENR	Yuki Gilbert	1979-05-10	UHC-46492-88	—	4855 Broadway, Atlanta, GA, 30389	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
ENR-141102	ENR	Danielle P Boyd	1988-04-25	UHC-99875-36	6728359962	6982 Mountain View Dr, Miami, FL, 33116	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
ENR-137951	ENR	Susan T Richardson	1946-05-15	UHC-99604-61	2569360003	1926 Pine Dr, Tampa, FL, 33604	0.92	Phone reformatted Member ID reformatted City re-cased Placeholder values cleared
ENR-133089	ENR	Keith Collins	1980-12-13	UHC-88409-01	8028729234	7882 Lincoln Way, Plano, TX, 75091	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
ENR-124515	ENR	Abigail Sandoval	1998-03-11	UHC-26589-69	8464016197	5932 Sunset Blvd, Tempe, AZ, 85268	0.92	Name re-cased City re-cased Email lower-cased Whitespace trimmed
ENR-112392	ENR	Stephanie J Freeman	1997-07-08	UHC-23974-43	4435742466	8960 Spring St, Chandler, AZ, 85294	0.92	Name re-cased Phone reformatted City re-cased Email lower-cased
ENR-101828	ENR	Catherine Marshall	1959-12-17	UHC-98347-36	4868661722	8409 Desert Sky Blvd, Dallas, TX, 75231	0.92	Name re-cased Date of birth reformatted Phone reformatted City re-cased
ENR-110719	ENR	Kimberly Hudson	1955-09-03	UHC-94832-49	5962744843	7563 Valley View Dr, Glendale, AZ, 85325	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
ENR-120705	ENR	Vincent R Banres	1999-01-17	UHC-01375-61	8164990462	863 Meadow Ln, Plano, TX, 75067	0.92	Date of birth reformatted Phone reformatted City re-cased Email lower-cased
ENR-100716	ENR	Martha A Martinez	1965-11-09	UHC-71585-61	7665726667	4824 Maple Ave, Scottsdale, AZ, 85261	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
ENR-136116	ENR	Tyler Q Garza	1957-12-20	UHC-89324-68	4757565105	396 Ocean Ave, Charlotte, NC, 28236	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-133746	ENR	Gary Torres	1950-01-13	UHC-16079-47	5312909548	3540 Harbor Blvd, Chandler, AZ, 85287	0.92	Name re-cased Date of birth reformatted Phone reformatted City re-cased
ENR-121793	ENR	Jerry Hall	2000-04-25	UHC-27759-66	9776046378	6492 Canyon Rd, Charlotte, NC, 28212	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-139698	ENR	Juan Chen	1968-01-13	UHC-32280-26	3814861586	6262 Bayshore Dr, Seattle, WA, 98189	0.92	Phone reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-123912	ENR	Daniel R Ramos	1969-04-25	UHC-79530-31	3458743334	6140 Maple Ave, Denver, CO, 80244	0.92	Name re-cased Phone reformatted City re-cased Whitespace trimmed
ENR-135951	ENR	Madison K Harper	1971-10-27	UHC-25024-08	2878760852	739 Highland Ave, Minneapolis, MN, 55468	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-119413	ENR	Cynthia X Andrews	1980-11-24	UHC-70291-44	5585490738	3509 Canyon Rd, Nashville, TN, 37251	0.92	Phone reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-126430	ENR	Ronald Collins	1940-08-25	UHC-11953-53	—	7802 Central Ave, Tampa, FL, 33616	0.92	Date of birth reformatted City re-cased Email lower-cased Placeholder values cleared
ENR-126431	ENR	Ronald Collins	1940-08-25	UHC-11953-53	—	7802 Central Ave, Tampa, FL, 33616	0.92	Date of birth reformatted City re-cased Email lower-cased Placeholder values cleared
ENR-127072	ENR	Willie Brooks	1941-05-03	UHC-95252-31	6132276067	2840 Park Pl, Nashville, TN, 37248	0.92	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed
ENR-131080	ENR	Gutierrez M Helen	1985-12-19	UHC-58583-12	8995657201	7768 Palm Dr, Eden Prairie, MN, 55351	0.92	Name re-cased Phone reformatted Member ID reformatted City re-cased
ENR-122249	ENR	Natalie O Shwa	1966-08-15	UHC-04451-66	2396014239	491 Palm Dr, Sacramento, CA, 95819	0.92	Phone reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-125498	ENR	Douglas Estrada	1968-06-13	UHC-69572-10	4469890278	5236 Lincoln Way, Glendale, AZ, 85360	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
ENR-119490	ENR	Kayla Reed	1962-09-24	UHC-77914-24	6836821294	7306 Mesa Dr, San Antonio, TX, 78210	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
ENR-116524	ENR	Emily Elliott	1961-09-18	UHC-77462-24	8569701423	8875 Lake View Rd, Nashville, TN, 37214	0.92	Name re-cased City re-cased State code upper-cased Email lower-cased
ENR-120844	ENR	Angela Cook	2008-11-05	UHC-30513-36	2398593746	8553 Valley View Dr, Los Angeles, CA, 90032	0.92	Name re-cased Phone reformatted City re-cased Email lower-cased
ENR-129380	ENR	Wei Luna	1989-10-07	UHC-19490-35	7327094122	8356 Lake View Rd, Jacksonville, FL, 32286	0.92	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed
ENR-126105	ENR	Roger F Thompson	1964-08-07	UHC-79772-96	5052794261	7175 Pine Dr, Tempe, AZ, 85298	0.92	Phone reformatted City re-cased State code upper-cased Placeholder values cleared
ENR-123131	ENR	Janice L Johnson	1997-04-24	UHC-76647-45	7423403610	7828 Highland Ave, Eden Prairie, MN, 55363	0.92	Name re-cased Date of birth reformatted Phone reformatted City re-cased
ENR-113970	ENR	Evelyn V Coleman	1982-11-13	UHC-59991-62	7553933108	5757 Main St, Tampa, FL, 33672	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-120913	ENR	Harold Tran	1979-04-05	UHC-22901-61	4353993296	9620 Broadway, Chandler, AZ, 85240	0.92	Date of birth reformatted Address re-cased City re-cased Placeholder values cleared
ENR-139367	ENR	Noah Salazar	2006-01-25	UHC-77146-22	5995719198	1356 Meadow Ln, Tempe, AZ, 85273	0.92	Name re-cased City re-cased Email lower-cased Whitespace trimmed
ENR-137551	ENR	Madison Lawson	1995-11-02	UHC-63078-75	7599881298	8845 Mountain View Dr, Tucson, AZ, 85767	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-104881	ENR	Sean Adams	1957-08-23	UHC-18240-24	6329095427	2419 Church St, Miami, FL, 33161	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
ENR-134129	ENR	Sean Richardson	1969-11-15	UHC-04270-54	2928917163	585 Broadway, Sacramento, CA, 95851	0.92	Name re-cased Phone reformatted City re-cased State code upper-cased
ENR-116192	ENR	Gabriel Romero	1951-06-22	UHC-25154-10	2225124115	983 Grand Ave, San Diego, CA, 92165	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-134499	ENR	Olivia Alvarado	1999-06-28	UHC-69185-07	3887701580	374 Forest Ave, Minneapolis, MN, 55417	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-114004	ENR	Amanda B Hunt	1946-08-22	UHC-44646-26	2477989996	88 Broadway, Jacksonville, FL, 32228	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
ENR-116566	ENR	Karen V Pierce	1989-09-28	UHC-84649-94	3976905635	6535 Grand Ave, San Antonio, TX, 78223	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
ENR-115759	ENR	Maria A Woods	1969-06-16	UHC-43006-38	—	1048 Forest Ave, Denver, CO, 80204	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-118546	ENR	Evelyn N Anderson	2001-02-11	UHC-39322-88	3626162639	1535 Ocean Ave, Fresno, CA, 93714	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
ENR-138816	ENR	Raymond J Cox	1947-12-23	—	8168144119	6788 Park Pl, Tempe, AZ, 85214	0.92	Name re-cased City re-cased Email lower-cased Whitespace trimmed

8,423 rows, page 153 of 169Previous Next