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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142036	ENR	Matthew X Banks	1978-04-27	UHC-11963-65	—	8415 Desert Sky Blvd, Seattle, WA, 98198	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-139272	ENR	Lawrence Rojas	1948-07-10	UHC-94431-48	4986509324	691 Palm Dr, Eden Prairie, MN, 55386	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127590	ENR	Adam McDonald	1986-08-22	UHC-42579-42	6815230456	5555 Sunset Blvd, Columbus, OH, 43214	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-130735	ENR	Joe Salazar	1994-01-16	UHC-89970-58	8732759175	2559 Mountain View Dr, Dallas, TX, 75260	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134403	ENR	Marcus K Matthews	1990-03-08	UHC-28870-27	8416307425	4840 Market St, Austin, TX, 78755	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-112109	ENR	Kelly Bailey	—	UHC-23343-92	3096353055	4951 River Rd, Las Vegas, NV, 89188	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+1 more
ENR-108185	ENR	Jessica C Mendez	1958-11-24	UHC-94335-21	2742227518	1455 Meadow Ln, Phoenix, AZ, 85016	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135617	ENR	Susan F Owens	1941-08-12	UHC-37768-97	3195353887	3394 Sunset Blvd, Plano, TX, 75077	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-141078	ENR	Bryan Matthews	1968-09-15	UHC-03832-74	2997795244	5098 Lincoln Way Apt 39, Scottsdale, AZ, 85262	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-121002	ENR	Richard Johnson	1989-11-10	UHC-34667-30	7603643693	7344 Willow Ct, Dallas, TX, 75227	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142273	ENR	Wei Grant	—	UHC-03343-57	7955828203	9605 Highland Ave, Seattle, WA, 98161	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
ENR-105010	ENR	Emma B Coleman	1992-05-06	UHC-69845-65	9285603134	8276 Oak St, Tempe, AZ, 85215	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-127295	ENR	Virginia Anderson	2004-06-06	UHC-20517-75	7256440054	9727 Baseline Rd, Tampa, FL, 33684	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-111985	ENR	Randy Washington	1956-04-20	UHC-04077-40	—	7571 Camelback Rd, Chandler, AZ, 85268	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-105097	ENR	Sofia Q Jones	2001-11-04	UHC-63162-84	9017350749	4940 Canyon Rd, Jacksonville, FL, 32221	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112852	ENR	Christopher X Le	1978-05-01	UHC-08988-75	5232402971	5276 Mesa Dr, Los Angeles, CA, 90055	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104600	ENR	Camila Mitchell	1981-11-12	UHC-73366-84	9843131777	833 Grand Ave, Seattle, WA, 98175	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127069	ENR	Alice Y Tucker	1974-09-01	UHC-17436-51	7338388622	6349 River Rd, Charlotte, NC, 28248	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-102650	ENR	Michael Z Boyd	1992-07-23	UHC-19257-78	3975431757	5328 Ridge Rd, San Antonio, TX, 78231	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-135926	ENR	Nicholas B Park	—	UHC-31302-45	4787258907	6548 Jefferson Ave, Los Angeles, CA, 90047	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
ENR-133639	ENR	Kimberly X Valdez	1978-01-20	UHC-36608-20	2122663269	5702 Mesa Dr, Sacramento, CA, 95865	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139233	ENR	Terry Wells	1979-08-25	UHC-40621-57	4764683172	818 Baseline Rd, Minneapolis, MN, 55497	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136625	ENR	Christina X Fields	1958-04-19	—	4468159914	5141 Grand Ave, Austin, TX, 78717	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-103815	ENR	Chistine Weaver	1986-04-05	UHC-97085-20	2374526083	9496 Lincoln Way, Chandler, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-110779	ENR	Aisha V Davis	2006-03-03	UHC-31947-84	3143940177	9578 Spring St, Nashville, TN, 37229	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136048	ENR	Logan Ortiz	—	UHC-98629-39	7818450255	2251 Grand Ave, Las Vegas, NV, 89141	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
ENR-143035	ENR	Ashley Coleman	1964-01-04	UHC-58844-78	3284782900	6227 Maple Ave, Las Vegas, NV, 89150	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107478	ENR	Charles F Riley	1950-02-27	UHC-23342-34	4462657685	1938 Mesa Dr, Phoenix, AZ, 85014	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-142065	ENR	Amy H Gilbert	1973-11-04	UHC-06665-71	5653631605	4705 Mountain View Dr, San Antonio, TX, 78229	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131990	ENR	Richard Guzman	2003-11-26	UHC-19581-78	—	8451 Park Pl, Mesa, AZ, 85268	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-124544	ENR	Ronald Schultz	1972-12-11	UHC-86558-91	4356979667	8492 Forest Ave, Los Angeles, CA, 90046	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-141487	ENR	Rick Chavez	1969-11-18	UHC-25871-69	9334020424	2382 Baseline Rd, Las Vegas, NV, 89101	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130689	ENR	Mariana C Obrien	1971-10-08	UHC-70943-35	—	884 Lake View Rd, Orlando, FL, 32800	0.66	Name split from “Last, First”Name re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-107046	ENR	Eric A Smith	1997-09-09	UHC-59513-92	3888402273	5502 Valley View Dr, Sacramento, CA, 95847	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107045	ENR	Eric A Smith	1997-09-09	UHC-59513-92	3888402273	5502 Valley View Dr, Sacramento, CA, 95847	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118380	ENR	Joan A Alvarado	1946-07-21	UHC-00087-63	8823688818	8314 Forest Ave, Miami, FL, 33182	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121962	ENR	Edward H Lawson	1982-04-04	UHC-29283-46	9775838497	8410 Apache Blvd, Nashville, TN	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
ENR-121650	ENR	Anthony Z Wevaer	1999-03-14	UHC-71437-69	7475189556	8177 Mountain View Dr, Fresno, CA, 93755	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-121544	ENR	Gloria Patel	1938-09-05	UHC-83726-88	3995084680	5439 Church St, Dallas, TX, 75238	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-124040	ENR	Brenda T Thompson	1986-01-18	UHC-36650-08	3157303561	7461 Lincoln Way, Seattle, WA, 98165	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-111698	ENR	Angela Guzman	1958-01-27	UHC-35394-38	8578799408	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Plan code upper-cased+1 more
ENR-137863	ENR	Carolyn E Richards	1968-03-22	UHC-56196-28	2452824051	2372 Lincoln Way # 975, Columbus, OH, 43261	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-124502	ENR	Matthew B Li	1961-10-17	UHC-62155-73	6165322624	1754 Hillcrest Rd, Austin, TX, 78792	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138208	ENR	Carl Gibson	1986-02-04	UHC-12791-74	3082058233	1931 Camelback Rd, Jacksonville, FL, 32236	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-127093	ENR	Marlyn Myers	1946-03-07	UHC-34070-23	8393086792	2654 Harbor Blvd, Charlotte, NC, 28272	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100528	ENR	Carolyn A Jordan	1954-01-14	UHC-55355-54	6687154719	2491 Harbor Blvd Apt 11, Columbus, OH, 43231	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-123247	ENR	Willie Z Reynolds	1995-05-24	UHC-16629-32	2803612670	5688 Ridge Rd, Charlotte, NC, 28293	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-116652	ENR	Mark X Delgado	1948-10-08	UHC-23763-86	7635354722	2337 Mesa Dr, Tempe, AZ, 85209	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127501	ENR	Donna B Mejia	1940-08-24	—	6568657046	4211 Valley View Dr, Tucson, AZ, 85783	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-129667	ENR	Angela E Hamilton	1940-07-12	UHC-79266-88	3734346613	2240 Market St, Chandler, AZ, 85202	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more

4,309 rows, page 55 of 87Previous Next