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-128421	ENR	Katherine E King	1938-06-01	UHC-53153-73	7415714804	8367 Apache Blvd, Minneapolis, MN, 55414	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-109160	ENR	Eugene V Contreras	1943-04-24	UHC-31846-72	2819942105	361 Park Pl, Las Vegas, NV, 89152	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-123342	ENR	Robert U Pamer	1977-11-13	UHC-90616-24	8903221400	5226 Forest Ave, Tucson, AZ, 85735	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107999	ENR	Santiago N Phillips	1962-11-01	UHC-37995-02	5493025584	9067 Forest Ave, San Antonio, TX, 78242	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124054	ENR	Timothy Wagner	1985-04-05	UHC-18612-73	—	9724 Bayshore Dr, Columbus, OH, 43283	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
ENR-100563	ENR	Kyle Butler	1946-04-13	UHC-23652-94	6444584499	3461 River Rd, Tucson, AZ, 85760	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134611	ENR	Brittany P Wood	1969-01-26	UHC-73503-38	6194216309	3399 Cedar Ln, Charlotte, NC, 28277	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-105917	ENR	Yuki Mitchell	1975-08-27	UHC-04193-44	—	6923 Main St, Denver, CO, 80255	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-100322	ENR	Evelyn Knight	1989-08-28	UHC-87537-12	4818516985	4135 Church St, Glendale, AZ, 85372	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-123547	ENR	Ana Fernandez	1961-03-06	UHC-11566-54	2937847485	7415 Sunset Blvd, Orlando, FL, 32804	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-137353	ENR	Betty P Shew	1991-09-25	UHC-68989-04	7908192366	8709 Pine Dr, Scottsdale, AZ, 85289	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-120972	ENR	Russell U Jimenez	1972-08-26	UHC-20971-83	3317140263	8370 Harbor Blvd, Atlanta, GA	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
ENR-128363	ENR	Amber Murphy	1987-07-07	UHC-81004-23	5089712452	5481 Apache Blvd # 334, Scottsdale, AZ, 85283	0.78	Unit split from street City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-127690	ENR	David G Butler	2004-12-28	UHC-58798-14	—	2061 Lake View Rd, Mesa, AZ, 85277	0.78	Phone missing area code Member ID reformatted City re-cased State code upper-cased+1 more
ENR-101885	ENR	Gabrel C Delgado	1990-08-22	UHC-88074-91	2045886921	3811 River Rd, Plano, TX, 75027	0.78	Date of birth reformatted City re-cased State name converted to code Email lower-cased+1 more
ENR-101907	ENR	Ethan J Herrera	1948-01-21	UHC-58484-97	9246163522	3154 Sunset Blvd, Glendale, AZ, 85388	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-105233	ENR	Paul S Jones	1955-10-15	UHC-30604-99	5965000620	1734 Sage Ct, Gilbert, AZ, 85204	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-126970	ENR	Samantha G Fowler	1947-10-17	UHC-84372-58	9442115222	5051 Mountain View Dr, Gilbert, AZ, 85228	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-118341	ENR	Sean F Wong	1985-10-07	UHC-61691-35	6413748096	9582 Cedar Ln, Charlotte, NC, 28250	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-128057	ENR	Elizabeth B Foster	1942-09-07	UHC-63053-16	—	9341 Spring St, Houston, TX, 77056	0.78	Date of birth reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
ENR-129582	ENR	Bradley R Bennett	2008-06-25	UHC-56834-38	4506121967	2156 Desert Sky Blvd, Las Vegas, NV, 89107	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-142094	ENR	Shirley V Boyd	1972-08-14	UHC-95505-65	6134102978	3550 Ridge Rd, Houston, TX, 77024	0.78	Date of birth reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
ENR-136988	ENR	George Herrera	1952-10-09	UHC-45914-08	—	337 Mesa Dr, Atlanta, GA, 30307	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-128224	ENR	James P Stewart	2004-09-23	UHC-71459-23	3744402053	1520 Lincoln Way, Scottsdale, AZ, 85268	0.80	Phone reformatted Member ID reformatted City re-cased State name converted to code
ENR-112870	ENR	Kenneth F Owens	1970-08-06	UHC-13661-67	5833221747	5403 Bayshore Dr, Atlanta, GA, 30326	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-128203	ENR	Bobby Q Barnes	1947-11-15	UHC-43476-96	2505428493	7012 Lake View Rd, Jacksonville, FL, 32256	0.80	Date of birth reformatted Street suffix standardised Address re-cased City re-cased
ENR-139215	ENR	Frank H Johnson	1975-03-06	UHC-56150-34	6566132714	925 Spring St, Gilbert, AZ, 85274	0.80	Phone reformatted City re-cased State name converted to code Email lower-cased
ENR-108448	ENR	Ashley Reid	1957-09-10	UHC-23123-72	—	7945 Central Ave Apt 9, Dallas, TX, 75270	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
ENR-111301	ENR	Dennis Ramirez	1942-03-12	UHC-56990-49	2167681774	8022 Baseline Rd, Las Vegas, NV, 89122	0.80	Date of birth reformatted Phone reformatted City re-cased State name converted to code
ENR-122036	ENR	Denis J Murphy	1953-03-18	UHC-70080-26	4807278523	9734 Bayshore Dr, Charlotte, NC, 28277	0.80	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-106088	ENR	Steven Simmons	1963-06-11	UHC-96815-08	4959485679	6837 Elm St, Las Vegas, NV, 89122	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
ENR-121961	ENR	Eddie H Lawson	1982-04-04	UHC-29283-46	9775838497	8410 Apache Blvd, Nashville, TN, 37229	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-101213	ENR	Christian T Hudson	1969-07-28	UHC-86325-72	7572503934	5359 Meadow Ln, Columbus, OH, 43211	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-123764	ENR	Ana E Morgan	1970-12-11	UHC-89767-67	9302634432	8899 Broadway, Scottsdale, AZ, 85296	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
ENR-105833	ENR	Jeffrey V Jordan	1968-06-26	UHC-70105-62	—	5488 Canyon Rd, Atlanta, GA, 30389	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-121346	ENR	Ann U Riley	2006-12-14	UHC-60736-79	2657887409	4259 Meadow Ln, Austin, TX, 78703	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
ENR-114564	ENR	Sean B Perry	1972-10-05	UHC-95752-06	7489232391	8590 Jefferson Ave, Chandler, AZ, 85206	0.80	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed
ENR-131683	ENR	Dina L Morgan	1959-11-28	—	—	8762 Mesa Dr, San Antonio, TX, 78210	0.80	Phone missing area code City re-cased Email lower-cased Placeholder values cleared
ENR-102844	ENR	Stephanie U Turner	1954-03-01	UHC-61928-51	8892016944	7362 Washington St # 289, Fresno, CA, 93765	0.80	Date of birth reformatted Phone reformatted Unit split from street City re-cased
ENR-103685	ENR	Gary Santiago	1973-11-24	UHC-81154-41	2312101694	8346 Spring St, Columbus, OH, 43297	0.80	Name re-cased Two-digit birth year Phone reformatted City re-cased
ENR-108482	ENR	Christine X Russell	1970-09-19	UHC-50677-41	—	6516 Spring St Apt 18, Austin, TX, 78753	0.80	Unit split from street City re-cased Email lower-cased Placeholder values cleared
ENR-127996	ENR	Lori Q Santiago	1993-02-12	UHC-83318-54	4878488971	3583 Hillcrest Rd, Tempe, AZ, 85206	0.80	SSN last four extracted City re-cased Email lower-cased Whitespace trimmed
ENR-133343	ENR	Peter B Wang	1973-02-10	UHC-56948-23	7895589055	1810 Oak St, Mesa, AZ, 85260	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
ENR-127982	ENR	Abigail Z Cunningham	1939-09-28	UHC-07249-40	8772953074	4046 Oak St, Tampa, FL, 33663	0.80	Name re-cased City re-cased State name converted to code Whitespace trimmed
ENR-142545	ENR	Abigail Aguilar	1974-03-07	UHC-72498-61	3707801347	7762 Ridge Rd # 759, San Antonio, TX, 78204	0.80	Date of birth reformatted Phone reformatted Unit split from street City re-cased
ENR-129775	ENR	Raymond Moore	1977-10-27	UHC-82903-49	7853494733	4565 Sunset Blvd, San Diego, CA, 92148	0.80	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed
ENR-131091	ENR	Amy Warren	1940-12-08	UHC-88904-38	7503852602	8408 Palm Dr, Columbus, OH, 43208	0.80	Date of birth reformatted Phone reformatted City re-cased Gender normalised
ENR-111171	ENR	Saarh A Robinson	1945-10-16	UHC-38130-88	2412408098	6990 Central Ave, Atlanta, GA, 30376	0.80	Phone reformatted Street suffix standardised Address re-cased City re-cased
ENR-105805	ENR	Emma A Ramirez	2002-04-01	UHC-73494-10	—	6283 Willow Ct, Sacramento, CA, 95879	0.80	Street suffix standardised Address re-cased City re-cased Whitespace trimmed
ENR-122978	ENR	Angela Sullivan	1962-09-08	UHC-92117-15	8249232096	173 Indian School Rd, Minneapolis, MN, 55402	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared

8,423 rows, page 127 of 169Previous Next