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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52813	TPA	Elijah West	1967-12-05	—	5399264164	1172 Mesa Dr, Tampa, FL, 33658	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428749	CLM	Charles Baker	2003-11-22	UHC-54348-51	—	1343 Main St, Los Angeles, CA, 90025	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121448	ENR	Luis B Simmons	2003-04-13	UHC-91105-47	9167153948	9389 Sunset Blvd, Scottsdale, AZ, 85286	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58259	TPA	Cynthia Yang	1951-06-03	—	—	4626 Spring St, Chandler, AZ, 85289	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100889	ENR	Karen P Gutierrez	1983-05-20	UHC-40050-34	—	4665 Valley View Dr, Phoenix, AZ, 85075	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100890	ENR	Karen P Gutierrez	1983-05-20	UHC-40050-34	—	4665 Valley View Dr, Phoenix, AZ, 85075	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-426007	CLM	Lawrence Aguilar	1951-02-28	UHC-15412-78	2402782629	6601 Ridge Rd, Chandler, AZ, 85225	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-59177	TPA	Christine Simmons	1969-07-11	—	8657541704	5236 Cedar Ln, Mesa, AZ, 85281	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432241	CLM	Priiya Wiliams	1972-03-23	—	3822537248	6515 Willow Ct, Charlotte, NC, 28247	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106912	ENR	Sophai Rojas	1998-07-08	UHC-02551-98	8635440636	2983 Canyon Rd, Columbus, OH, 43274	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135098	ENR	Brittany S Patterson	1948-01-06	UHC-73847-70	6738581097	9509 Forest Ave, Seattle, WA, 98162	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122130	ENR	Susan A Herrera	1977-09-13	UHC-51841-46	9422196219	6558 Park Pl, Austin, TX, 78751	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-428411	CLM	Lauren Phillips	1966-01-01	UHC-19206-41	3512567156	8819 Sunset Blvd, Seattle, WA, 98177	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-106763	ENR	Debra T Baileey	1998-11-17	UHC-31273-63	7817078933	6890 Sunset Blvd, Eden Prairie, MN, 55336	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428124	CLM	Megan Z Marquez	1990-06-14	UHC-86538-02	7964673988	4790 Washington St, Mesa, AZ, 85238	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133298	ENR	Laura Obrien	2000-08-16	UHC-53924-24	4486001681	3657 Desert Sky Blvd, Los Angeles, CA, 90029	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21205	PRV	Maria Warren	1940-06-28	—	—	4096 Canyon Rd, Fresno, CA, 93708	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432329	CLM	Carlos R Walker	1987-12-15	UHC-39806-08	5453381271	9720 Ocean Ave, Scottsdale, AZ, 85221	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-102164	ENR	Diego A Burke	1986-10-17	UHC-70227-52	5053724641	5901 Baseline Rd, Tempe, AZ, 85291	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429664	CLM	Shirley Q Rojas	1966-01-02	—	—	4695 Indian School Rd, Fresno, CA, 93760	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-411097	CLM	Roger T Robertson	1977-02-25	—	7985157830	7470 Baseline Rd, Chandler, AZ, 85260	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53487	TPA	Richard Allen	1992-07-27	—	7974152000	3888 Mountain View Dr, Scottsdale, AZ, 85265	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
ENR-110642	ENR	Marcus Y Scott	2003-02-20	UHC-58921-89	5475676342	2530 Harbor Blvd, Mesa, AZ, 85252	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102280	ENR	Bradley U Rice	1975-02-21	UHC-56784-20	3478986423	5761 Meadow Ln, Tempe, AZ, 85277	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59569	TPA	Bradley Mendoza	1988-06-16	—	—	2384 Church St, Charlotte, NC, 28245	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
TPA-58195	TPA	Lawrence Alvarado	1956-02-11	UHC-24233-95	8478193882	8480 Valley View Dr, Minneapolis, MN, 55494	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-25243	PRV	Eugene Graham	2004-10-26	—	2742530457	1088 Maple Ave, Fresno, CA, 93725	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-111600	ENR	Linda L Moore	1961-12-17	UHC-65655-62	8206938727	1540 Market St, San Antonio, TX	0.62	Name re-cased Phone reformatted ZIP missing Email lower-cased+3 more
ENR-111995	ENR	Grace B Alexander	1967-07-01	UHC-60724-18	2842693724	9454 Desert Sky Blvd, Columbus, OH, 43279	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402327	CLM	Pamela Vzaquez	1976-04-22	UHC-24088-91	2657718014	2062 Park Pl, Fresno, CA, 93758	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430605	CLM	Patrricia Dunn	1939-09-19	—	—	9685 Camelback Rd, Miami, FL, 33169	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130236	ENR	Justin G West	1958-04-09	UHC-02398-41	4777201257	9666 Grand Ave, Dallas, TX, 75247	0.62	Name re-cased Phone reformatted Member ID reformatted State name converted to code+3 more
PRV-28865	PRV	Janice H Schultz	1957-01-08	—	5438781542	9863 Church St, Eden Prairie, MN, 55357	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402200	CLM	Rebecca Sandoval	1971-06-04	UHC-77395-37	3009172124	7321 Pine Dr, Eden Prairie, MN, 55362	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104606	ENR	Megan Davis	1994-06-27	UHC-00007-16	—	5918 Union St, Nashville, TN, 37208	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120692	ENR	Lori Ruiiz	1964-07-08	UHC-65278-08	7319907561	8718 Maple Ave, Las Vegas, NV, 89114	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-428696	CLM	Joyce Hanson	1963-01-25	UHC-16292-82	—	7610 Mountain View Dr, Plano, TX, 75019	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55297	TPA	Jarry Y Price	1957-10-17	—	4324037551	563 Desert Sky Blvd, Glendale, AZ, 85340	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-110331	ENR	Raymnd S Delgado	1975-12-28	UHC-13862-33	4438305646	873 Mountain View Dr, Jacksonville, FL, 32230	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100147	ENR	Anna McDonald	1972-03-16	UHC-61383-31	7837594369	5798 Union St, Los Angeles, CA, 90015	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-411630	CLM	Larry Morrison	1999-12-14	UHC-07583-42	4582223819	8003 Canyon Rd, Sacramento, CA, 95871	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123140	ENR	Brrittany M Roberrtson	1965-05-23	UHC-95417-71	6742146684	8304 Sunset Blvd, Orlando, FL, 32837	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63038	TPA	Peter Patterson	2005-03-14	UHC-20937-46	—	6888 Oak St, Eden Prairie, MN, 55389	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-108117	ENR	Frances J Harper	1983-08-01	UHC-84962-90	7547958329	5850 Willow Ct, Charlotte, NC, 28207	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423689	CLM	Aaron Johnson	1978-11-04	UHC-30422-67	—	9581 Indian School Rd, San Antonio, TX, 78283	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-138926	ENR	Wayne Ortiz	2005-03-01	UHC-34770-98	7444846709	8399 Grand Ave, Atlanta, GA, 30390	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114335	ENR	Lisa Robinson	1997-06-07	UHC-55537-54	9765281885	6365 Sage Ct, Jacksonville, FL, 32255	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119250	ENR	Kathy V Garrett	1959-05-02	UHC-55711-88	6927725384	9748 Market St, Fresno, CA, 93748	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-122725	ENR	Andrea T Lopez	1943-10-06	UHC-05099-19	—	688 Valley View Dr, Miami, FL, 33199	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-141045	ENR	Andrew Z Lopez	2007-07-26	UHC-05043-11	8035186699	6398 Spring St, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP missing+3 more

16,828 rows, page 138 of 337Previous Next