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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124309	ENR	Joshua Warren	1949-05-13	UHC-33579-29	—	497 Baseline Rd, Orlando, FL, 32831	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-63275	TPA	Samuel Q Greene	—	—	—	2210 Main St, Charlotte, NC, 28213	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-410059	CLM	Meyer Yuki	1950-06-01	UHC-39552-52	—	7772 Harbor Blvd, Seattle, WA, 98122	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409078	CLM	Robert N Tren	1978-03-12	UHC-15067-68	—	6155 Spring St, Plano, TX	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-422276	CLM	Janet Morgan	1968-04-24	UHC-17766-52	—	2596 Sunset Blvd Apt 39, Chandler, AZ, 85228	0.50	Unit split from street Street suffix standardised Address re-cased Gender normalised+3 more
ENR-116180	ENR	Gregory U Campbell	1992-07-05	UHC-86806-04	9623334720	1084 Lake View Rd, Los Angeles, CA, 90033	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-428847	CLM	Kelly Contreras	2004-02-22	—	—	6369 Maple Ave, Eden Prairie, MN, 55346	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-139842	ENR	Aaron S Shaw	—	UHC-68668-91	6169889813	3907 Elm St, Seattle, WA	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-136381	ENR	Doris Stevens	1967-10-25	UHC-63515-46	4045173201	3446 Apache Blvd # 441, Nashville, TN, 37222	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-415614	CLM	Terry Singh	1956-05-20	UHC-09840-40	—	7381 Main St, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111143	ENR	Roy Jimenez	2000-04-02	—	6695175320	9219 Apache Blvd Apt 30, Glendale, AZ, 85382	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121069	ENR	Diane U Baker	1983-07-26	UHC-71337-50	3204318313	1048 Hillcrest Rd, Las Vegas, NV, 89188	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+3 more
CLM-402896	CLM	Bradley Q Hayes	1943-07-10	—	2463906813	8430 Forest Ave, Las Vegas, NV, 89118	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
PRV-21501	PRV	Billy Morgan	1977-10-28	UHC-03233-84	8478182485	2010 Union St # 989, Denver, CO, 80224	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
PRV-25445	PRV	Janice Weaver	1973-10-17	—	6138030040	1279 Oak St, Denver, CO, 80225	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24303	PRV	Shirley Adams	1972-07-20	—	9159511274	8927 Ridge Rd # 823, Houston, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25239	PRV	Janice Marquez	1938-09-08	UHC-17144-80	—	8672 Cedar Ln, Chandler, AZ, 85253	0.50	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-127161	ENR	Megan B Clark	1990-01-05	UHC-96665-83	—	3323 Grand Ave, Eden Prairie, MN	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-406424	CLM	Lawrence Elijah	1960-10-13	UHC-97485-21	2782758135	7475 Cedar Ln, Phoenix, AZ, 85091	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
TPA-58979	TPA	Dominguez Helen	2000-05-20	—	—	320 Pine Dr, Eden Prairie, MN, 55369	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-122364	ENR	Janice Wilson	1947-01-19	UHC-63240-67	4846281626	3994 Ocean Ave # 412, Austin, TX, 78798	0.50	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-406568	CLM	Jonathan Weaver	1979-02-25	UHC-19398-18	—	1511 Palm Dr, Tucson, AZ, 85793	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127716	ENR	Amber Reed	1938-03-05	UHC-77622-29	8459438609	4076 Canyon Rd # 248, Orlando, FL, 32825	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+3 more
CLM-404577	CLM	Scott D Richardson	1980-05-06	—	9834541600	9172 Canyon Rd, Chandler, AZ, 85243	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-432581	CLM	Zachary Mitchell	—	UHC-77378-20	4269049941	5449 Jefferson Ave, Charlotte, NC, 28278	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130138	ENR	Kyle K Smith	—	UHC-64566-52	6344357057	1315 Park Pl, San Diego, CA	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-117953	ENR	Laura E Mendez	—	UHC-60316-23	2995950017	5085 Bayshore Dr # 518, Phoenix, AZ, 85046	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+3 more
CLM-410180	CLM	Dylan Simpson	—	—	4672681835	4745 Lake View Rd Apt 3, Minneapolis, MN, 55475	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-413974	CLM	Margaret Gardner	1978-11-20	UHC-83781-04	—	9118 Cedar Ln, Orlando, FL, 32864	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55936	TPA	Larry H Freeman	1973-10-19	—	—	8114 Sage Ct, Tampa, FL, 33688	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-114634	ENR	Donald Yang	—	UHC-31855-28	—	9167 Washington St, Columbus, OH	0.50	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407339	CLM	Mari I Estrada	1953-05-25	UHC-10803-92	6723712656	5526 Valley View Dr # 559, Jacksonville, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54523	TPA	George King	1943-04-06	—	—	3734 Grand Ave Apt 30, Denver, CO, 80218	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-121748	ENR	Ronald Rojas	1943-10-01	UHC-59380-90	8083965518	6395 Valley View Dr, Miami, FL, 33199	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20248	PRV	Grace D Rodriguez	1994-03-14	—	—	4481 Sage Ct, San Antonio, TX, 78217	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-138781	ENR	Alexis Elliott	1987-05-15	UHC-17159-14	2089979146	1711 Canyon Rd, Tempe, AZ, 85260	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-63555	TPA	Sarah Evans	—	—	7863518033	834 Cedar Ln, Eden Prairie, MN, 55356	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130682	ENR	Martha Ellis	1946-03-14	UHC-51149-93	8437670606	3183 Grand Ave, San Antonio, TX, 78256	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429344	CLM	Gloria A Howard	2000-02-07	UHC-86207-58	—	3701 Ridge Rd, Mesa, AZ, 85206	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407348	CLM	George Murphy	1998-10-14	UHC-12080-51	9648052507	2791 Elm St # 190, Fresno, CA, 93778	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-107937	ENR	Mason M King	—	UHC-51740-50	2037032899	3044 Ridge Rd, Eden Prairie, MN, 55356	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-123356	ENR	Theresa L Garza	1942-10-28	UHC-29869-56	—	877 Cedar Ln, Atlanta, GA, 30319	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-103455	ENR	Ronald G Vazzquez	1988-04-12	UHC-64583-35	—	8925 Meadow Ln, Los Angeles, CA, 90001	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-124044	ENR	Raymond X Ray	1945-12-26	UHC-65599-35	4395608021	1736 Desert Sky Blvd, Charlotte, NC	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427123	CLM	Jeremy Chen	2007-05-25	—	—	2206 Spring St, Fresno, CA	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-56156	TPA	Mary I Ruiz	2009-03-26	—	—	4939 Ocean Ave, San Antonio, TX	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-118131	ENR	Kimberly Q Jordan	—	UHC-39395-07	5847385899	6477 Palm Dr, Charlotte, NC, 28207	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403778	CLM	Raymmond Vasquez	1997-10-05	UHC-16882-10	5469678576	2095 Cedar Ln Apt 12, Tampa, FL, 33669	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-132317	ENR	Mei Miller	1991-09-01	UHC-81458-82	6059998900	7675 Central Ave, Atlanta, GA, 30331	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427906	CLM	Emma Q Clark	2005-11-07	—	7826977088	8762 River Rd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

55,824 rows, page 82 of 1,117Previous Next