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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402492	CLM	Danielle Bishop	1974-09-14	—	—	5050 Desert Sky Blvd, Houston, TX, 77067	0.52	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-404273	CLM	Adam Clark	1994-12-09	UHC-19041-57	2088420531	4456 Park Pl, Denver, CO, 80201	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431768	CLM	Hiroshi B Day	1998-11-02	—	—	9870 Apache Blvd Apt 30, Mesa, AZ, 85278	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-50505	TPA	Terry Fox	2007-08-14	—	—	5658 Maple Ave, Las Vegas, NV, 89181	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-402930	CLM	Gregory Morales	1942-12-05	UHC-11323-44	3389600893	999 Jefferson Ave, Chandler, AZ, 85271	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23833	PRV	Matthew F Burke	1982-01-07	—	5544510237	2792 Desert Sky Blvd, Nashville, TN, 37291	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-431654	CLM	Kenneth Sims	1975-11-15	UHC-21958-69	—	4019 Baseline Rd, Minneapolis, MN, 55434	0.52	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418817	CLM	Henry R Jordan	1968-05-02	—	3612431772	3607 Ridge Rd, Tampa, FL, 33646	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
CLM-416778	CLM	Adam Li	1945-01-18	UHC-03793-43	—	51 Oak St, Houston, TX, 77050	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410940	CLM	Carl Boyd	1942-12-18	UHC-08601-36	—	8407 Washington St, Mesa, AZ, 85269	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126483	ENR	Jose Mejia	1978-12-13	UHC-36493-03	9849050168	4197 Indian School Rd, Fresno, CA, 93711	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402786	CLM	Luis Wallace	1939-02-04	UHC-03439-03	4455931112	6713 Main St, Columbus, OH, 43232	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22218	PRV	Lawrence Maldonado	—	UHC-97544-20	—	7498 Main St, Glendale, AZ, 85367	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-105488	ENR	Jonathan Richards	1986-09-07	UHC-51651-96	6914342207	4292 Camelback Rd, Charlotte, NC, 28231	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
ENR-113174	ENR	Mariana T Green	1989-08-17	UHC-41515-80	3547159929	9052 Grand Ave Apt 1, Denver, CO, 80222	0.52	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-134138	ENR	Marcus B Singh	1941-05-20	UHC-84028-93	8177857832	8266 Bayshore Dr, Tampa, FL, 33665	0.52	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-56594	TPA	George Hernandez	1955-03-23	—	—	6868 Ridge Rd, Mesa, AZ, 85297	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418790	CLM	Elijah Ruiz	1981-01-18	UHC-16462-61	2414150805	1368 Grand Ave, Mesa, AZ, 85249	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133440	ENR	Luis Y Moore	2008-09-11	UHC-48649-21	9679336671	9374 Ridge Rd, Houston, TX, 77083	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-428459	CLM	Martha Henderzon	1970-11-08	—	—	4102 Forest Ave Apt 19, Chandler, AZ, 85278	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51493	TPA	Anthony N Salazar	2004-01-25	—	—	3940 Hillcrest Rd, Plano, TX, 75007	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-129833	ENR	Anthony Rogers	1975-09-08	UHC-27408-94	—	7260 Grand Ave, Phoenix, AZ, 85030	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-130795	ENR	Philip B Sipmson	1940-08-26	UHC-19865-64	3945525330	9221 Market St, Minneapolis, MN, 55493	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107571	ENR	Michelle Harvey	—	UHC-39297-70	8737490631	1657 Ridge Rd, San Diego, CA, 92191	0.52	Name split from “Last, First”Date of birth missing Phone reformatted ZIP+4 trimmed+2 more
PRV-28811	PRV	Scott B Howell	1997-12-18	—	8458824338	1511 Willow Ct, Scottsdale, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25454	PRV	Martha Castro	1984-04-01	—	—	5565 Hillcrest Rd Apt 25, Nashville, TN, 37234	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421357	CLM	Larry Bradley	2001-01-13	—	—	3299 Pine Dr, Eden Prairie, MN, 55391	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-59103	TPA	Ashley W Walker	1952-12-07	—	—	524 Indian School Rd, Atlanta, GA, 30310	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-24051	PRV	Paul Alvarez	2000-05-10	—	—	7640 Washington St, Houston, TX, 77048	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-142692	ENR	Judy E Chen	1980-06-18	UHC-11040-24	7352380371	7401 Desert Sky Blvd Apt 37, Fresno, CA, 93790	0.52	Phone reformatted Unit split from street State name converted to code ZIP+4 trimmed+2 more
CLM-425307	CLM	Gloria King	1976-07-02	—	—	932 Ocean Ave, Denver, CO, 80271	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-122685	ENR	Gery H Garrett	1972-06-28	UHC-28642-31	6278802590	589 Park Pl # 749, Miami, FL, 33148	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+2 more
CLM-413376	CLM	Aisha Hamilton	1952-12-06	UHC-91392-64	3953081587	7189 Valley View Dr, Miami, FL, 33181	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26644	PRV	Sofia Hicks	1952-05-23	UHC-80393-05	—	1685 Church St, Phoenix, AZ, 85060	0.52	Name split from “Last, First”Phone missing area code State code upper-cased ZIP+4 trimmed+2 more
CLM-408393	CLM	Arjun Chavez	1958-07-21	—	7752777863	3309 Elm St, Charlotte, NC, 28276	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140642	ENR	Kayla Fowler	1995-02-26	UHC-42064-13	5445947687	2690 Willow Ct Apt 13, Gilbert, AZ, 85284	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-62453	TPA	Samantha Riely	1965-12-27	—	—	5302 Hillcrest Rd, Orlando, FL, 32828	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-125990	ENR	EvelynJunk	1943-05-11	UHC-35484-18	5483691340	4609 Desert Sky Blvd, Tempe, AZ, 85213	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128568	ENR	Larry N Hanson	1959-07-28	UHC-36825-92	—	5391 Mountain View Dr, Seattle, WA, 98133	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
TPA-52470	TPA	Larry Jackson	1943-03-16	UHC-86916-41	9178940301	9602 Church St, Seattle, WA, 98124	0.52	Phone reformatted SSN last four extracted ZIP+4 trimmed Gender normalised+2 more
CLM-424207	CLM	Linda S Wong	1986-02-05	—	6142896788	2390 Apache Blvd, Tampa, FL, 33681	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55673	TPA	Amy Dominguez	1976-03-19	UHC-21901-22	—	2826 Union St, Sacramento, CA, 95885	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426899	CLM	Ethan Rogers	1938-12-18	—	—	1672 Spring St, San Antonio, TX, 78251	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
TPA-51145	TPA	Charlotte Shaw	1941-11-28	—	—	9013 Canyon Rd, Chandler, AZ, 85211	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414698	CLM	Nicholas Elis	1982-03-16	UHC-59410-03	3344927136	7082 Willow Ct # 712, Mesa, AZ, 85298	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-100936	ENR	Abigail H Simmons	1953-06-10	UHC-39038-39	8013629545	749 Canyon Rd, Jacksonville, FL, 32209	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-137443	ENR	Deborah Wood	1952-03-25	UHC-17825-21	2623566152	9553 Palm Dr, Houston, TX, 77080	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410619	CLM	Ronald Sanders	1978-08-24	UHC-31632-29	—	7520 Church St, Minneapolis, MN, 55414	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-411983	CLM	Fuller Christian	1993-07-18	—	—	7702 Harbor Blvd, Minneapolis, MN, 55431	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23860	PRV	Dorothy F James	1987-02-16	UHC-93469-77	4016111175	8094 Indian School Rd, Eden Prairie, MN, 55392	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP+4 trimmed+2 more

8,263 rows, page 38 of 166Previous Next