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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-416065	CLM	Ralph Myers	1966-04-05	—	4093983582	3366 Hillcrest Rd Apt 38, Glendale, AZ	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-122845	ENR	Ruth E Patterson	1998-03-24	UHC-86334-25	8253290339	8110 Oak St, Mesa, AZ	0.34	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-420582	CLM	Cral Smith	1960-09-16	UHC-10143-60	—	1255 Jefferson Ave, Minneapolis, MN, 55461	0.34	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-129164	ENR	Gabriel H Bradley	1946-03-05	UHC-00034-62	4684386833	1795 Church St, Fresno, CA, 93742	0.34	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-103015	ENR	Angela Williams	1995-05-28	UHC-24589-90	4398150372	7312 Meadow Ln Apt 38, Jacksonville, FL	0.34	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
PRV-22866	PRV	Gary L Burton	1963-10-18	—	9267624480	9473 Harbor Blvd, Tucson, AZ	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-115626	ENR	Natalie Z Garza	—	UHC-86293-53	5126987446	6728 Elm St, Austin, TX, 78794	0.34	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more
ENR-107309	ENR	Jun R Simpson	1953-03-05	UHC-71857-24	7093397427	4156 Sunset Blvd, Jacksonville, FL, 32211	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-28492	PRV	Shirley I Webb	1995-02-11	UHC-31639-64	2862984785	9083 Hillcrest Rd, Tempe, AZ, 85264	0.34	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-134009	ENR	George H Le	2006-05-06	UHC-06211-11	5269622393	9213 Central Ave, Tucson, AZ, 85754	0.34	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
TPA-56143	TPA	Nancy Murray	1976-09-03	—	—	2773 Maple Ave, Scottsdale, AZ, 85243	0.34	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-122897	ENR	Melissa K Edwards	1984-06-22	UHC-63985-13	3935653967	8770 River Rd, Jacksonville, FL	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-24989	PRV	Jessica Z Rose	1993-07-07	—	2272110953	1250 Oak St, Atlanta, GA	0.34	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+5 more
PRV-22052	PRV	Emily Cooper	1987-04-08	—	2086620488	246 Mountain View Dr, Los Angeles, CA, 90087	0.34	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-103649	ENR	Bruce Marshall	1955-08-22	—	3266026105	14 Meadow Ln, Charlotte, NC, 28202	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-111834	ENR	Charlotte O Peterson	1962-07-15	UHC-11340-18	6588626908	833 Central Ave Apt 40, Tempe, AZ, 85243	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-427935	CLM	Amber Guerrero	1956-05-07	—	7755403052	5676 Jefferson Ave, Phoenix, AZ, 85053	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-140127	ENR	Lori W Lewis	1982-02-04	UHC-97739-09	4509142015	7050 Willow Ct, Glendale, AZ	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-114636	ENR	Lori T Garcia	1993-06-24	UHC-39221-56	6352896653	975 Baseline Rd # 661, Nashville, TN	0.34	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
TPA-61517	TPA	Lauren Contreras	1976-01-15	—	—	2727 Forest Ave, Gilbert, AZ, 85257	0.34	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+5 more
ENR-134960	ENR	Michelle J Snyder	2004-04-04	UHC-56676-15	5236660987	3479 Oak St Apt 17, Austin, TX	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-138895	ENR	Margaret Rivera	1955-07-05	UHC-82908-05	3086165147	817 Central Ave, Tempe, AZ, 85268	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-115244	ENR	Kevyn R Nguyen	1960-09-17	UHC-91720-45	8869816826	7436 Cedar Ln, Nashville, TN	0.34	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26389	PRV	Arjun Lynch	—	UHC-91859-94	8962866870	1503 Spring St, Denver, CO, 80249	0.34	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-130102	ENR	Betty G Gomez	1977-06-09	UHC-79259-25	3774138090	347 Main St, Tampa, FL, 33632	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-414723	CLM	Luis Cruz	1954-04-05	UHC-82624-56	6664583930	1564 Grand Ave # 838, Nashville, TN, 37283	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-61872	TPA	Stephanie Cunninham	1953-03-16	—	4024676799	5452 Lincoln Way # 983, Glendale, AZ	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-140405	ENR	QJunk	1971-06-06	UHC-76693-97	6105356549	3298 Bayshore Dr, Los Angeles, CA, 90011	0.34	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
CLM-423313	CLM	Elizabeth Simpson	1942-05-15	UHC-88527-17	—	7249 Valley View Dr, Las Vegas, NV	0.34	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+5 more
CLM-413124	CLM	Frank Howard	1971-07-01	—	2546683803	5872 Jefferson Ave Apt 25, Nashville, TN, 37253	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-101241	ENR	Theresa J Santiago	1976-03-28	UHC-54775-90	4545358889	9056 Bayshore Dr Apt 29, Phoenix, AZ, 85029	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-419862	CLM	Wayne D Campbell	1980-01-10	UHC-79401-10	—	8279 Desert Sky Blvd # 844, Columbus, OH, 43231	0.34	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
CLM-419861	CLM	Wayne D Campbell	1980-01-10	UHC-79401-10	—	8279 Desert Sky Blvd # 844, Columbus, OH, 43231	0.34	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
ENR-103982	ENR	Tyler Kelley	1962-11-01	UHC-71559-70	3709152539	2984 Hillcrest Rd, Tucson, AZ, 85751	0.34	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-133554	ENR	Larry K Grant	1947-01-22	UHC-85640-98	—	5685 Washington St, Austin, TX, 78785	0.34	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+5 more
PRV-27787	PRV	Anna Ruiz	1956-06-02	—	4843439310	8106 Canyon Rd, Atlanta, GA, 30390	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-112665	ENR	Joseph V Williams	—	UHC-89119-13	5599403013	6312 Hillcrest Rd, Mesa, AZ, 85220	0.34	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+5 more
CLM-431940	CLM	Diego P Dominguez	1985-01-01	UHC-90646-41	—	3937 Lake View Rd, Austin, TX, 78784	0.34	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-123283	ENR	William F Tucker	1940-03-14	UHC-99156-21	7072370717	136 Elm St, Minneapolis, MN	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129592	ENR	George Flores	1959-01-16	UHC-44693-88	7002694839	8251 Pine Dr Apt 10, Jacksonville, FL, 32280	0.34	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
CLM-401171	CLM	Carl Cole	1943-08-19	UHC-70721-52	5512975381	7349 Ocean Ave, Denver, CO	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-140945	ENR	Stephen K Robertson	1974-04-26	UHC-28049-09	—	4568 Canyon Rd, Fresno, CA, 93735	0.34	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-138932	ENR	Rachel Lawson	1999-11-24	UHC-70107-86	4426566475	5424 Washington St, Austin, TX, 78740	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-406211	CLM	Pamela Hill	1943-02-01	UHC-49585-16	—	2806 Forest Ave, Fresno, CA, 93749	0.34	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
CLM-404808	CLM	Michelle I Fowler	1981-09-08	UHC-63795-99	—	2988 Central Ave, Phoenix, AZ, 85015	0.34	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
PRV-27943	PRV	Isabella Singh	1949-11-14	UHC-14951-40	—	8764 Baseline Rd # 853, Columbus, OH	0.34	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+5 more
CLM-426467	CLM	Luis Mendoza	1994-01-21	UHC-97432-01	5516170852	2719 Church St, Chandler, AZ	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-120967	ENR	Janice Owens	1954-05-25	UHC-11376-27	—	1736 Harbor Blvd, Jacksonville, FL, 32284	0.34	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-119996	ENR	Andy O Snyder	1994-12-28	UHC-14716-78	2634278080	5242 River Rd, Eden Prairie, MN, 55358	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-62335	TPA	Nicholas Jackson	1987-08-03	—	5773694218	1109 Maple Ave # 558, Chandler, AZ, 85260	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more

32,400 rows, page 3 of 648Previous Next