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
ENR-124214	ENR	Helen Oliver	1978-08-26	UHC-84939-80	7446677328	7301 Church St, Columbus, OH, 43250	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101152	ENR	Fatima E Nguyen	1984-03-14	UHC-77642-95	9804492578	2819 Palm Dr Apt 39, Houston, TX, 77080	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
PRV-25556	PRV	Wei Schultz	1995-09-03	—	6143618318	552 Indian School Rd, Eden Prairie, MN, 55383	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61411	TPA	Dortohy Wag	1974-07-20	—	—	4129 Bayshore Dr # 533, Columbus, OH, 43268	0.48	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+4 more
ENR-114497	ENR	Roger Nunez	1974-03-26	UHC-36065-06	8719846154	7888 Market St, Glendale, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124990	ENR	Helen G Mendez	1949-07-10	UHC-76991-24	5279763713	8102 Market St # 888, Glendale, AZ, 85300	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-403044	CLM	Brittany Kim	1958-12-16	UHC-44063-25	—	6440 Central Ave Apt 9, Houston, TX, 77010	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-124527	ENR	Luis S Nichols	1972-03-13	UHC-68522-27	2518277999	3220 Apache Blvd, Nashville, TN, 37281	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-55281	TPA	Frank Castillo	2005-01-02	UHC-40282-62	—	3298 Jefferson Ave, Miami, FL, 33129	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-114247	ENR	Aisha Allen	1956-12-26	UHC-82372-26	8734271601	5681 Hillcrest Rd, Dallas, TX, 75288	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111542	ENR	Austin X Bryant	1982-03-20	UHC-43474-78	5275559875	3056 Willow Ct, Houston, TX, 77008	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-134491	ENR	Martha U Richardson	2002-07-26	UHC-71174-19	5337951462	3299 Ocean Ave Apt 29, Glendale, AZ, 85360	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-105739	ENR	Kyle Shaw	1944-01-27	UHC-46000-39	—	9403 Washington St, Charlotte, NC, 28272	0.48	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+4 more
CLM-403618	CLM	Eugene Patel	1989-11-06	UHC-40110-14	—	7309 Spring St, Charlotte, NC, 28220	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-425173	CLM	Brenda Cruz	2006-05-16	UHC-82459-61	—	2625 Sunset Blvd, Plano, TX	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-423422	CLM	—Junk	1969-08-25	UHC-95875-47	—	5564 Central Ave, Minneapolis, MN	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-104485	ENR	Samuel Le	1988-05-21	UHC-07604-11	7368141823	8848 Cedar Ln # 856, Columbus, OH, 43229	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-103817	ENR	Gregory Hudson	2001-05-05	—	—	3589 Spring St, Tucson, AZ, 85701	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-110651	ENR	Albert S Morrison	1992-12-06	UHC-99651-99	7703016775	7326 Harbor Blvd, Mesa, AZ, 85235	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113660	ENR	Mari Dunn	2006-05-22	UHC-02585-20	—	929 Union St, Dallas, TX, 75273	0.48	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-117444	ENR	Dorothy James	1986-02-16	UHC-93469-77	4016111175	8094 Indian School Rd, Eden Prairie, MN, 55392	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-105830	ENR	Rachl X Davis	1993-10-04	UHC-17326-95	7689040466	4711 River Rd, Charlotte, NC, 28247	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127383	ENR	Thomas Lynch	1955-12-03	UHC-15368-92	4057663091	7119 Maple Ave, Atlanta, GA, 30364	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
PRV-22623	PRV	Amanda Reynolds	1981-04-11	—	3262891011	7514 Ocean Ave # 187, Tucson, AZ, 85725	0.48	Date of birth reformatted Phone reformatted Unit split from street City re-cased+4 more
CLM-427134	CLM	Carolyn Sullivan	1992-02-06	UHC-26152-56	9034196631	695 Indian School Rd Apt 18, Tempe, AZ, 85280	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-138846	ENR	Dylan Fernandez	2006-08-09	UHC-35577-71	8673533307	467 Indian School Rd # 103, Denver, CO, 80234	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-421876	CLM	Maria H Simpson	2008-12-22	UHC-29411-66	—	2468 Union St, Houston, TX, 77056	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-102039	ENR	Ronald J Crawforrd	1946-11-23	UHC-31165-99	2464405025	8237 Apache Blvd Apt 16, San Antonio, TX, 78278	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-107536	ENR	Kyle Dominguez	1953-04-28	UHC-47896-19	2809134875	1431 Grand Ave Apt 7, Columbus, OH, 43217	0.48	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+4 more
CLM-413596	CLM	Amanda Y McCoy	1969-01-12	UHC-80480-01	8678939961	428 Mesa Dr # 176, Houston, TX, 77016	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-126083	ENR	Ann Singh	1944-09-18	UHC-68432-82	2323236049	1013 Camelback Rd # 671, Fresno, CA, 93720	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-129229	ENR	Jacob O Herrera	1943-08-15	—	9255373957	3774 Palm Dr, Plano, TX	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-416152	CLM	Nathan Le	—	UHC-58783-64	5219134034	6482 Forest Ave, Las Vegas, NV, 89182	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
ENR-141329	ENR	Becky Q Jones	1967-05-27	UHC-46908-53	7535833803	7642 Lincoln Way Apt 9, Seattle, WA, 98182	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-415767	CLM	Mazon Castro	1957-09-28	UHC-01653-72	7644039675	4926 Main St, Austin, TX, 78768	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-415453	CLM	Lawrence Richards	1964-11-21	UHC-84652-73	—	6040 Main St, Columbus, OH, 43236	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-418564	CLM	George Z Li	1955-11-01	—	6522542957	9770 Jefferson Ave, Atlanta, GA, 30349	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-422951	CLM	Bradley Bryant	1990-12-16	UHC-99924-03	—	3422 Lake View Rd, Atlanta, GA, 30370	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-119042	ENR	Carolyn I Herrera	1965-07-04	UHC-83872-65	3757062283	7974 Washington St, Gilbert, AZ, 85261	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104033	ENR	Gerald C Cunningham	1951-07-23	UHC-47203-81	7875677578	3051 Washington St, Scottsdale, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428426	CLM	Rachel CJunk	1961-03-10	—	—	1832 Grand Ave, Seattle, WA, 98154	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
CLM-428427	CLM	Rachel CJunk	1961-03-10	—	—	1832 Grand Ave, Seattle, WA, 98154	0.48	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-132964	ENR	Diana Little	1976-07-05	UHC-64760-52	7043619723	346 Jefferson Ave, Eden Prairie, MN, 55312	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-64070	TPA	Vincent Riley	1964-12-24	—	—	1651 Grand Ave, Atlanta, GA, 30381	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-403184	CLM	Gabriel Yang	1960-04-14	UHC-81771-20	—	1130 Elm St, Columbus, OH	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
PRV-24148	PRV	Philip Valdez	1996-03-02	UHC-84631-45	—	713 Camelback Rd Apt 24, Denver, CO, 80234	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-117076	ENR	Lauren S Valdez	1944-06-21	UHC-73108-23	7699924425	1720 Market St # 963, Tucson, AZ, 85766	0.48	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
ENR-102097	ENR	Douglas Carr	1967-01-03	UHC-34967-07	6544442330	8779 Highland Ave, Phoenix, AZ, 85020	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-419757	CLM	Lukia Patel	1982-11-08	UHC-19806-99	5209253553	3367 Meadow Ln Apt 11, Atlanta, GA	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-429938	CLM	Lauren I Johnson	1991-06-20	UHC-39409-51	—	1441 Central Ave Apt 3, Tempe, AZ, 85200	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more

32,400 rows, page 25 of 648Previous Next