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
PRV-23043	PRV	Santiago Perkins	1977-11-25	—	5446044503	6183 Apache Blvd, Scottsdale, AZ, 85285	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102219	ENR	Virginia Castillo	1992-06-06	UHC-00947-15	7614498180	6133 Canyon Rd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-127928	ENR	Russell Wells	1999-09-14	UHC-34128-76	—	4983 Sunset Blvd # 682, Mesa, AZ, 85241	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57885	TPA	Catherine Guzman	1981-08-04	—	—	7276 Elm St # 947, Tempe, AZ, 85295	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-102830	ENR	Harold G Singh	1949-12-22	UHC-27892-54	5817802635	7435 Lake View Rd, San Antonio, TX, 78285	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-409730	CLM	Helen Wrd	1998-10-21	UHC-75310-08	—	1861 Jefferson Ave, Charlotte, NC, 28240	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415368	CLM	Daniel Warren	2007-05-06	—	—	6802 Camelback Rd, Tucson, AZ, 85787	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425588	CLM	Douglas Edwards	1962-05-28	UHC-96258-72	6676298303	6463 Palm Dr, Denver, CO, 80246	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409010	CLM	Jennifer Scott	1999-04-26	—	—	4552 Apache Blvd, Plano, TX, 75006	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
ENR-108606	ENR	Brian W Maldonado	1942-03-05	—	5295924354	198 Main St, Orlando, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138568	ENR	Kyle A Diaz	1948-01-21	UHC-72638-46	2704282167	7281 Ridge Rd, Dallas, TX, 75274	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22889	PRV	Amber Howell	1967-03-16	—	6768224706	575 Hillcrest Rd, Minneapolis, MN, 55485	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-55818	TPA	Frances Fields	1952-11-04	—	4146613290	565 Main St, Tempe, AZ, 85239	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56574	TPA	Jeremy Fernandeez	1942-06-17	—	4697208333	842 Church St, Charlotte, NC, 28265	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-26796	PRV	Mark Garrett	1994-11-07	UHC-56857-90	5054549837	7693 Central Ave, Miami, FL, 33196	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110987	ENR	Abigail T Payne	2008-05-01	UHC-49968-61	6737925814	2812 Sage Ct, Nashville, TN	0.64	Date of birth reformatted City re-cased ZIP missing Gender normalised+2 more
ENR-138336	ENR	John Moore	1996-04-11	UHC-80866-83	—	3523 Market St, Sacramento, CA, 95863	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-430560	CLM	George Estrada	1989-06-18	—	2235002919	3618 Canyon Rd Apt 12, Atlanta, GA, 30300	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-56689	TPA	Ruth Salazar	1940-11-24	—	—	2527 Central Ave, Houston, TX, 77011	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-105550	ENR	Jason Sancheez	1960-08-06	UHC-50529-27	—	873 Willow Ct, Tucson, AZ, 85760	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-55496	TPA	Janice Gutierrez	1975-09-18	—	—	666 Lincoln Way, Phoenix, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116117	ENR	Sophia Y Vazquez	1992-09-24	UHC-24298-39	9308438446	4625 Indian School Rd, Scottsdale, AZ, 85205	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-113161	ENR	Wei Bradley	1962-09-24	UHC-76357-55	3147219949	2524 Baseline Rd, Columbus, OH, 43297	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110214	ENR	Jennifer Jensen	1977-10-17	UHC-58585-41	—	987 Grand Ave, Jacksonville, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-406795	CLM	Gloria Estrada	1945-01-03	—	9159394695	9236 Spring St, Houston, TX, 77013	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56005	TPA	Ann Rogers	2003-02-18	—	3032981285	9630 Spring St, Eden Prairie, MN, 55310	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-55913	TPA	Alan Sanchez	1966-11-25	—	—	5421 Hillcrest Rd, Phoenix, AZ, 85064	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415338	CLM	Margaret N Foster	1970-07-13	UHC-64307-23	9732494998	3524 Broadway, Dallas, TX, 75276	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-404998	CLM	Sara Padilla	1982-07-06	UHC-32625-79	9568711550	690 Main St, Tampa, FL, 33683	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-54670	TPA	Julie Spencer	2005-02-08	—	5165850640	1749 Main St, Sacramento, CA, 95897	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403245	CLM	Kenneth Martinez	1966-11-26	UHC-66774-91	—	6621 Sage Ct, Fresno, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-131906	ENR	Megan L Nunez	1967-08-04	UHC-57892-81	—	143 Park Pl, Atlanta, GA, 30391	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114102	ENR	Kevin U Cunningham	1942-10-27	UHC-96334-53	7536705354	4976 Cedar Ln, Orlando, FL, 32813	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109311	ENR	Doris Evans	1949-06-05	UHC-49358-35	6204624184	3326 Forest Ave, Orlando, FL, 32805	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-420282	CLM	Maria Cox	1940-09-01	UHC-85402-44	8355198846	49 Highland Ave, Plano, TX, 75044	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22668	PRV	Doris Stewart	1968-03-04	—	6194511077	5776 Sage Ct # 203, Minneapolis, MN, 55480	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-123154	ENR	Charles Q Santos	1962-08-07	UHC-27566-45	6759698776	8576 Jefferson Ave, Dallas, TX, 75270	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104468	ENR	Ryan Armstrong	1961-12-15	UHC-91572-43	6582708039	608 Spring St, Tampa, FL, 33687	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136321	ENR	Sharon Maldonado	1982-05-27	UHC-48917-93	4786993618	7013 Meadow Ln, Tucson, AZ, 85755	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430488	CLM	Sarah K Sanchez	1943-03-13	—	—	7645 Sage Ct, Fresno, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51273	TPA	Kayla G Romero	1997-06-11	—	—	18 Central Ave, Glendale, AZ, 85309	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-121352	ENR	Laura Porter	1947-02-03	UHC-98577-38	5883855785	167 River Rd # 683, Orlando, FL	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-135405	ENR	Christian I Alexandre	1998-11-14	UHC-81311-98	4787211571	5569 Spring St Apt 19, Sacramento, CA, 95815	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-123923	ENR	Deborah W Estrada	1991-03-10	UHC-65814-20	7318527594	5054 Park Pl, San Antonio, TX, 78210	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136233	ENR	Fatima K Reid	1946-01-17	UHC-31359-09	—	1099 Baseline Rd, Dallas, TX, 75278	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-23582	PRV	Debbie X Jimenez	1956-11-20	—	—	5416 Market St, Orlando, FL, 32873	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-411205	CLM	Helen S Robinson	1996-03-10	UHC-80098-32	—	1332 Hillcrest Rd, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-116371	ENR	Ruth Z Contreras	1979-05-04	UHC-90999-03	5595469929	7697 Lincoln Way Apt 12, Houston, TX, 77038	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-111595	ENR	Dylan Wilson	—	UHC-63112-01	8235661270	406 Ridge Rd, Austin, TX, 78760	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-120147	ENR	Amanda Gomez	2008-04-23	UHC-45484-57	—	3531 Market St, Eden Prairie, MN, 55307	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

32,400 rows, page 160 of 648Previous Next