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-419580	CLM	Vincent Tran	1989-08-14	UHC-61998-96	4839817273	3950 Harbor Blvd, San Diego, CA, 92172	0.66	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-58648	TPA	Aisha Hoffman	1939-04-24	—	—	341 Sage Ct, San Diego, CA, 92111	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404536	CLM	John West	1938-01-22	UHC-39164-01	7749919668	8348 Market St, Austin, TX, 78748	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415700	CLM	Judy Burns	1980-12-09	—	—	3367 Maple Ave, Seattle, WA, 98109	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-417634	CLM	Adam Ruiz	2002-03-19	—	—	4394 Apache Blvd, Charlotte, NC, 28251	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-132460	ENR	Judith L Martinez	1993-09-16	UHC-48517-88	6608294651	9374 Hillcrest Rd, Phoenix, AZ, 85043	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-53583	TPA	Kyle Jackson	1990-08-01	—	—	1123 Willow Ct, Atlanta, GA, 30325	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-407712	CLM	Natalie Wagner	1964-07-26	UHC-26872-91	—	9743 Sunset Blvd, Orlando, FL, 32818	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-408561	CLM	Cynthia Chen	2008-03-08	UHC-28065-94	—	7374 Lake View Rd, Charlotte, NC, 28200	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-415621	CLM	Ana Walker	1993-07-26	—	2395851520	8185 Camelback Rd, Fresno, CA, 93783	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411650	CLM	Alice Red	1960-03-07	—	—	11 Forest Ave, Los Angeles, CA, 90021	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-55031	TPA	Angeela King	1988-12-23	UHC-91366-31	5689376706	6442 Main St, Mesa, AZ, 85269	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-121780	ENR	Olivia Lopez	2004-06-27	UHC-30429-10	7326323822	2477 Broadway # 963, Sacramento, CA, 95834	0.66	Phone reformatted Unit split from street Address re-cased ZIP+4 trimmed+1 more
ENR-104538	ENR	Diego Castillo	1997-04-08	UHC-15329-94	9565703053	8724 Ocean Ave, Los Angeles, CA, 90099	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63022	TPA	Bobby Salazar	1978-06-09	—	9273911269	6704 Main St Apt 24, Seattle, WA, 98194	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-106709	ENR	Lauren N Thompson	1998-09-04	UHC-80523-37	3577152469	9221 Sunset Blvd, San Diego, CA, 92174	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-140909	ENR	Jake S Stone	1974-10-19	UHC-49529-71	3737875530	2735 Pine Dr, Dallas, TX, 75204	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130152	ENR	Camila J Guerrero	1977-02-06	UHC-45067-31	5468097591	3791 Ridge Rd, Charlotte, NC, 28218	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-400994	CLM	Jason Garrett	2002-09-09	UHC-15801-99	—	4930 Lincoln Way, Tucson, AZ, 85777	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-135597	ENR	Mkie Y Castillo	1993-10-10	UHC-96541-82	3142586483	4631 Sage Ct, Denver, CO, 80276	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-25486	PRV	Denise J Armstrong	1973-06-18	UHC-73122-43	3074122511	6088 Desert Sky Blvd, Miami, FL, 33183	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104713	ENR	Betty O Johnson	1991-01-24	UHC-60892-14	4397933926	9343 Jefferson Ave, Atlanta, GA, 30356	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402517	CLM	Etthan K Estrada	1966-04-28	UHC-68529-89	2913627424	5007 Apache Blvd, Chandler, AZ, 85229	0.66	Middle initial moved out of first name Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415186	CLM	Gabriel Taylor	1973-05-24	UHC-69788-78	—	916 Apache Blvd, Eden Prairie, MN, 55345	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-428941	CLM	Bradley Kelley	1979-09-06	UHC-90063-13	—	3620 Willow Ct, San Diego, CA, 92172	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-127181	ENR	Brian S Parker	1976-11-10	UHC-72365-12	—	6467 Camelback Rd, Plano, TX, 75098	0.66	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Plan code upper-cased+1 more
CLM-430649	CLM	Sharon Davis	1995-09-05	—	3675703349	8337 Canyon Rd, Plano, TX, 75066	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-430808	CLM	Ryan Martinez	1951-06-25	UHC-35070-76	3435518292	7459 Main St, Gilbert, AZ, 85264	0.66	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-126657	ENR	Frances W Hicks	—	UHC-42723-22	—	284 Mountain View Dr, Tampa, FL, 33673	0.66	Name re-cased Date of birth missing ZIP+4 trimmed Email lower-cased+1 more
ENR-106142	ENR	Ronald L Dean	1982-08-11	UHC-43191-80	—	7414 Meadow Ln, Jacksonville, FL, 32213	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
TPA-51762	TPA	Sandra Fuller	1983-09-17	UHC-21692-45	—	2866 Bayshore Dr, Los Angeles, CA, 90064	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
ENR-103655	ENR	Castro D Laura	1938-03-14	UHC-77112-55	—	5820 Ridge Rd, Fresno, CA, 93740	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-408400	CLM	Anthony Henderson	1989-01-09	—	2262270341	3140 Central Ave, Tucson, AZ, 85701	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-24211	PRV	Diana I Harris	1967-08-04	UHC-73519-32	3265260649	4392 Broadway, Fresno, CA, 93786	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-400034	CLM	Martha V Stone	1952-05-13	—	—	776 Oak St, Eden Prairie, MN, 55332	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-413210	CLM	Kathryn O Bradley	1997-02-02	—	5785830736	1751 Oak St, Jacksonville, FL, 32239	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
CLM-423033	CLM	Christne Graham	1955-05-24	UHC-76301-38	6598030812	1820 Mesa Dr, Denver, CO, 80298	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-61510	TPA	Wei Arnold	1976-05-23	UHC-93430-91	5936496455	9213 Pine Dr, Glendale, AZ, 85331	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416523	CLM	Valentina G Garrett	1942-11-17	UHC-09961-92	—	8627 Willow Ct, San Diego, CA, 92139	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-134008	ENR	Mariana L Vega	1958-08-13	UHC-60373-77	3099878638	2462 Mountain View Dr, Houston, TX, 77052	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-121436	ENR	Frank E Duncan	1981-04-09	UHC-27210-12	3479009627	696 Park Pl, Seattle, WA, 98160	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-124098	ENR	Keith S Webb	1995-10-16	UHC-92115-80	4146552867	5609 Elm St, Miami, FL, 33185	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-431834	CLM	Vicky Yang	1943-09-22	UHC-95449-76	—	2579 Hillcrest Rd, Tampa, FL, 33650	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431833	CLM	Vicky Yang	1943-09-22	UHC-95449-76	—	2579 Hillcrest Rd, Tampa, FL, 33650	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-53368	TPA	Christine Carpenter	1987-07-20	—	—	3743 Harbor Blvd, Charlotte, NC, 28241	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-23374	PRV	Kayla Vargas	1987-08-09	—	—	9824 Elm St, Scottsdale, AZ, 85239	0.66	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401457	CLM	Teresa Hill	1990-08-22	—	—	8639 Meadow Ln, Seattle, WA, 98178	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-111957	ENR	Logan Hart	2000-06-10	UHC-52400-48	6157647073	9697 Sage Ct, Sacramento, CA, 95822	0.66	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-109436	ENR	Mason Hansen	1990-11-12	UHC-96817-98	6823587326	3212 Union St, Dallas, TX, 75217	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-58930	TPA	Sandra Kelley	1960-02-27	—	3683386402	6943 Lincoln Way, Tucson, AZ, 85705	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more

8,263 rows, page 103 of 166Previous Next