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

Enrollment, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101978	ENR	Donald Ortega	1993-01-16	UHC-91896-80	5273284197	1958 Washington St, Charlotte, NC, 28263	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113491	ENR	Jessica X Banks	1957-06-23	UHC-19304-45	7985022587	3397 Bayshore Dr, Seattle, WA, 98151	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117154	ENR	Michelle G Jimenez	1944-09-20	UHC-07901-84	2467090634	148 Forest Ave, Atlanta, GA, 30385	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119257	ENR	Arthur N Myes	1979-05-10	UHC-40907-37	2647448277	3245 Indian School Rd, Jacksonville, FL, 32298	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127471	ENR	Deennis C Rivera	1996-06-18	UHC-29403-43	3536146004	7168 Forest Ave, Tempe, AZ, 85298	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-101661	ENR	Christopher Coleman	1950-04-12	UHC-32322-15	5972886469	1911 Ocean Ave, Miami, FL, 33172	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-125928	ENR	Jeremy F Kim	1994-04-12	UHC-71137-79	8584277416	8846 Harbor Blvd, Miami, FL, 33185	0.76	Phone reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
ENR-111699	ENR	Susan F Ramos	1956-05-03	UHC-75057-04	9329504277	7939 Forest Ave, Mesa, AZ, 85276	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-112649	ENR	Catherine Mendez	2006-03-23	UHC-12032-61	4486757724	2046 Lake View Rd, Houston, TX, 77047	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132932	ENR	Patricck J Turner	1980-02-22	UHC-26469-91	7467895468	9136 Jefferson Ave, Phoenix, AZ, 85016	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104215	ENR	Harold Daniels	1968-01-24	UHC-47375-62	3845581077	6081 Hillcrest Rd, Jacksonville, FL, 32261	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-137380	ENR	Diana Freeman	2005-02-21	UHC-59043-73	—	8283 Ocean Ave, San Diego, CA, 92171	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-114181	ENR	Fatima Baker	1982-12-22	UHC-98242-13	7482443393	7973 Apache Blvd, Chandler, AZ, 85289	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-136727	ENR	Lucia Jimenez	1940-01-02	UHC-40065-64	—	3658 Desert Sky Blvd, Austin, TX, 78730	0.78	Date of birth reformatted SSN last four extracted City re-cased Email lower-cased+1 more
ENR-128428	ENR	Philip Q Schmidt	2000-12-08	UHC-62139-96	4006656162	7365 Harbor Blvd, Gilbert, AZ	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-117552	ENR	Aisha Y Hamilton	1952-12-06	UHC-91392-64	3953081587	7189 Valley View Dr, Miami, FL, 33181	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-108955	ENR	Arjun Martinez	1971-11-27	UHC-63261-18	8075108929	1250 Union St, Scottsdale, AZ, 85272	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119188	ENR	Tyler Q Lawson	1985-04-24	UHC-01679-18	5897583351	8511 Lake View Rd, Tempe, AZ, 85213	0.78	Date of birth reformatted City re-cased State code upper-cased Gender normalised+1 more
ENR-142297	ENR	Dennis Rojas	1945-11-25	UHC-65284-13	7405536272	5077 Church St, Orlando, FL, 32897	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-132617	ENR	Christian Long	1988-11-01	UHC-14914-29	3084903750	4884 Union St, Sacramento, CA, 95825	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
ENR-118370	ENR	Justin J Carr	1997-10-09	UHC-30556-62	—	6158 Lake View Rd, Atlanta, GA, 30361	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-123118	ENR	Carolyn Baker	1950-07-15	UHC-05286-37	9086292301	5503 Indian School Rd, Minneapolis, MN, 55493	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-103622	ENR	Joshua Z Weber	1975-09-10	UHC-76395-56	7325372337	654 Oak St, Los Angeles, CA, 90088	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-137884	ENR	Jack C Espinoza	2001-01-19	UHC-29115-37	9372922043	8268 Meadow Ln Apt 14, Las Vegas, NV, 89109	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
ENR-136376	ENR	Alexander Hanosn	1963-01-10	UHC-28931-70	9676837429	1509 Broadway, Glendale, AZ, 85398	0.78	Phone reformatted Address re-cased City re-cased State name converted to code+1 more
ENR-142374	ENR	Lisa S Nelson	1971-08-13	UHC-22297-46	4947561674	4376 Mesa Dr, Scottsdale, AZ, 85289	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-106196	ENR	Sean Z Marquez	1972-11-08	UHC-81150-79	2559182310	4151 Market St, Charlotte, NC, 28295	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121008	ENR	Jason M Thompson	1948-08-01	UHC-34426-37	9385057920	1522 Market St, Las Vegas, NV, 89126	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-141294	ENR	Raymond Hensen	1956-01-25	UHC-28762-70	4929271469	6760 Indian School Rd, Orlando, FL, 32870	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-100356	ENR	Noah Avlarez	1952-03-24	UHC-34963-51	9083282125	7184 Sunset Blvd, Fresno, CA, 93715	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-139850	ENR	Jean G Campbell	1989-03-24	UHC-77648-76	3848080682	8068 Apache Blvd, Las Vegas, NV, 89164	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108212	ENR	Margaret Hill	1946-11-12	UHC-76940-04	2258203107	7893 Lake View Rd, Charlotte, NC, 28278	0.78	Phone reformatted City re-cased Email lower-cased Gender normalised+1 more
ENR-121825	ENR	Heather V Hanson	2006-05-05	UHC-33337-08	—	2750 Ridge Rd, Houston, TX, 77062	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-110434	ENR	Debra Turner	1994-08-06	UHC-81707-43	9608570465	906 Church St, Nashville, TN, 37219	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-121200	ENR	Mrcus H Jenkins	2000-09-05	UHC-97327-99	5926759205	1360 Hillcrest Rd, Tampa, FL, 33623	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112183	ENR	Nicholas Gomez	1968-02-09	UHC-74967-12	4793730345	5772 Mesa Dr, Phoenix, AZ, 85078	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-134030	ENR	Julie S Park	1955-11-02	—	8845438747	1708 Market St, Austin, TX, 78790	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-134188	ENR	Stephen Warren	1955-06-13	UHC-60926-61	4572610346	5076 Apache Blvd, Scottsdale, AZ, 85267	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-115212	ENR	Jennifer J Banks	1956-01-05	UHC-67222-51	5038444271	3774 Main St, Gilbert, AZ, 85281	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-115002	ENR	Kelly F Wheeler	1975-11-17	UHC-91238-92	9579872902	4067 Washington St, Orlando, FL, 32855	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-100291	ENR	Nathan Reyes	1958-02-28	UHC-33555-36	6456433521	3880 Market St, Los Angeles, CA, 90015	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-119376	ENR	Michael I Martin	1944-12-22	UHC-62391-09	6485818167	9777 Park Pl, Jacksonville, FL, 32229	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-112862	ENR	Gloria Snyder	1959-11-08	UHC-20521-89	8993533459	8929 Mountain View Dr, Fresno, CA, 93788	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-123868	ENR	Sarah Y Knight	1983-04-06	UHC-23456-64	8228673916	7683 Sunset Blvd, Minneapolis, MN, 55499	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-121733	ENR	Ryan R Carr	1956-09-02	UHC-61870-76	5332749629	1694 Elm St, Fresno, CA, 93762	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116188	ENR	Theresa Larson	1967-11-03	UHC-75355-53	6266425939	5031 Church St, Dallas, TX, 75296	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-103211	ENR	Lauren L Nunez	1976-04-15	UHC-81063-83	5876623640	394 Harbor Blvd, Tampa, FL, 33654	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-111796	ENR	Christopher Hawkins	1961-01-06	UHC-49024-83	—	3215 Meadow Ln, Orlando, FL, 32889	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-130535	ENR	Aaron W Aguilar	1987-05-12	—	—	8520 Meadow Ln Apt 1, Austin, TX, 78798	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
ENR-107416	ENR	Grace Perkins	1984-11-05	UHC-88398-03	7659802302	9217 Lincoln Way, Sacramento, CA	0.78	Date of birth reformatted City re-cased State code upper-cased ZIP missing+1 more

8,423 rows, page 108 of 169Previous Next