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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127173	ENR	Emma S Griffin	1961-04-16	UHC-91839-84	9888686331	6820 Hillcrest Rd, Los Angeles, CA, 90022	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21788	PRV	Diana Berry	1978-03-11	UHC-53245-53	6816581324	8859 Spring St, Miami, FL, 33197	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59555	TPA	Grace Bishop	1983-12-15	—	—	3120 Cedar Ln, Minneapolis, MN, 55450	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-109162	ENR	Daniel N Ryan	1950-03-06	UHC-22573-16	—	8467 Cedar Ln, Jacksonville, FL, 32204	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-139071	ENR	Grace Garza	2002-11-10	UHC-70601-88	9006582811	7828 Maple Ave Apt 40, Chandler, AZ, 85281	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-108897	ENR	Nicholas Z Reyes	1975-02-18	UHC-88476-59	2558078897	6595 Meadow Ln Apt 17, San Antonio, TX, 78221	0.52	Date of birth reformatted Member ID reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-124385	ENR	Brandon Gibson	—	UHC-73891-30	9418385882	3199 Desert Sky Blvd, Houston, TX, 77023	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131601	ENR	Harold K Nguyen	2001-08-19	UHC-44441-80	2844345446	6451 Hillcrest Rd, Phoenix, AZ, 85081	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-409811	CLM	Justin Warren	1970-02-02	UHC-50704-53	—	6843 Mountain View Dr, Glendale, AZ, 85350	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123207	ENR	Doris E Arnold	1945-04-23	UHC-53358-12	—	6876 Jefferson Ave, Austin, TX, 78739	0.52	Phone missing area code Street suffix standardised Address re-cased Gender normalised+2 more
ENR-117155	ENR	Michelle G Jimenez	1944-09-20	UHC-07901-84	2467090634	148 Forest Ave, Atlanta, GA, 30385	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125798	ENR	Alice Carter	1963-12-03	UHC-42043-27	6529860076	5321 Ocean Ave, Sacramento, CA, 95804	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422241	CLM	Adm B Young	1992-07-07	UHC-88914-95	3644259702	9456 Mesa Dr, Tempe, AZ, 85277	0.52	Middle initial moved out of first name Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-110261	ENR	Henry Yang	1979-06-01	UHC-51973-52	7017275417	6477 Valley View Dr, Scottsdale, AZ, 85277	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-124488	ENR	Virginia Cooper	1942-04-16	UHC-28150-15	4854742524	3201 Mesa Dr, Gilbert, AZ, 85253	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100994	ENR	Stephanie Gardner	1953-12-28	UHC-33192-03	—	1154 Lincoln Way, Seattle, WA, 98159	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-24063	PRV	Camila Burton	2003-01-14	—	—	6355 Mesa Dr, Seattle, WA, 98185	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-124705	ENR	Michael F Aguilar	—	UHC-84748-08	—	9087 Apache Blvd, Las Vegas, NV, 89144	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412378	CLM	Lauren H Lyncch	1993-07-24	UHC-13897-33	—	1657 Ocean Ave, San Antonio, TX	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-421638	CLM	Willie Wang	1997-12-05	UHC-59116-79	—	4236 Washington St, Eden Prairie, MN, 55390	0.52	Two-digit birth year City re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-111579	ENR	Bryan S Smith	2003-10-02	UHC-11693-40	7415637435	8664 Ridge Rd, Nashville, TN, 37207	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-414678	CLM	John Austin	2004-08-01	UHC-48708-13	4538059715	9557 Forest Ave, Nashville, TN, 37289	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-130950	ENR	Bobby Luna	1980-04-14	UHC-58068-44	9664425131	6309 Jefferson Ave, Miami, FL, 33162	0.52	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
ENR-118853	ENR	Angela E Woods	1977-08-26	UHC-24555-87	7374163663	3702 Central Ave, Los Angeles, CA, 90047	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426449	CLM	Evelyn Palmer	—	—	6092390924	8011 Church St, Tucson, AZ, 85758	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429845	CLM	Diane Huwell	1970-06-20	—	3286141470	7422 Market St, Charlotte, NC, 28219	0.52	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+2 more
ENR-128800	ENR	Elijah X Greene	1988-08-10	UHC-82662-56	—	8413 Church St, Phoenix, AZ, 85050	0.52	Name split from “Last, First”Two-digit birth year City re-cased Gender normalised+2 more
ENR-115281	ENR	Alexis M Hunt	1978-10-09	UHC-21311-85	3026347580	6601 Maple Ave, Tempe, AZ, 85245	0.52	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+2 more
CLM-402592	CLM	Olivia Hughes	1985-02-19	UHC-11245-96	—	6459 Lake View Rd, Denver, CO, 80228	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-426169	CLM	Joan Long	—	UHC-83158-92	—	6094 Apache Blvd, Atlanta, GA, 30390	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28254	PRV	Logan J Larson	1945-04-19	—	9866887457	6157 Forest Ave, Phoenix, AZ, 85053	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130331	ENR	Frances A Wong	1997-11-20	UHC-71214-60	7178921720	6245 Broadway, Denver, CO, 80235	0.52	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+2 more
CLM-404967	CLM	Sam Miller	1940-11-09	—	—	5308 Grand Ave, Tucson, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-404968	CLM	Sam Miller	1940-11-09	—	—	5308 Grand Ave, Tucson, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-137394	ENR	Sarrah Obrien	1979-03-22	UHC-18352-69	2833381593	5148 Maple Ave, Minneapolis, MN, 55474	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-104352	ENR	Jamas M Espinoza	1998-01-19	UHC-93856-60	—	5887 Central Ave, San Antonio, TX, 78268	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-122084	ENR	Sara Ramos	2008-11-19	UHC-62520-52	—	2967 Highland Ave, San Diego, CA, 92123	0.52	Name re-cased Phone missing area code State name converted to code Gender normalised+2 more
PRV-20084	PRV	Christine Salazar	1973-11-05	UHC-75118-47	—	7127 Sunset Blvd, Plano, TX, 75020	0.52	Name re-cased Date of birth reformatted Phone missing area code State name converted to code+2 more
ENR-104473	ENR	Kathelen Baker	1943-04-12	UHC-40436-49	7135346339	9748 Washington St, Atlanta, GA, 30329	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-26511	PRV	Madison H Ramos	1994-04-06	—	2939788894	2845 Market St, Columbus, OH	0.52	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
CLM-418274	CLM	Jacob Vazquez	1971-07-14	—	5598648846	2247 Park Pl, Glendale, AZ, 85351	0.52	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-404670	CLM	Margaret Smith	1976-01-15	UHC-25071-63	—	1446 Ridge Rd, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404669	CLM	Margaret Smith	1976-01-15	UHC-25071-63	—	1446 Ridge Rd, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-126556	ENR	Donald B Vzquez	1967-07-25	UHC-46967-70	8135808579	3799 Indian School Rd, Miami, FL, 33155	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56736	TPA	Bobby J Daniels	1959-10-15	UHC-88164-37	8419843081	2303 Desert Sky Blvd, Chandler, AZ, 85256	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-114595	ENR	Ethan Wood	2008-02-15	UHC-34077-39	5013258690	3802 Indian School Rd, Fresno, CA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54378	TPA	Roy Carlson	1981-10-05	—	—	1263 Harbor Blvd, Gilbert, AZ, 85277	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20886	PRV	Jonathan L Sullivan	1976-01-10	UHC-13997-31	2694871564	7212 Mesa Dr # 208, Gilbert, AZ, 85231	0.52	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
ENR-129141	ENR	Patrick Ortega	2001-07-20	UHC-45462-68	—	348 Cedar Ln, Atlanta, GA, 30305	0.52	Name re-cased Date of birth reformatted Phone missing area code State name converted to code+2 more
ENR-121655	ENR	Andrew W Cooper	1983-06-12	—	8329935777	805 Desert Sky Blvd, Charlotte, NC, 28211	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more

16,828 rows, page 90 of 337Previous Next