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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136888	ENR	Grace W Garza	—	UHC-12711-90	6422970299	1577 Apache Blvd, Glendale, AZ, 85384	0.62	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-121012	ENR	Diego Snyder	1982-04-15	UHC-24059-21	2902342226	217 Sage Ct, Las Vegas, NV, 89187	0.62	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
ENR-115173	ENR	Ken Santos	—	UHC-35521-44	5226564984	8325 Forest Ave, Atlanta, GA, 30393	0.62	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-125588	ENR	Joshua N Gardner	1963-05-18	UHC-50880-65	—	6814 Central Ave # 965, Orlando, FL, 32841	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-420910	CLM	Christopher Castro	2005-02-27	UHC-53454-40	3014325148	1841 Maple Ave, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
ENR-131101	ENR	Lisa M Knenedy	1957-11-10	UHC-13149-63	6519345047	5138 Harbor Blvd, Mesa, AZ, 85204	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-116982	ENR	Dorothy D Bishop	1975-12-12	UHC-06383-25	—	8850 Mesa Dr, Houston, TX, 77040	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-118966	ENR	Denise Jackson	1955-09-27	UHC-51000-90	6538728958	6184 Union St # 847, Charlotte, NC, 28282	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-419819	CLM	Arthur Munoz	1956-01-04	UHC-55142-03	—	4160 Sage Ct, Tampa, FL, 33691	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-411065	CLM	Sandra Morgan	1939-05-20	UHC-28897-69	—	1706 Palm Dr, Denver, CO, 80287	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-408581	CLM	Burns Stevn	1978-08-12	UHC-52339-52	7487036743	6845 Elm St, Charlotte, NC, 28272	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102886	ENR	Charlotte Berry	1966-11-20	UHC-48530-99	6178568471	3697 Desert Sky Blvd, Austin, TX, 78711	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102885	ENR	Charlotte Berry	1966-11-20	UHC-48530-99	6178568471	3697 Desert Sky Blvd, Austin, TX, 78711	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-134600	ENR	Dorothy T Wagner	2002-11-17	UHC-05721-97	5252658092	5737 Lake View Rd, Tampa, FL, 33698	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-125634	ENR	Brandon Sanders	1992-08-17	UHC-71390-78	2586629641	9596 Mountain View Dr, Phoenix, AZ, 85027	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-28132	PRV	Brandon Bennett	1939-08-21	UHC-20776-28	8373045542	1280 Camelback Rd, Tucson, AZ, 85732	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-110054	ENR	Edward Rojas	2001-02-15	UHC-51103-02	—	1525 Apache Blvd, Chandler, AZ, 85235	0.62	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-126171	ENR	Harold B Long	1968-04-15	UHC-16295-54	3555180004	5271 Bayshore Dr, Orlando, FL, 32838	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-431519	CLM	Samantha Cook	1946-05-07	UHC-28805-55	—	3442 Hillcrest Rd, Denver, CO	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-127962	ENR	Luis Wilson	1961-07-11	UHC-54875-60	3467737954	2391 Ocean Ave, Miami, FL, 33167	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115871	ENR	Kevin Johnston	1959-08-24	UHC-12730-25	5208922698	6104 Camelback Rd, Minneapolis, MN, 55492	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-118977	ENR	Cheryl Patterson	1989-05-27	UHC-27608-67	4523808551	6322 Valley View Dr, Orlando, FL, 32825	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-431490	CLM	Alexis Richardson	1966-10-20	UHC-21092-12	—	8579 Baseline Rd Apt 7, Nashville, TN, 37202	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-102680	ENR	Jacob Little	—	UHC-18349-35	2962387539	2027 Cedar Ln, Orlando, FL, 32819	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
CLM-430371	CLM	Linda Burton	1956-01-25	UHC-39412-86	—	6114 Apache Blvd, Austin, TX, 78720	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-141152	ENR	Justin V Munoz	1996-07-23	UHC-65561-74	8085609710	2020 Main St # 453, Fresno, CA, 93784	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-124045	ENR	Doris W Henry	2008-08-18	UHC-75700-53	2113383100	2269 Mountain View Dr, Atlanta, GA, 30396	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-24622	PRV	Hannah Dunn	1973-09-11	UHC-05051-44	4698171397	9272 Mountain View Dr, Dallas, TX, 75217	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404167	CLM	Rick U Matthews	1958-07-27	UHC-04859-74	8945794523	276 Ridge Rd, Orlando, FL, 32857	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-22033	PRV	Robert K Romero	1986-11-18	UHC-84309-91	2892436915	4570 Baseline Rd, Tucson, AZ, 85780	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-418175	CLM	Michael Diaz	1967-02-07	UHC-32363-72	—	7862 Indian School Rd, Eden Prairie, MN, 55318	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-112596	ENR	Arthur J Walsh	1946-08-12	UHC-28000-63	—	6786 Washington St, Denver, CO	0.62	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-101456	ENR	Randy Gonzalez	1940-03-11	UHC-10363-68	3278621329	5541 Ocean Ave, Las Vegas, NV, 89182	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-114178	ENR	Amy N Baker	1941-03-15	UHC-09542-03	—	1815 Oak St # 667, Atlanta, GA, 30331	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-125787	ENR	Eugene X Perez	1995-04-11	UHC-36595-86	—	7968 Baseline Rd, Chandler, AZ, 85244	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420013	CLM	Terry Burns	1971-09-12	UHC-17911-64	—	8343 Main St, Tampa, FL, 33601	0.62	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-111319	ENR	Andrew Phillips	1946-03-28	UHC-08805-18	9076828708	4171 Harbor Blvd, Columbus, OH, 43226	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-121472	ENR	Samantha Grham	1950-02-18	UHC-69287-28	3842804243	6339 Mountain View Dr, Glendale, AZ, 85352	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-120744	ENR	Olivia Ramirez	1992-11-08	UHC-01813-53	8558333445	3133 Sunset Blvd, San Antonio, TX, 78245	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135437	ENR	Madison Dean	1972-12-12	UHC-34653-59	3164987718	4118 Ridge Rd, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-127913	ENR	Lawrence Shaw	1968-10-26	UHC-23351-29	2686453729	1500 Baseline Rd, Houston, TX, 77023	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-120982	ENR	Gary Hudson	1964-04-24	UHC-84393-87	2688594049	8843 Indian School Rd, Charlotte, NC, 28224	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-409579	CLM	Brian Pallmer	—	UHC-03330-36	—	4587 Sunset Blvd, Charlotte, NC, 28256	0.62	Date of birth reformatted Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
ENR-123086	ENR	Jerry C Brown	1976-02-05	UHC-23768-79	3715568038	2285 Church St, Tampa, FL	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103944	ENR	Elizabeth N Martin	1973-10-05	UHC-63125-78	5233872747	1405 Canyon Rd, Jacksonville, FL, 32268	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137091	ENR	Pamela X Edwards	2002-04-27	UHC-56282-29	—	6075 Meadow Ln, Mesa, AZ, 85215	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-416958	CLM	Sharon Little	2004-07-03	UHC-04514-99	8934527665	8702 Pine Dr, Houston, TX	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-416675	CLM	Dbera Wilson	1992-06-22	UHC-67369-44	—	5727 River Rd, Glendale, AZ, 85358	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-136326	ENR	Maria T Valdez	1997-07-27	UHC-44368-17	7327804713	681 Sage Ct, Houston, TX, 77039	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-112327	ENR	Kenneth Willis	2004-05-12	UHC-38444-23	8348254012	5161 Cedar Ln, Seattle, WA, 98174	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more

7,723 rows, page 34 of 155Previous Next