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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-119585	ENR	Virginia O Griffin	1959-12-09	UHC-40983-79	3854270634	9324 Oak St, Tempe, AZ, 85244	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109966	ENR	Wayne C Wallace	1967-05-17	UHC-45597-20	8288170374	4877 Valley View Dr, Tampa, FL, 33670	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-116812	ENR	Christina K Larson	1990-12-21	UHC-21863-98	5029381430	3967 Sage Ct, Nashville, TN, 37276	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-127329	ENR	Pamela Brown	2003-11-10	UHC-00296-23	6977895461	6660 Maple Ave, Orlando, FL, 32806	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109893	ENR	Janice G Rojas	2005-10-21	UHC-88398-83	2317912351	6773 Washington St Apt 33, Denver, CO, 80290	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-108961	ENR	Gary A Gonzales	1973-01-28	UHC-74556-13	9104501706	8296 Park Pl, Gilbert, AZ, 85232	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-115010	ENR	Diana P Howard	1956-12-13	UHC-95898-65	—	1940 Apache Blvd, Fresno, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121291	ENR	Brittany C Bennett	1976-03-01	UHC-13990-39	2598768170	8266 Central Ave, Gilbert, AZ, 85298	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141412	ENR	Zachary D Scott	1949-12-24	UHC-64427-62	—	8108 Canyon Rd, Plano, TX, 75085	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-135033	ENR	Mateo Lee	1944-02-24	UHC-39222-72	7574343951	9241 Baseline Rd, Seattle, WA, 98157	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-118871	ENR	Mason V Gomez	2003-02-24	UHC-11709-44	2457660513	5656 Grand Ave, Glendale, AZ, 85364	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113364	ENR	Evelyn Campbell	1999-05-21	UHC-88927-95	3747667952	8276 Spring St, Orlando, FL	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-121347	ENR	Barbara W Harris	1995-02-21	UHC-90213-48	2605834906	5369 Bayshore Dr, Gilbert, AZ, 85294	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136432	ENR	Alexander K Ramos	1952-02-23	UHC-16972-69	6829910614	7874 Central Ave, Atlanta, GA, 30394	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138591	ENR	Brandon Salazar	1984-01-01	UHC-46520-73	5817784026	1111 Main St, Las Vegas, NV, 89166	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111691	ENR	Lauren Morrison	1978-08-20	UHC-90176-41	8553024256	5389 Willow Ct, Nashville, TN, 37297	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113944	ENR	Roger Chapman	1962-09-24	UHC-12396-12	6024340767	694 Meadow Ln, Seattle, WA, 98148	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116593	ENR	Nancy O Richardson	2006-07-04	UHC-90846-48	—	8986 Willow Ct, Houston, TX, 77006	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122289	ENR	Santiago Lynch	1998-06-15	UHC-94650-08	3253173092	2281 River Rd, Las Vegas, NV, 89117	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107192	ENR	Jessica S Alexander	1973-06-17	UHC-90340-61	5955116045	5403 Jefferson Ave Apt 33, Phoenix, AZ, 85034	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-131496	ENR	Jean Owens	1956-07-14	UHC-67566-52	9342836189	4511 Cedar Ln, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136853	ENR	Stephen K Padilla	1989-03-27	UHC-13351-48	8665651864	212 Church St, Jacksonville, FL, 32236	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-141277	ENR	Pamela Graham	1967-03-14	UHC-53873-23	5043527432	9174 Hillcrest Rd, Houston, TX, 77079	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140609	ENR	Theresa Lewiis	1965-09-20	UHC-86460-92	3692689943	8792 Mesa Dr, Houston, TX, 77001	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137892	ENR	Carl P Chapman	1972-03-02	UHC-14869-57	2303357304	7757 Hillcrest Rd, Columbus, OH, 43279	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-100935	ENR	Peter Johnston	1962-03-28	UHC-56484-01	4242892846	1159 Lake View Rd, Charlotte, NC, 28207	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-138616	ENR	Margaret Banks	2003-12-17	UHC-02221-08	8087806638	6612 Baseline Rd, Fresno, CA, 93762	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104119	ENR	Carolyn F Roberts	1974-02-03	UHC-06363-32	6006767200	707 Mesa Dr, Plano, TX, 75027	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136567	ENR	Christina N Obrien	1948-01-25	UHC-57093-33	4543413543	3904 Park Pl, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136566	ENR	Christina N Obrien	1948-01-25	UHC-57093-33	4543413543	3904 Park Pl, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118432	ENR	Kayla Matthews	1981-07-24	UHC-83448-75	4412376186	4617 River Rd, Fresno, CA, 93731	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138214	ENR	Jacqueline A Gomez	1965-01-25	UHC-52995-60	4366232089	7809 Palm Dr, Plano, TX, 75046	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136891	ENR	Keith AJunk	1963-11-18	UHC-41667-97	6913723861	5446 Union St, Phoenix, AZ, 85020	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116035	ENR	Jacqueline B Harris	1953-12-04	UHC-77985-66	—	7116 Spring St, Gilbert, AZ, 85284	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104389	ENR	Roy W Vazquez	1941-01-06	UHC-90646-48	7356233476	6604 Central Ave, Austin, TX	0.62	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-103669	ENR	Tyler P Dean	1985-11-10	UHC-88040-86	2778876633	6132 Sunset Blvd, Miami, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131017	ENR	Mei F Armstrong	1993-06-21	UHC-83413-64	2377820792	6233 Canyon Rd, Plano, TX, 75071	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136112	ENR	Douglas Ortega	1991-01-22	UHC-67942-79	2092315147	3035 Baseline Rd, Charlotte, NC, 28267	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-108056	ENR	Scott Carr	2007-12-05	UHC-10295-36	4672167984	8349 Highland Ave, Nashville, TN	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-131815	ENR	Helan Lee	1953-10-23	UHC-14813-54	3299467305	1564 Mesa Dr, Mesa, AZ, 85269	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-140460	ENR	Brittany Henderson	—	UHC-13878-53	5744364696	8332 Union St, Dallas, TX, 75214	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129927	ENR	Arthur Bell	1951-01-18	UHC-76121-17	9619444348	6779 Lincoln Way, Fresno, CA, 93748	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135408	ENR	Daniel Jensen	1974-09-12	UHC-77446-05	—	3605 Baseline Rd, Chandler, AZ, 85239	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120870	ENR	Shirley E Harper	1966-05-19	UHC-21504-79	4336459753	9319 Church St, Scottsdale, AZ, 85288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107950	ENR	Gerald V Santos	1975-06-28	UHC-52170-31	7308826264	3172 Bayshore Dr, Scottsdale, AZ, 85211	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121448	ENR	Luis B Simmons	2003-04-13	UHC-91105-47	9167153948	9389 Sunset Blvd, Scottsdale, AZ, 85286	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132988	ENR	Chheryl F Mejia	1962-12-05	UHC-16412-41	—	3470 Sage Ct, Dallas, TX, 75236	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126041	ENR	Grace Carr	1938-12-11	UHC-29199-98	8033354003	9265 Palm Dr, Minneapolis, MN, 55427	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109252	ENR	Kathryn V Schhmidt	1954-05-09	UHC-13597-67	5907459375	9323 Spring St, Seattle, WA, 98106	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100889	ENR	Karen P Gutierrez	1983-05-20	UHC-40050-34	—	4665 Valley View Dr, Phoenix, AZ, 85075	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more

26,564 rows, page 158 of 532Previous Next