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 “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-124893	ENR	Adam H Lucas	2003-03-21	UHC-98067-38	9229537683	4190 Union St, San Diego, CA	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-110421	ENR	Tyler Oliver	1988-04-04	UHC-80744-56	2365774009	3506 Lincoln Way, San Diego, CA, 92139	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-125046	ENR	Carl Q White	1943-02-06	UHC-60657-23	4897021916	8984 Ridge Rd, Orlando, FL, 32863	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-101426	ENR	Sophia Munoz	1977-05-22	UHC-32629-21	8549995737	6455 Ridge Rd, Scottsdale, AZ, 85256	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-113417	ENR	Gabriel N Mnoz	1986-01-14	UHC-68548-73	8388535293	3915 Park Pl, Atlanta, GA	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-140343	ENR	Julie A George	1961-08-14	UHC-62078-43	8996242498	5628 Mountain View Dr, Seattle, WA, 98119	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-123489	ENR	Kelly K Park	2003-01-04	UHC-31870-54	2154662801	2146 Willow Ct, Jacksonville, FL, 32278	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-119326	ENR	Evelyn Burns	1991-10-17	UHC-64453-70	—	4461 Spring St, Tampa, FL, 33671	0.46	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-108228	ENR	Shirley V Watson	1942-01-18	UHC-42611-87	—	5102 Main St, Austin, TX, 78707	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
ENR-134226	ENR	Victoria Rogers	2008-05-10	UHC-57091-14	7343817018	1444 Indian School Rd, Plano, TX, 75029	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-118764	ENR	Jeremy J Ortega	2002-08-07	UHC-18231-87	3009812935	4675 Indian School Rd, Charlotte, NC, 28278	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-139950	ENR	Brandon M Hamilton	1965-04-13	UHC-11844-80	6679283938	8869 Mountain View Dr, Tucson, AZ	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-113079	ENR	Katherine B Larson	1972-09-17	UHC-24304-50	4912407045	4444 Main St, Los Angeles, CA	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-123016	ENR	Melissa Hart	1959-12-19	—	5719269051	1003 Apache Blvd, San Diego, CA, 92175	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-102206	ENR	Arthur N Mason	1975-07-11	UHC-95789-74	3373974367	5652 Jefferson Ave # 776, San Antonio, TX, 78266	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-137757	ENR	Ann Santiago	1990-01-07	UHC-72018-89	4313414103	4669 Main St, Glendale, AZ, 85338	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-122059	ENR	Frank Weber	1956-03-02	UHC-60254-75	8028170414	3595 Valley View Dr, Glendale, AZ, 85311	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-120615	ENR	Samantha Z Dunn	1938-03-25	UHC-02275-68	3393534169	627 Lake View Rd # 972, Tempe, AZ, 85298	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-115999	ENR	Roy Mills	1949-09-10	UHC-24316-20	5212529707	1396 Union St, Sacramento, CA, 95803	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-101177	ENR	Kenneth Valdez	2007-03-07	UHC-31713-51	8025418269	8917 Apache Blvd, Fresno, CA, 93719	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-115906	ENR	Lee V Joan	1984-11-22	UHC-28497-10	7964782947	7316 Elm St, San Antonio, TX, 78218	0.46	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-142576	ENR	Zachary X Maldonado	1967-10-02	UHC-32396-94	3883900597	1940 Desert Sky Blvd Apt 7, Fresno, CA, 93714	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-126029	ENR	—Junk	1959-09-06	UHC-21710-99	7805907279	5221 Canyon Rd, Columbus, OH, 43297	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-114988	ENR	Joshua Walsh	—	UHC-13971-36	5252764697	3202 Pine Dr, Denver, CO, 80286	0.46	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-139138	ENR	Keith T Herrera	1956-03-18	UHC-35510-37	2102088165	1213 Palm Dr, Plano, TX, 75043	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-108462	ENR	DJunk	1950-03-04	UHC-22102-23	—	8121 Camelback Rd, Jacksonville, FL, 32223	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
ENR-132165	ENR	Heather Q Moreno	1963-08-07	UHC-49093-34	8734612717	2841 Lake View Rd, San Diego, CA, 92191	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-113870	ENR	Juustin D Wevaer	1975-01-26	UHC-21503-23	2036835867	7373 Palm Dr, Sacramento, CA, 95870	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-108215	ENR	Eugene P Freeman	1938-02-14	—	2019155824	8811 Sage Ct, Scottsdale, AZ	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
ENR-115287	ENR	Roger J Chavez	1990-11-09	UHC-74003-19	3275114423	148 Jefferson Ave, Los Angeles, CA, 90077	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-142550	ENR	Jeffrey J Edwards	1993-02-09	UHC-98325-80	9718937258	4979 Bayshore Dr, Plano, TX, 75032	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-113205	ENR	Debra Rojas	1943-07-15	UHC-41714-20	7817565985	8068 Meadow Ln, Tampa, FL, 33688	0.46	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+5 more
ENR-125190	ENR	Sarah I Crawford	1975-07-11	UHC-51995-26	—	1056 Forest Ave, Tempe, AZ, 85252	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-137943	ENR	Elijah Stewart	1948-05-18	UHC-91439-06	6226728947	7215 Mesa Dr # 809, Atlanta, GA, 30367	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-127246	ENR	Jean L Scott	1974-06-25	UHC-25460-52	5583857707	4107 Park Pl, Los Angeles, CA, 90029	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-104263	ENR	Hiroshi D Cunningham	1950-08-06	UHC-06723-47	2743143055	590 Spring St, Glendale, AZ	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-101925	ENR	Amanda Walsh	1965-11-10	UHC-09751-10	7003584369	9882 Cedar Ln, Orlando, FL, 32884	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-133017	ENR	Megan M Butler	1953-12-25	UHC-88806-59	7994156664	8973 Church St, Atlanta, GA, 30351	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-109842	ENR	Evelyn Aguilar	1950-07-13	UHC-87143-55	7835865413	2316 Ridge Rd, Tampa, FL, 33637	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-132490	ENR	Hiroshi Brooks	1990-08-15	UHC-65032-33	4385737130	2677 Washington St, Mesa, AZ	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-110137	ENR	Emma S Moore	1940-06-16	UHC-42322-25	4854941826	7623 Spring St, Eden Prairie, MN	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-140522	ENR	Terry Arnold	1941-04-23	UHC-90021-63	—	6184 Pine Dr, San Antonio, TX	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-112276	ENR	Bradley W Jones	1980-07-11	UHC-91461-93	8189072740	2163 Baseline Rd, Las Vegas, NV, 89162	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-127559	ENR	Kathleen UJunk	1981-08-17	UHC-96127-46	4137038990	3451 Sunset Blvd, Orlando, FL, 32860	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-136623	ENR	Valentina Payne	1974-01-26	UHC-22618-46	8846579959	4929 Church St, Jacksonville, FL, 32288	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-110806	ENR	Jonathan Sanndoval	1962-03-06	UHC-01777-85	8107213077	2173 Mesa Dr Apt 33, Nashville, TN, 37299	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-122462	ENR	Evelyn P Colmean	1987-02-14	UHC-14941-93	2359681318	1338 Ridge Rd, Gilbert, AZ, 85253	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-125435	ENR	Mary B Cook	1976-10-13	UHC-16807-52	2643791110	7214 Palm Dr Apt 36, Nashville, TN, 37249	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-105318	ENR	Bryan Li	1943-02-22	UHC-16862-67	8793330394	5152 Central Ave, Glendale, AZ, 85386	0.46	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-105781	ENR	Gerald Powell	1948-10-22	UHC-96423-73	2937337385	730 Camelback Rd, San Antonio, TX	0.46	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+5 more

7,326 rows, page 14 of 147Previous Next