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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130849	ENR	Ryan Howard	1976-12-22	UHC-33587-02	4484202585	6625 Market St, Dallas, TX, 75230	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-117122	ENR	Brian Peterson	1984-01-16	UHC-97293-31	6976198015	1670 Market St, Plano, TX, 75009	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-102855	ENR	Bradley HJunk	1987-08-15	UHC-35169-53	8616957227	3152 Harbor Blvd, Atlanta, GA, 30325	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-102854	ENR	Bradley HJunk	1987-08-15	UHC-35169-53	8616957227	3152 Harbor Blvd, Atlanta, GA, 30325	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-107565	ENR	Debra G Patel	1948-01-07	UHC-55850-08	2388216340	3271 River Rd, Orlando, FL, 32835	0.46	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-105490	ENR	Austin X Grant	1947-04-20	UHC-51653-67	2097630263	3805 Central Ave, Atlanta, GA	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+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-109432	ENR	Richard R Medina	1988-06-20	UHC-01593-38	5669552739	9218 Highland Ave, Eden Prairie, MN	0.46	Name re-cased Date of birth reformatted 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-136907	ENR	Mei L Claark	1987-03-09	UHC-15546-20	7658962929	4102 Sunset Blvd, Glendale, AZ, 85329	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-101924	ENR	Amanda E Walsh	1965-11-10	UHC-09751-10	7003584369	9882 Cedar Ln Apt 13, Orlando, FL	0.46	Name re-cased Date of birth reformatted Unit split from street 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-110209	ENR	Charles O Ellis	1972-11-13	UHC-01634-67	7657103637	9432 Church St, San Diego, CA, 92152	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-127749	ENR	Jose Brooks	1985-11-20	UHC-69339-04	5608342817	9210 Main St, Nashville, TN	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-140451	ENR	Lucia Tucker	1984-08-18	UHC-39477-43	4314122677	174 Mountain View Dr Apt 17, Austin, TX, 78781	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+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-137790	ENR	Zachary R Welch	1944-07-14	UHC-56247-92	2716681493	8305 Jefferson Ave # 167, Columbus, OH, 43245	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-139027	ENR	Richard Olson	1957-09-12	UHC-22683-75	—	9564 Pine Dr Apt 8, Austin, TX, 78723	0.46	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+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-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-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-101756	ENR	Arjun Gardner	1987-08-28	UHC-24635-15	4878303467	7270 Bayshore Dr, Denver, CO	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-134884	ENR	Dylan Padila	1974-09-27	UHC-64991-66	6059307896	8669 Meadow Ln Apt 38, Plano, TX, 75018	0.46	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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-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-105477	ENR	Elijah M Delgado	1982-04-20	UHC-99236-88	2645003478	4532 Canyon Rd, Sacramento, CA	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+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-112473	ENR	Ruth U Larsun	1960-08-11	UHC-12479-78	5659225745	1086 Forest Ave, Denver, CO, 80224	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-134370	ENR	Burce G Moore	1964-11-19	UHC-28109-74	3156653892	1620 Willow Ct, Mesa, AZ, 85236	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-141739	ENR	Lucia I Robertson	1985-09-01	UHC-90498-98	5993145405	4263 Cedar Ln, Tempe, AZ, 85289	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-122826	ENR	Kelly T Day	1983-01-19	UHC-30774-01	9776229722	8106 Forest Ave, Gilbert, AZ, 85277	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
ENR-102312	ENR	Mariana Shaw	1991-10-19	UHC-03384-46	5577106620	1773 Park Pl Apt 29, Nashville, TN	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-140594	ENR	Singh Katherine	1989-10-16	UHC-36821-73	7246348022	9696 Mountain View Dr, Denver, CO, 80209	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117257	ENR	Dlan Hunter	1970-12-16	UHC-44105-80	9209200762	4137 Sunset Blvd, Fresno, CA	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-135601	ENR	Marilyn R Sullivan	1952-05-20	UHC-59465-80	2748519508	5246 Desert Sky Blvd, Miami, FL, 33143	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-132289	ENR	Tyler Broosk	1994-09-10	UHC-33688-95	6848392067	8696 Grand Ave, Charlotte, NC, 28262	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-124097	ENR	Emily Boyd	1998-06-24	UHC-29831-34	—	547 Willow Ct, Tucson, AZ	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
ENR-142920	ENR	Pamela Gibson	1970-11-19	UHC-30740-55	3713686572	4351 Hillcrest Rd, Glendale, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-126744	ENR	Melissa Ramos	2002-06-10	UHC-99031-01	8763769108	7751 Bayshore Dr, Chandler, AZ, 85233	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129857	ENR	Emily E Obrien	2007-07-06	UHC-25966-27	3733177257	3702 Elm St, Los Angeles, CA, 90067	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-141812	ENR	Arthur I Simpson	1989-03-06	UHC-42939-64	9104017402	7971 Indian School Rd, Dallas, TX, 75222	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-108541	ENR	Jordan L Cole	1979-11-01	UHC-83214-78	5794394335	4226 Spring St, Minneapolis, MN, 55459	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more

13,989 rows, page 7 of 280Previous Next