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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109307	ENR	Joan P Fremean	1970-09-20	UHC-15252-34	3788202786	8417 Spring St # 291, Tempe, AZ, 85220	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-101495	ENR	Theresa J Alvarado	2002-04-28	UHC-53023-30	—	4091 Ridge Rd Apt 19, Atlanta, GA, 30371	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-100259	ENR	Marilyn T Garza	1938-06-19	UHC-96077-99	4496353634	2481 Sage Ct # 371, Nashville, TN, 37232	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+2 more
ENR-119267	ENR	Mason A Ellis	1965-06-19	UHC-64618-74	6416457339	5237 Indian School Rd Apt 33, Glendale, AZ, 85388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-135090	ENR	Russell X Marshall	1971-08-06	UHC-83173-41	2437149342	962 Spring St # 885, Tempe, AZ, 85278	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-106765	ENR	Sophia M Anderson	1944-05-23	UHC-17148-98	7069163760	2387 Sage Ct Apt 3, Houston, TX, 77074	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-111137	ENR	Judith S Owens	1944-02-28	UHC-30369-26	9456731363	4041 Maple Ave # 496, Fresno, CA, 93782	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-113081	ENR	Alexis Ruiz	1973-05-05	UHC-51707-54	—	3858 Harbor Blvd # 905, Sacramento, CA, 95828	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107645	ENR	Eugene Robertson	1959-11-05	UHC-81445-87	8717561933	8093 Lake View Rd # 318, Mesa, AZ, 85272	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116820	ENR	Wei Johnson	—	UHC-18255-97	7945034955	8648 Spring St Apt 24, Miami, FL, 33183	0.64	Date of birth unreadable Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-123155	ENR	Robert M Harris	1947-09-21	UHC-29409-54	6442502165	6344 Cedar Ln Apt 1, Houston, TX, 77078	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-115669	ENR	Jonathan Harris	1997-12-08	UHC-49757-35	5414939008	4530 Indian School Rd # 949, Las Vegas, NV, 89149	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120561	ENR	Yuki K Duncan	1957-09-19	UHC-13281-99	5322988794	5754 Apache Blvd # 538, Los Angeles, CA, 90008	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-104124	ENR	Matthew E Espinoza	2004-08-08	UHC-35173-99	9122454951	2345 Park Pl # 275, Austin, TX, 78788	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142160	ENR	Ana P Ford	2007-02-13	UHC-54888-77	7542342591	8252 Desert Sky Blvd # 487, Plano, TX, 75038	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-131307	ENR	Aaron H Hill	1953-01-22	UHC-43515-39	9204761283	6660 Willow Ct # 850, Nashville, TN, 37256	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-136918	ENR	Jeffrey O Simpson	1943-04-16	UHC-82165-72	6005883898	4147 Indian School Rd Apt 36, Miami, FL, 33101	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-101064	ENR	Grace D Rodriguez	1994-03-14	UHC-74123-45	7595967642	4481 Sage Ct Apt 10, San Antonio, TX, 78217	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135152	ENR	Sandra F Roberts	1941-06-03	UHC-36051-31	4937919974	2636 Union St Apt 29, Austin, TX, 78751	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-117925	ENR	Kelly Carr	1990-09-04	UHC-56857-38	9442370868	5074 Central Ave # 115, Los Angeles, CA, 90022	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
ENR-132608	ENR	Joan U Garcia	1956-02-10	UHC-53327-82	2386854636	5420 Market St # 292, Eden Prairie, MN, 55374	0.64	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-103591	ENR	Amanda Burton	1974-06-26	UHC-03306-23	8609514650	9383 Camelback Rd # 591, Sacramento, CA, 95828	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137416	ENR	Julia O Ortega	1949-04-12	UHC-48319-96	—	2489 Camelback Rd # 902, Orlando, FL, 32874	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-141973	ENR	James Parker	2000-05-28	UHC-18847-68	2256025860	4105 Central Ave Apt 23, Atlanta, GA, 30304	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-134083	ENR	Catherine U Gonzales	1969-11-19	UHC-29794-31	6567852950	2473 Central Ave # 552, Fresno, CA, 93701	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123025	ENR	Peter D Chapman	—	UHC-03130-30	4873448591	4387 Ocean Ave Apt 14, San Diego, CA, 92192	0.64	Date of birth unreadable Phone reformatted Unit split from street Email lower-cased+2 more
ENR-116705	ENR	Carlos Y Hunt	1971-12-18	UHC-24311-47	3175981099	1181 Desert Sky Blvd # 528, San Diego, CA, 92118	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-113916	ENR	Paul A Crawford	2000-04-03	UHC-85132-11	6304066652	5404 Highland Ave Apt 4, Columbus, OH, 43298	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-108878	ENR	Carl M Green	1957-03-11	UHC-30810-13	3563181921	8605 Lincoln Way # 721, Tampa, FL, 33644	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-105729	ENR	Kathy Cruz	1967-10-10	UHC-59287-85	—	9570 Church St Apt 14, San Diego, CA, 92175	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107236	ENR	Laura L Nguyen	1981-06-10	UHC-92774-80	7644924105	635 Willow Ct Apt 3, Plano, TX, 75092	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-117434	ENR	Tyler Tucker	1994-03-25	UHC-79029-76	6653165099	6236 Mesa Dr Apt 34, Scottsdale, AZ, 85276	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-127731	ENR	Scott Watson	1992-01-15	UHC-47529-27	—	616 Mesa Dr # 518, Miami, FL, 33115	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-139107	ENR	Ethan J Munoz	1976-07-13	UHC-06062-99	8293643780	1779 Apache Blvd Apt 17, Fresno, CA, 93711	0.64	Middle initial moved out of first name Name re-cased Member ID reformatted Unit split from street+2 more
ENR-115754	ENR	Megan S Herrera	—	UHC-91109-19	7087172970	4453 Indian School Rd Apt 6, Denver, CO, 80228	0.64	Date of birth missing Phone reformatted Unit split from street City re-cased+2 more
ENR-130129	ENR	Jen Cooper	1983-07-28	UHC-07292-09	6908108370	8673 Elm St # 583, Denver, CO, 80270	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-127359	ENR	Gerald N Gray	1954-12-05	UHC-92992-71	9048407209	3662 Baseline Rd # 998, Fresno, CA, 93727	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-122439	ENR	Gabriel Perkins	1979-01-25	UHC-10345-15	8139464457	3375 Lake View Rd Apt 38, Orlando, FL, 32836	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-114774	ENR	Billy Hill	1988-05-04	UHC-24705-10	—	7097 Ridge Rd # 814, Houston, TX, 77002	0.64	Unit split from street Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-123590	ENR	Ann Ford	1943-01-09	UHC-08240-81	6003800885	3659 Ridge Rd Apt 14, Houston, TX, 77081	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108761	ENR	Mason R Lawson	1971-03-21	UHC-62672-36	4573357209	2497 Cedar Ln # 616, Fresno, CA, 93777	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110188	ENR	Jordan N Allen	1950-04-10	UHC-98523-56	2929447650	7388 Meadow Ln Apt 3, Columbus, OH, 43212	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-126960	ENR	Amber S Ross	1963-01-15	UHC-76266-30	—	8205 Spring St Apt 6, Minneapolis, MN, 55414	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-129133	ENR	Dylan King	1987-06-20	UHC-96987-27	4903523959	1249 Washington St Apt 7, Austin, TX, 78754	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-127928	ENR	Russell Wells	1999-09-14	UHC-34128-76	—	4983 Sunset Blvd # 682, Mesa, AZ, 85241	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111070	ENR	Natalie Hudson	2002-11-14	UHC-07480-19	6038664902	2089 Ocean Ave Apt 6, Plano, TX, 75072	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-101639	ENR	Jack Thompson	1987-03-09	UHC-12606-35	6258159363	2302 Baseline Rd Apt 6, Tampa, FL, 33641	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-124234	ENR	Michelle F Herrera	1950-05-20	UHC-18176-75	5416572819	7756 Ocean Ave # 606, Sacramento, CA, 95825	0.64	Name re-cased Phone reformatted Unit split from street Gender normalised+2 more
ENR-104762	ENR	Maria Dean	1987-08-11	UHC-39017-66	9643076582	8425 Broadway # 808, Dallas, TX	0.64	Name re-cased Unit split from street State code upper-cased ZIP missing+2 more
ENR-116413	ENR	Matthew C Arnold	1944-08-07	UHC-10919-83	7106837939	2877 Apache Blvd # 554, Austin, TX, 78783	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

3,345 rows, page 38 of 67Previous Next