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-125420	ENR	Jordaan H Watson	1999-10-05	UHC-22725-60	8255465233	9846 Sunset Blvd # 975, Fresno, CA, 93708	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised
ENR-113341	ENR	Bruce Wattson	1956-10-01	UHC-58660-37	9596515503	8285 Ocean Ave Apt 2, Mesa, AZ, 85289	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-118973	ENR	Joe F Fields	1952-10-21	UHC-48709-36	4155698963	3168 Pine Dr Apt 11, Columbus, OH, 43228	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
ENR-108620	ENR	Lawrence C McCoy	1942-02-13	UHC-01591-86	9063282038	5429 Highland Ave # 390, San Diego, CA, 92165	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-142286	ENR	Megan U Pteers	1957-12-07	UHC-78395-46	5556597564	5477 Church St Apt 1, Jacksonville, FL, 32298	0.68	Two-digit birth year Phone reformatted Unit split from street Plan code upper-cased
ENR-106286	ENR	Edward Graham	—	UHC-96241-33	—	3756 Lincoln Way # 328, Mesa, AZ, 85278	0.68	Date of birth missing Unit split from street Whitespace trimmed Placeholder values cleared
ENR-127375	ENR	Debra Estrada	1964-10-01	UHC-99124-42	5718802295	3265 Elm St # 179, Fresno, CA, 93753	0.68	Phone reformatted SSN last four extracted Unit split from street Plan code upper-cased
ENR-131334	ENR	Ryan J Rojas	1970-01-13	UHC-12417-66	—	8542 Jefferson Ave Apt 22, Charlotte, NC, 28260	0.68	Unit split from street Street suffix standardised Address re-cased City re-cased
ENR-141718	ENR	Willyam Li	1986-02-20	UHC-06399-85	2778929738	1315 Central Ave # 272, Jacksonville, FL, 32281	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-117297	ENR	Mason X Rice	1993-10-07	UHC-17524-08	2962046244	7281 Hillcrest Rd Apt 28, Scottsdale, AZ, 85237	0.68	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street
ENR-136877	ENR	Tyler J McCoy	1996-08-25	UHC-34766-48	5533096955	2013 Park Pl Apt 29, Plano, TX, 75099	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-138206	ENR	Elijah P Wheeler	1960-12-09	UHC-31283-30	2236031565	1233 Union St # 111, Nashville, TN, 37241	0.68	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed
ENR-111876	ENR	Diego Jeckson	1969-07-14	UHC-59840-89	5492863252	465 Central Ave # 208, Seattle, WA, 98172	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-142412	ENR	Laura Dunn	1946-12-16	UHC-26938-12	6499871583	8726 Apache Blvd Apt 20, Plano, TX, 75092	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised
ENR-142411	ENR	Laura Dunn	1946-12-16	UHC-26938-12	6499871583	8726 Apache Blvd Apt 20, Plano, TX, 75092	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised
ENR-133443	ENR	Henry Taylor	1960-05-01	UHC-70030-55	7599343436	6142 Ridge Rd # 691, Tempe, AZ	0.68	Phone reformatted Unit split from street ZIP missing Email lower-cased
ENR-118538	ENR	Diana V Matthews	2004-08-21	UHC-03953-30	6508580109	6688 Harbor Blvd Apt 17, Miami, FL, 33130	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-116684	ENR	Tyler Barnes	1943-05-11	UHC-01576-41	5726123637	7124 Market St # 841, Chandler, AZ, 85260	0.68	Phone reformatted SSN last four extracted Unit split from street Email lower-cased
ENR-125646	ENR	Margaret Bryant	1978-09-05	UHC-57103-48	9366816704	9466 Church St Apt 7, Gilbert, AZ, 85227	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-116971	ENR	Donna S Edwards	1999-01-16	UHC-67089-11	8245361463	6844 Union St Apt 16, Austin, TX, 78737	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-118565	ENR	Diego Ellis	1986-10-03	UHC-94212-77	4234890689	7247 Broadway # 286, Plano, TX, 75037	0.68	SSN last four extracted Unit split from street Address re-cased Whitespace trimmed
ENR-128253	ENR	Debra B Dominguez	1941-03-03	UHC-37220-11	7923442128	3819 Lincoln Way # 277, Scottsdale, AZ, 85206	0.68	Date of birth reformatted Phone reformatted Unit split from street State name converted to code
ENR-140066	ENR	Gregory Wood	1962-01-15	UHC-37459-04	4453529584	6039 Canyon Rd # 364, Minneapolis, MN, 55499	0.68	Member ID reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-121851	ENR	Ann G Stewart	1946-07-10	UHC-16347-57	2494362532	6460 Valley View Dr # 802, Gilbert, AZ, 85295	0.68	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed
ENR-103238	ENR	Carl Robertson	1977-07-11	UHC-02095-60	6886116022	4375 Sage Ct # 957, Eden Prairie, MN, 55354	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed
ENR-105378	ENR	Carol Stevens	1942-04-05	UHC-34223-83	7206056203	8496 River Rd # 787, Minneapolis, MN, 55484	0.68	Unit split from street City re-cased Gender normalised Whitespace trimmed
ENR-139338	ENR	Tyler G Moreno	1992-10-28	UHC-67882-42	2823271925	8882 Maple Ave # 420, Orlando, FL, 32814	0.68	Name re-cased Unit split from street Street suffix standardised Address re-cased
ENR-120620	ENR	Arthur F Arnold	1951-02-27	UHC-79616-93	—	7565 Palm Dr # 908, San Diego, CA, 92162	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-140229	ENR	Russell Le	1975-04-04	UHC-07163-09	3137300774	5763 Camelback Rd Apt 26, Charlotte, NC, 28257	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-105992	ENR	Douglas Gilbert	1994-10-23	UHC-79322-76	—	7249 Market St # 872, San Antonio, TX, 78216	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased
ENR-109849	ENR	Larry N Walker	1946-08-17	UHC-03885-49	8292067126	4859 Cedar Ln # 261, Austin, TX, 78790	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
ENR-111674	ENR	Kayla Hansen	1950-12-08	UHC-30978-47	3135730845	5023 Church St # 736, Charlotte, NC, 28229	0.68	Unit split from street Street suffix standardised Address re-cased City re-cased
ENR-100639	ENR	Patrick V Nelson	1994-06-21	UHC-19242-69	5546715741	7564 Maple Ave # 448, Gilbert, AZ, 85291	0.68	Two-digit birth year Phone reformatted Unit split from street Email lower-cased
ENR-131405	ENR	Logan Robertson	1952-01-10	UHC-96524-80	2852066174	4433 Desert Sky Blvd # 476, Chandler, AZ, 85276	0.68	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street
ENR-106082	ENR	Sofia Perez	1997-12-13	UHC-69577-12	—	2911 Baseline Rd # 565, Dallas, TX, 75277	0.68	Unit split from street Email lower-cased Gender normalised Placeholder values cleared
ENR-101081	ENR	Brenda K Price	2001-10-16	UHC-58479-84	5799419776	7479 Canyon Rd # 974, Los Angeles, CA, 90080	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-137520	ENR	Melissa Valdez	1958-04-10	UHC-92566-61	8754810688	1948 Lincoln Way Apt 8, Fresno, CA, 93740	0.68	Name re-cased Date of birth reformatted Unit split from street Gender normalised
ENR-100912	ENR	Randy Myers	1965-01-11	UHC-81110-70	6085909804	5633 Mesa Dr # 891, San Antonio, TX, 78256	0.68	Phone reformatted SSN last four extracted Unit split from street Whitespace trimmed
ENR-120518	ENR	Jan W Simpson	1954-09-27	UHC-60353-59	6732010551	2287 Central Ave Apt 29, Scottsdale, AZ, 85223	0.68	Name re-cased Unit split from street Street suffix standardised Address re-cased
ENR-142280	ENR	Donald E Nelson	1994-05-23	UHC-92978-40	4422970550	7977 Market St Apt 25, Nashville, TN, 37255	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
ENR-127225	ENR	Teresa Stevens	1969-04-11	UHC-40692-09	2615338411	6710 Sage Ct Apt 27, Scottsdale, AZ, 85239	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-125002	ENR	Ashley F Hunt	1993-02-17	UHC-17135-04	7175151481	9010 Grand Ave # 407, Miami, FL, 33154	0.68	Middle initial moved out of first name Date of birth reformatted Unit split from street Whitespace trimmed
ENR-107932	ENR	Mateo J Contreras	1947-09-24	UHC-79750-62	3107792647	3838 Market St # 349, Austin, TX	0.68	Name re-cased Phone reformatted Unit split from street ZIP missing
ENR-111396	ENR	Arjun Garza	1948-01-28	UHC-77274-12	3129587510	6737 Ocean Ave Apt 9, Jacksonville, FL, 32208	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
ENR-134975	ENR	Cynhia H Stephens	1957-04-06	UHC-44022-07	2173893906	8209 Bayshore Dr Apt 25, Atlanta, GA, 30364	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-107413	ENR	Andrew Davis	1980-03-19	UHC-87127-13	9404659477	1983 Oak St Apt 23, Tucson, AZ	0.68	Phone reformatted Unit split from street ZIP missing Whitespace trimmed
ENR-117010	ENR	Carlos E Howell	1978-08-10	UHC-32155-72	8724481261	5139 Palm Dr # 965, Orlando, FL, 32811	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
ENR-132462	ENR	Olivia Nunez	1941-10-20	UHC-17412-39	—	8887 Elm St # 732, Phoenix, AZ, 85032	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
ENR-117770	ENR	Jimenez X Bryan	1961-03-08	UHC-52341-82	9374503850	1671 Bayshore Dr Apt 14, Phoenix, AZ, 85054	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-138839	ENR	Aaron Cox	1974-11-25	UHC-81716-18	8029675752	3792 Jefferson Ave Apt 19, Plano, TX, 75037	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared

3,345 rows, page 53 of 67Previous Next