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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-114417	ENR	Ahmed Burke	1953-03-26	UHC-78523-80	8542465732	4079 Elm St, Chandler, AZ, 85270	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-129219	ENR	Noah Armstrong	1955-08-18	UHC-54510-49	2826507388	1551 Desert Sky Blvd, Chandler, AZ, 85211	0.68	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased
ENR-123330	ENR	Lori Contreras	1964-02-14	UHC-34891-72	8594720235	5981 Maple Ave, Dallas, TX, 75273	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
ENR-131968	ENR	Mark Roberts	1966-05-01	UHC-52293-76	9263666913	1099 Lincoln Way, Tempe, AZ, 85208	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Email lower-cased
ENR-127000	ENR	Omar S Myers	1958-06-01	UHC-56404-63	8105323943	134 Church St, Mesa, AZ	0.68	Two-digit birth year Phone reformatted ZIP missing Email lower-cased
ENR-109732	ENR	Shirley Walsh	1970-02-11	UHC-61247-35	3778673224	4744 Lincoln Way Apt 16, Sacramento, CA, 95852	0.68	Two-digit birth year Phone reformatted Unit split from street Email lower-cased
ENR-128112	ENR	Roger F Slulivan	1941-01-21	UHC-76081-48	3587989838	9235 Hillcrest Rd, Glendale, AZ, 85385	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
ENR-134535	ENR	Joshua White	1941-04-09	UHC-26246-17	2104142977	7062 Elm St, Miami, FL, 33175	0.68	Name re-cased Two-digit birth year State name converted to code Email lower-cased
ENR-131710	ENR	Rachel R Anderson	1956-09-24	UHC-70564-37	3893233009	6955 Washington St, Minneapolis, MN, 55404	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-112287	ENR	Bryan Boyd	1956-09-28	UHC-15649-07	9749855522	4755 Central Ave, Nashville, TN, 37288	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-106034	ENR	Gloria Q Wagner	1989-03-12	UHC-72409-92	—	3345 Main St, Atlanta, GA, 30387	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-112103	ENR	Noah P Gray	1949-02-15	UHC-47882-02	4503916887	6076 River Rd, Orlando, FL, 32862	0.68	Two-digit birth year Street suffix standardised Address re-cased City re-cased
ENR-118674	ENR	Patricia E Silva	1953-01-22	UHC-60266-54	2823677128	9668 Harbor Blvd, San Antonio, TX, 78218	0.68	Two-digit birth year Phone reformatted Email lower-cased Gender normalised
ENR-138139	ENR	Philip N Garrett	1998-04-13	UHC-73051-83	3163850943	2283 Market St, Atlanta, GA, 30375	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-128865	ENR	Gregory Bishop	1962-08-05	UHC-04258-57	9844591436	8093 Canyon Rd, Atlanta, GA, 30366	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-104687	ENR	Gregory E Austin	1953-06-11	UHC-05709-73	3376217953	1550 Market St # 538, Orlando, FL, 32863	0.68	Two-digit birth year Member ID reformatted Unit split from street Whitespace trimmed
ENR-129252	ENR	Lauren Q Grham	1955-04-28	UHC-60456-28	6517993955	1326 Palm Dr, Houston, TX, 77091	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-102894	ENR	Katherine Y Marquez	1976-01-17	UHC-21181-70	9236390778	4434 Church St, Columbus, OH, 43258	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-101218	ENR	Sofia T Carr	1950-08-08	UHC-88392-63	—	3946 Lincoln Way, San Antonio, TX, 78291	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-128885	ENR	Harold D Clark	1959-08-23	UHC-35350-52	9417323829	803 Union St, Dallas, TX, 75200	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
ENR-121980	ENR	Mike Simmons	1994-02-27	UHC-55383-31	3948378915	3978 Broadway, Houston, TX, 77078	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-138222	ENR	Susan Hnason	1982-10-01	UHC-29460-45	2715230271	4755 Maple Ave, Minneapolis, MN, 55488	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-105570	ENR	Helen A Reid	1977-12-18	UHC-20237-14	2815645615	1376 Mesa Dr Apt 10, Orlando, FL, 32851	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
ENR-131391	ENR	Brenda Patterson	2003-09-07	UHC-55114-04	2319647720	—	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-114331	ENR	Joyce A Herrera	1942-06-21	UHC-61035-88	5757403081	2531 Ridge Rd, Dallas, TX, 75219	0.68	Name re-cased Two-digit birth year SSN last four extracted Email lower-cased
ENR-117964	ENR	Jacob Webb	1958-05-07	UHC-07880-02	2649216587	6904 Broadway, Houston, TX, 77048	0.68	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed
ENR-118442	ENR	Roy Chavez	1939-11-04	UHC-19953-03	2785855716	1429 Apache Blvd, Chandler, AZ, 85295	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
ENR-129427	ENR	Natalie R Myers	2006-05-19	UHC-44376-50	6615760051	5100 Main St, Miami, FL, 33128	0.68	Name split from “Last, First”Two-digit birth year State code upper-cased Whitespace trimmed
ENR-140287	ENR	Camila A Castillo	2000-07-24	UHC-26142-58	3084750346	7096 Central Ave, Tampa, FL, 33614	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-127276	ENR	Denise Lynch	1978-07-08	UHC-65111-68	6356432277	9283 Jefferson Ave, Sacramento, CA, 95871	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-101937	ENR	Marcus Watson	2008-09-25	UHC-17206-25	3429557132	1769 Ridge Rd, Tempe, AZ, 85246	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-115560	ENR	Frances Ford	1945-03-03	UHC-10680-74	6125114279	9796 Market St, Las Vegas, NV, 89161	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-120002	ENR	Daniel Reid	1970-11-26	UHC-30086-83	8324186922	9562 Forest Ave, Atlanta, GA, 30321	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-107895	ENR	Greg H Garcia	1972-09-10	UHC-50973-02	5898231014	6288 Meadow Ln, Eden Prairie, MN, 55372	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-141796	ENR	Ryan O Aguilar	1966-07-24	UHC-10549-51	5338124180	1720 Washington St, Mesa, AZ, 85284	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-136100	ENR	Stephanie S Perez	1965-08-25	UHC-82601-85	4752201274	3980 Market St, Plano, TX, 75005	0.68	Two-digit birth year Phone reformatted City re-cased Gender normalised
ENR-135985	ENR	Aaron Q Munoz	1973-07-01	UHC-89337-67	4904978412	7523 Maple Ave, Eden Prairie, MN, 55399	0.68	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased
ENR-132313	ENR	Elizabeth M Jones	1996-02-25	UHC-45211-18	4076820738	9833 Oak St, Los Angeles, CA, 90087	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-126816	ENR	Daniel Ortiz	1946-03-06	UHC-95981-27	3936674035	2622 Park Pl, Chandler, AZ, 85213	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
ENR-112949	ENR	Ruth O Cole	1966-12-16	UHC-17849-48	6157496335	2598 Broadway, Jacksonville, FL, 32232	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-124032	ENR	Megan Pena	1960-02-17	UHC-96679-37	8148307222	2843 Oak St, Plano, TX, 75015	0.68	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed
ENR-113927	ENR	Ronald Sanders	1978-08-24	UHC-31632-29	4994778591	7520 Church St, Minneapolis, MN, 55414	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-108917	ENR	Grace C Kelly	1992-06-04	UHC-21222-79	7665060494	5725 Maple Ave, San Diego, CA	0.68	Two-digit birth year Phone reformatted Member ID reformatted ZIP missing
ENR-126477	ENR	Marilyn T Matthews	1967-05-04	UHC-96493-55	—	9390 Lincoln Way, Chandler, AZ, 85241	0.68	Middle initial moved out of first name Two-digit birth year City re-cased Placeholder values cleared
ENR-127554	ENR	Douglas Sism	1982-12-09	UHC-34438-69	—	174 Spring St, Denver, CO, 80291	0.68	Name re-cased Two-digit birth year Phone missing area code Whitespace trimmed
ENR-116641	ENR	Joyce G Jensen	1963-09-14	UHC-85340-79	3107563519	2014 Lake View Rd, Austin, TX, 78751	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-118689	ENR	Alice C Howell	1999-02-22	UHC-12482-61	7373880070	5815 Broadway Apt 1, San Diego, CA, 92134	0.68	Name re-cased Two-digit birth year Unit split from street City re-cased
ENR-134766	ENR	Tyler O Reyes	1978-09-23	UHC-36619-57	4789038854	4440 Maple Ave, Orlando, FL, 32849	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed
ENR-109545	ENR	Kim White	1944-07-03	UHC-64583-03	3988542727	6560 Camelback Rd Apt 10, San Antonio, TX, 78255	0.68	Two-digit birth year Phone reformatted Unit split from street Email lower-cased
ENR-120736	ENR	Nicole Z Daniels	2002-09-27	UHC-34186-32	2206392988	6952 Central Ave Apt 38, Tampa, FL, 33627	0.68	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street

2,874 rows, page 41 of 58Previous Next