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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138915	ENR	Nancy Watkins	2000-11-16	UHC-11052-08	2298610700	2027 Mesa Dr, Mesa, AZ, 85204	0.34	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-103404	ENR	Aaron Munoz	1943-12-09	UHC-15982-66	7337486742	4673 Palm Dr, Glendale, AZ	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-141262	ENR	Pamela Sandoval	1945-05-07	UHC-92873-42	—	6572 Union St, Gilbert, AZ, 85225	0.34	Two-digit birth year Phone missing area code SSN last four extracted Street suffix standardised+5 more
ENR-134848	ENR	Arjun Wright	1982-09-07	UHC-27547-79	8177112189	8140 Washington St # 371, Charlotte, NC	0.36	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-111706	ENR	Samantha Henderson	2008-04-15	UHC-92747-18	—	5466 Oak St, Nashville, TN	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-137406	ENR	Hannah Q Nelson	1987-03-10	UHC-54516-18	9654875248	7495 Mesa Dr, Tampa, FL, 33646	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-125268	ENR	Anthony U Wells	1955-06-12	UHC-46535-81	8936221346	8883 Central Ave, Glendale, AZ, 85336	0.36	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-125844	ENR	Steven O Bailey	1940-08-18	UHC-71166-61	—	2206 Spring St, Denver, CO, 80284	0.36	Phone missing area code Street suffix standardised Address re-cased City re-cased+4 more
ENR-119229	ENR	Logen Banks	1938-12-17	UHC-24747-10	8369589018	135 Harbor Blvd, Scottsdale, AZ, 85212	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-103867	ENR	Joan Mason	1986-06-01	UHC-52113-23	2026648412	3372 Hillcrest Rd, Gilbert, AZ	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-129949	ENR	Vincent A Taylor	1938-01-18	UHC-06216-10	7912512014	9608 Baseline Rd, Jacksonville, FL, 32263	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-103488	ENR	Frances Berry	1944-11-28	UHC-94512-88	5878188656	1982 Desert Sky Blvd, Dallas, TX, 75231	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130683	ENR	Cerlos Palmer	1983-09-21	UHC-59918-07	4607233450	9440 Palm Dr # 638, Tampa, FL, 33651	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-120761	ENR	Jerry Brooks	2006-11-13	UHC-31314-44	9304291308	9445 Market St, Glendale, AZ	0.36	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-135829	ENR	Helen Chn	1941-09-22	UHC-44782-12	7802985905	6943 Spring St # 730, Tucson, AZ, 85725	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-124615	ENR	Russell Luna	1991-11-16	UHC-49314-26	4494539858	3367 Elm St Apt 35, Columbus, OH, 43218	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-112318	ENR	Ann Wilson	—	UHC-79631-53	—	8805 Forest Ave, Austin, TX, 78775	0.36	Date of birth missing Street suffix standardised Address re-cased City re-cased+4 more
ENR-119225	ENR	Kenneth Fields	—	UHC-20026-06	6419990987	8295 Jefferson Ave, Orlando, FL, 32875	0.36	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+4 more
ENR-124539	ENR	Billy Weaver	1953-05-24	UHC-92169-35	6538022577	1760 Pine Dr, Sacramento, CA, 95874	0.36	Street suffix standardised Address re-cased City re-cased State name converted to code+4 more
ENR-110479	ENR	Madion Castro	1960-12-26	UHC-28128-60	2275667996	5257 Hillcrest Rd, Orlando, FL	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-110478	ENR	Madion Castro	1960-12-26	UHC-28128-60	2275667996	5257 Hillcrest Rd, Orlando, FL	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-103246	ENR	Anna K Harris	1959-01-20	UHC-92449-15	6842441378	942 Park Pl, Seattle, WA, 98116	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138397	ENR	Dennis Meyer	1988-09-15	UHC-24695-90	2874045819	9097 Spring St, Seattle, WA	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118273	ENR	Carlos Ford	—	UHC-87691-23	9445580344	728 Washington St, Austin, TX, 78750	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-116521	ENR	Jacquline U Meyer	1995-06-18	UHC-76777-57	7344980646	3708 Indian School Rd Apt 36, Orlando, FL	0.36	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-137513	ENR	Jose Hunter	1993-05-13	UHC-19929-37	5366985071	829 Maple Ave, Atlanta, GA, 30388	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-108159	ENR	Danielle McCoy	1989-01-25	UHC-02509-48	5513960722	3451 Cedar Ln, Glendale, AZ, 85304	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-130949	ENR	Andrew U Nunez	1959-08-24	UHC-64434-62	2167408191	9834 Elm St, Austin, TX, 78793	0.36	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-116352	ENR	Hansen F Willie	—	UHC-41836-57	3386239076	4689 Park Pl, Glendale, AZ, 85332	0.36	Middle initial moved out of first name Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-126077	ENR	Jack Murray	1958-06-16	UHC-23811-56	9144912283	3124 Sunset Blvd, Houston, TX, 77011	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-102702	ENR	Karen Stevens	1999-11-04	UHC-01616-83	2392191746	491 Highland Ave # 572, Dallas, TX, 75231	0.36	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+4 more
ENR-137303	ENR	Kelly G Pierce	1975-11-01	UHC-39835-07	—	7028 Mesa Dr # 887, Plano, TX, 75002	0.36	Phone missing area code Unit split from street Street suffix standardised Address re-cased+4 more
ENR-108509	ENR	Judy L Hughse	—	UHC-26972-28	7409855473	2731 Forest Ave, Gilbert, AZ, 85239	0.36	Date of birth unreadable Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-108673	ENR	Hiroshi Reynolds	—	UHC-31126-33	9639901396	5304 Washington St, Eden Prairie, MN	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-140448	ENR	Robert T Vazquez	1996-06-19	UHC-23194-99	7875205565	6426 Bayshore Dr # 724, Minneapolis, MN, 55432	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-110859	ENR	Julia A Estrada	1999-12-16	UHC-94226-56	—	9472 Bayshore Dr, San Diego, CA, 92173	0.36	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-142294	ENR	Grace D Gilbert	—	UHC-23695-84	4377449257	821 Cedar Ln Apt 8, Denver, CO, 80242	0.36	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+4 more
ENR-132154	ENR	Amber Campbell	1942-07-15	UHC-22875-02	—	6975 Bayshore Dr, Charlotte, NC, 28231	0.36	Street suffix standardised Address re-cased City re-cased State name converted to code+4 more
ENR-133934	ENR	Bryan Lee	1953-03-06	UHC-60783-66	9773112122	2721 Indian School Rd, Scottsdale, AZ, 85285	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135460	ENR	Brian Rice	1964-09-26	UHC-93672-68	9133722957	1370 Ridge Rd, Gilbert, AZ, 85264	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112394	ENR	Stephanie J Freeman	—	UHC-23974-43	4435742466	8960 Spring St, Chandler, AZ, 85294	0.36	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-113211	ENR	Tyler V Carter	1997-10-16	UHC-34633-94	2467695867	7468 Lake View Rd Apt 8, Los Angeles, CA, 90055	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-141758	ENR	Tyler D Garza	1981-11-03	UHC-04182-51	6153694746	4587 Maple Ave, San Antonio, TX, 78207	0.36	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+4 more
ENR-136984	ENR	Angela Sanchez	1942-02-16	UHC-98746-71	2863783089	6275 Oak St, Las Vegas, NV	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137928	ENR	Gloria Espinoza	1977-04-17	UHC-19393-67	4345353258	2480 Canyon Rd, Denver, CO, 80237	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-129121	ENR	Scott Kelly	1956-05-11	UHC-59219-40	8098413056	5241 Pine Dr, Columbus, OH, 43287	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-115615	ENR	Isabella Ramos	1944-04-02	UHC-87503-44	9066901206	6189 Lake View Rd, Phoenix, AZ, 85084	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-120057	ENR	Johnston Randy	1978-02-22	UHC-32459-34	9422433386	5415 Pine Dr, Tempe, AZ, 85297	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107851	ENR	Janet P Davis	—	UHC-07165-08	5759286852	6396 Central Ave, Orlando, FL, 32891	0.36	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105495	ENR	Billy N Hunter	1940-03-17	UHC-35886-73	—	7361 Spring St, Plano, TX, 75018	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more

8,423 rows, page 3 of 169Previous Next