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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124420	ENR	Jean Wang	1965-07-21	UHC-49440-91	7958227871	2348 Elm St, Glendale, AZ, 85368	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-105600	ENR	Gabriel Russell	—	UHC-05189-61	6175884034	4477 Washington St, Columbus, OH, 43258	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-114402	ENR	Gerald Wright	1998-09-24	UHC-16903-15	—	223 Church St, Miami, FL, 33114	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-140694	ENR	Michelle Phillips	1946-10-01	UHC-44626-22	5899044752	4100 Lake View Rd Apt 37, Miami, FL, 33148	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-116607	ENR	Amanda U Santos	—	UHC-26059-18	3486712651	723 Meadow Ln, Austin, TX, 78729	0.52	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-131455	ENR	Patricia Q Ross	1949-05-22	UHC-68744-18	7758511395	52 Desert Sky Blvd # 609, Glendale, AZ, 85394	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-107535	ENR	Randy Franklin	1939-02-21	UHC-11089-40	6919244328	8402 Canyon Rd, Scottsdale, AZ, 85246	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111886	ENR	Carlos E Black	1984-07-05	UHC-87243-22	4546646146	1501 Willow Ct, Houston, TX	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107964	ENR	Nicole Sullivan	2005-09-21	UHC-05239-58	5616350718	5598 Valley View Dr, Tempe, AZ, 85235	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-125967	ENR	Mariana Guzamn	1954-06-03	UHC-05958-12	6577460469	3575 Hillcrest Rd, Columbus, OH, 43266	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-104570	ENR	Carl M Robertson	—	UHC-16735-84	5322849643	3388 Jefferson Ave, Phoenix, AZ, 85003	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-131529	ENR	Dorothy N Hayes	2007-11-07	UHC-27529-31	3326917705	6272 Bayshore Dr, Tucson, AZ, 85729	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126326	ENR	Aisha Salazar	1967-12-18	UHC-25890-60	8404335234	9703 Willow Ct, Las Vegas, NV, 89193	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-133159	ENR	Liz Z Pierce	1965-07-21	UHC-28078-48	4284330934	3566 Central Ave, San Antonio, TX, 78213	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110763	ENR	Timothy L Ortega	1995-11-14	UHC-61342-15	5465806924	9713 Park Pl, Los Angeles, CA, 90055	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-142710	ENR	Arjun J Hanson	1962-01-24	UHC-47578-88	6287326931	7609 Spring St, Seattle, WA, 98109	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134984	ENR	Katherine G King	1976-10-05	UHC-75429-97	6082717320	7807 Baseline Rd, Atlanta, GA	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117520	ENR	Logan U Gibson	1999-08-16	UHC-61944-97	4448220382	1387 Lake View Rd, Miami, FL, 33127	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-118326	ENR	Chris U Andrews	2002-04-17	UHC-48839-39	8816132588	9864 Washington St Apt 31, San Diego, CA, 92111	0.52	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
ENR-128161	ENR	Marshall Wayne	1983-10-09	UHC-19370-19	3912203085	6085 Church St, San Antonio, TX, 78295	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115706	ENR	Ana X Scott	1990-09-23	UHC-07807-14	5164151717	569 Hillcrest Rd, Scottsdale, AZ, 85216	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-117397	ENR	Marilyn Thompson	1964-03-13	UHC-26376-20	8227163831	3010 Market St, Tampa, FL, 33609	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-139497	ENR	Roegr Carroll	2003-09-20	UHC-99287-92	5507948842	8485 Meadow Ln, Minneapolis, MN, 55402	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-141268	ENR	Dennis Bryant	1960-10-25	UHC-89581-24	8935969372	9389 Central Ave, Plano, TX, 75080	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-139599	ENR	Alice I Lopez	1993-01-01	UHC-78452-10	8373380794	7408 Mesa Dr, Jacksonville, FL, 32248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-124342	ENR	Justin P Li	1939-12-07	UHC-25803-73	—	540 Palm Dr, Austin, TX, 78799	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-122012	ENR	Brandon F Morris	1961-09-27	UHC-64581-74	5829631175	3009 Maple Ave, Tampa, FL, 33626	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-117466	ENR	Brian H Ford	1998-09-28	UHC-83014-83	6316478969	3178 Harbor Blvd, Houston, TX, 77071	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-137039	ENR	Gary Herrera	1983-11-17	UHC-69117-24	5483689686	589 Mountain View Dr # 352, Plano, TX, 75017	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-138472	ENR	Jose Day	2004-10-04	UHC-65678-01	—	3940 Desert Sky Blvd, Plano, TX, 75035	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-126277	ENR	Jean J Vargas	1990-06-03	UHC-91924-50	—	3267 Oak St, Mesa, AZ, 85261	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-123611	ENR	Kevin Cunningham	1962-09-09	UHC-16646-65	2608973093	4566 Forest Ave # 209, Phoenix, AZ, 85099	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-137918	ENR	Kaayla Lucas	1977-08-04	UHC-47421-09	6537973895	8456 Valley View Dr, Eden Prairie, MN, 55377	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112124	ENR	Jack W Delgado	—	UHC-17106-67	6297836156	928 Harbor Blvd, Tucson, AZ, 85710	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-103484	ENR	Marcus Richards	2008-01-28	UHC-72468-49	7475956022	8720 Market St Apt 18, Atlanta, GA	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107611	ENR	Stephen Lewis	1958-03-04	UHC-80754-67	—	7899 Church St, Miami, FL, 33177	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120223	ENR	Diana A Aguilar	1958-08-04	UHC-33485-42	7774006191	4656 Elm St Apt 6, Chandler, AZ, 85277	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133721	ENR	Daniele Bradley	1998-02-18	UHC-78142-72	—	670 Pine Dr, Denver, CO, 80201	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-104967	ENR	Robert Wels	1957-10-10	UHC-36855-16	2588341398	3675 Mountain View Dr # 443, San Antonio, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110913	ENR	MatthewJunk	1992-09-05	UHC-62583-91	5527562708	6539 Highland Ave, Plano, TX, 75036	0.52	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107923	ENR	Gerald W Richardson	1957-04-11	UHC-52791-35	2998825660	1747 Sage Ct # 988, Gilbert, AZ, 85254	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121296	ENR	Brittany K Ferguson	1990-09-21	UHC-84955-92	—	8269 Baseline Rd, Minneapolis, MN, 55433	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-119363	ENR	Teresa J Jimenez	1989-01-10	UHC-32575-99	6633116374	3894 Meadow Ln, Fresno, CA, 93770	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118984	ENR	Eevlyn Munoz	1971-10-06	UHC-08992-37	7896126352	6463 Ocean Ave, Glendale, AZ, 85333	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-139291	ENR	Rachel M Fowler	1983-05-20	UHC-83408-02	2438832716	8542 Forest Ave Apt 39, Minneapolis, MN, 55405	0.52	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-112937	ENR	Matthew E Jones	2002-04-11	UHC-71563-08	—	9898 Valley View Dr, Los Angeles, CA, 90044	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-123947	ENR	Diana H Lopez	1990-12-20	UHC-00021-65	6766634845	7282 Sunset Blvd, Tempe, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102791	ENR	Stephanie Allen	1994-06-12	UHC-95154-65	3008866836	6831 Oak St, Dallas, TX, 75259	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-107039	ENR	Sandra A Dixon	1966-11-08	UHC-02208-33	6462029251	648 Union St, Mesa, AZ, 85267	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130976	ENR	Christine Wright	1955-03-17	UHC-12937-89	9174292664	1177 Hillcrest Rd, Chandler, AZ, 85277	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

26,564 rows, page 79 of 532Previous Next