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

All sources, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406336	CLM	Raymond D Dunn	1985-11-16	—	—	7796 Maple Ave, Columbus, OH, 43251	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
TPA-60600	TPA	Petar Chavez	1986-01-16	UHC-11335-20	3335878654	7706 Lake View Rd, Tucson, AZ, 85761	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-63684	TPA	Simmons Jonathan	1988-05-11	—	7915150208	4316 Mesa Dr, Nashville, TN, 37252	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-28319	PRV	Michael Nunez	1991-12-07	UHC-34718-24	3704988608	—	0.76	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+2 more
ENR-116296	ENR	Luis Simpson	2005-07-08	UHC-18229-58	6725681070	40 Broadway, Minneapolis, MN, 55456	0.76	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+2 more
ENR-100076	ENR	Jack Sims	1988-12-07	UHC-53521-04	7112238107	580 Lincoln Way, Gilbert, AZ, 85258	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
CLM-417465	CLM	Christopher Guerrero	1990-08-04	UHC-94197-05	5863839700	7502 Forest Ave, Scottsdale, AZ, 85226	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-134683	ENR	Zachary Singh	1990-02-18	UHC-98925-66	8158601031	3965 Park Pl, Mesa, AZ, 85221	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
ENR-119286	ENR	Noah Riley	1953-11-04	UHC-02806-19	3243538225	3332 Apache Blvd, Eden Prairie, MN, 55326	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-107709	ENR	Gary Y Garrett	2004-12-26	UHC-54493-06	8283124416	3184 Broadway, Tempe, AZ, 85255	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
PRV-25074	PRV	Ashley Fields	1986-05-25	UHC-74750-45	—	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
ENR-130092	ENR	Lawrence G Jackson	1968-03-25	UHC-39272-67	9087166898	2399 Forest Ave, Seattle, WA, 98199	0.76	Date of birth reformatted Member ID reformatted City re-cased Gender normalised+2 more
PRV-22811	PRV	Brian Reid	1972-04-13	—	2792120513	7920 Valley View Dr, Orlando, FL, 32843	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
PRV-24006	PRV	Sean Andrews	1961-10-20	UHC-41599-44	5742116430	6743 Highland Ave, Denver, CO, 80239	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-115101	ENR	Luis Ortyz	1951-11-28	UHC-74768-48	2976755315	2900 Oak St, Mesa, AZ, 85281	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-54817	TPA	Richard Vasquez	1944-10-03	—	—	8197 Lake View Rd, Plano, TX, 75023	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-430056	CLM	Roger Watson	1991-01-08	UHC-16160-47	3969214940	7742 Oak St, Nashville, TN, 37245	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
TPA-52501	TPA	Terry Snyder	1989-08-09	—	7997296005	—	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
ENR-142488	ENR	Roy James	1967-08-14	UHC-07217-33	2083171681	8311 Main St, Tucson, AZ, 85778	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-26452	PRV	Betty Morales	1968-05-13	UHC-75997-35	4278558517	532 Palm Dr, Sacramento, CA, 95834	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-24888	PRV	Catherine Robinson	1952-06-07	—	5067668750	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-21573	PRV	Walter X Espinoza	1976-05-06	—	5095932183	9590 Bayshore Dr, Gilbert, AZ, 85229	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
ENR-117096	ENR	Natallie E Carpenter	1993-02-24	UHC-94569-81	4154847911	1689 Highland Ave, Sacramento, CA, 95892	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-118959	ENR	Danielle Ramirez	1954-01-10	UHC-25825-42	—	9333 Lincoln Way, Eden Prairie, MN, 55363	0.76	Date of birth reformatted City re-cased Email lower-cased Gender normalised+2 more
TPA-50435	TPA	Christian Knight	1939-09-07	—	2884829234	5667 Broadway, San Antonio, TX, 78204	0.76	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+2 more
ENR-132798	ENR	Patrick E Park	1999-06-11	UHC-30994-67	4945747640	200 Harbor Blvd, Nashville, TN, 37223	0.76	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+2 more
CLM-410494	CLM	Kathleen Berry	1952-08-18	UHC-82564-45	2624806532	5038 River Rd, Phoenix, AZ, 85046	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-429289	CLM	Virginia Y Wong	1971-03-07	—	6714357218	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-116904	ENR	Kathryn Lawrence	1992-05-09	UHC-50224-09	4057660111	6151 Broadway, Columbus, OH, 43227	0.76	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+2 more
ENR-117948	ENR	Aaron Ford	2006-08-21	UHC-64440-42	6126184130	8192 Lincoln Way, Houston, TX, 77090	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-116333	ENR	Vincent Padilla	1957-12-03	UHC-90199-64	7928674055	1335 Broadway, Glendale, AZ, 85320	0.76	Date of birth reformatted Address re-cased Email lower-cased Gender normalised+2 more
PRV-29100	PRV	Lawrence Berry	1995-06-24	—	4672041352	4585 Canyon Rd, Miami, FL, 33162	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-56240	TPA	Ralph Cole	1964-06-11	—	2518714110	9782 Valley View Dr, Tucson, AZ, 85778	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
PRV-24131	PRV	Dorothy Boyd	1945-09-27	—	9676789974	7813 Lincoln Way, Sacramento, CA, 95894	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-420091	CLM	David Peterson	1982-03-16	UHC-64170-21	3687919880	6452 Highland Ave, Eden Prairie, MN, 55363	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-24791	PRV	Omar Williamson	1954-08-11	—	3753342692	3803 Willow Ct, Scottsdale, AZ, 85267	0.76	Date of birth reformatted Phone reformatted State code upper-cased Email lower-cased+2 more
PRV-21131	PRV	Sharon Vasquez	1943-08-14	UHC-15996-02	8429882868	2682 Broadway, Phoenix, AZ, 85078	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-403064	CLM	Juan Washington	1959-11-14	UHC-91717-92	3765476480	2948 Highland Ave, Chandler, AZ, 85282	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
PRV-24786	PRV	Melissa Henderson	1956-08-04	UHC-06487-05	4466595844	3872 Highland Ave, Los Angeles, CA, 90021	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-133248	ENR	Jason T Porter	1972-08-28	UHC-48950-27	8234578512	2763 Canyon Rd, Tampa, FL, 33614	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-431282	CLM	Teresa Munoz	1949-05-17	UHC-73954-80	—	4514 Broadway, Orlando, FL, 32868	0.76	Name re-cased Date of birth reformatted Address re-cased Gender normalised+2 more
ENR-112702	ENR	Gerald Nichols	1956-12-02	UHC-10049-27	2252722408	592 Broadway, Los Angeles, CA, 90092	0.76	Name re-cased Phone reformatted Address re-cased Email lower-cased+2 more
TPA-54615	TPA	Bradley Perkins	2003-08-26	—	—	—	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
PRV-25494	PRV	Miller S Santiago	1996-07-17	UHC-18873-04	4508456758	161 Broadway, Scottsdale, AZ, 85210	0.76	Phone reformatted Address re-cased State code upper-cased Gender normalised+2 more
TPA-61043	TPA	Sean Campbell	1982-12-12	UHC-19745-75	3667000422	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-21421	PRV	Linda Murray	1958-10-15	UHC-87160-20	4236600658	9085 Washington St, Mesa, AZ, 85250	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-26818	PRV	Karen Y Warren	1996-05-10	UHC-86315-08	8798498790	4669 Church St, Houston, TX, 77071	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
PRV-23205	PRV	Wei H Gardner	1966-07-12	—	5825679306	7036 Central Ave, San Diego, CA, 92132	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
ENR-130633	ENR	Marina Campbell	1992-06-07	UHC-52447-06	4639530818	3807 Hillcrest Rd, Seattle, WA, 98193	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-110294	ENR	John H Schmidt	1942-04-04	UHC-63438-99	6064764660	1232 Main St, Tempe, AZ, 85263	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more

16,828 rows, page 257 of 337Previous Next