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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104750	ENR	Camila Montgomery	2007-10-20	UHC-03721-09	5112459395	8901 Pine Dr, Minneapolis, MN, 55432	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133008	ENR	Peter L Rios	1957-09-19	UHC-05397-97	6882295905	4756 Mesa Dr Apt 26, Plano, TX, 75043	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107494	ENR	Frank Alvarado	1968-11-17	UHC-72561-53	—	9413 Central Ave, Glendale, AZ, 85378	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111515	ENR	Cruz O Larry	1999-07-15	UHC-19187-56	6252498024	1872 Elm St, Seattle, WA, 98128	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127152	ENR	Daniel G Carroll	1970-06-20	UHC-02920-79	9338103677	6778 Elm St, Charlotte, NC, 28218	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121484	ENR	DylanJunk	1959-09-19	UHC-37245-67	2528708299	8950 Apache Blvd, Houston, TX, 77025	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-139240	ENR	Sophia Riley	1981-12-20	UHC-88399-89	4563981142	6152 Washington St, San Diego, CA, 92173	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-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-102678	ENR	Natalie W Graham	1969-01-02	UHC-06183-55	3888261089	8770 Oak St, Jacksonville, FL, 32228	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-132100	ENR	Brandon M Rose	1976-05-22	UHC-85159-64	2436368592	1264 Valley View Dr, Tucson, AZ, 85764	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+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-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-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-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-137201	ENR	Eugene V Watkins	1965-11-24	UHC-59440-01	6562618581	5076 Elm St # 250, Denver, CO, 80295	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112867	ENR	Zachary Hill	1958-01-15	UHC-33929-52	2539570730	7404 Market St # 840, Sacramento, CA, 95805	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122681	ENR	Kathryn L Burke	1952-10-06	UHC-37727-05	8855054340	5009 Grand Ave, Glendale, AZ, 85394	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-113499	ENR	Watkins Maria	1943-09-15	UHC-30542-27	9796542026	7679 Central Ave, Tampa, FL, 33666	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128139	ENR	Noah S Torres	1979-09-16	UHC-06965-04	7199117989	2460 Grand Ave, Eden Prairie, MN, 55325	0.52	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Member ID reformatted+2 more
ENR-120827	ENR	Diane Snyder	—	UHC-68765-36	6082870496	3890 Cedar Ln, Plano, TX, 75081	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133295	ENR	Karen Q Clark	2007-12-06	UHC-47593-45	5647392600	1136 Baseline Rd, Los Angeles, CA, 90084	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142498	ENR	Terry Q Hill	—	UHC-63505-05	7094435864	212 Washington St, Seattle, WA, 98145	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107661	ENR	Sara Carr	1982-05-24	UHC-76869-45	4134100117	3915 Washington St, Nashville, TN, 37293	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137038	ENR	Gaary Herrera	1983-11-17	UHC-69117-24	5483689686	589 Mountain View Dr, Plano, TX, 75017	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101139	ENR	Brandoon J Munoz	1965-08-06	UHC-24440-97	4199034858	466 Desert Sky Blvd, Jacksonville, FL, 32253	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-104227	ENR	Adam H Buurke	1940-09-04	UHC-31213-74	5924843277	1835 Hillcrest Rd, Nashville, TN, 37249	0.52	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+2 more
ENR-125825	ENR	Aaron V Berry	1972-03-04	UHC-34568-51	6329208521	3935 Market St, Chandler, AZ, 85286	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+2 more
ENR-117056	ENR	Sen Holmes	2003-08-13	UHC-34874-09	3073845941	7645 Apache Blvd, Dallas, TX, 75210	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100772	ENR	Stephanie Campbell	1960-03-15	UHC-45143-38	3997886790	8660 Central Ave, Atlanta, GA, 30368	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-122378	ENR	Juan George	1969-10-12	UHC-51548-97	6812589562	416 Hillcrest Rd, Austin, TX, 78790	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-125892	ENR	Edward S Bradley	1966-09-03	UHC-46461-64	2709348793	5113 Main St, San Antonio, TX, 78243	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129393	ENR	Judy A Carroll	2006-05-24	UHC-24401-98	9048292620	2492 Mountain View Dr, San Diego, CA, 92157	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129392	ENR	Judy A Carroll	2006-05-24	UHC-24401-98	9048292620	2492 Mountain View Dr, San Diego, CA, 92157	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108355	ENR	Alice F Freeman	1970-09-12	UHC-21999-44	5815901758	9795 Sunset Blvd, Eden Prairie, MN, 55311	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100229	ENR	Alexis M Jensen	1969-07-01	UHC-56840-44	3365167614	6717 Pine Dr, Phoenix, AZ, 85067	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-110873	ENR	Marcus P Parker	1974-11-24	UHC-90476-58	9294408641	8429 Camelback Rd, Chandler, AZ, 85255	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120454	ENR	Sean A Fisher	—	UHC-79579-41	7108855381	2407 Market St, San Diego, CA, 92148	0.52	Date of birth unreadable Phone reformatted State name converted to code Gender normalised+2 more
ENR-112428	ENR	Joan Dominguez	2006-01-28	UHC-90621-19	3473873436	3534 Canyon Rd # 389, Miami, FL, 33119	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-138594	ENR	Russell T Simpson	1976-04-09	UHC-87350-84	5016309246	9007 Palm Dr, Tampa, FL, 33643	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119566	ENR	Carolyn P Spencer	2001-05-09	UHC-57300-93	3325892619	7047 Mesa Dr, Tucson, AZ	0.52	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-143068	ENR	Frances E Mendez	2000-10-09	UHC-31146-68	—	6052 Market St, Nashville, TN, 37238	0.52	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105313	ENR	Priya S Pena	2004-10-22	UHC-70426-23	9008685574	5528 Willow Ct, Mesa, AZ, 85227	0.52	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-130655	ENR	Megan Q Snyder	1964-08-06	UHC-93058-54	7374686179	6921 Camelback Rd, Sacramento, CA, 95897	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118161	ENR	Jacob T Olson	1974-05-07	UHC-08496-94	7593862778	1616 Lake View Rd, Las Vegas, NV, 89131	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118961	ENR	Doris Aguilar	1945-12-08	UHC-72012-88	8156600352	7409 Mesa Dr, Jacksonville, FL, 32263	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125644	ENR	Jessica Hunt	2001-05-01	UHC-40668-92	8627860414	6736 Baseline Rd, Charlotte, NC	0.52	Phone reformatted State name converted to code ZIP missing Gender normalised+2 more
ENR-103194	ENR	Brittany N Wrgiht	1946-05-25	UHC-09549-37	3234081265	9086 Hillcrest Rd # 586, Miami, FL, 33101	0.52	Phone reformatted Unit split from street State name converted to code Email lower-cased+2 more
ENR-121567	ENR	Christian Reid	1972-02-24	UHC-73377-60	6214125299	1703 Broadway, Miami, FL, 33157	0.52	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more

4,296 rows, page 27 of 86Previous Next