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 “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
TPA-52554	TPA	Kelly Wong	2007-06-01	—	5664562492	7943 Pine Dr, Dallas, TX, 75262	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129979	ENR	Jennifer Burton	1969-06-02	UHC-57790-33	9013974607	7210 Ocean Ave, Gilbert, AZ, 85230	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412739	CLM	Harold Patterzon	1940-03-26	UHC-04603-36	3754075325	226 Harbor Blvd, San Antonio, TX, 78260	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-117426	ENR	Janet Oliver	1962-11-22	UHC-06147-41	4047277665	8830 River Rd, Eden Prairie, MN, 55326	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130805	ENR	Mary D Andrews	1967-06-01	UHC-13626-54	6094755452	7578 Grand Ave, Seattle, WA, 98128	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130797	ENR	Ann Lawrence	1993-12-14	UHC-40605-61	3565609550	8405 Apache Blvd, Miami, FL, 33125	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-133375	ENR	Aaron A Watkins	1967-12-08	UHC-17694-70	8098128553	7721 Maple Ave, Sacramento, CA, 95836	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116917	ENR	Doris A Medina	1957-03-27	UHC-67294-17	7188612504	7137 Ridge Rd, Miami, FL, 33164	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-52147	TPA	Jessica Torres	1971-07-02	UHC-04919-14	7079164172	1126 Elm St, Atlanta, GA, 30368	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-50164	TPA	David T Padilla	1952-11-13	—	5289081998	5065 Hillcrest Rd, Tampa, FL, 33633	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115781	ENR	James E Gomez	1984-08-13	UHC-15294-65	6299816310	1290 Bayshore Dr, Tempe, AZ, 85276	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142609	ENR	Roy J Carr	1976-03-23	UHC-73115-10	8946382167	8838 Cedar Ln, Tempe, AZ, 85213	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25886	PRV	Kyle J Garrett	1972-02-20	—	5086578915	1381 Apache Blvd, Jacksonville, FL, 32299	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130481	ENR	Liinda A Luna	1942-03-14	UHC-49123-22	2126765937	3301 Spring St, Houston, TX, 77031	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418661	CLM	Sean Montgomery	1939-06-25	UHC-97339-65	7949253606	284 Jefferson Ave, Charlotte, NC, 28298	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402417	CLM	Kayla Hart	1950-06-27	UHC-56881-49	—	7021 Highland Ave, Mesa, AZ, 85211	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-127657	ENR	Donald Daniels	2001-05-01	UHC-99841-01	6124238839	6814 Valley View Dr, Dallas, TX, 75290	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59783	TPA	Henry Burtn	1978-07-11	—	6458435996	1268 Cedar Ln, Charlotte, NC, 28206	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117023	ENR	John G Ricchards	1960-04-21	UHC-18909-52	2303161535	821 Canyon Rd, Scottsdale, AZ, 85202	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26638	PRV	Zachary George	1982-02-19	UHC-68384-52	—	8626 Ridge Rd, Seattle, WA, 98123	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-126757	ENR	Ralph Harrison	1982-05-22	UHC-94145-62	7274481723	7695 Union St, Austin, TX, 78783	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100287	ENR	Kayla X Morgan	1972-12-05	UHC-94672-93	7426958646	2754 Church St, Plano, TX, 75033	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430172	CLM	Lucia Ryees	1967-05-26	—	9887346573	7826 Mountain View Dr, Fresno, CA, 93757	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-61648	TPA	Carlos Cllark	1975-12-08	—	6917465857	3497 Church St, Miami, FL, 33184	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24378	PRV	Kathryn Gonzalez	1988-08-13	UHC-91606-76	6019982729	4472 Main St, Minneapolis, MN, 55483	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-120288	ENR	Michelle Wong	1959-10-18	—	4752019065	1501 Indian School Rd, Jacksonville, FL, 32250	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115403	ENR	Elijah P Garza	1955-08-02	UHC-38088-77	3632254182	6339 Cedar Ln, Mesa, AZ, 85253	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111966	ENR	Betty Fields	1990-09-12	UHC-71045-07	8672511619	4666 Broadway, Charlotte, NC, 28275	0.72	Phone reformatted Member ID reformatted Address re-cased City re-cased+4 more
ENR-106365	ENR	Thomas Kelly	2007-01-02	UHC-55132-90	2297069126	5871 Highland Ave, Charlotte, NC, 28261	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109856	ENR	Omar E Miller	1959-06-22	UHC-04745-42	—	1055 Grand Ave, Mesa, AZ, 85212	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-431786	CLM	Philip F Castro	1977-04-13	UHC-67143-84	4479213897	6768 Bayshore Dr, Columbus, OH, 43217	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-64239	TPA	Lauren Willis	1968-03-04	—	—	3496 Ridge Rd, Seattle, WA, 98199	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-110811	ENR	Judy H Morales	1938-11-08	—	4917399276	8357 Pine Dr, Dallas, TX, 75272	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114146	ENR	Nicholas Rice	1967-04-27	UHC-69921-70	6135664835	5850 Ocean Ave, Dallas, TX, 75244	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120719	ENR	Charlotte Chavez	2001-08-05	UHC-16131-08	4802429702	8087 Park Pl, Tucson, AZ, 85743	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-110780	ENR	Aisha V Davis	2006-03-03	UHC-31947-84	3143940177	9578 Spring St, Nashville, TN, 37229	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-23444	PRV	Janet E Ryan	1951-06-25	UHC-07664-48	5294862951	1077 Sage Ct, Minneapolis, MN, 55435	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-127363	ENR	Andrew Banks	1954-05-18	UHC-11509-58	5955148449	7387 Main St, Chandler, AZ, 85259	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-419724	CLM	Aisha Russell	1961-08-03	—	2556679446	824 Indian School Rd, Nashville, TN, 37239	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131741	ENR	Debra Morris	1974-12-16	UHC-37271-04	4354307579	8365 Valley View Dr, Jacksonville, FL	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
PRV-25988	PRV	Alexis Armstrong	1996-08-18	—	6015868888	1658 Canyon Rd, Austin, TX, 78733	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22887	PRV	Nunez Alan	2003-08-05	—	9433305822	6551 Maple Ave, Tampa, FL, 33644	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428596	CLM	Dylan Payne	1958-11-11	UHC-58863-01	5616588443	3721 Sunset Blvd, Los Angeles, CA, 90098	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111390	ENR	Lawrence Shaw	2000-12-18	UHC-43168-69	7942377091	7738 Maple Ave, San Antonio, TX, 78211	0.72	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-138423	ENR	Vincent Ramirez	1944-02-21	UHC-41583-48	5686812784	8003 Sunset Blvd, Charlotte, NC, 28266	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133428	ENR	Nancy P Vega	2000-02-12	UHC-73844-71	6715120415	9590 Highland Ave, Tampa, FL, 33679	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118997	ENR	Patricia L Garza	1949-02-25	UHC-24445-51	5262428703	3187 Jefferson Ave, Seattle, WA, 98187	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-62958	TPA	Gabriel Ferguson	2007-09-14	—	7222377414	74 Bayshore Dr, Denver, CO, 80231	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62957	TPA	Gabriel Ferguson	2007-09-14	—	7222377414	74 Bayshore Dr, Denver, CO, 80231	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117721	ENR	Megan A Snyder	1940-03-27	UHC-00507-08	6857142205	2253 Central Ave, Fresno, CA	0.72	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+4 more

17,850 rows, page 154 of 357Previous Next