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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136871	ENR	Philip Weaver	1939-12-04	UHC-30716-57	5582550081	2369 Pine Dr, Houston, TX, 77056	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115012	ENR	Madison V Barnes	1974-01-07	UHC-50892-22	7306893142	7739 Forest Ave, Charlotte, NC, 28228	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
PRV-23843	PRV	Roy Patl	1990-10-21	UHC-86246-70	—	567 Elm St, Dallas, TX, 75291	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410108	CLM	Cheryl Garza	1964-08-05	UHC-54815-28	—	561 Jefferson Ave, San Diego, CA, 92167	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-53912	TPA	Elizabeth Clark	1991-06-26	—	4893974558	878 Pine Dr, San Diego, CA, 92120	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-140538	ENR	Joseph I Lucas	1963-11-28	UHC-13804-58	6302689018	4555 Lincoln Way, Atlanta, GA, 30345	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-426638	CLM	Roy Dnucan	1974-12-12	—	—	6138 Grand Ave, Sacramento, CA, 95879	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-21464	PRV	Steven Rojas	2006-10-03	UHC-06323-48	8596008897	6813 Baseline Rd, Gilbert, AZ, 85289	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-121920	ENR	Jose Hall	1944-09-22	—	5253464344	8803 Church St, Austin, TX, 78753	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-63540	TPA	Sharon Davis	1995-09-05	—	—	8337 Canyon Rd, Plano, TX, 75066	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-124442	ENR	Yuki C Walsh	1964-08-04	UHC-48388-19	2464445493	7969 Market St, Orlando, FL, 32847	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115216	ENR	Thomas Dean	1982-06-08	UHC-65674-50	—	8694 Ocean Ave, Miami, FL, 33163	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
PRV-25642	PRV	Danielle Wheeler	1997-09-09	UHC-34384-77	6762114890	3755 Church St, Houston, TX, 77002	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-105700	ENR	Ruth Q Hamilton	1955-10-14	UHC-05019-35	7637081879	8217 Oak St, Phoenix, AZ, 85095	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-411925	CLM	Zachary Knight	1959-07-23	UHC-03561-97	—	6436 Grand Ave, Charlotte, NC, 28290	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-63893	TPA	Isabella Sims	1954-11-28	UHC-25234-77	2386406617	6026 Baseline Rd, Dallas, TX, 75260	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-100115	ENR	Denise E Elliott	1948-09-26	UHC-47105-88	4197073922	7529 Camelback Rd, Austin, TX, 78795	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-406399	CLM	Andrea Stone	1993-07-09	UHC-78915-54	—	3159 Jefferson Ave, Eden Prairie, MN, 55338	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-421224	CLM	Logan Howard	2004-10-26	—	—	3883 Bayshore Dr, Austin, TX, 78745	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59812	TPA	Heather Cox	1957-09-25	—	—	613 Ridge Rd, Los Angeles, CA, 90008	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-127005	ENR	Diego F Jimenez	2005-03-07	UHC-89670-40	9074718885	6107 Palm Dr, Houston, TX, 77097	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420896	CLM	Deniel Hernandez	1951-02-04	UHC-42476-16	—	2788 Ocean Ave, Minneapolis, MN, 55423	0.66	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+1 more
TPA-57235	TPA	Kenneth Montgomery	1985-06-02	—	—	476 Harbor Blvd, Tucson, AZ, 85704	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-124746	ENR	Priya R Perry	1950-01-09	UHC-68358-88	8784904665	5057 Pine Dr, Las Vegas, NV, 89147	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-27499	PRV	Betsy Weaver	1985-07-09	—	5925016577	2357 Ocean Ave, San Antonio, TX, 78239	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-413770	CLM	Maria Mills	2002-02-20	UHC-87139-79	9558996113	4692 Park Pl, Columbus, OH, 43211	0.66	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
ENR-113422	ENR	Dennnis U Estrada	1940-08-10	UHC-28133-57	—	2069 River Rd, Tampa, FL, 33617	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-119226	ENR	Carl H Rivear	1948-03-11	UHC-19176-37	—	8766 Market St, San Antonio, TX, 78232	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52821	TPA	Stephanie X Burns	1963-07-07	—	5295353964	2406 Indian School Rd, Charlotte, NC, 28231	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-125943	ENR	Carlos P Stephens	1956-08-03	UHC-00407-90	8574139303	1541 Elm St # 718, Scottsdale, AZ, 85225	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-120977	ENR	Brandon C Ward	1970-10-27	UHC-10310-44	8744566327	360 Oak St, San Diego, CA, 92108	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-126395	ENR	Walter B Vazquez	2005-09-05	UHC-84313-87	7602760070	2980 Washington St, Denver, CO, 80264	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-415803	CLM	Brian Daniels	1991-04-27	UHC-77710-35	2985199675	1346 Grand Ave # 369, Mesa, AZ, 85253	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-133018	ENR	Matthew Johnston	1963-11-09	UHC-74830-58	3702897811	416 Oak St, Jacksonville, FL, 32273	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-135198	ENR	Jason Q Santos	1978-09-15	UHC-97132-58	4773866876	1241 Indian School Rd, San Antonio, TX, 78207	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116267	ENR	Jean Huntter	2000-07-27	UHC-35934-76	3546454657	4074 Pine Dr, Chandler, AZ, 85229	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23011	PRV	Jerry Woods	1995-08-03	UHC-83700-12	—	2742 Oak St, Minneapolis, MN, 55406	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-26522	PRV	James E Williams	1985-08-22	UHC-59391-53	9468850124	1733 Canyon Rd, Minneapolis, MN, 55431	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-117011	ENR	Santiago L Knight	1991-04-06	UHC-58255-39	8228363222	8196 Apache Blvd, Gilbert, AZ, 85204	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122186	ENR	Jerry K Hughes	1983-05-26	UHC-35049-87	—	1707 Hillcrest Rd, Seattle, WA, 98147	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-128650	ENR	Betty Morales	1968-05-13	UHC-75997-35	4278558517	532 Palm Dr, Sacramento, CA, 95834	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-411843	CLM	Patrick Le	2007-07-13	UHC-86550-30	7813629188	5819 Washington St, Gilbert, AZ, 85233	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-102197	ENR	Bryan Walsh	1980-07-19	UHC-16393-73	7556900912	5966 Central Ave, Phoenix, AZ, 85035	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-60445	TPA	Fatima Gardner	1950-06-01	—	2346900062	7090 Ocean Ave, Glendale, AZ, 85318	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-415294	CLM	Lucia Schmidt	1955-03-08	—	—	6822 Church St, Glendale, AZ, 85372	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-122962	ENR	James T Crawford	1974-01-28	UHC-30066-13	9225568912	3463 Washington St, Tampa, FL, 33670	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-140541	ENR	Cheryl G Espinoza	1991-09-17	UHC-99301-55	5225541791	2210 Cedar Ln, Houston, TX, 77017	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126886	ENR	Maria R Marshall	1961-02-19	UHC-73511-04	2403423474	5013 Forest Ave, Las Vegas, NV, 89145	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100746	ENR	Gloria S Nuez	2001-06-10	UHC-66429-14	8167391294	6281 Mesa Dr, Tucson, AZ, 85740	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-59957	TPA	Edward Duncan	1961-06-25	—	—	619 Market St, Denver, CO, 80280	0.66	Date of birth reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more

8,263 rows, page 115 of 166Previous Next