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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23382	PRV	Jeffrey Wagner	1981-04-19	—	7676570707	8796 River Rd, Nashville, TN, 37299	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-106759	ENR	Andrew P Chapman	1954-12-22	UHC-38146-17	6819272897	3398 Grand Ave, Plano, TX, 75005	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed
PRV-25599	PRV	Carlos Young	1985-03-14	UHC-22068-37	7564710943	8579 Spring St, Tampa, FL, 33678	0.80	Name split from “Last, First”Member ID reformatted City re-cased Placeholder values cleared
CLM-413244	CLM	Yuki Sullivan	1941-10-26	UHC-25113-73	8489750296	2742 Camelback Rd, Las Vegas, NV, 89125	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
TPA-55862	TPA	Jerry Le	1965-05-13	—	9118037455	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403364	CLM	Christine Clark	2001-10-24	UHC-65967-56	—	1201 Sunset Blvd, San Antonio, TX, 78215	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-57075	TPA	Jonathan Burke	1984-10-02	—	—	4277 Washington St, Denver, CO, 80209	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-134173	ENR	Bradley Larson	1956-06-02	UHC-08086-72	4208711452	8737 Market St, Denver, CO, 80200	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405260	CLM	Frank Padilla	1964-02-14	UHC-18739-54	6403168158	3588 River Rd, Minneapolis, MN, 55480	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423748	CLM	Mariana Q Gardner	2001-01-24	UHC-13906-61	—	7580 Willow Ct, Miami, FL, 33169	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-414213	CLM	Janet W Wallace	1939-11-19	UHC-29568-55	8588793971	2662 Elm St, Glendale, AZ, 85395	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
ENR-114057	ENR	Joe W Hughes	1955-01-13	UHC-57265-41	3046555256	3153 Park Pl, Denver, CO, 80206	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
TPA-62106	TPA	Gloria Ward	1968-09-02	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63752	TPA	Sandra Patel	1950-08-26	—	5909219151	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-122713	ENR	Brandon J Johnson	1909-06-21	UHC-92945-93	7709804863	8128 Washington St, Denver, CO, 80289	0.80	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased
CLM-428139	CLM	Logan Young	1946-04-22	UHC-61819-10	2883596938	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-417378	CLM	Gerald Jrdan	1949-10-14	UHC-54565-76	6462743770	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407820	CLM	Russell Hunt	1961-09-13	UHC-20464-99	—	6588 Highland Ave, Tampa, FL, 33604	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407821	CLM	Russell Hunt	1961-09-13	UHC-20464-99	—	6588 Highland Ave, Tampa, FL, 33604	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-425582	CLM	Mark Hernandez	2000-11-13	UHC-59408-49	—	6600 Elm St, Gilbert, AZ, 85256	0.80	Name split from “Last, First”City re-cased Email lower-cased Placeholder values cleared
ENR-101757	ENR	Willye F Valdez	1943-12-12	UHC-40042-33	5905463036	4034 River Rd, Minneapolis, MN, 55475	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-133865	ENR	Brryan X Dominguez	1939-12-26	UHC-33591-20	9708544869	2269 Sage Ct, Minneapolis, MN, 55442	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-107010	ENR	Henry T Thomas	1939-09-05	UHC-42456-36	2196258823	7905 Maple Ave, Tampa, FL, 33655	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20688	PRV	Pamela Vazquez	1976-04-22	UHC-24088-91	2657718014	2062 Park Pl, Fresno, CA, 93758	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
CLM-430441	CLM	Gerald Anderson	1999-08-03	—	7809085422	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27413	PRV	Stephanie J Wagner	1966-09-22	UHC-41796-51	3656963373	—	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
CLM-423333	CLM	Janice Rios	2003-04-19	UHC-16842-20	5869491000	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-62205	TPA	Amber Lee	2004-04-08	—	5362651559	5091 Church St, Sacramento, CA, 95883	0.80	Name split from “Last, First”City re-cased Plan code upper-cased Placeholder values cleared
CLM-400242	CLM	Ryan U Morris	1952-04-13	UHC-89195-88	8078821678	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-120216	ENR	Diego Rley	1998-11-01	UHC-57585-88	7834331029	5313 Highland Ave, Denver, CO, 80289	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-428218	CLM	Keith Fox	1975-03-08	UHC-46336-96	4036227000	3150 Willow Ct, Columbus, OH, 43284	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-115424	ENR	Debra M Bennett	1954-09-19	UHC-79774-08	2627863969	1694 Maple Ave, San Diego, CA, 92199	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
TPA-53494	TPA	Kevin Lucas	1946-07-04	—	—	7668 Indian School Rd, Mesa, AZ, 85288	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
ENR-132468	ENR	Theresa A Padilla	1944-12-07	UHC-76628-92	7823357857	5793 Hillcrest Rd, Columbus, OH, 43210	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
PRV-23053	PRV	Victoria J Simmons	1960-11-19	—	4066128057	9567 Highland Ave, Los Angeles, CA, 90089	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-404376	CLM	Danielle Long	1998-01-10	—	8696088611	105 Ocean Ave, Los Angeles, CA, 90077	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-63616	TPA	Andrea M Harrison	1956-06-22	—	—	1180 Meadow Ln, Phoenix, AZ, 85054	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-407876	CLM	Mari Arnold	1986-03-13	UHC-85249-31	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407875	CLM	Mari Arnold	1986-03-13	UHC-85249-31	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-123067	ENR	Carolyn Luna	1999-11-27	UHC-24535-03	—	9464 Maple Ave, San Antonio, TX, 78248	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-427013	CLM	Edward Price	1962-04-01	UHC-03850-62	—	5897 Elm St, Seattle, WA, 98155	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
TPA-52093	TPA	Bradley Schmidt	1954-04-16	—	—	7492 Camelback Rd, Eden Prairie, MN, 55395	0.80	Name split from “Last, First”Date of birth reformatted State code upper-cased Placeholder values cleared
ENR-101672	ENR	Harold McKoy	1956-04-13	UHC-66918-98	9745926761	7067 Central Ave, Orlando, FL, 32827	0.80	Name split from “Last, First”Name re-cased Phone reformatted Placeholder values cleared
CLM-418617	CLM	Nataile Ramos	1987-04-27	UHC-03397-06	—	8649 Broadway, Seattle, WA, 98156	0.80	Name split from “Last, First”Member ID reformatted Address re-cased Placeholder values cleared
ENR-140763	ENR	Roger F Ortiz	1995-12-15	UHC-75248-64	4504558871	4346 Lincoln Way, Houston, TX, 77035	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased
ENR-141575	ENR	Mark C Tucker	1946-05-11	UHC-03978-68	6482031518	6367 Desert Sky Blvd, Houston, TX, 77017	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-422367	CLM	Mery Dunn	2006-01-08	UHC-29729-74	5104349878	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-416513	CLM	Matt Watkins	1955-02-28	UHC-51086-64	—	2935 Harbor Blvd, Fresno, CA, 93782	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Placeholder values cleared
ENR-102661	ENR	Peter I Walker	1986-04-18	—	3095074509	5541 Palm Dr, Glendale, AZ, 85386	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
PRV-20691	PRV	Ethan Black	2006-05-10	—	7625812027	4513 Washington St, Columbus, OH, 43285	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared

9,980 rows, page 166 of 200Previous Next