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
ENR-142629	ENR	Emma H Maldonado	1997-11-02	UHC-45716-23	6478713199	2613 Central Ave # 489, San Diego, CA, 92148	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-52696	TPA	Deborah Nguyen	1982-07-12	—	2496456874	8504 Oak St Apt 34, Denver, CO, 80256	0.58	Unit split from street State name converted to code Gender normalised
ENR-137707	ENR	Debra Lane	1964-09-16	UHC-47729-91	4969140218	8702 Sage Ct, Miami, FL, 33167	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
PRV-28671	PRV	Kevin Patel	1986-11-19	—	3803598482	6854 Park Pl, Seattle, WA, 98140	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-410160	CLM	Austin Schmidt	1973-01-04	UHC-91220-48	4272960862	6057 Palm Dr, Gilbert, AZ, 85286	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-105595	ENR	Julia Hunt	1965-02-23	UHC-27781-50	6739803505	9025 Cedar Ln, Seattle, WA, 98161	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
PRV-26747	PRV	Terry Olson	1945-01-20	UHC-32163-31	3115130681	423 Elm St, Los Angeles, CA, 90058	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26748	PRV	Terry Olson	1945-01-20	UHC-32163-31	3115130681	423 Elm St, Los Angeles, CA, 90058	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416974	CLM	Jose Q Williamson	1947-04-24	UHC-42690-59	5177243856	6243 Ridge Rd, Tucson, AZ, 85751	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-125067	ENR	Patricia H Allen	2002-08-27	UHC-01447-36	4146459706	2191 Cedar Ln, Charlotte, NC, 28254	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129162	ENR	Frances Hill	1976-08-28	UHC-89434-26	4633228121	6772 Elm St, Columbus, OH, 43266	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-409852	CLM	Denise Stephens	1995-08-16	UHC-99350-16	9146849485	2140 Baseline Rd, Tucson, AZ, 85752	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-111377	ENR	Helen Padilla	1986-02-06	UHC-77953-98	4198398627	5997 Bayshore Dr, Tempe, AZ, 85285	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-415283	CLM	Keith I Cook	1957-07-25	—	6507316981	1901 Ocean Ave, Tempe, AZ, 85259	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-108311	ENR	Kayla P Dunn	1977-12-24	UHC-36255-45	8398823725	7551 Indian School Rd, Las Vegas, NV, 89101	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-419930	CLM	Samuel Sullivan	2006-01-05	UHC-70445-32	3565345198	2208 Indian School Rd, Seattle, WA, 98182	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-105367	ENR	Jean M Kelly	1954-06-06	UHC-97025-45	8418842914	5987 Central Ave, Seattle, WA, 98124	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-29093	PRV	Jean McCoy	1963-12-09	UHC-59244-39	5507371454	343 Maple Ave, Tampa, FL, 33600	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
TPA-62010	TPA	Alice Palmer	1968-07-18	—	6022567270	2542 Palm Dr, Minneapolis, MN, 55402	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28471	PRV	Carlos Bryant	1954-09-18	—	2919949150	6753 Hillcrest Rd, Tampa, FL, 33609	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-412903	CLM	Barbara Boyd	1966-09-24	—	6336146338	9280 Valley View Dr, Las Vegas, NV, 89118	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-22624	PRV	Martha Soto	1957-12-05	—	5014708672	2000 Harbor Blvd, Austin, TX, 78700	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-142494	ENR	Deborah Mason	1983-06-05	UHC-01616-25	—	3508 Desert Sky Blvd, Plano, TX, 75081	0.58	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-130621	ENR	Ryan C Bradley	1973-11-17	UHC-79196-69	4826156386	67 Jefferson Ave, Glendale, AZ, 85398	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416700	CLM	Sara Ramirez	1991-07-10	UHC-30553-71	5208798861	3107 Lake View Rd, Gilbert, AZ, 85270	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-132726	ENR	Alexis M Hughes	2001-06-10	UHC-70657-25	5227601512	1856 Union St, Fresno, CA, 93718	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-111671	ENR	Kaylla H Wagner	1973-12-01	UHC-41223-83	—	8933 Park Pl, Denver, CO, 80218	0.58	Name split from “Last, First”State name converted to code Gender normalised
PRV-21124	PRV	Albert Sanders	1943-07-28	—	9309676412	313 Canyon Rd, Las Vegas, NV	0.58	Name re-cased Date of birth reformatted Phone reformatted City re-cased+5 more
PRV-28632	PRV	Kelly Perkins	2001-10-04	—	3754442854	6401 Washington St, Plano, TX, 75011	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-54110	TPA	Douglas Robinson	1974-11-27	—	5426819497	9031 Apache Blvd, Nashville, TN, 37242	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-419180	CLM	Elijah W Munoz	1957-11-23	—	6608676097	7576 Jefferson Ave, Houston, TX, 77004	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-113759	ENR	Marilyn Hill	1991-04-08	UHC-35136-12	2786583127	8995 Desert Sky Blvd, Tucson, AZ, 85792	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-132078	ENR	Dixon O Noah	1968-05-24	UHC-37800-54	5267817748	5291 Camelback Rd, Atlanta, GA, 30396	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-101584	ENR	Tyler W Berry	1940-09-16	UHC-30421-49	9056104104	8874 Spring St, Orlando, FL, 32810	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-406140	CLM	Jacob Kim	1988-11-28	UHC-20478-93	6176643822	9324 Indian School Rd, Charlotte, NC, 28224	0.58	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-126349	ENR	Wei W Walker	1976-05-14	UHC-30724-80	7004052828	9780 River Rd, Dallas, TX, 75270	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-53876	TPA	Alan Cole	1977-06-25	—	9124839337	4335 Ocean Ave, Mesa, AZ, 85295	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-101717	ENR	Mateo O Weaver	1952-04-01	UHC-06209-31	2534248176	8866 Ocean Ave, San Diego, CA, 92161	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-117472	ENR	Kenneth K Fowler	1956-12-11	UHC-86489-42	9044379449	100 Canyon Rd, Dallas, TX, 75272	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105635	ENR	Bobby F Alvarez	1966-01-15	UHC-06326-24	3074093270	7340 Harbor Blvd, Dallas, TX, 75274	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-28259	PRV	Brandon Coollins	1981-07-08	UHC-98443-74	3305209122	1704 Desert Sky Blvd, Tampa, FL, 33665	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-113544	ENR	Frances V Morales	1981-06-25	UHC-94910-11	7198143872	4633 Sage Ct, Atlanta, GA, 30336	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-23272	PRV	Maria W Gray	1994-12-02	—	3295002298	7226 Lincoln Way, Charlotte, NC, 28208	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-104855	ENR	Jeremy Munzo	2005-08-02	UHC-17752-21	8462712904	4774 Spring St, Seattle, WA, 98182	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-404233	CLM	Pamela Hansen	2005-01-05	—	6963914326	7482 Oak St, Austin, TX, 78778	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28789	PRV	Sharon Diaz	1957-07-25	—	6089609342	4651 Sage Ct, Nashville, TN, 37266	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-411898	CLM	Donald O Lynch	1999-02-27	UHC-41325-80	5313314934	2835 Lake View Rd, Mesa, AZ, 85265	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-100071	ENR	Laura Hamilton	1956-01-17	UHC-53829-66	—	7386 River Rd, Las Vegas, NV, 89191	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-142112	ENR	Nicholas M Mendoza	1994-05-04	UHC-42778-02	—	3558 Washington St, Eden Prairie, MN, 55317	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-128052	ENR	Dennis Robinson	1991-08-17	UHC-88911-21	5193228912	6591 Jefferson Ave, Chandler, AZ, 85260	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

16,828 rows, page 107 of 337Previous Next