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 “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-128744	ENR	Jeremy T Flores	1973-01-23	UHC-14635-78	7528652778	8701 Highland Ave, Columbus, OH, 43291	0.58	Two-digit birth year SSN last four extracted State name converted to code
ENR-115440	ENR	Anna O Edwards	2007-08-12	UHC-96929-21	5888661153	4080 Palm Dr, Tucson, AZ, 85782	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-405327	CLM	Ryan Espinoza	1953-10-13	UHC-91480-48	9252795110	6100 Desert Sky Blvd, Austin, TX, 78740	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-405326	CLM	Ryan Espinoza	1953-10-13	UHC-91480-48	9252795110	6100 Desert Sky Blvd, Austin, TX, 78740	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
TPA-62398	TPA	Deborah Johnston	1963-05-04	—	3265342461	1122 Central Ave, Los Angeles, CA, 90011	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-140500	ENR	Isabella J Tucker	1943-02-17	UHC-25776-70	7428877951	9827 Sage Ct, Atlanta, GA, 30305	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-141559	ENR	Joe S Chen	1950-06-26	UHC-82668-02	5497188998	6167 Lincoln Way, Mesa, AZ, 85210	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-139972	ENR	Rebecca G Silvva	1993-06-26	UHC-00553-93	9836314870	9351 Harbor Blvd, San Antonio, TX, 78292	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-431416	CLM	Zachary L Jenkins	1986-03-05	UHC-48075-09	7163638531	911 Apache Blvd, Austin, TX, 78752	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-134317	ENR	Roy Q Wilson	1988-06-24	UHC-47553-11	3968326745	8944 Hillcrest Rd, Los Angeles, CA, 90008	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-24901	PRV	Yuki Chapman	2002-02-19	—	7269576631	5584 Desert Sky Blvd, Minneapolis, MN, 55416	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-140651	ENR	Kelly Chapman	1970-01-12	UHC-53409-78	3194442943	3677 Apache Blvd, Tampa, FL, 33634	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
PRV-21311	PRV	Jacob Simpson	2000-01-24	UHC-02926-18	—	4452 Maple Ave, Charlotte, NC, 28267	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-130387	ENR	Logan L Greene	1965-08-04	UHC-51467-56	2165107683	7931 Canyon Rd, Minneapolis, MN, 55476	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-102579	ENR	Banks Sanntiago	1956-06-22	UHC-38992-72	8394578555	3079 Highland Ave, Scottsdale, AZ, 85224	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-126721	ENR	Mei Vargas	1953-01-11	UHC-17211-73	7184750034	8958 Lincoln Way, Austin, TX, 78776	0.58	State name converted to code ZIP+4 trimmed Gender normalised
ENR-139504	ENR	Isabella A Young	1939-10-21	UHC-89513-14	9314143522	289 Baseline Rd, Sacramento, CA, 95804	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-121399	ENR	Mei F Espinoza	2003-05-05	UHC-99638-54	3728246592	7842 Baseline Rd, Gilbert, AZ, 85259	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-100261	ENR	Janice X Rivera	1975-04-23	UHC-27879-12	8125380707	708 Baseline Rd, Denver, CO, 80257	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-139074	ENR	Charles Shaw	1966-02-13	UHC-76406-27	7375552472	8905 Willow Ct, Scottsdale, AZ, 85286	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-118031	ENR	Gabriel A Hudson	1940-02-22	UHC-76138-33	9855986477	1178 Sunset Blvd, Austin, TX, 78705	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-419410	CLM	Debra Cox	1993-06-22	UHC-62132-15	2829083125	8967 Desert Sky Blvd, Columbus, OH, 43297	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-143064	ENR	Sara T Baker	1998-08-02	UHC-05605-66	3104732933	9166 Market St, Atlanta, GA, 30331	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-431908	CLM	Zachary I Ramos	2005-02-23	—	4659933339	9573 Valley View Dr, Miami, FL, 33173	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-51752	TPA	Bruce Meyer	1964-03-22	—	6387444499	1979 Jefferson Ave, Houston, TX, 77031	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-59072	TPA	Eugene Wong	1941-11-04	—	—	3733 Forest Ave, Tempe, AZ, 85240	0.58	Name split from “Last, First”Phone missing area code State name converted to code
ENR-105402	ENR	Aaron S Larson	1996-05-07	UHC-81833-84	6839919805	3534 Union St, Nashville, TN, 37256	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-100137	ENR	Frank L Bell	1985-05-03	UHC-66685-99	9378936329	3666 Elm St, Seattle, WA, 98196	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-114243	ENR	Sue R Turner	1978-10-05	UHC-41608-99	2694856509	8534 Main St, Scottsdale, AZ, 85209	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
PRV-27196	PRV	Victoria K Rice	1998-09-15	—	6683900220	4405 Palm Dr, Glendale, AZ, 85355	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-110894	ENR	Wayne A Franklin	1967-01-01	UHC-44075-82	4984296800	8723 Baseline Rd, Tempe, AZ, 85252	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-22063	PRV	Andrew Woods	1973-11-16	UHC-68285-69	9343582652	872 Union St, Gilbert, AZ, 85250	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-426676	CLM	Betty Pena	1979-03-21	UHC-94994-59	6775151078	9749 Pine Dr, Jacksonville, FL, 32230	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-125070	ENR	Gregory Pierce	1951-01-12	UHC-34020-29	2314566487	807 Mesa Dr, Dallas, TX, 75244	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-129583	ENR	Victoria Robertson	1946-04-04	UHC-63552-87	7348976315	7529 Canyon Rd, Denver, CO, 80229	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-126210	ENR	Valentina O Maldonado	1979-09-28	—	5465781628	5268 Camelback Rd, San Diego, CA, 92174	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-115429	ENR	Frances Fox	1960-03-25	UHC-10054-32	4206977770	5835 Lake View Rd, Austin, TX, 78744	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-133816	ENR	Dorothy Jimenez	2001-05-21	UHC-07842-82	6364854425	6033 Central Ave, Las Vegas, NV, 89136	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-109739	ENR	Sophia Bennett	1992-02-24	UHC-18922-15	5229162765	2822 Union St, Dallas, TX, 75239	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-28396	PRV	Jack Warren	1966-02-10	—	8407697979	2998 Mountain View Dr, Dallas, TX, 75297	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-121580	ENR	Melissa Anderson	1981-07-02	UHC-00123-95	3276035760	8861 Canyon Rd, Atlanta, GA, 30362	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-106780	ENR	Henry Y Richards	1971-02-08	UHC-81516-35	6043855184	2410 Camelback Rd, Gilbert, AZ, 85289	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117214	ENR	Frances Mejia	1952-11-03	UHC-36586-32	6809094526	365 Apache Blvd, Tempe, AZ, 85280	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-430092	CLM	Yuki Spencer	1939-06-28	UHC-90438-72	—	1176 Ocean Ave, Miami, FL, 33186	0.58	Name split from “Last, First”Two-digit birth year State name converted to code
TPA-61161	TPA	Joan Webb	2005-09-03	—	3433387023	8859 Ridge Rd, Denver, CO, 80293	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-414159	CLM	Gabriel Cole	2007-05-03	UHC-91900-15	9127862685	373 Cedar Ln, Houston, TX, 77062	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-27165	PRV	Diane Dominguez	1946-08-06	—	9789858984	9605 Union St, Sacramento, CA, 95862	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26545	PRV	Sandra Z Alexander	1950-04-13	—	7763019396	8420 Forest Ave, Fresno, CA, 93709	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-130572	ENR	Maria L Stephens	1986-09-24	—	8617633911	1827 Canyon Rd, San Diego, CA, 92119	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more

9,084 rows, page 70 of 182Previous Next