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
ENR-122227	ENR	Billy V Ruzi	1994-10-09	UHC-56250-23	—	4316 Broadway, Los Angeles, CA, 90030	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-128563	ENR	Bobby B Carr	2004-11-07	UHC-15965-61	7787879127	8445 Canyon Rd, Charlotte, NC, 28281	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-128562	ENR	Bobby B Carr	2004-11-07	UHC-15965-61	7787879127	8445 Canyon Rd, Charlotte, NC, 28281	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
CLM-420833	CLM	Debra Estrada	1964-10-01	—	—	3265 Elm St, Fresno, CA, 93753	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-54737	TPA	Raymond Flores	2007-11-09	—	—	147 Apache Blvd, Eden Prairie, MN, 55357	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
CLM-425698	CLM	Cynthia Porter	1983-10-11	UHC-55361-65	—	9877 Union St, Miami, FL, 33102	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
CLM-419397	CLM	Nicole Barnes	1993-01-26	—	—	—	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-21215	PRV	Randy Q Snyder	1989-06-16	—	4318186468	398 Broadway, San Antonio, TX, 78213	0.68	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Placeholder values cleared
CLM-431203	CLM	Bradley Jones	1962-03-17	UHC-59050-84	7475721260	6499 Bayshore Dr, Houston, TX, 77064	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-63480	TPA	Ray A Meyer	1983-01-04	—	—	5905 Mountain View Dr, Gilbert, AZ, 85221	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-142184	ENR	Kayla Carter	2001-05-22	UHC-81353-86	9645993710	8758 Desert Sky Blvd, Austin, TX, 78708	0.68	Name split from “Last, First”Two-digit birth year City re-cased Email lower-cased
ENR-130289	ENR	Matthew I Jordan	1964-05-25	UHC-11158-75	—	9371 Camelback Rd, Scottsdale, AZ, 85240	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
TPA-52413	TPA	Shirley Estrada	1982-10-07	—	—	1380 Mountain View Dr, Tempe, AZ, 85202	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-103232	ENR	Mary J Shaw	1961-12-27	UHC-19721-07	5165950021	3392 Forest Ave, Scottsdale, AZ, 85270	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
CLM-412683	CLM	Ethan Walsh	1941-03-07	—	—	5428 Mountain View Dr, Tampa, FL, 33633	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412684	CLM	Ethan Walsh	1941-03-07	—	—	5428 Mountain View Dr, Tampa, FL, 33633	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-406684	CLM	Virginia Hoffman	1947-09-20	—	7588526273	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-108357	ENR	Jose D Fuller	1987-10-06	UHC-95750-97	—	3819 Indian School Rd, Minneapolis, MN, 55441	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
TPA-64302	TPA	Juan Wallace	1954-02-27	UHC-92362-72	—	5508 Union St, Columbus, OH, 43254	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
TPA-53393	TPA	Billy Hat	1986-01-16	—	—	6343 Ridge Rd, San Antonio, TX, 78288	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-411229	CLM	Jacob Vasquez	1985-05-07	UHC-00788-94	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-64347	TPA	Robert Lewis	1938-06-12	—	—	1524 Oak St, Sacramento, CA, 95858	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-413468	CLM	Hannah Brown	1961-10-21	UHC-26443-88	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-141820	ENR	James C Holmes	1983-12-16	UHC-85728-59	5128477594	—	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-111656	ENR	Zachary Hudson	1945-08-22	UHC-04938-33	2367128579	4326 Palm Dr, Houston, TX, 77085	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-121907	ENR	Daaniel Mendez	1982-02-26	UHC-28000-18	—	2923 Lake View Rd, Miami, FL, 33116	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-128937	ENR	Matthew Schmidt	1990-04-09	UHC-21293-99	7876960213	5622 Elm St, Seattle, WA, 98151	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-21407	PRV	Scott X Stevens	1994-01-08	UHC-77093-82	—	4455 Main St, Austin, TX, 78723	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-51286	TPA	Mason Santos	1964-03-21	—	—	8308 Canyon Rd, Glendale, AZ, 85385	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-421354	CLM	Jacuqeline R Siingh	1983-10-16	—	7268393172	8898 Forest Ave, Denver, CO, 80241	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-411659	CLM	Sanchez Lisa	1951-01-20	—	3187783038	3976 Mesa Dr, Gilbert, AZ, 85253	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
TPA-63856	TPA	Jennifer X Wong	1956-10-21	—	4244742948	3291 Sunset Blvd, Gilbert, AZ, 85259	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-132916	ENR	Olivia Stevens	1956-03-27	UHC-96381-35	4127724309	6766 Indian School Rd, Seattle, WA, 98105	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-104343	ENR	Mark N Ford	1967-04-02	UHC-58600-22	—	8320 Willow Ct, Orlando, FL, 32879	0.68	Name split from “Last, First”Date of birth reformatted Phone missing area code City re-cased
ENR-142020	ENR	Bradley Ferguson	1957-12-13	UHC-58249-92	2046318258	329 River Rd, Houston, TX, 77007	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
CLM-411608	CLM	Lawrence Weaver	1964-02-04	UHC-26133-98	9292120024	3519 Church St Apt 15, Tempe, AZ, 85219	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed
ENR-121648	ENR	Charles Mendez	1954-12-01	UHC-04583-03	3229249570	1701 River Rd, Austin, TX, 78767	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-430038	CLM	Timothy Geoge	1941-06-24	UHC-62919-01	2412813785	4259 Valley View Dr, San Diego, CA, 92194	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
TPA-55479	TPA	Ahmed Wright	1972-11-22	UHC-78812-39	—	617 Camelback Rd, Chandler, AZ, 85214	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-406802	CLM	Jacob N Kinng	1970-03-14	—	5236796588	7963 Lake View Rd # 297, Tempe, AZ, 85266	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
TPA-50775	TPA	Walter I Washington	1944-03-04	—	—	2644 Hillcrest Rd, San Diego, CA, 92127	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-432151	CLM	Timothy Nunez	—	UHC-87616-06	7109259699	3333 Church St, Los Angeles, CA, 90015	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-64456	TPA	Mason V Payne	1979-11-17	—	3238353551	5013 Forest Ave, Atlanta, GA, 30385	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
PRV-27704	PRV	Hiroshi Garza	2005-11-05	UHC-77416-36	8065786361	3626 Indian School Rd, Plano, TX, 75018	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-102945	ENR	Abigail T Snyder	1997-05-24	UHC-30299-02	8204382498	6519 Oak St, Miami, FL, 33171	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
TPA-55463	TPA	Amy Wiliamson	1982-11-20	—	—	7943 Desert Sky Blvd, Jacksonville, FL, 32201	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
ENR-107550	ENR	Jacob M Obrien	1949-07-03	UHC-92455-51	6794331722	9669 Mountain View Dr, Jacksonville, FL, 32281	0.68	Name split from “Last, First”Name re-cased Date of birth reformatted Gender normalised
ENR-141639	ENR	Dylan T Rios	1963-10-11	UHC-19892-73	8959144169	2747 Sunset Blvd, Phoenix, AZ, 85033	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-115039	ENR	Betty B Garcia	2001-01-14	UHC-13172-55	—	5278 Union St, Tampa, FL, 33655	0.68	Name split from “Last, First”Middle initial moved out of first name Whitespace trimmed Placeholder values cleared
TPA-58091	TPA	Gary Hart	1983-01-04	—	—	5166 Ridge Rd, Mesa, AZ, 85272	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared

9,980 rows, page 142 of 200Previous Next