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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111422	ENR	Ruuth K Gonzales	1968-09-09	UHC-72955-39	8623603354	3889 Union St, Miami, FL, 33147	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-141213	ENR	Jerry Roberts	2005-11-21	UHC-19892-59	—	8059 Valley View Dr Apt 13, Scottsdale, AZ, 85272	0.66	Two-digit birth year Unit split from street Email lower-cased Whitespace trimmed+1 more
ENR-101556	ENR	Roy Edwards	1980-10-27	UHC-05716-52	8002228995	9598 Spring St, Los Angeles, CA, 90008	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-126537	ENR	Christine W Jimenez	2000-08-25	UHC-90658-11	—	7936 Mountain View Dr, Eden Prairie, MN, 55324	0.66	Name split from “Last, First”Two-digit birth year City re-cased State code upper-cased+1 more
PRV-23308	PRV	Joe O Adams	2008-05-04	UHC-31330-62	5666361327	2370 Canyon Rd, Atlanta, GA, 30326	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107848	ENR	Ahmed Gibson	1955-01-10	UHC-88536-62	—	5266 Main St, San Diego, CA, 92155	0.66	Name re-cased Two-digit birth year Email lower-cased Gender normalised+1 more
CLM-420677	CLM	Roger Carr	1985-11-04	UHC-61108-95	—	5490 Sunset Blvd, Mesa, AZ, 85209	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22577	PRV	Gary Stone	1939-03-24	UHC-26978-96	—	7116 Camelback Rd, Nashville, TN, 37294	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22389	PRV	Shirley H Welch	1944-11-10	—	5096102614	5380 Washington St, Miami, FL, 33147	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27588	PRV	Jason Ruiz	2000-12-27	—	5813823891	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-21417	PRV	Jerry Hawkins	1982-08-16	UHC-79567-63	—	2004 Sunset Blvd, Dallas, TX, 75280	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23129	PRV	Edward Daniels	1985-10-27	UHC-52432-11	3343172163	8035 Central Ave, Tampa, FL, 33615	0.66	Two-digit birth year Phone reformatted State name converted to code Email lower-cased+1 more
ENR-128941	ENR	Jerry N Foster	2005-11-25	UHC-52520-66	7664510793	4012 Lake View Rd, Houston, TX, 77047	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
CLM-416298	CLM	Stevne Guzman	1960-11-07	UHC-93254-06	—	1507 Central Ave, Houston, TX, 77023	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-123768	ENR	Kimberly Vargas	1986-06-22	UHC-30183-37	—	5236 Cedar Ln Apt 20, Los Angeles, CA, 90023	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
ENR-105720	ENR	Walter R Little	1951-10-01	UHC-20944-17	—	7642 Pine Dr, Phoenix, AZ, 85002	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-104014	ENR	Kimberly G Obrien	1996-04-16	UHC-26739-82	3629054509	2903 Ocean Ave, Miami, FL, 33195	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-104240	ENR	Frances P Baker	1981-09-22	UHC-53863-78	6902125091	2810 Jefferson Ave, Tampa, FL, 33674	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119788	ENR	Adam Shaw	1981-10-13	UHC-03960-88	5076494938	4420 Union St, Columbus, OH, 43274	0.66	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-142249	ENR	Angela Riley	1991-01-03	UHC-71344-92	5287036211	1064 Main St, Houston, TX, 77099	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-103451	ENR	Luis Sandoval	1986-02-12	UHC-26897-99	—	2264 Harbor Blvd, Charlotte, NC, 28276	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-139412	ENR	Roger Patterson	1990-04-09	UHC-01835-84	5967489966	4484 Sunset Blvd, Miami, FL, 33151	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-29498	PRV	Hiroshi Williams	1950-01-04	—	8202222304	232 Mountain View Dr, Denver, CO, 80275	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111000	ENR	Sarah P Greene	2001-06-16	—	9029335743	8369 Canyon Rd, Los Angeles, CA	0.66	Two-digit birth year Phone reformatted ZIP missing Email lower-cased+1 more
CLM-412478	CLM	Dorothy Padilla	2002-12-01	UHC-67215-44	—	412 River Rd, Tucson, AZ, 85751	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428625	CLM	Douglas Kelly	1995-05-25	UHC-63043-26	9644424332	9857 Washington St, Charlotte, NC, 28231	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-120244	ENR	Soophia Williamson	1944-06-09	UHC-37598-10	—	7952 Grand Ave, Plano, TX, 75077	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402871	CLM	Wang E Lisa	1986-12-04	—	2178295665	4350 Elm St, San Diego, CA, 92102	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141712	ENR	Janice F Walsh	1992-04-12	UHC-76419-52	2333139032	7091 Bayshore Dr, Charlotte, NC, 28204	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429222	CLM	Aisha Laron	1949-09-22	UHC-69901-39	—	3250 Broadway, Eden Prairie, MN, 55381	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-59632	TPA	Theresa Henry	1991-12-11	—	—	8184 Meadow Ln, San Diego, CA, 92175	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404595	CLM	Amber W Mejia	1953-02-17	—	—	5149 Mesa Dr, Gilbert, AZ, 85265	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-430946	CLM	Sara Brown	1977-11-21	UHC-51882-45	7182971671	3994 Broadway, Los Angeles, CA, 90068	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-131762	ENR	Jordan M Wood	1979-07-09	UHC-90845-16	—	289 Lake View Rd, Seattle, WA, 98108	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-114252	ENR	Gerald I Bennett	1978-08-07	UHC-84632-41	5108065193	4382 Canyon Rd, Columbus, OH, 43234	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410187	CLM	Kyle Dominguez	1954-02-12	—	—	2026 Elm St, Minneapolis, MN, 55438	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-130371	ENR	Joyce Ray	1942-09-04	UHC-03509-93	9162914096	4023 Central Ave, Mesa, AZ, 85232	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-405359	CLM	Keith P Guzman	1998-01-10	UHC-44567-20	6027198695	6289 Main St, Phoenix, AZ, 85062	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-63646	TPA	Jeffrey Padilla	1983-08-18	—	—	9574 Ridge Rd, Eden Prairie, MN, 55330	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-100946	ENR	Marcus P Wood	1995-06-17	UHC-19067-25	—	9416 Indian School Rd, Denver, CO, 80293	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-115204	ENR	Jessica U Henry	1983-05-03	UHC-28409-11	4709972109	5648 Hillcrest Rd, Nashville, TN, 37288	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-57129	TPA	Nicholas Alexander	1989-04-25	—	7916354300	6192 Canyon Rd, Mesa, AZ, 85282	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-120334	ENR	Samuel U Castro	1975-05-08	UHC-99010-79	9047985083	216 Indian School Rd, Dallas, TX	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
TPA-57995	TPA	Victoria I Peterson	2004-03-17	—	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-53492	TPA	Bryan Ryan	1983-06-11	—	—	1607 Desert Sky Blvd, Sacramento, CA, 95858	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-421701	CLM	Albert K Gonzalez	1968-09-15	UHC-36932-95	—	9216 Indian School Rd, Mesa, AZ, 85200	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-119873	ENR	Virginia Garrett	1989-01-04	UHC-92042-53	6719892736	380 Apache Blvd, Tucson, AZ, 85760	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-120158	ENR	Brandon G Watson	1999-08-03	UHC-65481-98	6572449338	3953 River Rd, Fresno, CA, 93756	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
TPA-54758	TPA	Carolyn Wong	1977-01-09	—	—	2259 Highland Ave, Sacramento, CA, 95840	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
ENR-112251	ENR	Cynthia B Elliott	2007-09-02	UHC-38722-48	5113382771	9248 Sage Ct, San Antonio, TX, 78200	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more

6,661 rows, page 83 of 134Previous Next