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

Enrollment, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-116145	ENR	David V Moreno	1973-09-22	UHC-59966-46	6943679303	8006 Valley View Dr, Atlanta, GA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-106835	ENR	Scott U Gomez	1994-12-27	UHC-06958-42	3048528575	4489 Union St, Las Vegas, NV, 89155	0.66	Name re-cased Member ID reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-107328	ENR	Joe H Long	1971-11-07	UHC-76912-53	2796141432	5547 Elm St, Tempe, AZ	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-136682	ENR	Bradley N Vazquez	1990-11-19	UHC-91363-51	—	7948 Oak St, Columbus, OH, 43256	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-120117	ENR	Betty B Padilla	1950-12-18	UHC-71580-46	2325123721	3391 Oak St, Eden Prairie, MN, 55397	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-130502	ENR	Paul Q Murphy	1957-04-01	UHC-27643-08	—	516 Apache Blvd, Phoenix, AZ, 85061	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-140143	ENR	Frances Tucker	1991-07-13	UHC-24971-18	—	237 Pine Dr, Charlotte, NC, 28233	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-122765	ENR	Danielle Jordan	1973-12-20	UHC-72650-33	8554587156	2275 Hillcrest Rd, Sacramento, CA	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115749	ENR	Zachry I Warren	1979-12-05	UHC-78756-44	7182869086	4218 Forest Ave, Tampa, FL, 33688	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-118021	ENR	Theresa Mendez	1976-12-25	UHC-72420-38	4758232018	7707 River Rd, Miami, FL, 33156	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-136167	ENR	Carl Gardner	2004-02-12	UHC-45737-62	6933180651	759 Cedar Ln, Plano, TX, 75094	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108661	ENR	James A Butler	1954-08-09	UHC-62743-16	2764282583	4933 Valley View Dr, Tempe, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109797	ENR	Cheryl Y Murphy	1980-10-27	UHC-27069-71	—	3441 Oak St Apt 11, Nashville, TN, 37202	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-139197	ENR	Carlos Grant	1982-04-25	UHC-60171-08	8495469852	7336 Union St, Sacramento, CA, 95866	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-107647	ENR	Yuki G Matthews	2007-10-17	UHC-08555-30	9488753793	9387 Sage Ct, Houston, TX, 77067	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+1 more
ENR-126924	ENR	Bobby Ryan	1975-03-26	UHC-70615-05	5596806656	9661 Broadway, Minneapolis, MN, 55435	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-122852	ENR	Tyler P Hughes	1985-02-21	UHC-11147-61	3783070468	1804 Lincoln Way, Sacramento, CA, 95829	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-137018	ENR	Austin N Welch	1963-04-23	UHC-09700-72	7728276325	278 Palm Dr Apt 13, Gilbert, AZ, 85277	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
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-131485	ENR	Brenda I Estrda	1997-03-20	UHC-10960-54	2516437041	2306 Union St, Scottsdale, AZ, 85248	0.66	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+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-108907	ENR	Sara F Augilar	1949-01-09	UHC-97394-26	—	8640 Forest Ave, Las Vegas, NV, 89192	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119418	ENR	Benjamin Thompson	1992-01-19	UHC-12484-48	7059932624	6338 Broadway, Los Angeles, CA, 90045	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+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
ENR-114133	ENR	Edward F Scott	1977-01-11	UHC-52393-57	8308687644	6147 Elm St, Dallas, TX, 75229	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-132193	ENR	Patricia Oliver	—	UHC-40076-91	8974404417	6650 Harbor Blvd, Scottsdale, AZ, 85299	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-128487	ENR	Laura H Bennett	1963-02-07	UHC-69098-58	7307201192	3622 Desert Sky Blvd, Dallas, TX, 75238	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised+1 more
ENR-128201	ENR	Mateo Q Oliver	1973-09-12	UHC-31496-33	4647906533	3573 Grand Ave, Scottsdale, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-132788	ENR	Elijah D Sullivan	1966-08-01	UHC-92796-98	7953509691	92 Market St, Denver, CO	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107276	ENR	Danielle Walsh	1984-02-04	UHC-00298-63	9459986966	9278 River Rd, Columbus, OH, 43250	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-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
ENR-141960	ENR	Priya V Thompson	1989-08-09	UHC-68026-77	8519134683	7541 Palm Dr, Tempe, AZ, 85244	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114285	ENR	Evelyn Garrett	1942-11-19	UHC-93545-01	5257687724	2256 River Rd, Jacksonville, FL, 32270	0.66	Name re-cased Phone reformatted Street suffix standardised Address 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-138581	ENR	Jerry Q Kim	—	UHC-71331-27	9556628276	4886 Baseline Rd, San Antonio, TX, 78270	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-107096	ENR	Rebecka Austin	1983-03-26	UHC-39143-11	3332678414	2519 Spring St, Atlanta, GA, 30354	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-130049	ENR	Sara Morgan	1993-01-19	UHC-83917-94	4492814899	7008 Union St, Fresno, CA, 93720	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138590	ENR	Diana J Clark	1992-05-04	UHC-38721-43	9195697883	1561 Meadow Ln, Miami, FL, 33182	0.66	Name re-cased Date of birth reformatted 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-115566	ENR	Zachary Z Simpson	1964-12-08	UHC-83668-28	7648769980	5711 Church St, Miami, FL, 33183	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-118466	ENR	Tyler Y Adams	1959-02-25	UHC-63894-92	5523671190	2455 Lake View Rd, Mesa, AZ, 85244	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-132893	ENR	Amy Laron	1968-11-16	UHC-55275-97	—	9165 Maple Ave, Chandler, AZ, 85267	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-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-107975	ENR	Carol H Rose	1947-08-13	UHC-20656-15	8334854430	2218 Apache Blvd, Orlando, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-107976	ENR	Carol H Rose	1947-08-13	UHC-20656-15	8334854430	2218 Apache Blvd, Orlando, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+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-106530	ENR	Raachel V Espinoza	1953-02-14	UHC-22808-33	—	9180 Grand Ave, San Antonio, TX, 78210	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-100354	ENR	Daniel Wang	1972-09-13	UHC-64801-14	9435359067	7349 Elm St, Fresno, CA, 93779	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-103816	ENR	Gregory Hudson	2001-05-05	UHC-35926-32	4223891622	3589 Spring St, Tucson, AZ, 85701	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more

17,310 rows, page 123 of 347Previous Next