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

Third-party administrator, 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
TPA-61228	TPA	Eriic Wang	1975-11-25	—	5675630413	9887 Mountain View Dr, Austin, TX, 78797	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50613	TPA	Nathan Medina	1982-10-28	—	5199147895	7987 Ridge Rd, Glendale, AZ, 85362	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61694	TPA	Michael Schmidt	2004-10-28	—	—	7258 Harbor Blvd, Dallas, TX, 75268	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-61788	TPA	Brandon Grant	1939-03-23	—	4002817290	5840 Lincoln Way, Chandler, AZ, 85295	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-57569	TPA	Tyler Singh	2002-04-12	—	—	7305 Valley View Dr, Las Vegas, NV, 89124	0.78	Name re-cased City re-cased Email lower-cased Gender normalised+1 more
TPA-50786	TPA	James Thomas	1994-11-16	UHC-33106-13	2266784450	8806 Desert Sky Blvd, Atlanta, GA, 30324	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-51044	TPA	Sandra Smith	1967-08-12	—	—	2812 Maple Ave, Denver, CO, 80280	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53926	TPA	Arjun Rios	1960-01-03	—	—	5434 Union St, Chandler, AZ, 85290	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57653	TPA	Keith G Ford	1947-04-21	—	—	6215 Central Ave, Orlando, FL, 32811	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-52259	TPA	Charlotte D Pierce	1952-11-13	—	6294984862	6045 Meadow Ln, San Antonio, TX, 78265	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54130	TPA	Ashley P Scott	1998-04-22	—	—	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
TPA-58828	TPA	Terry Cooper	1960-07-24	—	—	6679 Sunset Blvd, Fresno, CA, 93752	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50951	TPA	Benjamin Obriien	1938-08-21	UHC-68311-73	5019348070	3925 Central Ave, Glendale, AZ	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-59900	TPA	Willie Myers	1941-07-13	—	—	283 Lake View Rd, Las Vegas, NV, 89189	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-55042	TPA	Mateo Harrison	1960-10-10	—	—	7955 Maple Ave, Scottsdale, AZ, 85231	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55457	TPA	Wei Dunn	1980-05-05	—	—	8050 Jefferson Ave, Chandler, AZ, 85220	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55474	TPA	Susan Clark	1983-12-06	—	—	9001 River Rd # 391, Houston, TX, 77035	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-54462	TPA	Sandra Tucker	1962-06-06	—	—	4843 Grand Ave, San Diego, CA, 92176	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53925	TPA	Joyce Watkins	1994-02-16	—	—	8082 Apache Blvd, Houston, TX, 77092	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57306	TPA	Noah Turner	1949-03-28	—	—	441 Palm Dr, Chandler, AZ, 85287	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-62505	TPA	Dennis Dean	1974-02-06	—	—	863 Forest Ave, Gilbert, AZ, 85273	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52238	TPA	Karen Salazar	1977-11-07	UHC-08069-23	4399319682	5885 Jefferson Ave, Columbus, OH, 43217	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-61241	TPA	Carl N Coleman	1970-03-15	—	9847669139	3129 Church St, San Antonio, TX, 78288	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62291	TPA	Dylan Cole	2004-07-01	UHC-93588-47	—	6513 Cedar Ln, Phoenix, AZ, 85086	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55038	TPA	Charles A Little	1951-04-09	UHC-26339-12	5843517130	2376 Washington St, Fresno, CA, 93740	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59638	TPA	Nacy Howard	1994-02-07	—	3806422553	1720 Willow Ct, Las Vegas, NV, 89112	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52807	TPA	Billy Bennett	1953-01-25	—	—	1043 Sage Ct, Seattle, WA, 98127	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54441	TPA	Ethan Green	1996-12-01	—	7945294957	714 Canyon Rd, Jacksonville, FL, 32212	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52429	TPA	Bruce Ramos	1984-03-06	—	—	6296 Main St, Glendale, AZ, 85347	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
TPA-53532	TPA	Yuki Dominguz	1982-09-13	UHC-20110-23	5733552265	2794 Camelback Rd, Nashville, TN, 37291	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-50142	TPA	Russell Delgado	1987-05-25	—	—	6154 Church St, Nashville, TN, 37221	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57847	TPA	Albeert Hunt	2002-08-01	—	—	5402 Park Pl, Eden Prairie, MN, 55324	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62513	TPA	Danielle C Grant	1943-09-06	—	—	9196 Harbor Blvd, Charlotte, NC, 28287	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52460	TPA	Jean Mills	1961-04-07	—	—	6528 Grand Ave, Columbus, OH, 43232	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-51237	TPA	Maria A Palmer	1989-09-08	UHC-46148-48	—	7366 Palm Dr, Scottsdale, AZ, 85274	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-64007	TPA	William Vargas	1981-12-28	—	—	24 Forest Ave, Gilbert, AZ, 85207	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63468	TPA	Evelyn Hudson	1989-06-07	UHC-95299-09	—	1021 Grand Ave, Plano, TX, 75034	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-52440	TPA	Lawrennce Warren	1961-05-03	—	—	7599 Indian School Rd, Miami, FL, 33150	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59288	TPA	Stephen C Vega	1962-12-18	—	—	8354 Maple Ave, Denver, CO, 80252	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61491	TPA	Camila Herrera	1946-01-08	—	—	6176 Park Pl, Glendale, AZ, 85380	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-53381	TPA	Roger George	1983-01-10	—	—	1902 Washington St, Atlanta, GA, 30362	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54325	TPA	Martha G Gonzaales	1941-04-22	UHC-09453-25	—	1995 Church St, Atlanta, GA, 30375	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58861	TPA	Lauren F Diza	1956-12-14	—	—	6254 Bayshore Dr, Nashville, TN, 37277	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58110	TPA	Lucia Dixon	1993-11-24	—	—	7092 Highland Ave, Dallas, TX, 75291	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56864	TPA	Peter V Baker	2001-04-28	—	—	9241 Sunset Blvd, Fresno, CA, 93757	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60476	TPA	Bryan Hamilton	2002-06-03	—	—	2921 Ocean Ave, Denver, CO, 80223	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63715	TPA	Anthony Gibson	1963-06-08	—	5704643442	2139 Forest Ave, Minneapolis, MN, 55428	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50877	TPA	Brian K Wong	1946-09-25	—	—	2639 Canyon Rd, Plano, TX, 75033	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60996	TPA	Wei Cruz	1943-11-23	UHC-51966-63	8042896007	9317 Indian School Rd, Plano, TX, 75014	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54162	TPA	Jessica Beennett	1991-05-02	—	—	5439 Camelback Rd, Denver, CO, 80206	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,750 rows, page 57 of 115Previous Next