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-56115	TPA	Andrew Hart	1968-03-18	UHC-80970-66	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-50874	TPA	Ford Rob	1954-11-11	—	2654336271	9709 Park Pl, Plano, TX, 75020	0.94	Name re-cased Phone reformatted Whitespace trimmed
TPA-51560	TPA	Carolyn S Green	1994-12-19	—	—	9765 Bayshore Dr, Atlanta, GA, 30391	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-58151	TPA	Jordan Gilbert	2000-05-22	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-58708	TPA	Camila Maldonado	1945-12-01	—	7108894874	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-50228	TPA	Heather Hawkins	1980-04-27	—	—	9203 Church St, Eden Prairie, MN, 55316	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-61165	TPA	Victorria Graham	1970-12-07	—	—	2255 Cedar Ln, Las Vegas, NV, 89185	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-52979	TPA	Diana James	1952-05-22	—	3729253890	3640 Sage Ct, Glendale, AZ, 85358	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-63531	TPA	Beverly Davis	1975-07-12	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-53754	TPA	Philip Wright	1998-04-12	—	6736256120	1137 Hillcrest Rd, Las Vegas, NV, 89166	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-61270	TPA	Emily White	1942-09-14	—	—	208 Apache Blvd, Tempe, AZ, 85295	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-50605	TPA	Jose Oslon	2003-05-28	UHC-32021-76	9768270409	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-51485	TPA	Jonathan Mason	2008-11-13	—	—	5076 Cedar Ln, San Antonio, TX, 78265	0.94	Name re-cased State code upper-cased Placeholder values cleared
TPA-61917	TPA	Catherine Wheeler	1952-10-07	—	8033194021	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-53108	TPA	Pamela Mitchell	1997-11-08	—	—	5418 River Rd, Phoenix, AZ, 85073	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-61843	TPA	Stephanie Ward	1961-08-16	—	3893373742	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-58764	TPA	Foster Randy	2006-08-09	—	—	1731 Church St, Charlotte, NC, 28246	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-60331	TPA	David Woods	1938-05-26	—	6292712914	1578 Union St, Nashville, TN, 37211	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-63383	TPA	Ethan P Weber	1980-12-18	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-57979	TPA	Marc Stephens	2007-12-18	—	2804886964	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-54925	TPA	Gaabriel Castillo	1990-10-01	UHC-46808-96	—	1163 Church St, Plano, TX, 75066	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-57787	TPA	Adam Ruiz	2002-03-19	UHC-93885-30	5249089026	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-51022	TPA	Luis Hill	1984-08-20	—	—	8111 Indian School Rd, Seattle, WA, 98158	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-57534	TPA	Jonathan Gonzales	2008-06-21	UHC-10277-83	—	9832 Meadow Ln, Tempe, AZ, 85285	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-63693	TPA	Michele Phillips	1946-10-01	—	—	4100 Lake View Rd, Miami, FL, 33148	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-63221	TPA	Jerry Dean	1977-11-14	—	—	5719 Lincoln Way, Charlotte, NC, 28268	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-50178	TPA	Jeremy Young	2002-05-20	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-58878	TPA	Peter Morgan	1959-03-05	—	—	8901 Broadway, Jacksonville, FL, 32264	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-61453	TPA	Emma Roberts	1991-08-21	UHC-03591-23	—	5631 Mesa Dr, Fresno, CA, 93740	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
TPA-54831	TPA	Doris E Yang	1968-12-03	—	2282448221	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-51735	TPA	Carl X Powell	1984-04-27	—	—	1327 Lincoln Way, Fresno, CA, 93762	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-52296	TPA	Anthony Guerrero	1993-12-01	UHC-84143-49	—	5499 Church St, Los Angeles, CA, 90034	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-56404	TPA	Jose Owens	1987-02-07	—	8986946609	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-50626	TPA	Daniel Lee	1956-02-05	—	—	8813 Palm Dr, Tempe, AZ, 85224	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-64079	TPA	Juan Walsh	1952-04-10	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-58734	TPA	Frances Henry	2001-02-07	—	9734465938	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-62787	TPA	Gary B Wang	1996-04-02	—	—	8882 Jefferson Ave, Los Angeles, CA, 90014	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-60458	TPA	Aisha Carlson	1971-06-04	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-52150	TPA	Catherine Gracia	1965-03-14	UHC-49707-14	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-61459	TPA	Nathan Turner	1976-03-05	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-61772	TPA	Teresa Park	2001-02-22	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-51046	TPA	Shirley Stone	1987-01-18	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-56796	TPA	Wei Andrews	1953-01-16	—	—	9640 Baseline Rd, Glendale, AZ, 85357	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-62279	TPA	Alice L Brooks	1957-09-21	—	4584596642	2450 Sage Ct, San Antonio, TX, 78210	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-51545	TPA	Sharon Welch	1939-01-15	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-63273	TPA	Christine Phillips	1989-02-18	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-57741	TPA	Dennis Armstrong	1966-07-18	—	4088771532	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-53045	TPA	Diane Gibson	1978-01-07	UHC-53548-25	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-51982	TPA	Timothy Tran	1958-04-25	UHC-04978-95	4657645355	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-60781	TPA	Deborah Grant	1942-10-14	UHC-98028-76	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared

5,750 rows, page 102 of 115Previous Next