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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50588	TPA	Zachary Rdoriguez	1941-10-09	UHC-03456-11	5736490451	7339 Jefferson Ave # 523, Los Angeles, CA, 90091	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
TPA-60463	TPA	Patrick Ferguson	1970-05-01	—	—	3806 Valley View Dr # 577, Orlando, FL, 32810	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
TPA-61164	TPA	Eric Perry	1951-06-01	—	—	9175 Elm St, Dallas, TX, 75208	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-61560	TPA	Donald Kennedy	2005-08-27	—	5268756149	2438 Grand Ave, Austin, TX, 78758	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50419	TPA	Carl W Sandoval	1998-04-01	—	—	1075 Elm St, Plano, TX, 75032	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57460	TPA	Emma Tucker	1964-05-09	—	—	8985 Hillcrest Rd, Fresno, CA, 93774	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50455	TPA	Ralph Vargas	1969-06-27	—	—	5769 Cedar Ln, Tempe, AZ, 85279	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58201	TPA	Charles Y Armstrong	1998-09-13	—	—	5832 Grand Ave, Seattle, WA, 98104	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62408	TPA	Kellly Morris	1961-04-11	—	4357118910	5956 Willow Ct, Plano, TX, 75058	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52762	TPA	Sharon Hanson	2000-07-07	—	—	33 River Rd, Sacramento, CA, 95834	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50992	TPA	Gibson Gabriel	1993-04-08	—	—	5197 Cedar Ln, Nashville, TN, 37295	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61977	TPA	Jezse Russell	1983-04-14	—	—	8446 Camelback Rd, Phoenix, AZ, 85088	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50576	TPA	Andrew Fields	1995-03-23	—	8035777942	3129 Main St, Jacksonville, FL, 32261	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
TPA-51353	TPA	Marcus Fields	1996-03-03	—	6133079537	8621 Oak St, Nashville, TN, 37241	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50924	TPA	Catherine Silva	1991-10-18	UHC-28183-55	2583495842	1651 Oak St, Austin, TX, 78756	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51587	TPA	Olivia Cox	1964-01-06	UHC-84543-81	—	4346 Washington St, Jacksonville, FL, 32201	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55622	TPA	Keith Burns	1988-09-16	—	3388309775	9209 Lake View Rd, Phoenix, AZ, 85010	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
TPA-57142	TPA	Luis Gonzalez	1939-04-05	—	—	5883 Harbor Blvd, Mesa, AZ, 85245	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-50025	TPA	Valentina Warren	1959-11-17	UHC-64240-81	7375366901	9049 Maple Ave, Dallas, TX, 75225	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52702	TPA	Stephen Maldonado	1941-06-16	—	—	5247 Hillcrest Rd, Sacramento, CA, 95839	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54837	TPA	Barbara R Espinosa	2001-10-25	—	—	4396 Valley View Dr, Tempe, AZ, 85224	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63032	TPA	Noah Kim	1957-04-28	—	—	4631 River Rd, Charlotte, NC, 28258	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63921	TPA	Beverly Sullivan	1990-01-27	—	7508881312	6770 Ocean Ave, Sacramento, CA, 95803	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53942	TPA	Brittany Hawkins	1982-05-12	—	—	2844 Meadow Ln, Los Angeles, CA, 90098	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53813	TPA	Paul Holmes	1953-01-28	—	—	5401 Forest Ave, Scottsdale, AZ	0.76	Date of birth reformatted City re-cased ZIP missing Email lower-cased+2 more
TPA-57342	TPA	Danielle Hill	1995-12-09	—	—	1649 Desert Sky Blvd, Orlando, FL, 32812	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-58275	TPA	Keith Vaquez	1956-11-01	—	4265038884	1466 Broadway, Plano, TX	0.76	Phone reformatted Address re-cased City re-cased ZIP missing+2 more
TPA-52377	TPA	Lucia King	1947-06-23	—	—	1729 Cedar Ln, Seattle, WA, 98174	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-59914	TPA	Ryan Harrison	1958-11-16	—	5703612668	2325 Washington St, Atlanta, GA, 30353	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-62991	TPA	Kevin Jimenez	1992-11-03	—	—	1553 Desert Sky Blvd, Orlando, FL, 32857	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54480	TPA	Ahed X Diaz	1961-02-13	—	—	608 Main St, Fresno, CA, 93713	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54817	TPA	Richard Vasquez	1944-10-03	—	—	8197 Lake View Rd, Plano, TX, 75023	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-60901	TPA	Mara Robinson	1938-05-19	—	4207410329	7834 Apache Blvd, Plano, TX	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
TPA-53080	TPA	Jerry Fields	2007-01-11	—	—	8454 Bayshore Dr, Nashville, TN, 37225	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55444	TPA	Charles Soto	1980-10-08	—	—	833 Jefferson Ave, Eden Prairie, MN, 55352	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51515	TPA	Willie Torres	1979-07-09	—	—	3439 Valley View Dr, Tampa, FL, 33603	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55688	TPA	Gloria Vega	1985-09-07	UHC-96575-04	4667380736	8522 Union St, Plano, TX, 75014	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50181	TPA	Heather Hunt	2001-05-18	—	—	4288 Baseline Rd, Sacramento, CA, 95890	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56255	TPA	John J Lawson	1986-10-27	UHC-24203-26	—	3416 Washington St, Tempe, AZ, 85289	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-62652	TPA	Diana Mills	1972-11-19	—	8517641826	7835 Broadway Apt 25, Atlanta, GA, 30342	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
TPA-57370	TPA	Michael Simmoons	1994-02-27	—	3948378915	3978 Broadway, Houston, TX, 77078	0.76	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
TPA-56240	TPA	Ralph Cole	1964-06-11	—	2518714110	9782 Valley View Dr, Tucson, AZ, 85778	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
TPA-54339	TPA	Jose Carter	1996-09-11	—	—	9314 Jefferson Ave, Jacksonville, FL, 32281	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61348	TPA	Gerald Mendez	1963-01-11	—	4285249639	4300 Mountain View Dr, Nashville, TN, 37210	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51753	TPA	Sophia Dixon	2005-06-24	—	8045851953	6679 Main St, Glendale, AZ, 85349	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62277	TPA	Sean Kelly	2003-08-08	—	—	4766 Grand Ave, Eden Prairie, MN, 55307	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57589	TPA	Russell Lucas	1973-06-11	—	—	8307 Indian School Rd, Seattle, WA, 98174	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60949	TPA	Carolyn Adams	2007-05-26	—	9293321132	6899 Church St, Columbus, OH, 43297	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63506	TPA	Christian Hansen	1941-01-12	UHC-24650-36	7973150547	5586 Church St, Glendale, AZ, 85367	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63661	TPA	Megan Vargas	2001-01-27	—	—	7543 Grand Ave, San Antonio, TX, 78266	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

2,455 rows, page 27 of 50Previous Next