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

Provider network, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23685	PRV	Tucker E Henry	1952-11-16	—	7985451731	242 Washington St, Nashville, TN, 37277	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-26526	PRV	Raymond Wong	1994-04-14	—	8573971127	6869 Union St, Los Angeles, CA, 90038	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24556	PRV	Randy K Soto	1969-03-03	—	7264909914	368 Ridge Rd, Tucson, AZ, 85782	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25435	PRV	Janat Morrison	1993-11-28	—	2848247814	9399 Cedar Ln, San Antonio, TX, 78206	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23325	PRV	Joseph P Walsh	1946-09-24	UHC-88359-68	3565000394	6650 Indian School Rd, San Diego, CA, 92172	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23735	PRV	Gerald M Pena	1978-10-23	UHC-42304-14	5304689264	9382 Bayshore Dr, Phoenix, AZ, 85038	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-27930	PRV	Catherine Wheeler	1952-10-07	UHC-48380-89	8033194021	3516 Harbor Blvd, Tampa, FL, 33696	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21751	PRV	Tyler Masoon	1971-03-26	UHC-20831-74	5576974499	1085 Meadow Ln, Atlanta, GA, 30305	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29072	PRV	Lauren Snyder	1956-08-01	—	6469188966	4984 Lincoln Way, Chandler, AZ, 85266	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-27188	PRV	Raymond Yeng	1964-05-20	UHC-67004-66	8595448822	6038 Market St, San Antonio, TX, 78289	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20445	PRV	Sofia Padilla	2007-03-04	—	2487623563	5934 Elm St, Gilbert, AZ, 85218	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21349	PRV	Natalie Adams	1980-11-12	UHC-15911-63	—	6511 Pine Dr, San Diego, CA, 92159	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22819	PRV	Donald E Fox	1994-09-09	UHC-76516-01	—	3402 Pine Dr, Tampa, FL, 33694	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22480	PRV	William Haarvey	1943-01-28	—	5076532477	6888 Meadow Ln, Atlanta, GA, 30301	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28298	PRV	Marcus Q Harvey	1952-12-13	—	—	2799 Bayshore Dr, Charlotte, NC, 28212	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25678	PRV	Samuel Salazar	1980-09-13	—	—	8284 Harbor Blvd, Sacramento, CA, 95851	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24334	PRV	Megan A Morrison	1981-12-16	UHC-40939-67	8317493170	5736 Cedar Ln, Tampa, FL, 33645	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25745	PRV	Megan Thomas	1998-10-14	UHC-49695-95	9085493516	2120 Highland Ave, Dallas, TX, 75221	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25212	PRV	David Andrews	1950-09-02	UHC-01919-18	6954009348	3567 Sunset Blvd, Jacksonville, FL, 32215	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23497	PRV	Roy Bowman	1952-07-07	—	6592891954	1638 Pine Dr, Eden Prairie, MN, 55364	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-27053	PRV	Sandra Vasquez	1987-08-10	UHC-92007-17	8475877055	1056 Mesa Dr, Nashville, TN, 37296	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23675	PRV	Steven Z Schmidt	1986-09-25	UHC-10816-62	6286739037	5175 Market St, Las Vegas, NV, 89123	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25116	PRV	Elijah Smith	1982-08-13	UHC-57936-14	9618841968	518 Desert Sky Blvd, Seattle, WA, 98134	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-22136	PRV	Gloria Rogers	1984-03-18	UHC-45329-47	—	5350 Desert Sky Blvd, Atlanta, GA, 30347	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-22926	PRV	Sarah Campbell	1945-02-09	UHC-65576-41	—	671 Canyon Rd, Charlotte, NC, 28223	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-26060	PRV	Mason Sanchez	1953-01-04	—	—	1884 Forest Ave, San Antonio, TX, 78278	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21020	PRV	Kenneth Gomez	1985-03-06	UHC-06126-03	9314943332	6290 Hillcrest Rd, Gilbert, AZ, 85261	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20442	PRV	Dennis Garcia	1998-11-12	—	5945612155	1989 Valley View Dr, Gilbert, AZ, 85287	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-20928	PRV	Linda Spencer	1966-09-16	—	3328480395	6260 Ridge Rd, Tucson, AZ, 85787	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27066	PRV	Chris Phillips	2005-12-25	UHC-57380-52	—	5907 Ridge Rd, Phoenix, AZ, 85060	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23550	PRV	Barbara Schultz	1997-02-25	—	7303432627	1266 Spring St, Dallas, TX, 75294	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29402	PRV	Nicholas Kennedy	1974-04-10	—	4936835902	6881 Palm Dr, Jacksonville, FL, 32276	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-21517	PRV	Katherine Soto	1956-09-18	—	—	1461 Ridge Rd, Mesa, AZ, 85235	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20533	PRV	David Turner	1940-04-17	UHC-15533-67	7333995098	9519 Jefferson Ave, Charlotte, NC, 28209	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-24660	PRV	Teresa Vazquez	2003-03-18	—	2924661981	6244 Union St, Plano, TX, 75087	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-23636	PRV	Denyse Y Price	1939-12-27	UHC-27721-07	4589593879	8071 Desert Sky Blvd, Seattle, WA, 98119	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-27161	PRV	Frank Mendoza	1981-10-06	UHC-46190-14	—	9694 Oak St, Charlotte, NC, 28225	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-25446	PRV	Arthur Hunt	1941-03-03	—	—	6255 Valley View Dr, Columbus, OH, 43246	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28892	PRV	Elizabeth Pena	1972-08-11	—	5644732575	8280 Apache Blvd, Houston, TX, 77028	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29566	PRV	Denise Rogers	1996-05-21	UHC-63267-36	3935128684	6840 Ocean Ave, San Diego, CA, 92153	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20460	PRV	Gerald Sullivan	1938-07-08	UHC-32009-78	4887059377	5553 Grand Ave, Dallas, TX, 75264	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-25905	PRV	Jaon Le	1962-09-25	UHC-35979-49	8633354878	2959 Maple Ave, San Diego, CA, 92121	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-22050	PRV	Laura Burke	1972-11-18	UHC-40110-94	—	5085 Market St, Seattle, WA, 98185	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-22647	PRV	Gary Richards	1994-12-26	—	—	720 Union St, Mesa, AZ, 85208	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22341	PRV	Michelle Lee	1952-02-03	UHC-44850-78	—	88 Highland Ave, Charlotte, NC, 28211	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29501	PRV	Arjun Hanson	1962-01-24	UHC-47578-88	6287326931	7609 Spring St, Seattle, WA, 98109	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29556	PRV	Stephanie Allen	1957-04-18	UHC-26220-93	7875833154	3199 Market St, Los Angeles, CA, 90086	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26324	PRV	Lukia Vazquez	1970-06-11	—	6337599464	4165 Meadow Ln, Fresno, CA, 93711	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22277	PRV	Patrick Morris	1992-10-26	—	5335151382	3131 Palm Dr, Eden Prairie, MN, 55381	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28022	PRV	Daniel Nunez	1954-01-09	—	2176217578	580 Church St, Glendale, AZ, 85333	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,405 rows, page 92 of 109Previous Next