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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28134	PRV	Kimberly Vega	1977-08-09	UHC-19644-11	9145563153	914 Camelback Rd, Glendale, AZ, 85367	0.78	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
PRV-24675	PRV	Roger Moreno	1987-02-24	—	8087692396	8883 Meadow Ln, Sacramento, CA, 95863	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-28947	PRV	Wei Rojas	1959-03-01	UHC-02111-50	4474536178	—	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
PRV-25616	PRV	Joseph Carpenter	1942-01-28	UHC-79380-69	—	874 Main St, Tucson, AZ, 85713	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
PRV-22437	PRV	Aaron Chapman	1980-11-08	UHC-51747-57	8196567354	8489 Sunset Blvd, Orlando, FL, 32869	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-24705	PRV	Betty Hart	1993-04-17	UHC-32493-85	9158180225	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-27700	PRV	Abigail Tran	2004-04-13	—	—	—	0.78	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+1 more
PRV-28196	PRV	Nicholas V Jackson	1987-08-03	UHC-25427-08	5773694218	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-21373	PRV	Patriccia Simmons	1963-12-19	UHC-34156-49	6842935793	320 Sage Ct, Los Angeles, CA, 90029	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-26880	PRV	Willie Hill	1954-02-17	—	—	6950 Camelback Rd, Gilbert, AZ, 85250	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-23276	PRV	Beth V Ray	1992-01-25	UHC-56495-72	6232037637	7416 Oak St, Las Vegas, NV, 89186	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-26954	PRV	Steven Hunt	1959-08-22	—	3426914413	2211 Willow Ct, Charlotte, NC, 28208	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
PRV-28659	PRV	Betty Murray	1986-04-20	UHC-79482-59	5942915107	6683 Market St, Columbus, OH, 43273	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-25192	PRV	Jose Ryan	1948-06-08	—	7073531374	5976 Market St, Gilbert, AZ, 85281	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23774	PRV	Alexis I Willis	1980-05-20	—	3188242364	2662 Valley View Dr, Tempe, AZ, 85267	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23575	PRV	Bobby Schultz	1958-07-18	UHC-06876-95	2563073168	1371 Maple Ave, Seattle, WA, 98198	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-20997	PRV	Luis Richars	1961-02-26	—	—	810 Jefferson Ave, Orlando, FL, 32859	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
PRV-22474	PRV	Aisha H Scott	1950-09-05	UHC-97838-17	9789081586	8705 Ridge Rd, Orlando, FL, 32885	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
PRV-29181	PRV	Mark Edwards	1956-10-11	UHC-45206-33	—	7708 Highland Ave, Eden Prairie, MN, 55339	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-26742	PRV	Russell F Lee	1966-02-19	UHC-71483-82	5723182318	336 Forest Ave, Denver, CO, 80279	0.78	Phone reformatted Member ID reformatted Email lower-cased Gender normalised+1 more
PRV-21822	PRV	Natalie Hanson	1962-09-17	UHC-59968-41	9593110005	5459 Broadway, Seattle, WA, 98151	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
PRV-22821	PRV	Alan Ramos	1971-09-24	UHC-81866-57	9793426863	34 Washington St, Seattle, WA, 98132	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-25324	PRV	Lori Parker	1989-05-13	—	2246029121	—	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
PRV-20215	PRV	Yuki Nichols	2006-11-24	—	3827090440	2072 Lincoln Way, Denver, CO, 80237	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-25465	PRV	Aaron Bell	1965-07-04	—	5996254481	5517 Desert Sky Blvd, Miami, FL, 33162	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-23346	PRV	Amanda Allen	1954-10-20	—	4779035426	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23299	PRV	Anthony Guerrero	1972-11-10	—	2622920400	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-24831	PRV	Carlos Kennedy	1976-02-05	UHC-61491-38	9014896388	4777 Palm Dr, Orlando, FL, 32867	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23287	PRV	Shirley Le	1982-02-01	—	8314009761	6940 Camelback Rd, Jacksonville, FL, 32258	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-25646	PRV	Marha Brooks	1966-10-23	—	4385156124	—	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-25645	PRV	Marha Brooks	1966-10-23	—	4385156124	—	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-23331	PRV	Gary King	1974-08-05	UHC-19513-90	4534671857	6406 Camelback Rd, Columbus, OH, 43211	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-28478	PRV	Kelly B Contreras	2004-02-22	—	8759710356	6369 Maple Ave, Eden Prairie, MN, 55346	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-29524	PRV	Samantha E Johnston	1973-06-25	UHC-14942-21	8578481142	—	0.78	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-25867	PRV	Douglas Rice	1968-09-12	UHC-71875-98	8242225479	6348 Pine Dr, Chandler, AZ, 85274	0.78	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+1 more
PRV-25547	PRV	Paul E White	1995-03-22	—	9138684896	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-21606	PRV	Brian Martin	1955-12-12	—	2929755523	8828 Cedar Ln, Seattle, WA, 98113	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-29070	PRV	Daniel Mejia	1965-07-17	—	8766420344	7763 Ocean Ave, Columbus, OH, 43222	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
PRV-25932	PRV	Brittany Adams	2005-06-11	UHC-46200-50	5989978463	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20205	PRV	Brandon Jackson	1938-03-22	—	8882214017	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-27007	PRV	Christopher Reynolds	1962-02-17	UHC-61478-29	6105832971	1652 Maple Ave, Orlando, FL, 32861	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23193	PRV	Helen McCoy	2004-04-17	—	4133819639	1922 Central Ave, Phoenix, AZ, 85092	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-25839	PRV	Eric Lewis	1979-09-26	UHC-91782-76	5127804389	1644 Cedar Ln, Orlando, FL, 32864	0.78	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-29398	PRV	Alan Warren	1946-09-10	—	3213403999	7316 Valley View Dr, Chandler, AZ, 85285	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-25429	PRV	Joan Anderson	1968-07-17	—	—	—	0.78	Name re-cased Gender normalised Plan code upper-cased Whitespace trimmed+1 more
PRV-23335	PRV	Shirley Jensen	1957-03-15	—	4489268805	3189 Pine Dr, Glendale, AZ, 85375	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-22477	PRV	Evelyn Oliver	1968-04-04	—	5412722182	4670 Maple Ave, Chandler, AZ, 85289	0.78	Phone reformatted City re-cased State code upper-cased Gender normalised+1 more
PRV-22777	PRV	Michael Luna	2003-11-16	—	5522820674	1256 Broadway, Atlanta, GA, 30306	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-24045	PRV	Kelly Duncan	1978-09-20	—	6864764460	9867 Oak St, Tampa, FL, 33688	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23671	PRV	Melissa Dixon	1993-11-16	UHC-54897-01	2856232365	—	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more

1,602 rows, page 26 of 33Previous Next