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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22494	PRV	Brandon Kim	2005-03-05	UHC-49210-04	—	9353 Church St, San Diego, CA, 92173	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-26403	PRV	Mariana Austin	1967-10-15	—	7875392929	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-23377	PRV	Bobby Larson	1962-09-04	UHC-61479-77	4979428180	1609 Pine Dr, Fresno, CA, 93785	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25361	PRV	Douglas Colins	1941-10-14	—	2613013363	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26912	PRV	Meegan Snyder	1964-08-06	UHC-93058-54	7374686179	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-22282	PRV	Luis Carroll	1979-11-15	—	8144802323	2872 Lincoln Way, Denver, CO, 80262	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22918	PRV	Fatima Simmons	1999-03-09	UHC-08560-99	—	388 Church St, Columbus, OH, 43239	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-27348	PRV	Alexis Hughes	2001-06-10	UHC-70657-25	—	1856 Union St, Fresno, CA, 93718	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-22729	PRV	Jordan Baker	1991-11-22	UHC-78101-68	8214934284	4551 Broadway, Tucson, AZ, 85779	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-22424	PRV	Bobby Taylor	1980-04-28	—	8038483258	7916 Forest Ave, Tucson, AZ, 85796	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27595	PRV	Marc Thompson	1996-04-15	UHC-71607-73	4012247216	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-25256	PRV	Ethan N Gibson	1948-05-01	—	2713009067	6002 Market St, Denver, CO, 80237	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29282	PRV	Denise Robertson	1947-09-05	UHC-42523-92	8068744904	6834 Market St, Tucson, AZ, 85763	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22549	PRV	Harold N Bailey	1979-08-05	UHC-21670-98	7675297167	2892 Maple Ave, Tucson, AZ, 85756	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22708	PRV	Hiroshi Miller	1978-09-12	—	3129186501	8858 Sage Ct, Gilbert, AZ, 85263	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27950	PRV	Arjun Morales	1977-02-03	—	9047393557	3741 Lincoln Way, Glendale, AZ, 85338	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21346	PRV	Mason Bowman	1979-01-19	UHC-89875-58	4143894502	56 Grand Ave, Eden Prairie, MN, 55334	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23218	PRV	Sofia Kign	1959-10-18	UHC-08034-30	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-26020	PRV	Elijah James	1988-12-02	UHC-32708-38	3893487416	7563 Elm St, Scottsdale, AZ, 85284	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-23743	PRV	Carlos Howell	1978-08-10	—	—	5139 Palm Dr, Orlando, FL, 32811	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-29563	PRV	Susen Weber	1960-12-03	UHC-37047-32	4764901768	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27474	PRV	Evelyn Meddina	1964-03-05	UHC-73118-36	7738260718	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20768	PRV	Yuki Wagner	1975-12-10	UHC-48477-20	5727126465	2516 Maple Ave, Los Angeles, CA, 90069	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22143	PRV	Pamela Long	1972-04-14	—	—	4895 Pine Dr, Atlanta, GA, 30312	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-27139	PRV	Susan Vazquez	2007-09-06	—	3206987761	7588 Apache Blvd, Eden Prairie, MN, 55378	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-22377	PRV	Bruce H Wrd	1939-10-03	UHC-99058-30	7513706054	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22472	PRV	Jacob K Adams	1972-06-23	—	6324990118	5341 Oak St, Minneapolis, MN, 55456	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-26454	PRV	Maria Simpson	2007-12-22	UHC-29411-66	3439494307	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20017	PRV	Wayne Hamilton	1947-06-25	—	6065891337	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27370	PRV	Lauren Z Valdez	1958-07-09	—	2958685888	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-26835	PRV	Jonathan Green	1964-07-25	UHC-91476-16	2067330935	—	0.94	Name re-cased Phone reformatted Whitespace trimmed
PRV-20974	PRV	Douglas Ruiz	1997-09-11	UHC-49143-85	6872030382	4282 Meadow Ln, Tempe, AZ, 85246	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-26253	PRV	Mark Schmidt	1966-10-14	—	2096465528	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-26254	PRV	Mark Schmidt	1966-10-14	—	2096465528	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-20484	PRV	Terry Hansen	1956-10-09	UHC-59896-66	4798898424	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24198	PRV	Luis Miller	1998-03-25	UHC-85826-69	—	6417 Apache Blvd, Fresno, CA, 93795	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-27567	PRV	Roger E Ortiz	1980-03-26	—	5107334364	3575 Baseline Rd, Austin, TX, 78786	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29431	PRV	Christian Q Wheeler	1976-08-08	—	2552216963	6628 Lincoln Way, Tampa, FL, 33620	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-22049	PRV	Diana Ramos	1994-10-07	—	—	8705 Pine Dr, Atlanta, GA, 30335	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-29484	PRV	Wei Marshall	1979-11-21	UHC-81522-17	7992959881	6514 Mountain View Dr, Scottsdale, AZ, 85239	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-23322	PRV	Aaron Webb	1964-02-02	UHC-01857-64	3242847345	8555 Apache Blvd, San Antonio, TX, 78290	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25700	PRV	Madison Hunter	1956-09-19	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-21028	PRV	Christian E Perez	1978-01-11	UHC-47113-40	7507598645	9660 Grand Ave, Tempe, AZ, 85211	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-28621	PRV	Michelle Lynch	1944-05-17	—	—	7066 Central Ave, Jacksonville, FL, 32227	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-27495	PRV	Joe Scott	1982-04-21	UHC-63070-24	5714592362	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27318	PRV	Roy Fuller	1982-12-26	UHC-84389-41	5659510193	3047 Main St, Minneapolis, MN, 55410	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-26816	PRV	Dennis Phillips	1996-12-07	—	7066237718	725 Grand Ave, Orlando, FL, 32822	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20211	PRV	Tony Q Kelly	2000-12-23	UHC-84357-74	5628479738	5361 Sunset Blvd, Eden Prairie, MN, 55325	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28730	PRV	Marilyn Simmons	1973-12-07	UHC-99209-98	2787021808	9393 Harbor Blvd, Los Angeles, CA, 90020	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-21779	PRV	Catherine E Taylor	1965-12-12	—	8284089875	7245 Hillcrest Rd, Chandler, AZ, 85253	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared

5,467 rows, page 107 of 110Previous Next