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-56027	TPA	Laura Mendez	1995-12-09	—	2995950017	5085 Bayshore Dr, Phoenix, AZ, 85046	0.96	Name re-cased Placeholder values cleared
TPA-57420	TPA	Sandra Hoffman	1969-10-27	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-57350	TPA	Albert Stephens	1949-04-17	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-59025	TPA	Diego Jimenez	2005-03-07	—	—	6107 Palm Dr, Houston, TX, 77097	0.96	Name re-cased Placeholder values cleared
TPA-52401	TPA	Betty Reynolds	1952-11-20	—	—	1007 Desert Sky Blvd, Houston, TX, 77090	0.96	Name re-cased Placeholder values cleared
TPA-59760	TPA	Kelly Reid	1974-02-13	—	—	7525 Palm Dr, Fresno, CA, 93721	0.96	Name re-cased Placeholder values cleared
TPA-60058	TPA	Vincent Taylor	1938-01-18	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-58925	TPA	Diana Davis	1957-08-11	—	8876249056	9624 Ocean Ave, Jacksonville, FL, 32267	0.96	Name re-cased Placeholder values cleared
TPA-51618	TPA	Kevin E Austin	1995-06-19	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-55537	TPA	Hiroshi Meson	1963-11-06	—	8542356009	—	0.96	Name re-cased Placeholder values cleared
TPA-59056	TPA	Natthan Tran	2003-06-21	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-60121	TPA	Christine Graham	1955-05-24	—	—	1820 Mesa Dr, Denver, CO, 80298	0.96	Name re-cased Placeholder values cleared
TPA-53190	TPA	Mei Wong	1940-08-18	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-51599	TPA	Fatima Z Graham	1939-01-05	—	—	9843 Spring St, Scottsdale, AZ, 85223	0.96	Name re-cased Placeholder values cleared
TPA-51072	TPA	Jerry Johnson	1966-05-03	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-60903	TPA	Gabriel Phillips	1980-01-03	UHC-86029-01	—	5932 Sage Ct, San Antonio, TX, 78299	0.96	Name re-cased Placeholder values cleared
TPA-59599	TPA	Joyce Johnston	1945-11-07	—	—	3518 Pine Dr, Miami, FL, 33157	0.96	Name re-cased Placeholder values cleared
TPA-56660	TPA	Kyle Payne	1959-08-12	—	—	6422 Forest Ave, Gilbert, AZ, 85239	0.96	Name re-cased Placeholder values cleared
TPA-59390	TPA	Logan Myers	1966-08-28	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-55506	TPA	Virginia Weber	1948-05-14	—	—	6931 Valley View Dr, Dallas, TX, 75268	0.96	Name re-cased Placeholder values cleared
TPA-56275	TPA	Patrick R Evans	1977-02-01	UHC-91421-44	6859068697	—	0.96	Name re-cased Placeholder values cleared
TPA-64464	TPA	Jennifer Cunningham	1940-02-25	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-62527	TPA	David Hernandez	1970-11-07	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-52250	TPA	Richard Silva	2000-07-04	—	—	1302 Meadow Ln, San Diego, CA, 92143	0.96	Name re-cased Placeholder values cleared
TPA-54258	TPA	Justin Vargas	2004-09-15	UHC-10790-41	—	—	0.96	Name re-cased Placeholder values cleared
TPA-54259	TPA	Justin Vargas	2004-09-15	UHC-10790-41	—	—	0.96	Name re-cased Placeholder values cleared
TPA-51922	TPA	Gregory Jensen	2005-08-16	—	6088586740	—	0.96	Name re-cased Placeholder values cleared
TPA-58049	TPA	Edward Peterson	1965-05-18	—	—	2594 Ridge Rd, Dallas, TX, 75232	0.96	Name re-cased Placeholder values cleared
TPA-57590	TPA	Carlos Torres	1970-09-14	—	—	1314 Hillcrest Rd, Mesa, AZ, 85220	0.96	Name re-cased Placeholder values cleared
TPA-62804	TPA	Cynthia Weber	1989-03-13	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-57447	TPA	Jerry Hughes	1983-05-26	—	—	1707 Hillcrest Rd, Seattle, WA, 98147	0.96	Name re-cased Placeholder values cleared
TPA-56565	TPA	Judith Foster	1959-05-11	—	—	2131 Camelback Rd, Chandler, AZ, 85220	0.96	Name re-cased Placeholder values cleared
TPA-61414	TPA	Ruth Moreno	1977-10-01	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-61067	TPA	Sarah Jacobs	1957-10-18	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-56842	TPA	Beverly Hunter	1996-11-15	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-50456	TPA	Joan Smith	1972-11-20	—	—	248 Oak St, Seattle, WA, 98150	0.96	Name re-cased Placeholder values cleared
TPA-50998	TPA	Wayne McDonald	1994-04-18	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-52711	TPA	Linda Gomez	2003-12-22	—	—	2234 Mesa Dr, Gilbert, AZ, 85269	0.96	Name re-cased Placeholder values cleared
TPA-61283	TPA	Byan Vazquez	2000-06-07	—	—	9177 Canyon Rd, Sacramento, CA, 95830	0.96	Name re-cased Placeholder values cleared
TPA-55018	TPA	Beverly Schultz	1980-07-15	—	—	9639 Union St, Nashville, TN, 37287	0.96	Name re-cased Placeholder values cleared
TPA-52320	TPA	Kathryn Garcia	1978-03-16	UHC-36279-13	—	6454 Indian School Rd, Columbus, OH, 43299	0.96	Name re-cased Placeholder values cleared
TPA-56521	TPA	Janet Shw	1956-10-23	—	—	1812 Maple Ave, Glendale, AZ, 85306	0.96	Name re-cased Placeholder values cleared
TPA-59379	TPA	Linda Ellis	1941-02-05	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-58444	TPA	Heather Nicohls	1995-11-26	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-56068	TPA	Valentina Bishop	2004-11-17	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-60341	TPA	Vincent Perry	1967-01-10	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-55081	TPA	Doris Cox	1987-05-05	—	—	9747 Hillcrest Rd, Seattle, WA, 98100	0.96	Name re-cased Placeholder values cleared
TPA-54806	TPA	Lauren A Perez	1949-06-06	—	—	7080 Main St, Fresno, CA, 93700	0.96	Name re-cased Placeholder values cleared
TPA-51059	TPA	Deborah Lopez	1956-08-23	—	—	7127 Jefferson Ave, Miami, FL, 33123	0.96	Name re-cased Placeholder values cleared
TPA-53725	TPA	Donald Fields	1981-05-24	—	—	—	0.96	Name re-cased Placeholder values cleared

5,750 rows, page 112 of 115Previous Next