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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52717	TPA	Hiroshi Murphy	1978-01-07	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-57896	TPA	Charlie Mitchell	2008-12-26	UHC-47452-54	—	9763 Hillcrest Rd, Mesa, AZ, 85209	0.84	Gender normalised Placeholder values cleared
TPA-60647	TPA	Edward H Tucker	1966-10-13	—	—	5509 Lake View Rd, Fresno, CA, 93708	0.84	Name split from “Last, First”Placeholder values cleared
TPA-59805	TPA	Lisa Ferguson	1965-10-13	—	—	4972 Cedar Ln, Eden Prairie, MN, 55370	0.84	State name converted to code Placeholder values cleared
TPA-58665	TPA	Arthur Sanders	1946-01-06	—	—	8522 Main St Apt 22, Orlando, FL, 32809	0.84	Unit split from street Placeholder values cleared
TPA-60869	TPA	Austin Bell	1953-01-18	—	—	775 Canyon Rd, Eden Prairie, MN, 55372	0.84	Gender normalised Placeholder values cleared
TPA-56150	TPA	Bruce Banks	1983-06-21	—	—	5040 Harbor Blvd, Atlanta, GA	0.84	ZIP missing Placeholder values cleared
TPA-55787	TPA	Janice A Austin	1986-05-20	UHC-71582-77	—	3680 Valley View Dr, Tempe, AZ	0.84	ZIP missing Placeholder values cleared
TPA-50538	TPA	Dylan Dunn	1949-10-18	UHC-33426-39	—	2524 Highland Ave, Glendale, AZ, 85311	0.84	State name converted to code Placeholder values cleared
TPA-63898	TPA	Megan Graham	1982-03-09	—	—	—	0.84	Gender normalised Placeholder values cleared
TPA-58676	TPA	Maarcus Phillips	1947-07-07	UHC-71760-25	—	1165 Indian School Rd, Denver, CO, 80293	0.84	Gender normalised Placeholder values cleared
TPA-54712	TPA	Sophia Howell	1955-03-14	—	—	2468 Oak St, Gilbert, AZ, 85221	0.84	Name split from “Last, First”Placeholder values cleared
TPA-50188	TPA	Harold Cole	1946-09-26	—	—	—	0.84	Gender normalised Placeholder values cleared
TPA-54639	TPA	Terry W Cunningham	1966-10-11	—	—	1040 Baseline Rd, Austin, TX, 78784	0.84	ZIP+4 trimmed Placeholder values cleared
TPA-57915	TPA	Lawrence Garrett	1997-06-23	—	—	2120 Lake View Rd, Eden Prairie, MN, 55355	0.84	Two-digit birth year Placeholder values cleared
TPA-50938	TPA	Kimberly Q Morris	1946-08-16	—	—	—	0.84	Gender normalised Placeholder values cleared
TPA-53753	TPA	Linda Stevenns	2006-10-05	UHC-86754-83	9233154263	6800 Maple Ave, Nashville, TN, 37260	0.84	Name split from “Last, First”Placeholder values cleared
TPA-53928	TPA	Robert Herrera	2005-01-17	UHC-62324-31	8089175910	1636 Washington St, Jacksonville, FL, 32255	0.84	Gender normalised Placeholder values cleared
TPA-58691	TPA	Charles Padilla	1948-10-24	—	—	8669 Highland Ave, Tempe, AZ	0.84	ZIP missing Placeholder values cleared
TPA-62349	TPA	Katherine Santiago	1963-12-21	UHC-57983-34	—	2026 Sunset Blvd, Denver, CO, 80221	0.84	Phone missing area code Placeholder values cleared
TPA-52881	TPA	Brian Nunez	1966-01-09	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-62850	TPA	Katherine Jackson	1955-02-11	—	—	6509 Lincoln Way, Dallas, TX, 75280	0.84	State name converted to code Placeholder values cleared
TPA-60824	TPA	Bradley Q Barnes	1986-01-18	—	—	1932 Spring St, Glendale, AZ, 85338	0.84	Two-digit birth year Placeholder values cleared
TPA-54664	TPA	Roger Chapman	1962-09-24	—	—	694 Meadow Ln, Seattle, WA, 98148	0.84	Gender normalised Placeholder values cleared
TPA-51297	TPA	Brittany Kim	1958-12-16	—	—	6440 Central Ave, Houston, TX, 77010	0.84	ZIP+4 trimmed Placeholder values cleared
TPA-64134	TPA	Richard Mitchell	2001-10-28	—	—	3670 Main St, Tucson, AZ, 85769	0.84	Gender normalised Placeholder values cleared
TPA-62952	TPA	Rahel Reynolds	1966-07-05	—	—	9197 Cedar Ln, Atlanta, GA, 30369	0.84	Gender normalised Placeholder values cleared
TPA-54898	TPA	Paul H Payne	1993-10-13	UHC-88254-20	—	—	0.84	Gender normalised Placeholder values cleared
TPA-63246	TPA	Dylan Warren	1952-05-22	—	—	2857 Main St, San Diego, CA, 92134	0.84	State name converted to code Placeholder values cleared
TPA-58788	TPA	Ruth F Stone	1994-03-21	—	—	8778 Sunset Blvd, Nashville, TN, 37266	0.84	Gender normalised Placeholder values cleared
TPA-50777	TPA	David Turner	1940-04-17	—	—	9519 Jefferson Ave, Charlotte, NC	0.84	ZIP missing Placeholder values cleared
TPA-62174	TPA	Brian Patel	1955-12-13	—	—	—	0.84	Phone missing area code Placeholder values cleared
TPA-61305	TPA	George Warren	2004-07-22	—	—	—	0.84	Gender normalised Placeholder values cleared
TPA-58709	TPA	Judy Cox	1986-12-06	—	—	6375 Baseline Rd, San Diego, CA, 92186	0.84	Two-digit birth year Placeholder values cleared
TPA-54168	TPA	Donald I Vazqez	1960-05-26	—	—	1869 Mesa Dr, Scottsdale, AZ, 85210	0.84	ZIP+4 trimmed Placeholder values cleared
TPA-53483	TPA	Teresa Gutierrez	2000-03-21	—	8406553103	6977 Hillcrest Rd, Miami, FL, 33170	0.84	Gender normalised Placeholder values cleared
TPA-53193	TPA	Anna F Carr	1965-06-17	—	—	6692 River Rd, Houston, TX, 77033	0.84	Name split from “Last, First”Placeholder values cleared
TPA-56392	TPA	Dorothy Taylor	1989-04-01	—	—	3562 Meadow Ln, Gilbert, AZ	0.84	ZIP missing Placeholder values cleared
TPA-61215	TPA	Lauren Franklin	1961-08-23	—	—	2015 Lake View Rd, Jacksonville, FL, 32203	0.84	Name split from “Last, First”Placeholder values cleared
TPA-52964	TPA	Janice Alexander	2008-05-23	UHC-43589-03	—	8708 Central Ave, Sacramento, CA, 95832	0.84	Two-digit birth year Placeholder values cleared
TPA-61890	TPA	Frank G Garcia	1940-07-01	—	—	9059 Market St, Denver, CO, 80268	0.84	ZIP+4 trimmed Placeholder values cleared
TPA-55375	TPA	Wayne Boyd	1960-05-01	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-51136	TPA	Amy Murray	1952-03-15	—	—	—	0.84	Gender normalised Placeholder values cleared
TPA-50331	TPA	Douglas Morales	1952-08-19	UHC-93164-60	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-57016	TPA	Melissa Rodriguez	1943-03-11	—	6044501001	2585 Ocean Ave # 320, Charlotte, NC, 28287	0.84	Unit split from street Placeholder values cleared
TPA-61920	TPA	Peter Tucker	1978-02-05	—	—	5174 Hillcrest Rd, Houston, TX, 77035	0.84	State name converted to code Placeholder values cleared
TPA-54998	TPA	Nathan Harvey	1976-03-06	—	—	3666 Lake View Rd, Phoenix, AZ, 85092	0.84	ZIP+4 trimmed Placeholder values cleared
TPA-59717	TPA	Diego Hill	2001-12-20	—	6858193077	6895 Willow Ct, Nashville, TN, 37201	0.84	ZIP+4 trimmed Placeholder values cleared
TPA-51589	TPA	Grace W Castillo	1959-01-05	—	—	561 Bayshore Dr, San Antonio, TX	0.84	ZIP missing Placeholder values cleared
TPA-52909	TPA	Betty Baker	2007-02-15	—	—	4417 Mountain View Dr, Fresno, CA, 93743	0.84	Name split from “Last, First”Placeholder values cleared

14,135 rows, page 213 of 283Previous Next