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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59498	TPA	Mark Silva	1987-12-04	—	—	7641 Ocean Ave, Chandler, AZ, 85251	0.82	Name split from “Last, First”State code upper-cased Placeholder values cleared
TPA-50016	TPA	Diane Lee	1970-01-11	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-51855	TPA	Melissa Thompson	1976-02-10	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-63007	TPA	Dylan Russell	1950-01-20	—	—	875 Camelback Rd, Fresno, CA, 93795	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
TPA-54435	TPA	Araon Cruz	2008-01-18	—	5962960753	7271 Jefferson Ave, Phoenix, AZ, 85091	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-52109	TPA	Linda Padilla	1947-02-20	UHC-69153-86	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-61326	TPA	Wayne Perkins	1943-09-07	—	—	5373 Highland Ave, Mesa, AZ, 85212	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-62479	TPA	Austin Welch	1963-04-23	—	—	278 Palm Dr, Gilbert, AZ, 85277	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-64375	TPA	Chris Sims	1992-06-03	UHC-77833-63	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-50017	TPA	Logan M Hamilton	1967-05-17	—	8845228072	8066 Canyon Rd, Sacramento, CA, 95809	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-64286	TPA	Brandon Martin	2003-01-17	—	—	2141 Willow Ct, Eden Prairie, MN, 55362	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-52815	TPA	Alexis Welch	1950-05-21	—	8957778417	2207 Meadow Ln, Fresno, CA, 93725	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-58717	TPA	Catherine Dais	1961-02-12	—	—	6282 Ridge Rd, Miami, FL, 33147	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-53358	TPA	Edward Rojas	2001-02-15	—	—	1525 Apache Blvd, Chandler, AZ, 85235	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-59466	TPA	Danielle H Weaver	1975-04-25	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-52299	TPA	Keith Harnandez	1998-11-21	UHC-09533-29	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-53675	TPA	Joe Robnson	1941-10-27	—	2634106889	5475 Lake View Rd, Jacksonville, FL, 32290	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-52055	TPA	Aisha Robison	1990-08-11	—	—	9227 Canyon Rd, Chandler, AZ, 85251	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-58887	TPA	George Mason	1981-12-17	—	9257007570	6505 Sunset Blvd, Seattle, WA, 98186	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-62626	TPA	Gerald Johnston	1938-05-21	—	3935165250	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-59561	TPA	Charlotte Hayes	1991-10-15	—	—	7221 Bayshore Dr, Los Angeles, CA, 90097	0.84	Name split from “Last, First”Placeholder values cleared
TPA-59976	TPA	Doris Fisher	1999-12-25	—	3082115052	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-52822	TPA	Logan Nychols	1955-08-13	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-57155	TPA	Steven Guzman	1960-11-07	—	—	1507 Central Ave, Houston, TX, 77023	0.84	Name split from “Last, First”Placeholder values cleared
TPA-64169	TPA	Deborah Murray	1968-11-04	—	—	1166 Park Pl, Las Vegas, NV, 89199	0.84	Name split from “Last, First”Placeholder values cleared
TPA-51469	TPA	Green Deba	2003-11-26	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-51468	TPA	Green Deba	2003-11-26	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-57467	TPA	Nathan Gonzales	2006-02-18	—	—	4173 Desert Sky Blvd, Orlando, FL, 32875	0.84	Name split from “Last, First”Placeholder values cleared
TPA-63354	TPA	Bradley Z Fernandez	1973-05-28	—	—	6847 Harbor Blvd, Miami, FL, 33180	0.84	Name split from “Last, First”Placeholder values cleared
TPA-54251	TPA	Doris Johnson	1953-11-22	—	—	9796 Broadway, Nashville, TN, 37252	0.84	Name split from “Last, First”Placeholder values cleared
TPA-62436	TPA	Rebecca Miller	1970-12-08	—	—	9024 Valley View Dr, Miami, FL, 33143	0.84	Name split from “Last, First”Placeholder values cleared
TPA-60659	TPA	Donna Hanson	1973-09-03	UHC-58973-10	—	5664 Canyon Rd, Tampa, FL, 33684	0.84	Name split from “Last, First”Placeholder values cleared
TPA-58351	TPA	Logan Andrews	1991-09-19	—	—	1378 Park Pl, Tempe, AZ, 85202	0.84	Name split from “Last, First”Placeholder values cleared
TPA-51798	TPA	Olivia Fox	1976-01-11	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-58935	TPA	Nathan Bell	1942-12-03	—	—	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-57323	TPA	Charlotte White	2006-10-22	—	8189387701	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-62810	TPA	Michelle Perry	1948-10-24	UHC-36131-73	—	4869 Hillcrest Rd, Chandler, AZ, 85286	0.84	Name split from “Last, First”Placeholder values cleared
TPA-57814	TPA	Jason Schultz	1989-11-12	—	6877064246	—	0.84	Name split from “Last, First”Placeholder values cleared
TPA-52717	TPA	Hiroshi Murphy	1978-01-07	—	—	—	0.84	Name split from “Last, First”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-54712	TPA	Sophia Howell	1955-03-14	—	—	2468 Oak St, Gilbert, AZ, 85221	0.84	Name split from “Last, First”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-52881	TPA	Brian Nunez	1966-01-09	—	—	—	0.84	Name split from “Last, First”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-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-55375	TPA	Wayne Boyd	1960-05-01	—	—	—	0.84	Name split from “Last, First”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-52909	TPA	Betty Baker	2007-02-15	—	—	4417 Mountain View Dr, Fresno, CA, 93743	0.84	Name split from “Last, First”Placeholder values cleared
TPA-52527	TPA	Sharon West	1948-11-11	—	—	773 Hillcrest Rd, Orlando, FL, 32852	0.84	Name split from “Last, First”Placeholder values cleared
TPA-60056	TPA	Benjamin Fuller	1980-12-22	—	—	3136 Main St, Glendale, AZ, 85370	0.84	Name split from “Last, First”Placeholder values cleared

1,488 rows, page 29 of 30Previous Next