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-54643	TPA	Tyler Russsell	1958-12-09	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-58433	TPA	Patricia Allen	2002-08-27	—	—	2191 Cedar Ln, Charlotte, NC, 28254	0.96	Name re-cased City re-cased
TPA-63191	TPA	Catherine Larson	1971-12-20	—	—	2721 Sunset Blvd, San Diego, CA, 92109	0.96	Name re-cased Placeholder values cleared
TPA-54336	TPA	Evelyn Gardner	1981-08-14	—	—	7508 Highland Ave, Los Angeles, CA, 90020	0.96	Name re-cased Placeholder values cleared
TPA-56785	TPA	Brian Cunningham	2003-12-01	—	—	3596 Desert Sky Blvd, Miami, FL, 33115	0.96	Name re-cased Placeholder values cleared
TPA-62450	TPA	Sofia L Obrien	1990-10-08	—	—	8272 Hillcrest Rd, Austin, TX, 78706	0.96	Name re-cased Placeholder values cleared
TPA-58512	TPA	Melissa McDonald	2001-06-20	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-53573	TPA	Katherine Burns	1964-03-26	—	—	6722 Grand Ave, Seattle, WA, 98103	0.96	Name re-cased Placeholder values cleared
TPA-52162	TPA	Harold Burns	1990-07-19	—	—	7558 Lincoln Way, Seattle, WA, 98135	0.96	Name re-cased Placeholder values cleared
TPA-57962	TPA	Jordan Howell	1965-02-13	—	7936429148	8510 Mesa Dr, San Antonio, TX, 78250	0.96	Name re-cased Placeholder values cleared
TPA-52833	TPA	Catherine Nguyen	1998-09-22	UHC-20991-26	—	9866 Mesa Dr, Jacksonville, FL, 32213	0.96	Name re-cased Placeholder values cleared
TPA-62529	TPA	Juan Marshall	1938-10-26	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-51961	TPA	Juan Morrison	1997-06-09	UHC-39290-43	—	1386 Mesa Dr, Sacramento, CA, 95835	0.96	Name re-cased Placeholder values cleared
TPA-53047	TPA	Fatima Holmes	1970-05-01	UHC-66550-61	6189837832	2343 Camelback Rd, Fresno, CA, 93758	0.96	Name re-cased Placeholder values cleared
TPA-60338	TPA	Lauren Cooper	1986-09-13	UHC-35857-72	—	—	0.96	Name re-cased Placeholder values cleared
TPA-60337	TPA	Lauren Cooper	1986-09-13	UHC-35857-72	—	—	0.96	Name re-cased Placeholder values cleared
TPA-61389	TPA	Austin Ortiz	1999-03-27	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-52395	TPA	Stephanie Huunt	1968-03-08	—	—	8932 Park Pl, Atlanta, GA, 30303	0.96	Name re-cased Placeholder values cleared
TPA-57175	TPA	Yuki Bryant	1999-06-25	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-60454	TPA	Christina N Rogers	1994-12-16	—	—	2490 Lincoln Way, Tampa, FL, 33627	0.96	Name re-cased Placeholder values cleared
TPA-56245	TPA	Diego Ellis	1986-10-03	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-61190	TPA	Lucia Williams	1996-04-13	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-55152	TPA	Suzan Ward	1959-08-18	—	—	8521 Highland Ave, Nashville, TN, 37228	0.96	Name re-cased Placeholder values cleared
TPA-55166	TPA	Ethan Taylor	1961-01-06	—	—	6658 Highland Ave, Austin, TX, 78739	0.96	Name re-cased Placeholder values cleared
TPA-50097	TPA	Deborah T Murray	2003-04-24	—	—	3737 Baseline Rd, Scottsdale, AZ, 85253	0.96	Name re-cased Placeholder values cleared
TPA-50350	TPA	Jack Gibson	2005-03-14	UHC-13560-01	—	595 Mountain View Dr, Nashville, TN, 37207	0.96	Name re-cased Placeholder values cleared
TPA-55242	TPA	Keith Mills	1969-12-07	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-57491	TPA	Mary Stevens	1949-03-27	—	6478249069	1708 Lincoln Way, Dallas, TX, 75232	0.96	Name re-cased Placeholder values cleared
TPA-57312	TPA	Randy Bishop	1941-03-11	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-57551	TPA	Sophia Jensen	1955-01-11	—	7598340220	9101 Union St, Atlanta, GA, 30365	0.96	Name re-cased Placeholder values cleared
TPA-54941	TPA	Heather B Webb	1971-06-17	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-57101	TPA	Pamela Ruiz	1973-02-23	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-55701	TPA	Janice Hunt	1956-12-24	—	—	5192 Lincoln Way, Charlotte, NC, 28268	0.96	Name re-cased Placeholder values cleared
TPA-60432	TPA	Jerry Young	1989-07-01	—	—	2539 Lincoln Way, Chandler, AZ, 85294	0.96	Name re-cased Placeholder values cleared
TPA-61927	TPA	Arthur Davis	1997-09-01	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-53978	TPA	Ashley Marquez	1974-06-24	—	5198953939	—	0.96	Name re-cased Placeholder values cleared
TPA-64345	TPA	Janet Hernandez	1973-05-06	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-55903	TPA	Morris Emma	1973-06-06	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-54930	TPA	Carlos Spencer	1952-05-26	UHC-03040-35	—	1250 Sage Ct, Minneapolis, MN, 55429	0.96	Name re-cased Placeholder values cleared
TPA-59106	TPA	Nicole X Larson	1949-01-24	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-53649	TPA	Debra Guerrero	1975-06-22	—	—	6541 Willow Ct, Plano, TX, 75018	0.96	Name re-cased Placeholder values cleared
TPA-58442	TPA	Andrea Schultz	1976-02-22	—	—	7705 Valley View Dr, Miami, FL, 33111	0.96	Name re-cased Placeholder values cleared
TPA-59654	TPA	Grace Stephnes	1956-03-05	—	—	1151 Palm Dr, San Antonio, TX, 78266	0.96	Name re-cased Placeholder values cleared
TPA-63444	TPA	Karen Aguilar	2007-02-20	—	9096220339	5844 Union St, Sacramento, CA, 95834	0.96	Name re-cased Placeholder values cleared
TPA-52687	TPA	Alexis Aguilar	1956-04-28	UHC-02896-34	5295365979	—	0.96	Name re-cased Placeholder values cleared
TPA-58372	TPA	Jeffrey Matthews	1981-01-03	—	6698346249	2008 Market St, Gilbert, AZ, 85290	0.96	Name re-cased Placeholder values cleared
TPA-59059	TPA	Ann Jones	1966-09-24	—	—	6076 Elm St, San Antonio, TX, 78268	0.96	Name re-cased Placeholder values cleared
TPA-58884	TPA	Wei Griffin	1983-07-13	—	—	—	0.96	Name re-cased Placeholder values cleared
TPA-58697	TPA	Gabriel Thompson	1997-11-23	—	9387982419	4938 Hillcrest Rd, Los Angeles, CA, 90000	0.96	Name re-cased Phone reformatted
TPA-53450	TPA	Mark D Moore	1944-12-06	UHC-67771-87	—	8179 Ridge Rd, Columbus, OH, 43210	0.96	Name re-cased Placeholder values cleared

5,750 rows, page 114 of 115Previous Next