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-56553	TPA	Scott Gibson	1966-11-03	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51198	TPA	Mason Moore	1984-05-16	—	3256754387	7231 Indian School Rd, Chandler, AZ, 85220	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
TPA-58619	TPA	Jacob Mitchell	2001-05-13	UHC-92974-06	—	7326 Apache Blvd, Columbus, OH, 43287	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50652	TPA	Kimberly Miller	2002-12-17	—	5977327599	3861 Ridge Rd, Sacramento, CA, 95833	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52930	TPA	Elizabeth Harrison	1965-09-25	UHC-17943-36	4235550063	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-63401	TPA	Juan Burke	1960-06-11	—	—	2760 Spring St, Miami, FL, 33106	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-53722	TPA	Maggie Gibson	2004-05-16	—	8973079542	7161 Lake View Rd, Columbus, OH, 43215	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
TPA-53210	TPA	Bryan Bradley	1941-10-26	UHC-11645-27	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-61403	TPA	Barb Little	1987-04-01	—	4963848797	629 Spring St, Sacramento, CA, 95841	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-62313	TPA	Ruth Reyes	1954-04-27	UHC-60020-37	—	485 Spring St, Nashville, TN, 37224	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53975	TPA	Sarah Ward	1954-02-01	—	2306518673	9079 Cedar Ln, Gilbert, AZ, 85291	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-62264	TPA	Beverly X Brown	1941-05-11	—	—	8563 Desert Sky Blvd, Tucson, AZ, 85788	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62315	TPA	Steven G Guerrero	1959-03-02	—	6586229403	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-63189	TPA	Logan Payne	1986-04-08	—	—	279 Apache Blvd, Orlando, FL, 32830	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50555	TPA	Joseph Fields	1967-12-01	—	—	704 Grand Ave, Denver, CO, 80254	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-52270	TPA	Virgiia Ortiz	2008-03-22	UHC-29964-53	9769934724	8997 Broadway, Denver, CO, 80228	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-51631	TPA	Cynthai Castro	1988-10-16	—	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-52738	TPA	Mariana Romero	1988-01-03	UHC-63176-19	—	7145 Baseline Rd, Eden Prairie, MN, 55355	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59285	TPA	Mateo Hughes	1965-05-14	UHC-97145-41	—	—	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-52678	TPA	Nicholas Gomez	1984-01-17	UHC-98466-97	—	2392 Willow Ct, Chandler, AZ, 85278	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53449	TPA	Mark Moore	1944-12-06	—	6105689554	8179 Ridge Rd, Columbus, OH, 43210	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-56540	TPA	Olivia Long	1997-07-15	—	8242742158	1779 Jefferson Ave, Miami, FL, 33125	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-64210	TPA	Doris Q Obrien	1973-11-11	UHC-18952-16	—	8287 Grand Ave, Fresno, CA, 93705	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63174	TPA	Jessica Warren	1986-07-17	—	—	7351 River Rd, Plano, TX, 75013	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56151	TPA	Bruce Banks	1983-06-21	—	—	5040 Harbor Blvd, Atlanta, GA, 30334	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58519	TPA	Kelly Y Espinoza	1989-05-10	UHC-51195-87	8586021424	9183 Central Ave, Jacksonville, FL, 32286	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-52877	TPA	Mason Torres	1982-07-15	—	3144807127	6111 Church St, Orlando, FL, 32875	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55962	TPA	Rachel Lee	1939-11-02	—	—	3132 Meadow Ln, Las Vegas, NV, 89139	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59237	TPA	Tyler Reed	1950-11-15	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58707	TPA	Amanda Thompson	1959-01-02	—	—	929 Maple Ave, Austin, TX, 78775	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62072	TPA	Brian Jacobs	2001-11-04	—	4245745244	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-52498	TPA	Emma Lawson	1955-05-21	—	—	3954 Central Ave, Jacksonville, FL, 32248	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-64182	TPA	Jerry Day	1966-12-18	—	7677674930	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-62336	TPA	Stephanie Snyder	1975-08-13	—	5565002787	8214 Sage Ct, Atlanta, GA, 30331	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-57455	TPA	Michelle Anderws	1994-08-24	—	—	6315 Highland Ave, Orlando, FL, 32874	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-58922	TPA	Dan Soto	1985-08-17	—	5748152457	1606 Broadway, Seattle, WA, 98175	0.92	Name re-cased Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56166	TPA	Kelly E Duncan	1978-09-20	—	6864764460	9867 Oak St, Tampa, FL, 33688	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-61188	TPA	Betty V Watkins	1994-07-17	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60585	TPA	Megan Kim	2008-03-28	—	8206878393	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-60899	TPA	Marilyn Garrett	2001-04-05	—	5059105727	9623 Hillcrest Rd, Charlotte, NC, 28267	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-54332	TPA	Maria Bailey	1989-05-28	UHC-08893-22	4909490878	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-63543	TPA	Tommy Hoffman	1955-07-25	—	2783079432	7394 Hillcrest Rd, San Antonio, TX, 78270	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-50002	TPA	James Hunter	1960-03-14	—	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-54032	TPA	Stephanie Hamilton	1963-09-04	—	4293329333	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-59857	TPA	Emma Silva	1977-06-11	—	3613258723	6272 Church St, Plano, TX, 75038	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-60649	TPA	Teresa Murphy	1967-10-09	—	3182236218	4268 Broadway, Mesa, AZ, 85269	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-51650	TPA	John Howad	1966-05-09	UHC-29863-30	4729471098	6539 Sage Ct, San Antonio, TX, 78222	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-51263	TPA	Wei Gardner	2002-11-12	—	8488640320	9666 Canyon Rd, Mesa, AZ, 85212	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52573	TPA	Ethan Lee	1995-05-01	—	—	999 Church St, Mesa, AZ, 85219	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59851	TPA	Elijah Harper	1947-09-17	—	—	4099 Ridge Rd, Tempe, AZ, 85229	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared

5,750 rows, page 92 of 115Previous Next