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-55419	TPA	Susan Rojas	1975-10-28	UHC-53235-16	—	5079 Main St, Dallas, TX, 75224	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54851	TPA	Sofia King	1959-10-18	UHC-08034-30	4546029507	1813 Valley View Dr, Scottsdale, AZ, 85248	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-63013	TPA	Justin Y Jackson	1995-01-02	—	3712903668	4662 Apache Blvd, Denver, CO, 80254	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-53221	TPA	Daiel Garcia	1961-06-10	—	—	7755 Washington St, Mesa, AZ, 85270	0.92	Name re-cased Plan code upper-cased Whitespace trimmed Placeholder values cleared
TPA-53313	TPA	Gregory Y Franklin	2004-11-05	—	9379229801	4284 Bayshore Dr, Fresno, CA, 93761	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
TPA-63894	TPA	Isabella Sims	1954-11-28	—	2386406617	6026 Baseline Rd, Dallas, TX, 75260	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-61213	TPA	Paul Cole	1987-03-25	UHC-19182-68	—	5765 Indian School Rd, Tempe, AZ, 85246	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-61065	TPA	Valentina Alexander	1951-07-19	—	—	2332 Lincoln Way, Miami, FL, 33131	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-61185	TPA	Samantha Valdez	1973-04-02	UHC-63204-93	8598316933	7008 Washington St, Denver, CO, 80273	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-52510	TPA	Lynch Jerry	1978-12-27	—	—	5218 Broadway, Miami, FL, 33112	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-55561	TPA	Terry Alvarado	2003-01-24	—	4066387703	1239 Broadway, Dallas, TX, 75258	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-62112	TPA	Nicholas Park	1963-11-01	—	4787258907	6548 Jefferson Ave, Los Angeles, CA, 90047	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-57090	TPA	Rebecca Collins	1972-06-13	—	7983907113	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-55158	TPA	Catherine Collins	1952-01-23	—	2254902786	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
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-53827	TPA	Samuel Watkins	1979-04-28	—	—	—	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-53826	TPA	Samuel Watkins	1979-04-28	—	—	—	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed 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-60323	TPA	Joseph Kim	1952-01-04	—	6426584513	—	0.92	Date of birth reformatted Phone 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-63101	TPA	Chris Lee	2000-05-13	—	8534506471	8465 Lake View Rd, Gilbert, AZ, 85263	0.92	Date of birth reformatted Phone reformatted 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-63396	TPA	Lauren West	1986-04-03	—	9709122698	—	0.92	Date of birth reformatted Phone reformatted 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-50571	TPA	Keith C Brooks	1986-03-26	—	8735187339	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-57316	TPA	Ralph Q Ruz	1954-06-03	—	—	777 Lake View Rd, Fresno, CA, 93760	0.92	Date of birth reformatted City re-cased 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-52131	TPA	Alan I Castillo	1954-06-12	UHC-85083-26	2447188600	36 Hillcrest Rd, Mesa, AZ, 85246	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-51691	TPA	George Reid	1995-01-28	—	3515231738	3403 Indian School Rd, Atlanta, GA, 30365	0.92	Date of birth reformatted Phone reformatted Email lower-cased 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-59897	TPA	Mark D Perez	1962-05-13	—	6119406836	8922 Canyon Rd, Los Angeles, CA, 90089	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-58531	TPA	Keith Cole	1950-11-04	UHC-98804-07	—	4613 Grand Ave, San Antonio, TX, 78255	0.92	Date of birth reformatted City re-cased Email lower-cased 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-58236	TPA	Emily Wilson	1961-02-26	—	—	3781 Lincoln Way, Charlotte, NC, 28254	0.92	State code upper-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-55919	TPA	Jason Johnston	1987-07-21	—	9655655802	5392 Highland Ave, San Diego, CA, 92102	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-60189	TPA	Frances Wnog	1997-11-20	—	7178921720	6245 Broadway, Denver, CO, 80235	0.92	Date of birth reformatted Phone reformatted 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-59793	TPA	Jean E Harrison	2004-10-13	—	8006415054	6547 Broadway, Sacramento, CA, 95886	0.92	Date of birth reformatted Phone reformatted City re-cased 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

14,135 rows, page 224 of 283Previous Next