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-58742	TPA	Richard Elliott	1965-03-28	—	—	5139 Ridge Rd, Dallas, TX, 75223	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60614	TPA	Nicole Gonzalez	1959-04-24	—	—	1921 Union St, Las Vegas, NV, 89106	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57622	TPA	Jerry Adams	1969-04-08	—	—	5849 Maple Ave, Scottsdale, AZ, 85289	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57770	TPA	Fatima Daniels	2007-06-08	—	—	500 Desert Sky Blvd, Plano, TX, 75014	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59443	TPA	Roger Sullivan	1941-01-21	—	—	9235 Hillcrest Rd, Glendale, AZ, 85385	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62823	TPA	Peter Garrett	—	—	—	1338 Bayshore Dr, Scottsdale, AZ, 85229	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-56148	TPA	Mason Rios	1950-09-14	—	2208220528	8770 Washington St, Glendale, AZ, 85340	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
TPA-57231	TPA	Olyvia Maldonado	1959-04-02	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-63306	TPA	Linda Watson	2005-10-21	—	3808961733	3703 Park Pl, Minneapolis, MN, 55493	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60555	TPA	Katherine Wilson	1969-09-03	—	—	2813 Market St, Eden Prairie, MN, 55330	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-59409	TPA	Santiago Green	1998-04-02	—	—	6800 Canyon Rd, Columbus, OH, 43216	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57605	TPA	Madison C Brooks	1958-05-25	—	—	3536 Palm Dr, San Diego, CA, 92133	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51526	TPA	Danielle Bradley	1946-04-12	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-56528	TPA	Christine Garcia	1961-03-06	—	—	2995 Broadway, Minneapolis, MN, 55477	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-60175	TPA	Randy Washington	1980-02-03	—	3637071896	1243 Maple Ave, Seattle, WA, 98115	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55847	TPA	Judith Henry	1968-07-02	—	9412418220	7256 Willow Ct, Fresno, CA, 93788	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
TPA-51029	TPA	James Chen	1961-02-13	—	—	2201 River Rd, Tucson, AZ, 85704	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52137	TPA	Samantha Gonzalez	1939-04-09	—	—	9765 Meadow Ln, San Antonio, TX, 78275	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53147	TPA	Keren Howard	1980-09-03	—	—	9621 Broadway, San Antonio, TX, 78225	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52914	TPA	Kelly Ortiz	1972-07-07	—	—	311 Ridge Rd, Plano, TX, 75065	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-56009	TPA	Anthony L Palmer	1953-06-21	UHC-35596-29	6407435110	867 Elm St, Fresno, CA, 93755	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-54504	TPA	Edward Q Cole	1994-09-24	—	—	9543 Forest Ave, Fresno, CA	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-50431	TPA	Brandon Gonzales	1966-05-07	—	—	1764 Ocean Ave, Plano, TX, 75060	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61050	TPA	Amy Simpson	1969-02-17	—	—	8176 Bayshore Dr, Las Vegas, NV, 89144	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63914	TPA	Kathryn Campbell	1983-12-01	—	6057720741	3280 Valley View Dr, Los Angeles, CA, 90059	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58092	TPA	Gary H Hart	1984-01-04	—	—	5166 Ridge Rd, Mesa, AZ, 85272	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61622	TPA	Collins Ruth	1938-02-06	—	—	4725 Harbor Blvd, Charlotte, NC, 28279	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-58063	TPA	Brenda Thompson	1986-01-18	—	—	7461 Lincoln Way, Seattle, WA, 98165	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
TPA-52196	TPA	Willie Cole	1985-09-21	—	5026621678	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51946	TPA	Dan Carroll	2008-09-22	—	—	4534 Highland Ave, Charlotte, NC, 28286	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-53695	TPA	Kathryn Sandoval	1956-09-11	—	—	2498 Meadow Ln, Fresno, CA, 93760	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54636	TPA	Priya Bailey	1992-03-10	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-59174	TPA	Vincent Castro	1995-11-17	—	6929027527	6652 Valley View Dr, Orlando, FL, 32852	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62963	TPA	Valentina Stevens	1943-01-26	—	—	8592 Mountain View Dr, Houston, TX, 77011	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-58629	TPA	Bradley Patterson	1990-01-05	—	—	859 Valley View Dr, Scottsdale, AZ, 85241	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54037	TPA	Cynthia Elliott	2007-09-02	—	—	9248 Sage Ct, San Antonio, TX, 78200	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
TPA-61911	TPA	Jack Henry	2007-09-06	—	2535758250	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-55974	TPA	Jacqueline Padilla	1984-07-25	—	—	8450 Cedar Ln, Fresno, CA, 93782	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62469	TPA	Tim Walker	1987-09-04	—	5833028834	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
TPA-53557	TPA	Ryan E Robinson	1946-08-04	—	5448338811	1897 Ocean Ave, Houston, TX, 77081	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52324	TPA	Ronald H Campbell	2006-09-20	—	—	4839 Valley View Dr, Orlando, FL, 32828	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-61983	TPA	Fatima Y Fisher	—	—	5763013331	8668 Oak St, San Diego, CA, 92121	0.80	Name re-cased Date of birth missing Whitespace trimmed Placeholder values cleared
TPA-51754	TPA	Nicholas Cox	1943-10-01	—	—	3321 Spring St, Sacramento, CA, 95883	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-55852	TPA	Kevin Thompson	1948-01-11	—	3994531456	2487 Maple Ave, Charlotte, NC, 28260	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57633	TPA	Marilyn Holmes	1944-08-12	—	—	7708 River Rd, San Diego, CA, 92164	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63665	TPA	Roger Santiago	1988-10-20	—	3124528801	6341 Market St, Columbus, OH, 43215	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52685	TPA	Gregory Boyd	1959-04-06	—	—	9511 Harbor Blvd, Scottsdale, AZ, 85203	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-58290	TPA	Alice Herrera	1980-06-25	—	7517554693	4802 Camelback Rd, Tucson, AZ, 85783	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-54995	TPA	Sndra Clark	1967-09-06	—	—	9762 Apache Blvd, Gilbert, AZ, 85260	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63771	TPA	Andrew Obrien	1947-01-13	—	7333074938	8424 Lincoln Way, Columbus, OH, 43265	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared

5,750 rows, page 76 of 115Previous Next