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

Provider network, flag “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23665	PRV	Ralh U Weaver	1945-03-16	UHC-96928-89	8495346181	2322 Hillcrest Rd, Miami, FL, 33123	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21452	PRV	Richard H Morgan	1955-04-20	—	4133936157	4555 Apache Blvd, Tucson, AZ, 85770	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-25936	PRV	Christina S Butler	1945-03-13	UHC-65441-35	3592576327	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27599	PRV	Diego C Snyder	1944-01-08	UHC-57459-82	3989341877	2917 Washington St, Seattle, WA, 98101	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21286	PRV	Nicole Smith	1957-12-16	—	—	7305 Canyon Rd, Mesa, AZ, 85226	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-23271	PRV	Roy F Watkins	1955-04-27	UHC-25431-61	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-23270	PRV	Roy F Watkins	1955-04-27	UHC-25431-61	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-23995	PRV	John Greene	1940-07-18	—	7664118050	7982 Mesa Dr, Eden Prairie, MN, 55370	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-22690	PRV	Josaph Lewis	1946-01-13	UHC-59337-92	4262786896	6639 Mountain View Dr, Gilbert, AZ, 85244	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-25625	PRV	Kevin Wheeler	1946-04-21	UHC-17930-18	8429192611	6231 Broadway, Plano, TX, 75022	0.80	Two-digit birth year Address re-cased City re-cased Placeholder values cleared
PRV-22013	PRV	Carol Ross	1954-12-21	—	8712557331	1098 Desert Sky Blvd, Tampa, FL, 33623	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-20542	PRV	Theresa V Fowler	1979-04-14	—	3996298696	9800 Lake View Rd, Columbus, OH, 43297	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20076	PRV	Alexander Medina	1962-10-09	—	7598484612	3388 Forest Ave, Atlanta, GA, 30372	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22255	PRV	Gregory Wagner	1987-12-28	UHC-51627-22	9418383423	6925 Broadway, Miami, FL, 33105	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
PRV-26834	PRV	Matt Jordan	1964-05-25	UHC-11158-75	—	9371 Camelback Rd, Scottsdale, AZ, 85240	0.80	Two-digit birth year Member ID reformatted Email lower-cased Placeholder values cleared
PRV-22574	PRV	Paul Holmes	1953-01-28	UHC-05951-73	4465412660	5401 Forest Ave, Scottsdale, AZ, 85254	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
PRV-20071	PRV	Daniel Wang	1972-09-13	UHC-64801-14	9435359067	—	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
PRV-22492	PRV	Mateo Fuller	1997-07-09	UHC-83792-60	4945434855	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-22114	PRV	Ryan M Duncan	2002-11-20	—	5002363668	8674 Willow Ct, Plano, TX, 75024	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28285	PRV	Catherine T Taylor	1942-11-26	—	9615333401	7794 Park Pl, Las Vegas, NV, 89146	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-24077	PRV	Ann Mendez	1964-02-12	UHC-31441-46	3168489959	9039 Hillcrest Rd, Plano, TX, 75042	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25680	PRV	Judith Li	1976-04-07	UHC-83073-66	2707659891	3151 Ridge Rd, Eden Prairie, MN, 55355	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26209	PRV	Katherine Adams	1942-07-08	—	6486388366	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21139	PRV	Kathryn Bowman	1949-01-08	—	9587770732	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-21138	PRV	Kathryn Bowman	1949-01-08	—	9587770732	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-21609	PRV	Timothy T Soto	2005-11-09	—	3706730342	5441 Sunset Blvd, Phoenix, AZ, 85068	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21445	PRV	Samuel K Cruz	1982-01-09	—	8487267946	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28107	PRV	Alexis Bennett	1968-06-04	UHC-65598-14	9674333853	8577 Broadway, Sacramento, CA, 95882	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26579	PRV	Maria Cunningham	1959-10-20	UHC-51601-85	8988085832	7075 Pine Dr, Los Angeles, CA, 90008	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-26550	PRV	Wei Smith	1975-11-07	—	2963320783	5845 Camelback Rd, Nashville, TN, 37226	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24251	PRV	Kelly Patteson	1948-12-03	UHC-93961-32	6053798623	124 Grand Ave, Gilbert, AZ, 85259	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-27786	PRV	Alan Ryan	1940-06-15	—	7223484375	5901 Grand Ave, San Diego, CA, 92174	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20837	PRV	Patrick McDonald	1961-09-01	UHC-20249-57	6435500728	8384 Baseline Rd, Jacksonville, FL, 32286	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-26488	PRV	Gary Hill	1955-03-23	—	4896713363	1930 Apache Blvd, Seattle, WA, 98148	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22598	PRV	Willie Rivera	1960-07-07	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-24873	PRV	Priya Castro	1941-10-01	—	—	1086 Oak St, Seattle, WA, 98156	0.80	Two-digit birth year State code upper-cased Email lower-cased Placeholder values cleared
PRV-23267	PRV	Alexander Y Reynolds	1990-08-03	—	6993042577	7344 Cedar Ln, Glendale, AZ, 85333	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
PRV-29448	PRV	Benjamin Walker	1995-12-12	UHC-70830-99	5879180816	4431 Union St, Jacksonville, FL, 32254	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29543	PRV	Catherine L Bennett	1980-01-12	UHC-58898-70	2587124462	939 Ocean Ave, Austin, TX, 78790	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26745	PRV	Kyle V Butler	1991-11-28	UHC-96998-42	5079532266	1483 Canyon Rd, Charlotte, NC, 28268	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20630	PRV	Luis Sullivan	1943-02-09	UHC-42957-58	2826340299	2265 Maple Ave, Los Angeles, CA, 90010	0.80	Two-digit birth year City re-cased Email lower-cased Whitespace trimmed
PRV-27839	PRV	Theresa Rios	2008-07-20	UHC-59751-66	—	3083 Sage Ct, Houston, TX, 77063	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-24499	PRV	Sean Meyer	1949-11-03	—	4655735390	158 Mesa Dr, Tucson, AZ, 85781	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-21760	PRV	Ryan Le	1979-11-28	—	2245858486	9613 Broadway, Seattle, WA, 98100	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27083	PRV	Timothy O Griffin	1977-11-03	UHC-74484-31	6443016484	3387 Hillcrest Rd, Austin, TX, 78761	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-25245	PRV	Timothy Gordon	1967-03-04	—	4993464992	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
PRV-28313	PRV	Jaet Y Guerrero	1943-07-16	—	—	2649 Elm St, Sacramento, CA, 95839	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-22874	PRV	Diane Johnson	1961-12-02	UHC-39148-39	2468226657	2253 Broadway, Tucson, AZ, 85745	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-26373	PRV	Marilyn Hawkins	2002-08-22	UHC-70032-40	6467135533	7537 Pine Dr, Tempe, AZ, 85255	0.82	Name re-cased Two-digit birth year Placeholder values cleared
PRV-25860	PRV	Marcus Bruns	1966-09-19	UHC-37882-51	4782927645	2113 Washington St, Columbus, OH, 43279	0.82	Two-digit birth year Phone reformatted Placeholder values cleared

690 rows, page 13 of 14Previous Next