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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54072	TPA	Arjun Sullivan	1967-11-02	—	7098308941	5726 Broadway, Jacksonville, FL, 32202	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-58882	TPA	Jose Griffin	1973-12-16	—	—	6349 Broadway, Eden Prairie, MN, 55370	0.76	Name re-cased Address re-cased City re-cased Gender normalised+2 more
TPA-51984	TPA	Brenda Collins	1981-05-04	—	2179688368	4472 Bayshore Dr, Gilbert, AZ, 85208	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51169	TPA	Janet Alvarado	1977-01-01	—	—	4558 Cedar Ln, Nashville, TN, 37284	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-53577	TPA	Sofia I Porter	2002-07-04	—	—	1396 Apache Blvd, Austin, TX, 78708	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60574	TPA	Steven Carter	1995-08-08	—	2387264090	3793 Bayshore Dr, San Antonio, TX, 78250	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53652	TPA	Joyce Munoz	1970-02-05	—	—	97 Grand Ave, Minneapolis, MN, 55466	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54400	TPA	Marcus Tucker	1964-12-03	—	—	2769 Sage Ct, San Antonio, TX, 78264	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55532	TPA	Ryan Martin	2008-09-08	—	—	678 Palm Dr, Miami, FL, 33187	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59051	TPA	Billy I Wong	1989-02-21	—	—	5293 Ridge Rd, Plano, TX, 75096	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61493	TPA	Sara Gordon	1942-10-07	—	3573169412	7925 Highland Ave, Tampa, FL, 33697	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60003	TPA	Michelle Burns	1938-06-03	—	—	4095 Park Pl, Dallas, TX, 75205	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55888	TPA	Eric M Jenkins	2004-02-27	—	—	8967 Pine Dr, Nashville, TN, 37247	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-58362	TPA	Alice Sims	1996-12-15	—	6664276654	3652 Washington St, Dallas, TX, 75282	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58363	TPA	Alice Sims	1996-12-15	—	6664276654	3652 Washington St, Dallas, TX, 75282	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56524	TPA	John Henry	1944-01-19	—	—	9524 Desert Sky Blvd, Atlanta, GA, 30391	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-58689	TPA	Tommy I Marquez	1972-05-15	—	—	473 Ocean Ave, Jacksonville, FL, 32285	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-56399	TPA	Arthur Gray	1972-11-04	UHC-65090-47	2637232270	2418 Desert Sky Blvd, Nashville, TN, 37259	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55708	TPA	Lucia Clark	1974-07-01	—	—	8782 Highland Ave, Charlotte, NC, 28288	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-56326	TPA	Theresa B Mills	2000-03-14	—	—	2359 Market St, Tucson, AZ, 85714	0.76	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+2 more
TPA-53249	TPA	Ahmed Castillo	1958-10-11	—	—	8556 Hillcrest Rd, Las Vegas, NV, 89187	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55534	TPA	KathleenJunk	2001-01-26	—	4949725027	7643 Highland Ave, Miami, FL, 33193	0.76	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
TPA-54356	TPA	Peter Wong	1965-05-19	—	3798657689	1640 Ocean Ave, Seattle, WA, 98130	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56816	TPA	Chales Kelly	2006-07-14	UHC-86006-63	7155902967	25 Jefferson Ave, Scottsdale, AZ, 85226	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53271	TPA	Nicole Perez	1957-11-16	UHC-65117-46	—	4434 Indian School Rd, San Diego, CA, 92169	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-52593	TPA	James Barnes	1989-12-07	—	—	7584 Indian School Rd, Tampa, FL, 33641	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-62185	TPA	Janet S Vasquez	1993-06-15	—	6954664670	154 Desert Sky Blvd, Dallas, TX, 75202	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60203	TPA	Grace Montgomery	1984-02-21	—	—	592 Mountain View Dr, Fresno, CA, 93779	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-62673	TPA	Rebcca Chavez	1950-01-16	—	7263254587	5053 Pine Dr, Houston, TX, 77045	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55587	TPA	Justin Wilon	1974-03-27	—	—	5123 Camelback Rd, Plano, TX, 75001	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63967	TPA	Kathleen Duncan	1977-11-23	—	—	8069 Union St, Tempe, AZ, 85237	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55470	TPA	Austin Robertson	1968-11-08	—	—	169 Valley View Dr, Gilbert, AZ, 85284	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63285	TPA	Valenitna Owens	1974-11-25	—	9403206101	8420 Jefferson Ave, Nashville, TN, 37232	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52680	TPA	Douglas Sandoval	2006-06-15	—	3089498236	6971 Ocean Ave, Las Vegas, NV, 89122	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57052	TPA	Bruce Steves	2003-02-23	UHC-19250-74	8658387604	4915 Broadway, Tucson, AZ, 85778	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-55497	TPA	Mateo Turrner	1939-03-07	UHC-46506-14	3758201513	8032 Mesa Dr, Scottsdale, AZ, 85224	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62937	TPA	Austin U Jensen	1945-08-06	—	—	6006 Church St, San Diego, CA, 92179	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56901	TPA	Mason Castro	1957-09-28	—	—	4926 Main St, Austin, TX, 78768	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-62969	TPA	Justin Mason	1995-11-28	—	2948313331	2849 Grand Ave, Denver, CO, 80232	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54747	TPA	Samuel Marshall	2008-01-11	—	9107025386	185 Union St, Columbus, OH, 43242	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60930	TPA	Marcus Griffin	1955-02-22	—	4825879045	6506 Spring St, Phoenix, AZ, 85000	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51887	TPA	Catherine Richardson	1988-01-10	—	4248223146	4471 Elm St # 799, Seattle, WA, 98189	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
TPA-64427	TPA	Rchel Adams	1939-03-26	—	6705879506	5892 Oak St, Tucson, AZ, 85724	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53629	TPA	Mari Castro	1982-03-13	UHC-41645-88	—	2918 Grand Ave, Columbus, OH, 43214	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52161	TPA	Kathryn Turner	1952-02-22	—	—	1319 Harbor Blvd, Eden Prairie, MN, 55396	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63703	TPA	Paul Obrien	1946-06-15	—	—	9081 Broadway, Denver, CO, 80282	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-57379	TPA	Peter Bennett	1998-11-28	—	—	9378 Cedar Ln, Tempe, AZ, 85255	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57059	TPA	Camila Walsh	1960-01-13	—	—	2775 Harbor Blvd, Tempe, AZ, 85215	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54172	TPA	Isabella Parker	1955-02-11	—	3803155498	3506 Grand Ave, Glendale, AZ, 85339	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62648	TPA	Mason Schultz	2002-10-21	—	2939441597	9103 Highland Ave, Columbus, OH, 43215	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

2,455 rows, page 25 of 50Previous Next