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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58122	TPA	Megan Ford	2008-05-18	—	—	1688 Bayshore Dr, Columbus, OH, 43231	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57763	TPA	Hnry Graham	1969-04-04	UHC-16030-05	—	46 Grand Ave, Plano, TX, 75023	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55493	TPA	Dorothy Padilla	2002-12-01	—	—	412 River Rd, Tucson, AZ, 85751	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-59208	TPA	Henry Fernandez	1963-09-11	—	3877296361	8236 Canyon Rd, Dallas, TX, 75208	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54468	TPA	Kevin Wilson	1995-09-15	—	7835702670	2944 Valley View Dr, Minneapolis, MN, 55410	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54469	TPA	Kevin Wilson	1995-09-15	—	7835702670	2944 Valley View Dr, Minneapolis, MN, 55410	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55183	TPA	Luis Munoz	1963-10-07	—	5683113536	8503 Oak St, Atlanta, GA, 30354	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60088	TPA	Loggan Simmons	1959-06-11	—	9247951154	8239 Forest Ave, Fresno, CA, 93786	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-58635	TPA	Anrold Mariana	1973-01-18	—	6208609139	7880 Ocean Ave, Tempe, AZ, 85216	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60365	TPA	Ryan Cox	1954-05-17	—	—	8127 Desert Sky Blvd, Phoenix, AZ, 85056	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59708	TPA	Gary J Young	2001-11-25	UHC-27384-74	—	9289 Meadow Ln, Plano, TX, 75075	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59604	TPA	Eric James	1977-02-03	UHC-07217-69	—	1977 Lincoln Way, Houston, TX, 77000	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58129	TPA	Maria F Castillo	1955-10-06	—	—	3511 Ocean Ave, Seattle, WA, 98161	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60324	TPA	James Smith	1942-08-18	—	7345710297	3221 Oak St, Chandler, AZ, 85242	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-55753	TPA	Kevin Mendoza	1943-10-03	—	9597701472	4415 Lincoln Way, Chandler, AZ, 85253	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52008	TPA	Brian McCoy	1948-03-27	UHC-41653-53	8606873161	5981 Hillcrest Rd, Seattle, WA, 98102	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63078	TPA	Doris James	1972-03-15	—	—	9312 Pine Dr, Glendale, AZ, 85359	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55564	TPA	Mark Hamilton	1957-09-22	—	8333017423	775 Willow Ct, Denver, CO, 80207	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-59701	TPA	Daniel D Sanchez	1968-03-01	—	—	1280 Mesa Dr, Eden Prairie, MN, 55396	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52673	TPA	Andrea Woood	2008-06-21	—	—	2241 Desert Sky Blvd, Minneapolis, MN, 55405	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52537	TPA	Elijah Sims	1991-05-19	—	—	2636 Highland Ave, Sacramento, CA, 95889	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50147	TPA	Joe X Hudson	1988-08-22	—	—	22 Grand Ave, Scottsdale, AZ, 85213	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50826	TPA	Timothy Jensen	1976-10-04	—	5595814675	1467 Harbor Blvd, Charlotte, NC, 28280	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59178	TPA	Ana Ortiz	1959-05-28	—	6247425118	1779 Central Ave, Atlanta, GA, 30336	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52532	TPA	Peggy Bryant	1965-09-06	—	2794077712	1180 Union St, Houston, TX, 77099	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51588	TPA	Donna Myers	1946-06-08	UHC-96895-18	9492555228	6536 Lake View Rd, Charlotte, NC, 28209	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59451	TPA	Jesse U Cunningham	1968-06-09	—	—	7036 Grand Ave, Tampa, FL, 33602	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55986	TPA	Suphia Hill	1975-08-12	UHC-72031-89	2908416465	4128 Spring St, Denver, CO, 80218	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51742	TPA	Brenda Dominguez	1938-09-27	—	9774373997	2854 Maple Ave, Miami, FL, 33120	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61246	TPA	Amber Baker	1975-02-20	—	9582958441	8203 Bayshore Dr, Austin, TX, 78727	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61245	TPA	Amber Baker	1975-02-20	—	9582958441	8203 Bayshore Dr, Austin, TX, 78727	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55278	TPA	Brian Hoffman	1965-06-22	—	—	3389 Baseline Rd, Gilbert, AZ, 85245	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53655	TPA	Tom Richardson	1996-01-21	UHC-44503-57	—	8105 Bayshore Dr, Tucson, AZ, 85775	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56029	TPA	Karen Luna	1990-04-10	—	—	4710 Sage Ct, Los Angeles, CA, 90031	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53160	TPA	Alan W Lynch	1971-03-12	UHC-94055-27	—	1005 Desert Sky Blvd, Orlando, FL, 32837	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54188	TPA	Joan Garrett	1950-03-20	—	—	9201 Cedar Ln, Austin, TX, 78750	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57044	TPA	Daniel Oliver	1977-10-05	UHC-94684-51	3819300006	3603 Union St, Tampa, FL, 33668	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63556	TPA	Sarah Evans	2005-06-24	—	—	834 Cedar Ln, Eden Prairie, MN, 55356	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-64027	TPA	Danielle Rodriguez	1978-12-08	—	—	4491 Pine Dr, Columbus, OH, 43250	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56424	TPA	Amy M Romero	1953-04-25	—	—	5444 Union St, Phoenix, AZ, 85061	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55661	TPA	Robert Hall	1946-03-22	—	—	1833 Oak St, Sacramento, CA, 95893	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55662	TPA	Robert Hall	1946-03-22	—	—	1833 Oak St, Sacramento, CA, 95893	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55558	TPA	Janet Young	1976-05-24	—	2425705194	3328 Oak St, Nashville, TN, 37280	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50844	TPA	Rachel Duncan	1956-12-06	—	4463054175	7976 Meadow Ln, Denver, CO, 80206	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-62576	TPA	Megan Y Edwards	2006-06-04	—	6586794040	4207 Spring St, Phoenix, AZ, 85058	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55681	TPA	Lucia Brown	1972-06-26	—	2347450563	5327 Maple Ave, Houston, TX, 77092	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64081	TPA	Logan U Flores	1967-12-06	—	6116988988	7165 Sunset Blvd, Sacramento, CA, 95876	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-60291	TPA	Eugene C Padilla	2007-06-27	—	5378633073	1804 Ridge Rd, Chandler, AZ, 85299	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61837	TPA	Christian Simmons	1990-12-02	—	—	976 Valley View Dr, Mesa, AZ, 85269	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61109	TPA	Jean Gonzales	1941-09-26	UHC-86751-24	3584757496	6416 Canyon Rd, San Antonio, TX, 78277	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

7,767 rows, page 118 of 156Previous Next