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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62618	TPA	Nathan Bryant	1962-12-05	—	6468089364	6883 Main St, Jacksonville, FL, 32216	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-52202	TPA	Paul U Garza	1981-06-15	—	—	1297 Central Ave, San Antonio, TX, 78286	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-50219	TPA	Jacob G Goez	1951-07-05	—	5034133742	3679 Union St, Sacramento, CA, 95811	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-64309	TPA	Douglas Weaver	2008-03-14	—	7586783104	1360 Jefferson Ave, Las Vegas, NV, 89105	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-61030	TPA	Nicholas Cook	1946-11-08	—	—	7035 Grand Ave, Columbus, OH, 43208	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-63939	TPA	Christian Hnry	1946-10-11	UHC-60838-89	—	1252 Jefferson Ave, Scottsdale, AZ, 85203	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56094	TPA	Justin Montgomery	1981-06-01	—	—	6366 Pine Dr, Seattle, WA, 98137	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54947	TPA	Omar Thomas	1983-02-04	UHC-30987-31	5039744189	3899 Union St, Eden Prairie, MN, 55354	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-60187	TPA	Justin Watkins	1950-04-17	—	—	2253 Meadow Ln, San Antonio, TX, 78202	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
TPA-55712	TPA	Sean Schmidt	1942-03-08	—	—	1550 Pine Dr, Plano, TX, 75048	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54169	TPA	Donald Vazquez	1960-05-26	—	3556126829	1869 Mesa Dr, Scottsdale, AZ, 85210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62833	TPA	Sharon Stone	1949-09-05	—	7198655984	8449 River Rd, Orlando, FL, 32843	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52952	TPA	Emma Snyder	1987-01-06	UHC-72226-83	—	9645 Washington St, Chandler, AZ, 85242	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-59153	TPA	Julia McDonald	1990-11-24	—	—	7526 Hillcrest Rd, Plano, TX, 75052	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55794	TPA	Kathlleen Simpson	1999-07-27	—	4099492267	9520 Central Ave, Columbus, OH, 43244	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52479	TPA	Helen Hasen	1959-09-19	UHC-38525-44	6343361127	—	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
TPA-53698	TPA	Jacqueline Adams	1996-06-09	—	—	5404 Spring St, Houston, TX, 77067	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60971	TPA	Jeff Lewis	1986-09-17	—	2329633658	6230 Hillcrest Rd, Dallas, TX, 75268	0.64	Phone reformatted State name converted to code Gender normalised Plan code upper-cased+2 more
TPA-57030	TPA	Nancy Freeman	2005-06-03	—	8176647855	3985 Washington St, Fresno, CA, 93786	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55356	TPA	Sharon J Duncan	1994-04-22	—	8586755796	1226 Mountain View Dr, Gilbert, AZ, 85228	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63869	TPA	Jerry Roberts	2005-11-21	—	5198862869	8059 Valley View Dr, Scottsdale, AZ, 85272	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61254	TPA	Roger Hawkins	1973-01-24	—	—	1000 Baseline Rd, Las Vegas, NV, 89173	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-56876	TPA	Helen Vega	1965-02-17	UHC-30224-19	7636033215	6800 Ocean Ave, Gilbert, AZ, 85257	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58941	TPA	Mason Foster	1975-03-14	UHC-91690-75	—	3701 Harbor Blvd, Nashville, TN, 37229	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-51031	TPA	James Chen	1961-02-13	—	—	2201 River Rd, Tucson, AZ, 85704	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60232	TPA	Michelle Mendez	1967-12-20	—	—	1553 Hillcrest Rd, Sacramento, CA, 95820	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51475	TPA	Brian P Allen	1951-05-13	—	2622348559	9215 Lincoln Way, Austin, TX, 78736	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-62510	TPA	Jerry Snyder	2003-07-14	—	—	2995 Ridge Rd, Fresno, CA, 93791	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59200	TPA	Arnold Pamela	1973-11-19	—	2399355420	1082 Maple Ave, San Diego, CA, 92184	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63718	TPA	Richard Espinoza	1964-11-08	—	—	2138 Spring St, Sacramento, CA, 95882	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51148	TPA	Aaron Harevy	2001-07-05	—	—	5852 Apache Blvd, Glendale, AZ, 85373	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60779	TPA	Amy Y Simpson	1940-12-05	—	5876853456	7977 Bayshore Dr, Jacksonville, FL, 32260	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52469	TPA	Gregory Larson	1963-11-18	—	9573778373	2970 Sunset Blvd, Gilbert, AZ, 85293	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52752	TPA	Gloria Y Carroll	1962-06-15	—	3744425197	731 Washington St, Denver, CO, 80227	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52035	TPA	Olivia Padilla	1998-05-26	—	6444014155	9203 River Rd, San Diego, CA, 92139	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61932	TPA	Thomas Phillips	1991-03-10	UHC-55322-89	—	175 Apache Blvd, Denver, CO, 80267	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54282	TPA	Lauren Campbell	1955-08-07	—	—	6268 Main St, Tucson, AZ, 85718	0.64	Date of birth reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-50432	TPA	Theresa Santiago	1976-03-28	—	—	9056 Bayshore Dr, Phoenix, AZ, 85029	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57500	TPA	Charles O Porter	2004-04-09	—	6176355619	9313 Forest Ave, Sacramento, CA, 95829	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56798	TPA	Lisa Wang	1962-01-10	UHC-01264-90	—	5726 Indian School Rd, Scottsdale, AZ, 85282	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59327	TPA	Willie Ellis	1995-03-19	—	5866888363	8597 Cedar Ln, San Diego, CA, 92186	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-57629	TPA	Judith Aguilaar	1973-09-08	—	2192322792	7008 Hillcrest Rd, Atlanta, GA, 30303	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-53144	TPA	Helen Kelley	1996-05-12	—	7704623558	9444 Valley View Dr, Columbus, OH, 43248	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55689	TPA	Pamela H Collins	1942-09-03	—	—	1992 Meadow Ln, Mesa, AZ, 85242	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58127	TPA	Joyce Hernandez	2005-09-21	—	—	9781 River Rd, Eden Prairie, MN, 55319	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
TPA-60816	TPA	Pamela Armstrong	1974-10-10	UHC-77233-16	—	2114 Jefferson Ave, Plano, TX, 75041	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63931	TPA	Zachary Scott	1949-12-24	—	6067826986	8108 Canyon Rd, Plano, TX, 75085	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54660	TPA	Carl Long	1982-10-17	—	6094311303	4180 Maple Ave, Orlando, FL, 32860	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-53015	TPA	Susan Edwars	1977-01-25	—	2109220629	9543 Main St, Sacramento, CA, 95803	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51348	TPA	Pat Carter	1994-02-05	—	—	6994 Cedar Ln, Miami, FL, 33135	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more

2,435 rows, page 21 of 49Previous Next