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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-64136	TPA	Virginia Carlson	1993-03-18	—	—	4591 Valley View Dr, Dallas, TX, 75241	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59048	TPA	Bryan Ryan	2005-03-05	UHC-33706-77	8684279761	9245 Highland Ave, Tempe, AZ, 85270	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-62411	TPA	John Santiago	1976-12-27	—	—	535 Canyon Rd, Glendale, AZ, 85361	0.62	Street suffix standardised Address re-cased State code upper-cased Gender normalised+3 more
TPA-55778	TPA	Austin Morgan	1982-12-01	UHC-70663-96	—	6776 Sunset Blvd, Chandler, AZ, 85258	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-63351	TPA	Mei Reid	1977-09-04	—	7824678194	7400 Meadow Ln, Eden Prairie, MN, 55382	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61152	TPA	Philip Hunt	1940-12-03	—	9853716230	3806 Forest Ave, Denver, CO, 80280	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-64217	TPA	Raymond Maldonado	1969-10-23	—	—	4552 Market St, Columbus, OH, 43285	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-63993	TPA	Anna Rice	1938-09-07	—	3735381733	7568 Elm St, Mesa, AZ, 85203	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62406	TPA	Kayla Jensen	1992-05-06	—	—	3522 Park Pl, Phoenix, AZ, 85045	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-51581	TPA	Rebecca Williams	1972-11-15	—	—	5115 Elm St, Dallas, TX, 75257	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53811	TPA	Lori Butler	1981-02-20	—	4306655702	405 Indian School Rd # 185, Nashville, TN, 37270	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-52853	TPA	Ralph Nguyen	1958-05-12	—	—	2076 Lake View Rd, Scottsdale, AZ, 85216	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56014	TPA	Walter Scott	1973-07-11	—	9597036053	6354 Canyon Rd, Las Vegas, NV, 89166	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-58685	TPA	Diana Freeman	1962-07-17	—	—	2721 Elm St, Jacksonville, FL, 32234	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-63279	TPA	Anrdea Lee	1994-12-25	—	5646999730	7227 Jefferson Ave, San Diego, CA, 92103	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-63982	TPA	Grace Le	—	—	—	7146 Central Ave, San Antonio, TX, 78244	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-62198	TPA	Richard I Peters	1949-07-14	—	2412311818	8617 Central Ave Apt 11, Minneapolis, MN, 55418	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-63356	TPA	Maria Reeed	1944-03-19	UHC-26909-68	—	7228 Ridge Rd, Jacksonville, FL, 32257	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-54028	TPA	Danile Pena	1978-06-28	—	—	9596 Meadow Ln, Los Angeles, CA, 90035	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-51010	TPA	Sofia Collisn	1946-10-12	—	8884414268	603 Elm St, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51543	TPA	Greegory Elliott	1961-08-16	—	—	1131 Central Ave, Atlanta, GA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-56231	TPA	Michelle Woong	1995-11-14	—	—	9654 Central Ave, Chandler, AZ, 85215	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
TPA-63494	TPA	George Estrada	1989-06-18	—	2235002919	3618 Canyon Rd, Atlanta, GA, 30300	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50782	TPA	Hiroshi B Coleman	1985-04-06	—	—	3352 Central Ave, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55591	TPA	Jacob Romero	1954-10-10	—	—	7038 Apache Blvd, Nashville, TN, 37209	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52058	TPA	Ronald Brooks	1990-04-28	—	—	7486 Union St, Glendale, AZ, 85382	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60111	TPA	Rndy Cruz	1939-06-22	UHC-45387-96	8934782097	790 Willow Ct # 472, Scottsdale, AZ, 85256	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
TPA-51884	TPA	Walter Torres	1979-09-18	—	5524881014	8908 Apache Blvd, Denver, CO, 80271	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50702	TPA	Cynthia Ryan	1992-07-22	UHC-40295-56	—	4288 Union St, Minneapolis, MN, 55457	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-50783	TPA	Hiroshi Coleman	1985-04-06	UHC-24824-94	5788361392	3352 Central Ave, San Antonio, TX, 78242	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-53305	TPA	Roger Q White	1948-08-05	UHC-38078-45	3374570252	1094 Baseline Rd, Seattle, WA, 98105	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58701	TPA	Sara Wagner	1946-04-23	—	4942886252	9658 Highland Ave, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62073	TPA	Evelyn Gonzales	1941-07-02	—	—	3451 Market St, Denver, CO, 80260	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58208	TPA	Ethan Davis	1973-12-20	—	—	6281 River Rd, Eden Prairie, MN, 55344	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57781	TPA	Keith Bell	1989-12-22	—	—	9563 Willow Ct Apt 15, Tempe, AZ, 85268	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-62011	TPA	Jacob Patterson	1994-09-20	UHC-78868-43	4379098406	3426 Maple Ave, Dallas, TX, 75278	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55136	TPA	Nancy Clark	1938-12-27	—	7958128966	5468 Ocean Ave, Seattle, WA, 98114	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59009	TPA	Christina Armstrong	1977-06-05	—	6675606643	7060 Park Pl, Las Vegas, NV, 89113	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54691	TPA	Ashley Ford	2001-12-13	—	5383125194	7109 Forest Ave, Sacramento, CA, 95846	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62835	TPA	Joe Ricce	1994-06-12	—	—	1843 Bayshore Dr, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52790	TPA	Albert Owens	1942-03-01	—	—	367 Central Ave, Charlotte, NC, 28236	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62254	TPA	Tom Y Moore	1980-09-27	—	—	8891 Elm St, Miami, FL, 33194	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-62416	TPA	Valentina Cole	1960-02-19	UHC-84010-93	3233173921	1496 Mountain View Dr, Seattle, WA, 98147	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53267	TPA	Patricia Hayes	2000-07-03	—	—	5615 Grand Ave, Jacksonville, FL, 32275	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53209	TPA	Bryan Bradley	1941-10-26	—	8736636682	8041 Park Pl, Fresno, CA, 93764	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54260	TPA	Justin Vargas	2004-09-15	UHC-10790-41	—	3263 Hillcrest Rd, Los Angeles, CA, 90035	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-54425	TPA	Rebecca Schultz	1952-02-20	UHC-71809-10	3428799932	765 Sunset Blvd Apt 26, Plano, TX, 75033	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-59617	TPA	Melissa E Kennedy	1998-11-03	—	4643405080	7833 Park Pl, Fresno, CA, 93785	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53101	TPA	Danielle Pierce	1956-11-16	—	7716846961	5592 Ocean Ave, Atlanta, GA, 30328	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54369	TPA	Nicoole Hayse	1939-04-16	UHC-32516-68	7178720107	695 Apache Blvd, Plano, TX, 75090	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more

7,854 rows, page 39 of 158Previous Next