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-60872	TPA	Eliah Webb	1981-09-03	—	3025630804	1767 Washington St, Miami, FL, 33105	0.92	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed
TPA-52399	TPA	Keih Sanchez	1959-08-17	—	6013369400	4800 Ocean Ave, Houston, TX, 77077	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
TPA-56630	TPA	Dennis Mendoza	1983-03-10	—	9748507483	2596 Ocean Ave, Phoenix, AZ, 85016	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
TPA-58681	TPA	Christine Morgan	2007-09-01	—	—	469 Pine Dr, Austin, TX, 78759	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-62882	TPA	Lauren Brown	2002-02-20	UHC-26064-48	5444221328	4201 Lincoln Way, Glendale, AZ, 85315	0.92	Phone reformatted City re-cased State code upper-cased Placeholder values cleared
TPA-52592	TPA	Roy Harrison	1975-08-21	—	7999802811	4717 Camelback Rd, Minneapolis, MN, 55468	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-54875	TPA	Timothy Jones	1952-03-04	—	—	4271 Harbor Blvd, Phoenix, AZ, 85049	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-54502	TPA	Angela Diaz	1982-06-06	—	—	87 Park Pl, Sacramento, CA, 95858	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-62563	TPA	Kathleen Myers	1952-10-16	—	5544103626	1268 Main St, Houston, TX, 77079	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-58343	TPA	Kayla Garrett	1993-01-02	—	5952711400	3765 Desert Sky Blvd, Fresno, CA, 93773	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-55519	TPA	Jason E Gutierrez	1971-06-19	UHC-26533-02	—	4563 Mesa Dr, Glendale, AZ, 85302	0.92	Name re-cased Member ID reformatted City re-cased Placeholder values cleared
TPA-63209	TPA	Willie Harper	1980-12-06	—	—	426 Desert Sky Blvd, Houston, TX, 77019	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-63199	TPA	Kyle Contreras	1962-06-10	—	—	5877 Church St, Scottsdale, AZ, 85228	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-53258	TPA	Carolyn Jimenez	1947-10-28	—	5324322581	3589 Pine Dr, Columbus, OH, 43242	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
TPA-51462	TPA	Christine Ruzi	1967-08-16	—	2557844055	3332 Willow Ct, Las Vegas, NV, 89104	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-55045	TPA	Ethan Vasquez	1973-06-11	—	—	9113 Washington St, Las Vegas, NV, 89122	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-58534	TPA	Patrick Valdez	2004-08-20	UHC-24291-94	5963246416	4711 Pine Dr, Columbus, OH, 43210	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-51586	TPA	Dorothy Meejia	1939-07-16	—	—	347 Lincoln Way, Glendale, AZ, 85354	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-63793	TPA	Gary Montgomery	1958-03-17	—	2532302813	1820 Washington St, Orlando, FL, 32856	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-59386	TPA	Elijah Clark	1966-03-23	UHC-01209-61	—	3071 Oak St, Chandler, AZ, 85295	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-56891	TPA	Teresa Vazquez	2003-03-18	—	—	6244 Union St, Plano, TX, 75087	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-55430	TPA	Alice Porter	1989-06-20	UHC-37723-15	—	1574 River Rd, Jacksonville, FL, 32201	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-63622	TPA	Sam Ray	1967-10-28	—	6426139010	1864 Indian School Rd, Gilbert, AZ, 85244	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-64395	TPA	Jeremy Gardner	2007-05-17	—	—	7756 Mountain View Dr, Atlanta, GA, 30307	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-56329	TPA	Mariana I Parker	2008-11-14	—	—	9046 Church St, Gilbert, AZ, 85224	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-52316	TPA	Ana White	1980-04-08	—	—	7235 Lake View Rd, Nashville, TN, 37290	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-52315	TPA	Ana White	1980-04-08	—	—	7235 Lake View Rd, Nashville, TN, 37290	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-55369	TPA	Robert Weaver	1962-01-16	—	—	9421 Desert Sky Blvd, Miami, FL, 33162	0.92	Date of birth reformatted City re-cased State code upper-cased Placeholder values cleared
TPA-53972	TPA	Emma Carteer	1943-02-15	—	—	2898 Church St, Austin, TX, 78758	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-53935	TPA	Brian Arnold	1997-01-20	—	6864275908	192 Broadway, Scottsdale, AZ, 85272	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-60985	TPA	Diane George	1953-11-21	UHC-91159-53	—	900 River Rd, Scottsdale, AZ, 85239	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-54458	TPA	Charles Rice	1953-09-09	—	—	8697 Main St, Jacksonville, FL, 32245	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-56367	TPA	Evelyn Munoz	1972-10-06	—	—	6463 Ocean Ave, Glendale, AZ, 85333	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-52796	TPA	Brcue R Jacos	1950-04-21	—	2109894072	6148 Sunset Blvd, Tucson, AZ, 85723	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-59419	TPA	Yuuki Contreras	1997-03-01	—	—	4549 Broadway, Phoenix, AZ, 85046	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-56374	TPA	Steven Fuller	1977-02-14	UHC-48850-17	—	9564 Mountain View Dr, Chandler, AZ, 85292	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-61602	TPA	Judith Valdez	1996-03-09	—	3836159533	6196 Baseline Rd, San Diego, CA, 92157	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-58938	TPA	Diana Park	1996-05-28	UHC-17088-19	9817042882	6071 River Rd, Fresno, CA, 93746	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
TPA-55192	TPA	Andy Evans	1988-10-25	—	—	4471 Desert Sky Blvd, Nashville, TN, 37243	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-52555	TPA	Aisha Griffin	2005-09-04	—	—	5361 Elm St, Chandler, AZ, 85229	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-51740	TPA	Judy Gomez	1977-08-18	UHC-18172-29	9402504971	8411 Canyon Rd, Orlando, FL, 32840	0.94	Phone reformatted City re-cased Email lower-cased
TPA-57728	TPA	Willie Castillo	2001-08-10	—	—	1942 Washington St, Las Vegas, NV, 89164	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-60836	TPA	Kimberly Austin	1982-01-28	—	—	1515 Maple Ave, Nashville, TN, 37291	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-60241	TPA	Maria B Clark	1949-12-07	UHC-75430-55	—	8006 Apache Blvd, Columbus, OH, 43289	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-54299	TPA	Eric Fisher	1942-10-10	—	—	799 Lake View Rd, Chandler, AZ, 85244	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-50845	TPA	James Montgomery	1987-04-13	—	—	2804 Central Ave, Charlotte, NC, 28298	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-58113	TPA	Omar Y Evans	1971-06-08	—	—	3145 Jefferson Ave, Charlotte, NC, 28242	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-50462	TPA	Luis Fernandez	2003-04-11	UHC-36488-55	—	604 Lake View Rd, Scottsdale, AZ, 85251	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-51302	TPA	Arjn Kim	1946-10-17	—	—	8237 Meadow Ln, Nashville, TN, 37291	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-54271	TPA	Matthew Jones	2002-04-11	UHC-71563-08	—	5855 Broadway, Austin, TX, 78700	0.94	Member ID reformatted City re-cased Placeholder values cleared

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