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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51441	TPA	Teresa Tran	1997-11-01	—	—	9048 Grand Ave, Charlotte, NC, 28221	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-59957	TPA	Edward Duncan	1961-06-25	—	—	619 Market St, Denver, CO, 80280	0.66	Date of birth reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52432	TPA	Brenda Richards	1981-09-18	UHC-59898-63	—	9371 Apache Blvd, Scottsdale, AZ, 85253	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-59939	TPA	Stephanie F Day	1968-05-02	—	—	5173 Highland Ave, Atlanta, GA, 30361	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59516	TPA	Heather Duncan	1946-05-05	—	—	7012 Central Ave, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-57966	TPA	Jennifer Santos	1944-02-16	—	—	4465 Hillcrest Rd, Seattle, WA, 98130	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
TPA-55320	TPA	Julia Wells	1952-11-04	—	—	1572 Jefferson Ave, Scottsdale, AZ, 85210	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-56432	TPA	Joan Gutierrez	2006-05-28	UHC-02943-57	—	3674 Harbor Blvd, Tampa, FL, 33683	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58471	TPA	Karen P Kim	1993-01-13	—	—	8068 Mountain View Dr, Dallas, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-58470	TPA	Karen P Kim	1993-01-13	—	—	8068 Mountain View Dr, Dallas, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-50334	TPA	Patrick R Robinson	1977-04-11	UHC-78696-43	2776456911	7387 Bayshore Dr, Sacramento, CA, 95862	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50333	TPA	Patrick R Robinson	1977-04-11	UHC-78696-43	2776456911	7387 Bayshore Dr, Sacramento, CA, 95862	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58011	TPA	Walter Guzman	1980-07-20	—	9268843798	9478 Washington St, Tucson, AZ, 85787	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-64096	TPA	Kimberly Ferguson	2005-09-06	—	—	9024 Mesa Dr, Scottsdale, AZ, 85247	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63925	TPA	Sophia R Gonzales	1944-04-12	—	—	9811 Ocean Ave, Minneapolis, MN, 55454	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60288	TPA	Brandon Hall	1997-08-11	—	9214937486	1192 Union St, Chandler, AZ, 85280	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-58547	TPA	Frank Miller	1990-12-09	—	—	310 River Rd, San Antonio, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-54493	TPA	Omar Estrada	1956-07-13	—	3688103781	5347 Sunset Blvd, Minneapolis, MN, 55405	0.66	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-50678	TPA	Jordan Rice	2007-11-12	—	—	6869 Ridge Rd, Miami, FL, 33112	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-61139	TPA	Alexander Fowler	—	—	6175116671	—	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
TPA-56394	TPA	Nicole Perry	1952-01-17	—	5883150375	7253 Ocean Ave Apt 37, Tampa, FL, 33614	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-50054	TPA	Aaron R Medina	1978-11-05	—	—	1917 Sage Ct, Austin, TX, 78739	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-53314	TPA	Jack Hernandez	1955-12-04	—	—	916 Indian School Rd, Columbus, OH	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-51207	TPA	Lawrence Nichols	1994-01-19	—	—	1338 Union St Apt 37, Orlando, FL, 32862	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-51206	TPA	Lawrence Nichols	1994-01-19	—	—	1338 Union St Apt 37, Orlando, FL, 32862	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-57638	TPA	Betty Garcia	1999-09-19	—	6337334891	3070 Park Pl, San Diego, CA	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-50881	TPA	Jeffrey King	1951-04-08	—	2994665423	8238 Camelback Rd, Los Angeles, CA, 90090	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-56144	TPA	Joseph Meyer	—	—	—	3996 Harbor Blvd, Atlanta, GA, 30325	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
TPA-51811	TPA	Mendez Ryan	1969-06-26	—	8965994565	2216 Lake View Rd, Fresno, CA, 93714	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50184	TPA	Emma Cox	1996-05-09	—	—	4137 Canyon Rd, Jacksonville, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-60409	TPA	Elijah Hoffman	1974-10-18	—	7838701525	1333 Spring St, Minneapolis, MN, 55455	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-58808	TPA	Judy Brown	1979-03-24	—	8854644983	6536 Elm St, Plano, TX	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-62596	TPA	David Elliott	1955-05-20	—	—	4394 Main St, Nashville, TN, 37200	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-51785	TPA	Nacny Palmer	1975-12-11	—	—	4573 Elm St, Dallas, TX, 75273	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-53505	TPA	—Junk	1963-09-01	UHC-98430-64	7746454505	—	0.66	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared+1 more
TPA-53504	TPA	—Junk	1963-09-01	UHC-98430-64	7746454505	—	0.66	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared+1 more
TPA-58413	TPA	Sharon M Ortega	1972-05-08	—	—	9011 Willow Ct, Atlanta, GA, 30306	0.66	Name re-cased City re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-50262	TPA	Henry Y Lane	1940-09-11	—	5697354109	1172 Lincoln Way, Los Angeles, CA, 90068	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
TPA-56668	TPA	Samuel Morgan	2008-03-20	—	9597124132	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-62985	TPA	Brandon Davis	1984-01-06	UHC-42245-62	—	1491 Jefferson Ave, Glendale, AZ, 85371	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55010	TPA	Jacob Kelly	1990-05-14	—	—	9005 Hillcrest Rd, Austin, TX, 78705	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52503	TPA	Grace Kennedy	1952-02-07	—	—	3820 Indian School Rd, Fresno, CA, 93754	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60258	TPA	Willie Hill	1954-02-17	—	—	6950 Camelback Rd, Gilbert, AZ, 85250	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59622	TPA	Tyler Morris	1966-01-12	—	—	133 Washington St, Atlanta, GA, 30300	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51758	TPA	Nicole D Harris	1955-08-04	—	—	3260 Cedar Ln, Fresno, CA	0.66	Two-digit birth year City re-cased ZIP missing Whitespace trimmed+1 more
TPA-51645	TPA	Raymond Vasquez	1997-10-05	—	—	2095 Cedar Ln, Tampa, FL, 33669	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-55645	TPA	William Black	1967-03-21	—	—	5405 Sunset Blvd Apt 12, Jacksonville, FL, 32243	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-55089	TPA	Carolyn Fowler	1993-06-10	—	—	4224 Union St, Seattle, WA, 98190	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-62995	TPA	Alexis Price	1997-10-10	—	—	300 Bayshore Dr, Atlanta, GA, 30358	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-50342	TPA	Shirley W Bell	1971-11-04	—	—	8891 Washington St, Houston, TX, 77050	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more

14,135 rows, page 83 of 283Previous Next