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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57968	TPA	Cynthia Carroll	2004-07-27	—	—	7925 Mountain View Dr Apt 10, Las Vegas, NV	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-50856	TPA	Tylre Gurrero	1989-03-25	—	2558771204	3570 Park Pl, Phoenix, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
TPA-64421	TPA	Patrick Jacobs	1952-01-27	—	—	2015 Sage Ct # 158, Las Vegas, NV	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-58553	TPA	Barbara Chavez	1984-04-28	—	—	6126 Indian School Rd, San Antonio, TX	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53599	TPA	Lerry Patterson	1993-11-15	—	—	8912 Ocean Ave # 624, San Antonio, TX	0.54	Phone missing area code Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-50991	TPA	Lauren O Stephens	1994-01-02	UHC-21092-63	—	8542 Valley View Dr, Tempe, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-60845	TPA	Ashley Perry	1968-03-26	UHC-37171-05	2574365078	697 Park Pl, Fresno, CA	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+1 more
TPA-64446	TPA	Sara Butron	1983-02-21	—	—	5709 Sage Ct, San Diego, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-52234	TPA	Arthur Greene	2006-06-20	—	—	4014 Cedar Ln, Atlanta, GA	0.54	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+1 more
TPA-63232	TPA	Katherine Q Stephens	1973-12-22	—	—	7018 Valley View Dr, Mesa, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-61677	TPA	Jeremy O Boyd	1997-12-10	—	—	9081 Lake View Rd, Miami, FL	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62260	TPA	Camila Parker	1957-05-01	—	—	4559 Bayshore Dr Apt 13, Chandler, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-54773	TPA	Danielle Reid	1999-03-23	—	5329108310	1276 Baseline Rd, Seattle, WA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-52141	TPA	Diana Henry	—	—	—	9167 Camelback Rd, Eden Prairie, MN	0.54	Name split from “Last, First”Date of birth unreadable State code upper-cased ZIP missing+1 more
TPA-52771	TPA	Michelle Garza	1964-01-08	UHC-34895-65	—	6394 Indian School Rd, Tucson, AZ	0.54	Name re-cased Phone missing area code ZIP missing Gender normalised+1 more
TPA-58823	TPA	Steen Turner	1940-04-27	—	—	7023 River Rd, Gilbert, AZ	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
TPA-63430	TPA	Omar V Fisher	1995-03-19	—	—	8386 Ocean Ave, Las Vegas, NV	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53590	TPA	Austin Tucker	2003-03-02	—	8785571233	6741 Cedar Ln, Tampa, FL	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
TPA-59062	TPA	Carlos S Schmidt	1942-01-28	—	6087291157	886 Ridge Rd Apt 3, Atlanta, GA	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62756	TPA	Aisha Hudson	1969-07-28	—	3515930306	7330 Sunset Blvd # 237, Tucson, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62755	TPA	Aisha Hudson	1969-07-28	—	3515930306	7330 Sunset Blvd # 237, Tucson, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-57846	TPA	Wei Shaw	1947-06-24	—	—	5446 Market St, Plano, TX	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53533	TPA	Joe Coleman	1952-07-16	—	2136132067	5241 Cedar Ln, Mesa, AZ	0.54	Two-digit birth year Phone reformatted State name converted to code ZIP missing+1 more
TPA-60442	TPA	Jacqueline Daniels	2000-10-28	—	—	5622 Valley View Dr, Miami, FL	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-50069	TPA	Ruth Ferguson	1945-10-09	—	—	9177 Jefferson Ave, Mesa, AZ	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
TPA-56733	TPA	Raymond Hansen	1966-09-17	—	—	4381 Palm Dr, San Diego, CA	0.54	State name converted to code ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-57659	TPA	Ruth Meyer	1986-12-01	—	8385854963	2426 Forest Ave, Charlotte, NC	0.54	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-58668	TPA	Danielle X Cox	1943-04-12	—	—	5635 Spring St, Sacramento, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-58667	TPA	Danielle X Cox	1943-04-12	—	—	5635 Spring St, Sacramento, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-64440	TPA	Omar Hoffman	1946-01-16	—	—	5459 Ridge Rd, Sacramento, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-59492	TPA	Diana Webb	1967-05-27	—	—	5776 Oak St, Scottsdale, AZ	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-59744	TPA	Raymond Robinson	1942-04-12	UHC-17881-72	—	1979 Union St, Atlanta, GA	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
TPA-64238	TPA	Larry Webb	2004-10-23	—	—	6503 Church St, Orlando, FL	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-54887	TPA	Justin Mason	2002-01-09	—	7604226272	8634 Sunset Blvd, Dallas, TX	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+1 more
TPA-54886	TPA	Justin Mason	2002-01-09	—	7604226272	8634 Sunset Blvd, Dallas, TX	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+1 more
TPA-50529	TPA	Danielle Young	1954-06-21	—	6733814339	3852 Market St, Scottsdale, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-63756	TPA	Nathan Thompson	1947-04-04	—	—	8222 Jefferson Ave, Denver, CO	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
TPA-53326	TPA	Joe Turner	1997-09-21	—	—	3679 Lincoln Way, Denver, CO	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-52918	TPA	Bill Howard	—	—	—	9694 Bayshore Dr, Nashville, TN	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP missing+1 more
TPA-55082	TPA	Katherine Bowman	—	—	—	4963 Central Ave, Mesa, AZ	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP missing+1 more
TPA-52662	TPA	Brian Perkins	1971-11-22	UHC-98944-17	—	2848 Sage Ct, Seattle, WA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-53891	TPA	Fatima Vargas	2006-12-02	UHC-86574-22	—	4236 Sage Ct Apt 28, Tampa, FL	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-57709	TPA	Brndon Shaw	1960-11-07	—	—	7007 Oak St, Denver, CO	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53721	TPA	Bryan Palmer	—	UHC-88787-64	—	7401 Lincoln Way, Los Angeles, CA	0.54	Name re-cased Date of birth unreadable ZIP missing Gender normalised+1 more
TPA-59253	TPA	Joshua Williamson	1987-07-19	—	—	2202 Apache Blvd, Jacksonville, FL	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-59315	TPA	Willie Le	1969-09-17	UHC-73240-85	—	6908 Oak St, Sacramento, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-58422	TPA	Joshua Hoffman	1949-01-03	—	—	5706 Desert Sky Blvd, Denver, CO	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53600	TPA	Mark Park	1959-03-08	—	—	8718 Church St, Gilbert, AZ	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-61204	TPA	Bryan Stevens	1978-01-24	—	—	2714 Harbor Blvd, Scottsdale, AZ	0.56	Two-digit birth year ZIP missing Gender normalised Placeholder values cleared
TPA-56121	TPA	Julia Cunningham	1954-05-28	UHC-98772-34	—	3668 Spring St, Austin, TX	0.56	Name split from “Last, First”City re-cased ZIP missing Gender normalised

1,012 rows, page 7 of 21Previous Next