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-60717	TPA	Ralph Santiago	1964-01-11	—	2875128451	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55882	TPA	Charlotte Carrroll	1940-04-25	UHC-85517-38	—	886 Broadway, San Antonio, TX, 78207	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55096	TPA	Michael Parker	1942-08-22	—	—	2195 Church St, Seattle, WA, 98158	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55095	TPA	Michael Parker	1942-08-22	—	—	2195 Church St, Seattle, WA, 98158	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55222	TPA	Patrick Le	2007-07-13	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57440	TPA	Kevin Reid	1941-06-13	—	—	7948 Meadow Ln, Scottsdale, AZ, 85232	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50141	TPA	Jessica Meyer	2008-11-21	UHC-28846-42	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61742	TPA	Roy Powell	1980-11-27	UHC-17581-40	5032571479	482 Broadway, Plano, TX, 75010	0.80	Address re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51725	TPA	Dorothy Daen	1995-03-25	UHC-71188-19	9476569653	1245 Broadway, Minneapolis, MN, 55495	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55795	TPA	Doothy Valdez	1990-02-06	UHC-33215-14	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-57568	TPA	Harold C Simmons	1948-07-21	UHC-09892-81	—	1157 Desert Sky Blvd, Gilbert, AZ, 85227	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52514	TPA	Santiago Mendoza	1939-10-25	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52718	TPA	Michelle Nelsno	1947-08-08	—	—	2704 Lincoln Way, Nashville, TN, 37286	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-50586	TPA	Catherine Ellis	1939-12-19	—	7513768712	3991 Park Pl, Chandler, AZ, 85202	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57626	TPA	Adam Dunn	2005-09-13	—	9466266907	232 Lincoln Way, Atlanta, GA, 30366	0.80	Name re-cased Email lower-cased Gender normalised Whitespace trimmed
TPA-57625	TPA	Adam Dunn	2005-09-13	—	9466266907	232 Lincoln Way, Atlanta, GA, 30366	0.80	Name re-cased Email lower-cased Gender normalised Whitespace trimmed
TPA-50120	TPA	Lauren Castro	1964-01-22	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60929	TPA	Fatima Ford	1971-04-08	—	—	—	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62925	TPA	Amy Bryant	1959-06-18	—	5296876883	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54600	TPA	Austin Herrera	2002-09-12	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56580	TPA	Stephen Nichols	1945-05-04	—	—	3615 Sunset Blvd, Los Angeles, CA, 90038	0.80	Name re-cased State code upper-cased Gender normalised Placeholder values cleared
TPA-62948	TPA	Vincent Ramirez	1944-02-21	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54045	TPA	Kevin Kennedy	1964-11-08	—	2117832212	—	0.80	Phone reformatted Email lower-cased Gender normalised Placeholder values cleared
TPA-53238	TPA	Arthur Gilbert	1963-09-27	—	4344045344	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-63565	TPA	Fatima Schmidt	1955-10-17	—	—	6559 Highland Ave, Los Angeles, CA, 90068	0.80	Date of birth reformatted State code upper-cased Gender normalised Placeholder values cleared
TPA-54091	TPA	Sophai I Jenkins	1960-06-23	—	6293895354	1604 River Rd, Orlando, FL, 32822	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-53778	TPA	Waye Ferguson	1969-06-12	—	7397781136	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59732	TPA	Billy Collins	1941-06-06	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57182	TPA	Jose U Schmidt	1975-12-20	—	5466797702	4255 Broadway, Minneapolis, MN, 55472	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52995	TPA	Melissa Fox	1979-01-22	—	—	4095 Valley View Dr, Houston, TX, 77061	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61579	TPA	Samantha Morris	2004-09-22	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61210	TPA	Isabella Reed	1960-09-07	—	6899032360	7712 Jefferson Ave, Tempe, AZ, 85212	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61007	TPA	Jesse Spencer	1948-11-07	—	8872955665	3187 Meadow Ln, Tampa, FL, 33697	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59213	TPA	Kayla Tucker	1958-05-12	UHC-60897-29	—	5351 Desert Sky Blvd, Las Vegas, NV, 89133	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59212	TPA	Kayla Tucker	1958-05-12	UHC-60897-29	—	5351 Desert Sky Blvd, Las Vegas, NV, 89133	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60701	TPA	Michelle Wells	1996-01-16	UHC-10009-58	2925231652	831 Desert Sky Blvd, Minneapolis, MN, 55431	0.80	Name re-cased State code upper-cased Gender normalised Placeholder values cleared
TPA-50587	TPA	Catherine Ellis	1939-12-19	—	7513768712	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52275	TPA	Joe Cook	1938-06-26	—	—	8840 Elm St, Dallas, TX, 75206	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55756	TPA	Aissha N Perez	1985-06-02	—	—	9553 Elm St, Tampa, FL, 33622	0.80	Name re-cased Email lower-cased Gender normalised Placeholder values cleared
TPA-59258	TPA	Brittany King	1947-10-03	—	—	5343 Indian School Rd, Houston, TX, 77094	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50358	TPA	David Taylor	1956-08-27	UHC-80641-10	—	4578 Baseline Rd, Jacksonville, FL, 32221	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59236	TPA	Nicoe Snyder	1988-07-06	—	—	6336 Spring St, San Antonio, TX, 78237	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
TPA-52387	TPA	Sophia Rios	1975-04-07	—	6338984923	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-55825	TPA	David Lynch	1959-02-27	—	—	4340 River Rd, Tempe, AZ, 85232	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
TPA-62235	TPA	John Lynch	1973-03-02	—	9537713252	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-62319	TPA	Benjamin Luna	1966-06-07	—	—	924 Desert Sky Blvd, Nashville, TN, 37249	0.80	Name re-cased Gender normalised Plan code upper-cased Placeholder values cleared
TPA-50189	TPA	Jack Roberts	1985-02-01	—	—	2800 Lake View Rd, Atlanta, GA, 30335	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
TPA-55373	TPA	Russell Armstrong	1968-04-21	—	9105869820	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-60959	TPA	Olivia Nunez	1941-10-20	—	7642945244	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50392	TPA	Albert Henderson	2008-10-03	—	—	4658 Maple Ave, Scottsdale, AZ, 85240	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared

2,435 rows, page 42 of 49Previous Next