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

All sources, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23622	PRV	Carlos Guerrero	1960-03-11	—	6975859369	53 Grand Ave, Gilbert, AZ, 85241	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-29143	PRV	Christine Murray	1955-07-07	UHC-07405-48	3613998351	894 Elm St, Orlando, FL, 32823	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112451	ENR	Harold Weest	1962-03-24	UHC-71442-08	9652886532	2674 Spring St, Atlanta, GA, 30353	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102589	ENR	Janice T Adams	1960-10-20	UHC-49605-18	2598933633	6917 Forest Ave, Gilbert, AZ, 85242	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-101999	ENR	Jean E Bell	2006-05-09	UHC-44976-64	9399339866	5048 Palm Dr, Chandler, AZ, 85209	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101124	ENR	Barbara Greene	2007-11-17	—	3764992139	6074 Washington St, Scottsdale, AZ, 85202	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53550	TPA	Virginia Lycnh	1950-12-07	—	9537621544	2636 Ocean Ave, Tucson, AZ, 85728	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114155	ENR	William T Estrada	1986-03-23	UHC-21935-35	8633448733	8952 Cedar Ln, Plano, TX, 75003	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141600	ENR	Anna Rice	1938-09-07	UHC-08508-68	3735381733	7568 Elm St, Mesa, AZ, 85203	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134537	ENR	Ralph Lopez	1959-05-02	UHC-60963-90	3155539659	6257 Jefferson Ave, Orlando, FL, 32812	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-421498	CLM	William Kim	2003-05-19	—	4588729795	9073 Cedar Ln, Mesa, AZ, 85227	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106413	ENR	Kathleen R Wallace	2000-03-14	UHC-39042-54	—	2363 Forest Ave, Chandler, AZ, 85242	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110067	ENR	Jean P Little	1955-10-07	—	4547171982	387 Market St, Tempe, AZ, 85267	0.62	Name split from “Last, First”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
CLM-422801	CLM	Kyle Freeman	1959-03-26	—	—	1330 Jefferson Ave, Tucson, AZ, 85755	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113343	ENR	Brian J Foster	1972-02-23	UHC-46349-46	3188934463	3564 Oak St, Las Vegas, NV, 89149	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26939	PRV	Ryan Howard	1976-12-22	—	4484202585	6625 Market St, Dallas, TX, 75230	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-414740	CLM	Sandra Obrien	1985-10-07	UHC-52659-90	9009166639	7731 Spring St, Atlanta, GA, 30320	0.62	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-142253	ENR	Carlos Snyder	1963-05-19	UHC-57998-31	8245641270	1477 Indian School Rd, Columbus, OH, 43241	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-113337	ENR	Aaron X Cruz	2008-01-18	UHC-89556-76	5962960753	7271 Jefferson Ave, Phoenix, AZ, 85091	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106964	ENR	Danielle Q Jackson	1954-10-11	UHC-84944-11	2652938377	3506 Spring St, Denver, CO, 80238	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102216	ENR	Mateo Warren	1972-02-18	UHC-09427-02	6628564848	9718 Elm St, Sacramento, CA, 95860	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423959	CLM	Digo Ramos	2004-03-13	UHC-23117-92	4076007554	6810 Highland Ave, Tucson, AZ, 85725	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423958	CLM	Digo Ramos	2004-03-13	UHC-23117-92	4076007554	6810 Highland Ave, Tucson, AZ, 85725	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136836	ENR	Kathleen Hudson	1949-01-18	UHC-81595-06	7937086911	7360 Church St, Miami, FL, 33100	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417887	CLM	Paul Lucas	1946-06-15	—	7796597606	3616 Camelback Rd, Jacksonville, FL, 32262	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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
CLM-420270	CLM	Kyle Rojas	1966-04-09	—	4564567569	5815 Harbor Blvd, Glendale, AZ, 85389	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106221	ENR	Thomas Mdonald	1970-05-10	UHC-31865-33	8435442205	3061 Market St, Nashville, TN, 37242	0.62	Name split from “Last, First”Name re-cased Date of birth reformatted Street suffix standardised+3 more
PRV-25817	PRV	Justin Butler	1953-11-08	UHC-04020-20	6109317064	2044 Mountain View Dr, Austin, TX, 78706	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+3 more
ENR-112630	ENR	Donald Vazquez	1960-05-26	UHC-40919-31	3556126829	1869 Mesa Dr, Scottsdale, AZ, 85210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420559	CLM	Nancy Ferguson	1971-04-10	—	9894813491	664 Grand Ave, Atlanta, GA, 30319	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136412	ENR	Madison Obrien	1943-10-16	UHC-27298-84	—	7820 Palm Dr, Nashville, TN, 37261	0.62	Name split from “Last, First”Name re-cased Phone missing area code Member ID reformatted+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
PRV-29113	PRV	Patrick Morales	1966-05-01	UHC-01065-38	8953673611	1729 Central Ave, Sacramento, CA, 95803	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133049	ENR	Wayne Allen	1970-09-04	UHC-88054-22	6023760712	5414 Spring St, Tampa, FL	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
ENR-122182	ENR	Michael Fields	1975-05-21	UHC-66733-77	—	6609 Canyon Rd, Scottsdale, AZ, 85295	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140402	ENR	Wayne Roberts	1976-04-16	UHC-40291-13	7748769308	5652 Canyon Rd, Austin, TX, 78724	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23934	PRV	Luis Gray	2007-11-12	—	2559086145	8034 Park Pl, Fresno, CA, 93719	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127026	ENR	Joshua R Reed	1964-07-11	UHC-27571-59	4596368811	4407 Sage Ct, Austin, TX, 78721	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-141382	ENR	Martha J Harvey	1988-01-08	UHC-12386-49	8038914734	6664 Union St, Denver, CO, 80282	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-113399	ENR	Ronald A Cox	1980-08-09	UHC-19931-06	7157173069	6564 Camelback Rd, Charlotte, NC, 28270	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421634	CLM	Justin Nguyen	1975-03-19	—	9267897124	9384 Park Pl, San Antonio, TX, 78274	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426140	CLM	Shaaron Burns	1951-01-25	UHC-89486-51	6054189476	695 Oak St, Scottsdale, AZ, 85291	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426139	CLM	Shaaron Burns	1951-01-25	UHC-89486-51	6054189476	695 Oak St, Scottsdale, AZ, 85291	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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
ENR-139910	ENR	Beveerly B Reid	1967-12-17	UHC-24324-35	5264995382	6813 Sunset Blvd, Austin, TX, 78705	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407122	CLM	Samantha Freeman	1977-05-08	UHC-78622-78	—	1512 Camelback Rd, Scottsdale, AZ, 85243	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28803	PRV	Donald Freeman	1947-02-17	UHC-62334-11	6004342609	1080 Palm Dr, Tucson, AZ, 85769	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-432651	CLM	Omar Brown	1963-04-25	—	5175460617	305 Bayshore Dr, Austin, TX, 78735	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

9,980 rows, page 78 of 200Previous Next