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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52719	TPA	Michelle Nelson	1947-08-08	UHC-68864-27	4894834073	2704 Lincoln Way, Nashville, TN, 37286	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
TPA-58867	TPA	Jackie Ferguson	1974-09-25	—	7605113432	1854 Ocean Ave, Orlando, FL, 32806	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
TPA-54611	TPA	Jamas Burke	1984-04-13	—	4768982074	2643 Park Pl, Dallas, TX, 75285	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-52913	TPA	Kathleen Graham	2000-12-23	—	7855585868	8422 Union St, Fresno, CA, 93788	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-50322	TPA	Karen Rojas	1996-05-21	—	9038384737	6039 Sage Ct, Miami, FL, 33184	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-52931	TPA	Nicole Burke	1985-04-14	—	9049854277	7663 River Rd, Orlando, FL, 32872	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-58968	TPA	Aisha Cooper	1962-03-06	—	—	7175 Broadway, Denver, CO, 80200	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
TPA-57128	TPA	Joyce Hanson	1944-01-14	—	—	2684 Grand Ave, Plano, TX, 75062	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
TPA-64436	TPA	Jacob Wagner	1987-08-08	—	—	6552 Cedar Ln, Denver, CO, 80239	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
TPA-56491	TPA	Barbara P Chavez	1980-07-12	—	4139387604	4256 Camelback Rd, San Diego, CA, 92158	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-56311	TPA	Sarah Tucker	1998-03-06	UHC-97286-29	8369550609	3680 Central Ave, Phoenix, AZ, 85036	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-55383	TPA	Jacqueline V Jones	1955-05-13	UHC-92030-89	4156409037	1278 Lake View Rd, Denver, CO, 80286	0.78	Date of birth reformatted City re-cased State name converted to code Email lower-cased+1 more
TPA-58336	TPA	Mariana Ferguson	1992-09-24	UHC-69580-26	4095010491	3155 Pine Dr, Jacksonville, FL, 32295	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-62785	TPA	Victoria Castro	2006-07-13	—	3675660290	2915 Central Ave, Tucson, AZ, 85797	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
TPA-54329	TPA	Larry Alvarado	1978-05-04	—	7187767150	3582 Church St, Glendale, AZ, 85361	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-54965	TPA	Maria Singh	1987-02-18	—	4212876631	3060 Lincoln Way, Austin, TX, 78790	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
TPA-63212	TPA	Michelle Oliver	1978-02-16	UHC-82552-09	—	8192 Indian School Rd, Sacramento, CA, 95899	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
TPA-57214	TPA	Jaanice Ramos	1999-11-02	—	4708985083	7210 Ocean Ave, Atlanta, GA, 30381	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
TPA-57579	TPA	Judith Cole	1994-02-04	—	5374340268	4995 Mountain View Dr, Denver, CO, 80241	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-62200	TPA	Margaret Ryan	1961-09-12	—	2418857734	3627 Mountain View Dr, Nashville, TN, 37229	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
TPA-55938	TPA	Jennifer Auilar	1938-06-12	—	—	1514 Harbor Blvd, Gilbert, AZ, 85210	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-50668	TPA	Patrick Henry	1975-08-15	UHC-39305-02	6152268122	4132 Palm Dr, Glendale, AZ, 85350	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-50579	TPA	Angela Myers	2003-01-09	—	—	3652 Oak St, Jacksonville, FL, 32238	0.78	Date of birth reformatted State name converted to code Plan code upper-cased Whitespace trimmed+1 more
TPA-53263	TPA	Shirley Walsh	1970-02-11	UHC-61247-35	—	4744 Lincoln Way, Sacramento, CA, 95852	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-57583	TPA	Smith Andrew	1962-10-28	UHC-95354-62	9562974725	5777 Harbor Blvd, Gilbert, AZ, 85213	0.78	Member ID reformatted City re-cased State name converted to code Whitespace trimmed+1 more
TPA-59607	TPA	Vincent Littel	1980-02-28	—	6794154910	1858 Market St, Phoenix, AZ, 85033	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
TPA-57862	TPA	Gregory Lynch	1968-08-02	—	7727890288	4885 Lincoln Way, Atlanta, GA, 30395	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-61526	TPA	Martha Snyder	1990-05-08	—	7964328536	6526 Broadway, Plano, TX, 75074	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-58967	TPA	Aisha B Cooper	1962-03-06	—	—	7175 Broadway, Denver, CO, 80200	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-58727	TPA	Amber Watson	2001-05-13	—	4263239948	3827 Church St, Columbus, OH, 43256	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
TPA-58740	TPA	Lawrence U Smith	1964-03-19	UHC-22685-39	8889655008	259 Central Ave, Orlando, FL, 32877	0.78	Phone reformatted Member ID reformatted State name converted to code Email lower-cased+1 more
TPA-57105	TPA	Alan Maldonado	1940-09-18	—	9648640740	3947 Willow Ct, Fresno, CA, 93760	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
TPA-59018	TPA	Bruuce Perkins	1973-10-17	UHC-27600-51	—	8366 Lake View Rd, Los Angeles, CA, 90048	0.78	Name re-cased City re-cased State name converted to code Email lower-cased+1 more
TPA-52768	TPA	Peggy Hill	1946-11-12	—	2258203107	7893 Lake View Rd, Charlotte, NC, 28278	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-50920	TPA	Joe Nguyen	1961-12-10	—	—	5618 Hillcrest Rd, Plano, TX, 75046	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-58235	TPA	Luis Nichols	1972-03-13	UHC-68522-27	2518277999	3220 Apache Blvd, Nashville, TN, 37281	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-56749	TPA	Pamela Wilson	1942-07-21	—	9678349119	175 Camelback Rd, San Antonio, TX, 78280	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
TPA-57373	TPA	Charles Watson	1952-06-16	—	7102090425	2196 Spring St, Tempe, AZ, 85221	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-58744	TPA	Ryan L Castillo	1957-12-14	—	—	4562 Lake View Rd, Tucson, AZ, 85700	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
TPA-58360	TPA	Lawrence Burke	1981-07-17	—	—	6947 Apache Blvd, Mesa, AZ, 85251	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-61524	TPA	Adem Vasquez	1973-04-07	—	9417296737	5966 Cedar Ln, Charlotte, NC, 28288	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
TPA-53993	TPA	Denise Morris	1992-06-21	—	2076765350	5438 Mesa Dr, Sacramento, CA, 95818	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-60319	TPA	Maria X Coleman	1984-05-06	—	—	2369 Broadway, Houston, TX, 77031	0.78	Name re-cased Date of birth reformatted Address re-cased State name converted to code+1 more
TPA-57228	TPA	Russell Arnold	2002-02-25	—	—	2167 Sage Ct, Scottsdale, AZ, 85233	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-57933	TPA	Albert Hernandez	1983-09-11	—	5533754564	3177 Spring St, Las Vegas, NV, 89184	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-51606	TPA	Michelle Lane	1940-12-15	—	—	7817 Lake View Rd, Phoenix, AZ, 85050	0.78	City re-cased State name converted to code Email lower-cased Whitespace trimmed+1 more
TPA-58673	TPA	Karen Sanchez	1979-08-25	UHC-09664-19	9597070008	8145 Main St, Plano, TX, 75074	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
TPA-51150	TPA	Alan Jacobs	1988-10-28	—	3645787610	7390 Desert Sky Blvd, Eden Prairie, MN, 55388	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-61014	TPA	Aaron Medyna	1965-07-02	—	7618097513	2075 Baseline Rd, Orlando, FL, 32824	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-59391	TPA	Logan Myers	1966-08-28	—	2827819193	663 Bayshore Dr, Chandler, AZ, 85254	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more

1,229 rows, page 21 of 25Previous Next