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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57766	TPA	Maria Simpson	1979-12-26	—	5892306355	7887 Forest Ave, Tampa, FL, 33686	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50698	TPA	Gloria X Chapman	1945-07-20	—	—	9217 Elm St, Phoenix, AZ, 85055	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-59711	TPA	Eric Hudosn	2008-12-03	UHC-87974-59	7305204618	8745 Church St, Minneapolis, MN, 55422	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61941	TPA	Christina Lynch	1942-03-08	—	5424481134	8964 Maple Ave, Charlotte, NC, 28230	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52075	TPA	Camila Perez	1965-07-28	—	—	3706 Jefferson Ave, San Antonio, TX, 78253	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-63216	TPA	Danielle Young	2004-09-22	—	9798198386	5918 Baseline Rd, Sacramento, CA, 95811	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59834	TPA	Grace Ryan	1973-06-28	—	—	9392 Highland Ave, Mesa, AZ, 85210	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-60069	TPA	Kelly Lawrence	1982-05-23	—	—	2077 Cedar Ln, Mesa, AZ, 85293	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-53294	TPA	Donna Ford	1940-04-09	—	—	6615 Canyon Rd, Las Vegas, NV, 89157	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57888	TPA	Madison O Stephens	1951-08-04	UHC-13108-98	4823249184	1893 Washington St, Chandler, AZ, 85243	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55128	TPA	Valentina Otriz	1958-09-28	—	3432619680	2148 Willow Ct, Columbus, OH, 43285	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59673	TPA	Anrew Ryan	1938-11-04	UHC-80498-57	—	5629 Pine Dr, Houston, TX, 77089	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50129	TPA	Martha Peters	1975-04-12	—	3646736906	9204 Union St, Las Vegas, NV, 89157	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58843	TPA	Isabella Wallace	1955-09-12	—	4754751113	6211 Jefferson Ave, Miami, FL, 33141	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53534	TPA	Henry Espinoza	1967-08-19	—	—	5789 Apache Blvd, Seattle, WA, 98147	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-62355	TPA	Obrien V Christopher	1982-05-11	—	—	5265 Central Ave, Atlanta, GA, 30332	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60653	TPA	Henry Delgao	1981-05-26	—	—	5525 Oak St, Minneapolis, MN, 55456	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50375	TPA	Lori Warren	1976-12-09	—	3949103879	4758 Highland Ave, Los Angeles, CA, 90065	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61131	TPA	Sophia White	1979-04-25	—	—	2873 Highland Ave, San Antonio, TX, 78268	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-53515	TPA	Joshua Hayes	1956-04-13	—	5918584128	3463 Mountain View Dr, San Diego, CA, 92149	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58241	TPA	Carol Singh	1997-02-14	UHC-31898-22	—	5749 Canyon Rd, Las Vegas, NV, 89107	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53638	TPA	Alexis Lee	1965-03-04	—	—	2188 Ocean Ave, Mesa, AZ, 85272	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51216	TPA	Egene Espinoza	1945-12-11	—	—	4711 Mountain View Dr, Houston, TX, 77081	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-53410	TPA	Becky Clark	1990-06-12	—	—	9740 Oak St, Jacksonville, FL, 32208	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-57092	TPA	Bryant Aisha	1957-04-26	—	3532939439	644 Ocean Ave, San Diego, CA, 92107	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54491	TPA	Jose Hamilton	1945-01-19	UHC-75302-49	—	2825 Spring St, Jacksonville, FL, 32287	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-54238	TPA	Patricia Phillips	1963-07-20	—	—	3971 Jefferson Ave, Los Angeles, CA, 90010	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-60539	TPA	Victoria G Smith	1974-10-14	—	—	9563 River Rd, Los Angeles, CA, 90017	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61055	TPA	Joan Fowler	1983-10-14	—	—	7025 Sage Ct, Fresno, CA, 93722	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63357	TPA	Sofia McCoy	1945-07-01	—	—	2722 Willow Ct, Scottsdale, AZ, 85289	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-59367	TPA	Jerry O McDonald	1969-01-06	—	—	9110 Jefferson Ave, San Diego, CA, 92160	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
TPA-63969	TPA	Jack Gray	1966-11-25	—	—	6736 Church St, Sacramento, CA, 95837	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-60641	TPA	Sue Contreras	1964-09-27	—	4612140376	1830 Maple Ave, San Diego, CA, 92196	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-55148	TPA	Lisa Sanchez	1951-01-20	—	—	3976 Mesa Dr, Gilbert, AZ, 85253	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-51195	TPA	Joseph Alexander	1951-07-26	—	2196123030	9203 Camelback Rd, San Antonio, TX, 78275	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53623	TPA	Diana Johnson	1981-10-10	—	9038187412	3368 Central Ave, Jacksonville, FL, 32269	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51867	TPA	Andrea Medina	1987-08-16	—	6122241128	4090 Church St, Tucson, AZ, 85757	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54568	TPA	Bryan Pattersoon	1971-04-18	—	—	6888 Elm St, Denver, CO, 80225	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-62218	TPA	Kenneth Dixon	1964-05-17	—	—	6482 Indian School Rd, Tampa, FL, 33693	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-55628	TPA	Peter Salazar	1985-08-06	—	7429682169	624 Grand Ave, Dallas, TX, 75246	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50491	TPA	Jacqueline Kelley	1980-06-05	—	4042030074	4235 Highland Ave, Houston, TX, 77014	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58161	TPA	Simpson Keith	2007-11-19	—	—	6732 Church St, Fresno, CA, 93776	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53844	TPA	Ann Pattel	1977-06-01	—	—	7149 Bayshore Dr, Orlando, FL, 32839	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-51211	TPA	Jessica Armstrong	1952-04-19	—	8756490940	7306 Oak St, Fresno, CA, 93768	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62475	TPA	Bobby Morgan	2005-12-26	—	—	5906 Maple Ave, Fresno, CA, 93738	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60421	TPA	Santiago Pice	1978-05-09	—	—	8949 Mesa Dr, Houston, TX, 77059	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-59270	TPA	Elizabeth Dean	1989-06-12	—	6935047284	4310 Church St, Austin, TX, 78747	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51362	TPA	Ryan Tran	1990-06-27	—	—	5180 Apache Blvd, Fresno, CA, 93796	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-52463	TPA	Denny Lawson	1939-01-09	—	5633401084	7739 Desert Sky Blvd, Glendale, AZ, 85311	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-55374	TPA	Edward Nichols	1997-04-26	—	9239142340	4601 Ridge Rd, Dallas, TX, 75216	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

7,767 rows, page 125 of 156Previous Next