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 code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60618	TPA	Terry Davis	1976-05-26	—	—	7984 River Rd # 244, Glendale, AZ, 85332	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61413	TPA	Donna Reed	1985-11-09	—	—	9147 Park Pl, Jacksonville, FL	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
TPA-51060	TPA	Lucia Lawson	2004-09-19	—	—	2123 Canyon Rd, Tucson, AZ, 85749	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
TPA-50115	TPA	Virginia B McCoy	1966-01-24	—	—	6472 Sage Ct, Chandler, AZ, 85239	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-52885	TPA	James Gordon	1988-04-11	—	—	9822 Highland Ave, Tempe, AZ, 85243	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-51787	TPA	Alberrt I Kim	1989-09-03	—	—	2264 Pine Dr, Tucson, AZ, 85784	0.64	Middle initial moved out of first name Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-57482	TPA	Margaret Owens	1984-01-22	UHC-62039-91	—	6737 Ridge Rd, Atlanta, GA, 30330	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-52202	TPA	Paul U Garza	1981-06-15	—	—	1297 Central Ave, San Antonio, TX, 78286	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-54068	TPA	Sophia O Cunningham	1973-05-01	—	9494144183	3898 Sunset Blvd, Seattle, WA, 98150	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-61254	TPA	Roger Hawkins	1973-01-24	—	—	1000 Baseline Rd, Las Vegas, NV, 89173	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-56087	TPA	Theresa A Cook	1987-01-13	—	—	8803 Mountain View Dr, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-50281	TPA	Harold McDonald	2006-09-18	—	—	1397 Bayshore Dr, Orlando, FL	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-56788	TPA	Jack Barnas	1979-04-24	—	—	3185 Washington St, Las Vegas, NV, 89125	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
TPA-60900	TPA	Diane P Morales	1958-05-02	—	—	6994 Jefferson Ave, Seattle, WA, 98122	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
TPA-58602	TPA	Gabriel Perkins	1945-04-18	—	—	1327 Valley View Dr # 658, Scottsdale, AZ	0.64	Name re-cased Unit split from street State code upper-cased ZIP missing+2 more
TPA-51384	TPA	Vincent Brooks	1946-11-09	—	—	1195 Ridge Rd, Eden Prairie, MN, 55300	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-56023	TPA	Jacqueline Wagner	1938-01-24	UHC-77881-56	—	4420 Sage Ct Apt 33, Miami, FL	0.64	Date of birth reformatted Unit split from street City re-cased State code upper-cased+2 more
TPA-59245	TPA	Mari X Rivera	1989-09-25	—	—	6492 River Rd # 541, Glendale, AZ, 85353	0.64	Unit split from street Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-53888	TPA	Bruce Perkins	1968-04-02	—	3819597953	7248 Grand Ave, Jacksonville, FL, 32257	0.64	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-62446	TPA	Gerald Garza	1945-04-09	—	—	3829 Main St, Denver, CO, 80234	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP+4 trimmed+2 more
TPA-63096	TPA	Walter Nelson	1983-03-25	—	—	3472 Cedar Ln, Jacksonville, FL, 32264	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
TPA-58478	TPA	Jeffrey Lane	1941-09-24	—	—	3740 Mesa Dr, Tucson, AZ, 85791	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-54358	TPA	Herny Espinoza	1959-07-26	—	3546701432	1745 Church St, Austin, TX, 78795	0.64	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+2 more
TPA-55196	TPA	Zachary Simpson	1964-12-08	—	—	5711 Church St, Miami, FL, 33183	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
TPA-62054	TPA	Michelle Hart	1972-04-06	—	—	2271 Lake View Rd, Houston, TX, 77096	0.64	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-57804	TPA	Jennifer Fisher	1960-11-02	UHC-08664-81	—	4602 Spring St, Dallas, TX, 75286	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-55929	TPA	Noah Moreno	1950-01-19	—	6237746058	2347 Bayshore Dr, Charlotte, NC, 28283	0.64	Phone reformatted State code upper-cased ZIP+4 trimmed Gender normalised+2 more
TPA-54902	TPA	Charles Maldonado	1949-05-15	UHC-76931-42	3857732832	4005 Grand Ave, Minneapolis, MN, 55489	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62118	TPA	Christian Holmes	1951-08-01	—	5494875285	4067 Highland Ave, Minneapolis, MN, 55474	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-56845	TPA	Lgoan Lawson	—	UHC-11101-95	2836807393	9216 Mesa Dr, Atlanta, GA, 30313	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-51221	TPA	Martha Chapman	1947-11-06	—	5645129782	6938 Lincoln Way Apt 5, Seattle, WA, 98146	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63002	TPA	Jean Cule	1968-08-07	—	4124694708	7258 Spring St, Scottsdale, AZ, 85234	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56569	TPA	Wayne Aguilar	1998-01-22	—	—	8546 Hillcrest Rd, Columbus, OH, 43204	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
TPA-57869	TPA	Nathan Parker	1951-06-24	—	—	2088 Desert Sky Blvd, Chandler, AZ, 85288	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-59862	TPA	Edward Z Sims	1993-02-01	—	—	1338 Hillcrest Rd, Houston, TX, 77051	0.64	Name re-cased Two-digit birth year State code upper-cased ZIP+4 trimmed+2 more
TPA-63978	TPA	Melissa Gray	1999-07-22	—	9107018468	720 Sunset Blvd, Eden Prairie, MN, 55319	0.64	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+2 more
TPA-57102	TPA	Pamela Ruiz	1973-02-23	—	—	383 Meadow Ln, Charlotte, NC, 28235	0.66	City re-cased State code upper-cased ZIP+4 trimmed Gender normalised+1 more
TPA-55694	TPA	Rachel Diaz	1999-12-10	—	—	9301 Highland Ave, Nashville, TN, 37232	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-56752	TPA	Sophia U Williamson	—	—	—	7952 Grand Ave, Plano, TX, 75077	0.66	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-54499	TPA	Daniel D Alvarez	1943-05-25	—	4276742153	6848 Grand Ave, Austin, TX, 78790	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
TPA-55574	TPA	Olivia Dominguez	1977-08-09	—	—	7574 Bayshore Dr, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
TPA-61284	TPA	Douglas Edwards	1962-05-28	—	—	3224 Desert Sky Blvd # 150, Sacramento, CA, 95830	0.66	Name split from “Last, First”Unit split from street City re-cased State code upper-cased+1 more
TPA-58559	TPA	Jeffrey Wells	1992-03-12	—	—	6803 Apache Blvd, San Antonio, TX	0.66	Two-digit birth year State code upper-cased ZIP missing Whitespace trimmed+1 more
TPA-56431	TPA	Henry Pierce	2006-12-27	—	—	1170 Camelback Rd, Jacksonville, FL	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
TPA-50714	TPA	Judy Schultz	1971-11-05	—	—	4311 Sage Ct # 928, Mesa, AZ, 85235	0.66	Unit split from street Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-50851	TPA	Matt Carpenter	1955-06-10	UHC-33751-82	2363703581	6282 Desert Sky Blvd, Orlando, FL, 32857	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-60353	TPA	Raymmond Coleman	1973-12-01	—	—	3854 Elm St, Charlotte, NC, 28227	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-57483	TPA	Jacob Smith	1974-05-08	—	—	4760 Canyon Rd, Atlanta, GA, 30361	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-57966	TPA	Jennifer Santos	1944-02-16	—	—	4465 Hillcrest Rd, Seattle, WA, 98130	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
TPA-54493	TPA	Omar Estrada	1956-07-13	—	3688103781	5347 Sunset Blvd, Minneapolis, MN, 55405	0.66	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+1 more

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