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

Provider network, 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-22500	PRV	Lawrence L Morrison	1965-09-14	UHC-89838-16	8405275947	2495 Pine Dr, Miami, FL, 33199	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26897	PRV	Barbara O Patel	1957-02-05	—	2108121415	6265 Bayshore Dr, Houston, TX, 77093	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29493	PRV	Sara Nunez	1940-06-09	UHC-01441-42	8917198125	3337 Market St, Los Angeles, CA, 90049	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23717	PRV	Barbara Fox	1964-06-23	—	9595297462	4433 Ridge Rd, Tempe, AZ, 85288	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27275	PRV	Harold Rios	1982-09-28	UHC-13868-34	4829563325	2214 Harbor Blvd, Minneapolis, MN, 55447	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25273	PRV	Brandon Harper	1987-08-21	—	2909477843	6652 Highland Ave, Chandler, AZ, 85297	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
PRV-22174	PRV	Jason Fowler	1941-08-26	UHC-57273-87	9437245381	7152 Willow Ct, Dallas, TX, 75239	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22986	PRV	Angela Moreno	1984-07-14	UHC-73326-27	9135859151	5944 Park Pl, Houston, TX, 77001	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21554	PRV	Ana Mendoza	2004-10-14	—	3029772758	7371 Market St, Houston, TX, 77080	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27163	PRV	Alan Powell	—	UHC-25780-72	9346054319	3127 Washington St, Phoenix, AZ, 85083	0.64	Name split from “Last, First”Date of birth missing Phone reformatted City re-cased+2 more
PRV-24522	PRV	Wayne Jackson	1951-12-22	—	2844921848	4411 Willow Ct, Dallas, TX, 75290	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23887	PRV	Ana Mills	1998-06-13	—	7822849623	7015 Union St, Las Vegas, NV, 89176	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-25927	PRV	Bobby Murpyh	1992-04-03	—	3969693979	4556 Ridge Rd, Houston, TX, 77089	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26564	PRV	Hiroshi Schultz	1978-07-23	—	9873904263	2330 Palm Dr, Phoenix, AZ, 85079	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21700	PRV	Scott Murphy	1972-02-20	UHC-06778-81	9566586171	6185 Church St, Tampa, FL, 33694	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26154	PRV	Denny M Hansen	1940-05-06	—	6584496728	4410 River Rd, Tampa, FL, 33667	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20951	PRV	Evelyn A Montgomery	1980-09-25	UHC-11441-18	3807102392	3702 Valley View Dr, Eden Prairie, MN, 55379	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21366	PRV	Karen Walker	1965-08-19	UHC-57736-99	4455396447	8920 Grand Ave, Denver, CO, 80288	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21365	PRV	Sam Johnston	1978-02-08	—	3232751298	1434 Palm Dr, Las Vegas, NV, 89112	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20525	PRV	Douglas K Moore	1956-08-04	UHC-27864-05	6942089813	1328 Pine Dr, Denver, CO, 80266	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24707	PRV	Mei S Luna	1959-07-22	—	3703387982	6214 Pine Dr, Dallas, TX, 75285	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28893	PRV	Anthony Elliott	1979-10-12	—	3165187063	9411 Cedar Ln, Plano, TX, 75072	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20473	PRV	Ronald G Gonzales	1951-05-19	UHC-77889-07	—	2738 Central Ave, Jacksonville, FL, 32239	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
PRV-25450	PRV	Sean K Jordan	1968-11-12	UHC-98220-61	3269638291	6969 Canyon Rd, Jacksonville, FL, 32234	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28873	PRV	Patrick Robinson	1971-12-01	—	5963355452	1715 Ridge Rd, Denver, CO, 80231	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22274	PRV	Harold D Mitchell	2005-12-08	UHC-40615-47	—	5445 Union St, Los Angeles, CA, 90049	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
PRV-22284	PRV	Jacqueline Peters	1986-06-16	—	4364646550	9069 Forest Ave, Jacksonville, FL, 32228	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27626	PRV	Billy Hudson	1996-07-06	—	2773051095	7901 Market St, Chandler, AZ, 85249	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22923	PRV	Melissa Reyes	1989-06-10	UHC-62424-65	2579676112	8766 Hillcrest Rd, Los Angeles, CA, 90034	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-26770	PRV	Bradley Rodriguez	1956-08-20	—	4422875080	6966 Canyon Rd, Tampa, FL, 33620	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21419	PRV	Mary Obrien	1951-01-03	—	—	6414 Valley View Dr, Plano, TX, 75074	0.64	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+2 more
PRV-24248	PRV	Judith Wod	2002-11-27	UHC-06905-95	2043851382	5083 Desert Sky Blvd # 551, Mesa, AZ, 85205	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-27315	PRV	Nicole Gilbert	1951-01-25	UHC-93489-42	7702818360	6879 Market St, Orlando, FL, 32853	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23086	PRV	Ahmed Robertson	1973-04-27	—	—	9758 Valley View Dr, Sacramento, CA, 95848	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-28770	PRV	Alexis E Duncan	1970-08-12	—	3037285635	9398 Maple Ave, Gilbert, AZ, 85284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29056	PRV	Mike Alexander	1989-04-27	UHC-07738-35	8776182850	3873 Market St, Dallas, TX, 75298	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
PRV-20888	PRV	Margaret Bailey	1998-01-13	UHC-09162-99	8315914501	9793 Elm St, Orlando, FL, 32804	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26878	PRV	Samuel L Hall	1988-09-22	UHC-61573-06	2127304833	6266 Mesa Dr, Columbus, OH, 43281	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26544	PRV	Caimla Jenkins	1941-05-25	—	7182886714	7506 Market St, Minneapolis, MN, 55423	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
PRV-22606	PRV	Judith Armstrong	1989-03-13	UHC-29429-16	5127131909	6268 River Rd, Houston, TX, 77022	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29453	PRV	Mary Day	1985-11-24	—	4732976946	4022 Church St, Houston, TX, 77096	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23461	PRV	Eugene Ryan	1938-10-12	UHC-31719-62	6568533992	8037 Valley View Dr, San Diego, CA, 92133	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+2 more
PRV-23227	PRV	Mark Green	1981-09-10	—	4616697548	1449 Maple Ave, Los Angeles, CA, 90008	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20760	PRV	Julia Nguyen	1941-11-07	—	8612466417	4434 Washington St, Tucson, AZ, 85722	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28867	PRV	Jesse Floras	2008-11-16	UHC-66809-51	7519891705	7763 Hillcrest Rd, Nashville, TN, 37275	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21697	PRV	Samuel Wylson	2003-04-10	UHC-53403-90	6858413242	4811 Broadway, Sacramento, CA, 95865	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
PRV-21128	PRV	Judy Hawkins	1942-06-04	UHC-30240-19	8484872847	1144 Washington St, Houston, TX, 77089	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-22889	PRV	Amber Howell	1967-03-16	—	6768224706	575 Hillcrest Rd, Minneapolis, MN, 55485	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26796	PRV	Mark Garrett	1994-11-07	UHC-56857-90	5054549837	7693 Central Ave, Miami, FL, 33196	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21190	PRV	Marcus T Little	2001-03-28	—	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

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