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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21773	PRV	Laura Perkins	1956-09-28	—	8206778065	5448 Baseline Rd, Minneapolis, MN, 55493	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22924	PRV	Justin Roberts	1993-12-10	—	8077754857	3616 Valley View Dr, Plano, TX	0.76	Name re-cased Phone reformatted ZIP missing Email lower-cased+2 more
PRV-24235	PRV	Stephen Romero	1987-01-15	UHC-58897-97	7644912566	7926 Camelback Rd, Eden Prairie, MN, 55316	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27818	PRV	Denise Smith	1962-02-23	—	7722464564	3876 Baseline Rd, Tucson, AZ, 85705	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26427	PRV	Brenda W Edwards	1966-12-10	—	8634794468	5077 Hillcrest Rd, Charlotte, NC, 28204	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-20390	PRV	Steven Y Lewis	1941-11-08	—	9614692590	5512 Ridge Rd, Glendale, AZ, 85379	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-26720	PRV	Ben Fuller	1964-03-15	UHC-11971-67	—	4702 Spring St, Nashville, TN, 37237	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-22769	PRV	Mariana Johnson	1997-03-21	—	4404821064	1867 Mountain View Dr, Dallas, TX, 75206	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22428	PRV	Nicholas Williamson	1986-07-06	—	2684133515	4949 Canyon Rd, Minneapolis, MN, 55472	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28505	PRV	Judy Patterson	1998-03-07	—	2455673822	7921 Church St, Austin, TX, 78767	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27534	PRV	Douglas Edwards	1962-05-28	—	6676298303	6463 Palm Dr, Denver, CO, 80246	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-25496	PRV	Hiroshi Powell	1951-07-05	UHC-87923-96	4258524904	7769 Camelback Rd, Tucson, AZ, 85759	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26194	PRV	Henry Myers	1953-05-04	—	2132071418	2969 Cedar Ln, Las Vegas, NV, 89100	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26027	PRV	Alan J Kelly	1973-05-25	—	3325331571	8577 Baseline Rd, Jacksonville, FL, 32299	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-21596	PRV	Kevin Payne	1968-05-07	UHC-53463-33	8209362751	8737 Desert Sky Blvd, Seattle, WA, 98125	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-27349	PRV	Arjun B Coleman	1985-06-02	—	8497450821	9309 Willow Ct, Scottsdale, AZ, 85233	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20545	PRV	Wayne Howell	1965-10-08	—	3884811126	9750 Central Ave, Tempe, AZ, 85230	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22262	PRV	Sofia Castro	1999-02-28	—	8704668083	3667 Cedar Ln, Charlotte, NC, 28253	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-23442	PRV	Gloria Holmes	1985-08-04	UHC-47269-70	8878901218	606 Jefferson Ave, Seattle, WA, 98123	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21635	PRV	Jack Ortiz	1957-12-15	UHC-23081-51	9454820627	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
PRV-26895	PRV	Jeffrey S Gutyerrez	2001-02-05	—	5304506803	8454 Forest Ave, Dallas, TX, 75288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24632	PRV	Cynthia J Mitchell	1993-08-18	UHC-39160-11	2164820816	308 Broadway, Tampa, FL, 33602	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-24631	PRV	Cynthia J Mitchell	1993-08-18	UHC-39160-11	2164820816	308 Broadway, Tampa, FL, 33602	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-24001	PRV	Jerry Vasquez	1939-08-13	—	6389572398	6965 Camelback Rd, Tampa, FL, 33681	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21493	PRV	Emma O Reed	1991-06-07	UHC-91196-41	6332224385	161 Desert Sky Blvd, Charlotte, NC, 28294	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-26216	PRV	David Ray	2006-09-26	—	5379777346	8279 Mountain View Dr, Phoenix, AZ, 85014	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26061	PRV	Catherine Contreras	1972-02-12	UHC-37529-48	3605769314	8879 Grand Ave, Dallas, TX, 75291	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
PRV-20175	PRV	Daniel Y Burton	—	—	7544322656	8924 Canyon Rd, Phoenix, AZ, 85021	0.76	Name re-cased Date of birth missing Phone reformatted State code upper-cased+2 more
PRV-27113	PRV	Sarah Reed	1945-11-23	—	4773336920	5662 Oak St, Los Angeles, CA, 90052	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25355	PRV	William Ryan	1991-12-16	—	2524274978	8692 Forest Ave, Nashville, TN, 37202	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27730	PRV	Heather Rios	1960-07-24	UHC-67463-23	6472954779	6475 Desert Sky Blvd, Sacramento, CA, 95827	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21253	PRV	Alexis Edwards	1976-03-25	—	2863973708	561 Indian School Rd, San Antonio, TX, 78201	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26650	PRV	Pamela Tran	1947-06-05	—	7449348201	4889 Spring St # 189, Sacramento, CA, 95828	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-22164	PRV	Peter Elliott	1976-10-08	—	4098608284	6020 River Rd Apt 8, Charlotte, NC, 28247	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-26758	PRV	Rachel X Daniels	1952-07-18	—	2017855360	6715 Cedar Ln, Glendale, AZ, 85312	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26191	PRV	Gerald Larson	1986-02-15	—	4435153502	8163 Valley View Dr, Atlanta, GA, 30381	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24655	PRV	Jose Green	1998-10-12	—	7353054363	6617 Ocean Ave, Los Angeles, CA, 90002	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27205	PRV	Bobby Dixon	1984-11-06	—	9475334176	9367 Grand Ave, Las Vegas, NV, 89112	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24386	PRV	Eugene Wallace	1942-06-16	UHC-99190-14	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27728	PRV	Helen N Wagner	1999-06-21	—	5417787587	7248 Union St, Atlanta, GA, 30341	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29227	PRV	Larry Wong	2001-10-02	UHC-68223-92	7385895507	5452 Ridge Rd, Orlando, FL, 32886	0.76	Name re-cased Date of birth reformatted State name converted to code Plan code upper-cased+2 more
PRV-21042	PRV	Michelle A Lane	1940-12-15	UHC-28177-51	5816174089	7817 Lake View Rd, Phoenix, AZ, 85050	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24331	PRV	Jacob K Carr	1995-12-25	UHC-36540-95	7363781750	473 Grand Ave, San Antonio, TX, 78203	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26385	PRV	Emma Barnes	1960-10-15	UHC-43601-62	4779654838	3633 Desert Sky Blvd, Tucson, AZ, 85724	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23123	PRV	Mark T Harvey	1969-12-23	UHC-89999-98	—	7633 Bayshore Dr, Los Angeles, CA, 90094	0.76	Name re-cased Member ID reformatted City re-cased Gender normalised+2 more
PRV-26641	PRV	Haamilton Joseph	1978-12-24	—	—	6887 Hillcrest Rd, Plano, TX, 75052	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26044	PRV	Natalie Fields	1991-03-02	UHC-40274-76	9393577098	8410 Desert Sky Blvd, Tucson, AZ, 85720	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26509	PRV	Jason Barnes	1942-02-25	UHC-10046-01	3638638695	8995 Indian School Rd, Fresno, CA, 93781	0.76	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more
PRV-26477	PRV	Jonathan M Gibson	1978-02-08	UHC-88509-08	6126597893	3380 Lake View Rd, Seattle, WA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-24152	PRV	Jessica Morgan	1957-05-01	UHC-15395-10	3054304965	4019 Meadow Ln Apt 7, Glendale, AZ, 85317	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more

3,816 rows, page 40 of 77Previous Next