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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20078	PRV	Logan Jenkins	1983-02-11	—	9513936562	2509 Spring St, Minneapolis, MN, 55408	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25951	PRV	Priya Ramos	1960-03-13	UHC-54011-48	2178346182	814 Apache Blvd, Miami, FL, 33179	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21268	PRV	Scott O Moreno	1984-10-06	UHC-00221-37	8098523632	3320 Cedar Ln, Dallas, TX, 75245	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24619	PRV	Logan Lawson	1992-11-11	—	2836807393	9216 Mesa Dr, Atlanta, GA, 30313	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25470	PRV	Scott G Alvarado	1973-09-21	—	9649297388	5896 Hillcrest Rd, Glendale, AZ, 85399	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20849	PRV	David J Turner	2008-02-01	—	—	6101 Palm Dr, Dallas, TX, 75294	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-25198	PRV	Billy Weaver	1975-06-25	—	7517946640	2855 Bayshore Dr, Scottsdale, AZ, 85267	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23728	PRV	Logan Carpenter	1977-10-08	UHC-28655-27	4666079054	4033 Mountain View Dr, Phoenix, AZ, 85052	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-24154	PRV	Timothy N Rice	1994-11-24	—	—	8880 Forest Ave, Las Vegas, NV, 89193	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-27576	PRV	Denise W Chapman	2005-07-28	UHC-35764-34	4135650747	6110 Grand Ave, Chandler, AZ, 85264	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20432	PRV	Daniel Stephens	1991-01-12	UHC-83301-02	9824255742	3320 Sunset Blvd, Denver, CO, 80259	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
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-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-22423	PRV	Sandra Ryan	1995-12-02	—	8896439703	3076 Spring St, Chandler, AZ, 85250	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+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-21356	PRV	Amy Fuller	1982-08-24	—	7492760762	6125 Pine Dr, Tucson, AZ, 85746	0.76	Date of birth reformatted 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-28086	PRV	Alexis Salazar	2003-10-05	UHC-58806-09	3797506143	4868 Lake View Rd, Las Vegas, NV, 89182	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27805	PRV	Michael Schmidt	2004-10-28	UHC-23738-80	5799566239	7258 Harbor Blvd, Dallas, TX, 75268	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-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-21272	PRV	Gregory Ward	1981-01-22	UHC-42600-61	4227143570	886 Bayshore Dr, Miami, FL, 33159	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21273	PRV	Gregory Ward	1981-01-22	UHC-42600-61	4227143570	886 Bayshore Dr, Miami, FL, 33159	0.76	Date of birth reformatted Phone 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-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-23038	PRV	Ahmed Burke	1958-06-22	UHC-38144-72	3877647745	2720 Spring St, Minneapolis, MN, 55435	0.76	Date of birth reformatted 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-26896	PRV	Jeffrey Gutierrez	2001-02-05	UHC-79792-52	5304506803	8454 Forest Ave, Dallas, TX, 75288	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-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-28612	PRV	Cheryl Sanchez	2004-10-26	UHC-38922-46	3358407861	8988 Ocean Ave, San Antonio, TX	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
PRV-28397	PRV	Jack Warren	1966-02-10	—	8407697979	7172 Mountain View Dr, Los Angeles, CA, 90037	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23684	PRV	Jack W Ryan	1945-08-05	—	8276886418	6718 Church St, Scottsdale, AZ, 85251	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-28008	PRV	Ronald R Hicks	1976-02-20	—	3463455568	8513 Union St, Tampa, FL, 33671	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25462	PRV	Barbara F James	1988-06-23	—	6589504207	2480 Ocean Ave, Miami, FL, 33103	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22706	PRV	Terry E Rivera	1993-04-10	—	2339455683	4242 Hillcrest Rd, Miami, FL, 33159	0.76	Date of birth reformatted 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-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

5,467 rows, page 59 of 110Previous Next