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 “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
PRV-21339	PRV	Sean Torres	1939-04-18	UHC-30998-65	6906765655	1225 Park Pl, Las Vegas, NV, 89121	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25287	PRV	John B Hernandez	2001-09-16	—	9772230676	5504 Desert Sky Blvd, Denver, CO, 80203	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22714	PRV	Carol Lane	1956-06-01	—	5757499827	7896 Willow Ct, Mesa, AZ, 85250	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21727	PRV	Kathryn Harvey	1999-12-05	—	—	1314 Main St, Mesa, AZ, 85254	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-24814	PRV	Alan Maldonado	1940-09-18	UHC-40405-98	9648640740	3947 Willow Ct, Fresno, CA, 93760	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-29370	PRV	Ethan Lopez	1972-07-10	UHC-92695-79	6246151566	992 Sage Ct, San Diego, CA, 92148	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28850	PRV	Evelyn Kim	1991-05-18	UHC-97183-17	8627110973	3615 Palm Dr, Seattle, WA, 98117	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21301	PRV	Jose E McDonald	1985-07-13	UHC-98359-06	5199897721	3515 Union St, San Antonio, TX, 78273	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22716	PRV	Sandra M Fox	1971-01-19	UHC-53823-26	2352875157	8751 Washington St, Las Vegas, NV, 89156	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23681	PRV	Stephen Duncan	1963-01-07	—	8456888882	2845 Market St, Tampa, FL, 33648	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25601	PRV	Heather Morales	1942-08-03	—	4087260394	6122 Baseline Rd, Austin, TX, 78708	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28527	PRV	Frances Wood	1962-08-02	UHC-40418-04	4173919073	7219 Cedar Ln, Austin, TX, 78721	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26418	PRV	Perez Jose	1980-04-25	—	6265567316	4123 Central Ave, Gilbert, AZ, 85257	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25892	PRV	Doris Chavez	1945-06-01	UHC-61116-89	6219162496	3187 Main St, Phoenix, AZ, 85004	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21514	PRV	Logan Rivera	1989-06-13	—	9575564909	7090 Maple Ave, Mesa, AZ, 85237	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21977	PRV	Kelly B Richards	1995-06-22	—	8652659128	7406 Pine Dr, Orlando, FL, 32830	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27271	PRV	Joyce Sadners	1944-01-23	—	8209621459	9492 Ocean Ave, San Antonio, TX, 78278	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
PRV-22691	PRV	Barbara Ruiz	1942-03-19	UHC-93786-89	7198183359	8554 Ridge Rd, Tampa, FL, 33608	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24014	PRV	Heather Q Schultz	2003-12-09	UHC-31606-78	—	8354 Baseline Rd, Tucson, AZ, 85745	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
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-22439	PRV	Gloria Webb	1941-12-28	UHC-39563-01	4218900395	7915 Mountain View Dr, Austin, TX, 78757	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-29097	PRV	David Armstrong	2003-07-06	—	9633089533	6241 Hillcrest Rd, Glendale, AZ, 85369	0.76	Name re-cased 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-26807	PRV	Alan Adams	1967-08-10	—	2804951766	3569 Meadow Ln, Minneapolis, MN, 55480	0.76	Name re-cased Phone reformatted Street suffix standardised Address 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-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-24581	PRV	Gabriel W Hunt	1974-07-23	—	4915269389	6315 Harbor Blvd, Minneapolis, MN, 55421	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-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-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-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-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-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-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-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-28017	PRV	Fatima Freeman	1986-09-04	UHC-38123-26	5438216398	6623 Church St, Glendale, AZ, 85378	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

5,405 rows, page 78 of 109Previous Next