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

All sources, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141168	ENR	Alan Hawkins	1989-11-01	UHC-55829-25	2839369140	7413 Broadway, Tucson, AZ, 85786	0.84	Member ID reformatted State name converted to code
ENR-104863	ENR	Douglas H Ward	1997-11-26	UHC-33773-76	—	2637 Indian School Rd, Houston, TX, 77074	0.84	Phone missing area code Member ID reformatted
ENR-142376	ENR	Rick G Bishop	1948-01-13	UHC-11474-59	6127340011	4532 Jefferson Ave, San Antonio, TX, 78256	0.84	Member ID reformatted Gender normalised
CLM-410669	CLM	Hernandez Ken	1978-11-12	UHC-86070-65	—	4079 Valley View Dr, Glendale, AZ	0.84	Member ID reformatted ZIP missing
CLM-410668	CLM	Hernandez Ken	1978-11-12	UHC-86070-65	—	4079 Valley View Dr, Glendale, AZ	0.84	Member ID reformatted ZIP missing
ENR-105386	ENR	Brian Sandoval	2007-05-10	UHC-62024-88	3583443277	5618 Baseline Rd, Sacramento, CA, 95864	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-110804	ENR	Susan W Guzman	1995-06-06	UHC-59512-53	6128702140	8769 Ocean Ave, Houston, TX, 77037	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-101750	ENR	Angela I Hawkins	1940-08-24	UHC-86812-10	5688248155	975 Lincoln Way, Minneapolis, MN, 55432	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-410176	CLM	Christine Morales	2007-01-19	UHC-18121-75	5674677874	9879 Lincoln Way, Fresno, CA, 93702	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-102802	ENR	Charles Wong	1963-02-01	UHC-46103-78	5454684159	2646 Broadway, Miami, FL, 33116	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-416977	CLM	Mark Contreras	1994-06-05	UHC-18319-57	3653359957	7677 Indian School Rd, Sacramento, CA, 95831	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-25110	PRV	Carolyn F Munoz	1980-10-27	UHC-01180-77	5032763388	9026 Maple Ave, San Antonio, TX, 78219	0.86	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
ENR-134767	ENR	Brian B Carpenter	1975-09-10	UHC-74079-84	5885332447	3989 Broadway, Denver, CO, 80290	0.86	Name re-cased Phone reformatted Member ID reformatted Address re-cased+3 more
CLM-420008	CLM	Patricia Z Dixon	1980-05-05	UHC-19955-99	8944666462	4078 Elm St, Charlotte, NC, 28210	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-139021	ENR	Betty M Burke	1966-02-08	UHC-91816-98	3842806656	—	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-124300	ENR	Jack Y Dunn	2007-02-20	UHC-74181-40	4384003779	414 Broadway, Nashville, TN, 37216	0.86	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
ENR-117216	ENR	Carol G Fowler	1995-04-09	UHC-12538-47	2275168933	7684 Lincoln Way, Sacramento, CA, 95821	0.86	Phone reformatted Member ID reformatted City re-cased State code upper-cased+3 more
ENR-122836	ENR	Michael I Black	2007-04-12	UHC-49575-80	3443568094	—	0.86	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+3 more
PRV-21088	PRV	Adrea U Brown	1977-01-22	UHC-38340-41	3447577223	2828 Desert Sky Blvd, San Diego, CA, 92105	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-425457	CLM	Edward Reyes	2004-09-24	UHC-07461-95	5445091423	—	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-128158	ENR	William P Clark	1986-07-21	UHC-40657-97	8369436892	7594 Cedar Ln, Tampa, FL, 33680	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-105070	ENR	Sofia Greene	1986-06-18	UHC-83339-71	5687549576	6458 Harbor Blvd, Gilbert, AZ, 85247	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-122898	ENR	Melissa K Edwards	1984-06-22	UHC-63985-13	3935653967	8770 River Rd, Jacksonville, FL, 32221	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-100701	ENR	Brittany X Barnes	1961-02-04	UHC-96092-68	7916893914	9283 Pine Dr, Mesa, AZ, 85263	0.88	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased+2 more
CLM-404979	CLM	Julia Silva	1961-06-28	UHC-78965-73	4274742207	180 Lake View Rd, Sacramento, CA, 95817	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-131449	ENR	Gary D Richardson	1998-08-25	UHC-71059-37	2668778609	6283 Mountain View Dr, Denver, CO, 80226	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-110771	ENR	Carlos T Gonzalez	1954-05-14	UHC-05559-41	4398629753	7532 Main St, Sacramento, CA, 95809	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-426057	CLM	Evelyn Ruiz	1969-09-25	UHC-60263-23	—	—	0.88	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more
ENR-125855	ENR	Ryan W Smith	1942-09-01	UHC-83670-63	5443156971	—	0.88	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+2 more
TPA-54020	TPA	Arjun Elliott	1997-06-07	UHC-67426-37	5797593513	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-430680	CLM	Camila A Castillo	2000-07-24	UHC-26142-58	3084750346	—	0.88	Name re-cased Phone reformatted Member ID reformatted Plan code upper-cased+2 more
CLM-429439	CLM	Sharon V Rose	1956-02-12	UHC-95563-56	—	1190 Grand Ave, Los Angeles, CA, 90044	0.88	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
TPA-52410	TPA	Roger Porter	1992-03-10	UHC-61167-62	3457276244	5095 Ridge Rd, Chandler, AZ, 85256	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-418169	CLM	Ronald Hoffman	1979-03-11	UHC-79889-87	8652159800	4022 Park Pl, Austin, TX, 78792	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
CLM-418207	CLM	Janice Valdez	1979-01-23	UHC-71780-60	—	—	0.88	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more
ENR-113628	ENR	Ahmed Riley	2007-03-13	UHC-08481-83	4979169533	5024 Hillcrest Rd, Jacksonville, FL, 32283	0.88	Phone reformatted Member ID reformatted City re-cased Plan code upper-cased+2 more
CLM-404671	CLM	Albert Ray	1963-01-25	UHC-24942-04	2715871969	4063 Elm St, Denver, CO, 80232	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-124662	ENR	Dylan Perry	1991-11-12	UHC-04699-13	9402438613	1794 Cedar Ln, Denver, CO, 80244	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-122135	ENR	John Contreras	1945-12-13	UHC-24452-67	4568026616	3814 Union St, Tucson, AZ, 85718	0.88	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+2 more
ENR-138771	ENR	Zachary S Stevens	1938-11-03	UHC-41271-59	2497305113	6226 River Rd, Fresno, CA, 93716	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-413024	CLM	Kayla Gardner	1947-02-13	UHC-87728-37	8635967809	9879 Elm St, Jacksonville, FL, 32278	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-120830	ENR	Julie Ellis	2004-01-14	UHC-65562-64	5219071440	4689 Highland Ave, Atlanta, GA, 30302	0.88	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-431263	CLM	Jacob D Parker	1969-11-12	UHC-01644-25	4603785370	3708 Desert Sky Blvd, San Antonio, TX, 78250	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-cased+2 more
ENR-111947	ENR	Patricia O Andrews	1996-05-07	UHC-97038-28	4696792661	9097 Washington St, Orlando, FL, 32873	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-140140	ENR	Kelly K Miler	1970-07-10	UHC-14354-74	5884851834	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-101897	ENR	Gerald Roberts	1971-08-19	UHC-67087-61	8499643728	4789 Baseline Rd, Seattle, WA, 98156	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-29252	PRV	Blily R Fisher	1980-06-20	UHC-98030-27	6996269135	1611 Hillcrest Rd, Seattle, WA, 98155	0.88	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more
ENR-119407	ENR	Nancy Lynch	1968-04-17	UHC-28387-21	6423217506	6292 Ocean Ave, Glendale, AZ, 85348	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-409912	CLM	Kyle Snachez	1963-05-16	UHC-85114-93	9607333637	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-102468	ENR	Jaqueline Simpson	1951-06-01	UHC-21238-96	8582951486	1304 Mountain View Dr, Gilbert, AZ, 85294	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more

7,723 rows, page 124 of 155Previous Next