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

Enrollment, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140063	ENR	Billy R Andrews	1955-04-07	UHC-79954-12	2518606280	7626 River Rd Apt 19, Columbus, OH	0.06	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+7 more
ENR-122320	ENR	Melissa M Jones	1991-01-08	UHC-57867-73	7842759318	4590 Mesa Dr # 684, Orlando, FL	0.06	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+7 more
ENR-137840	ENR	Arthur R Johnson	1954-04-15	UHC-46807-70	8954334474	58 Spring St # 837, Houston, TX	0.08	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
ENR-116726	ENR	Diana Jenkins	1950-07-14	UHC-75693-90	8555050494	2055 Hillcrest Rd, Gilbert, AZ	0.08	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+6 more
ENR-100357	ENR	Mateo T Perez	1987-01-11	UHC-84161-20	2288512438	3898 Palm Dr, Dallas, TX, 75288	0.08	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+6 more
ENR-133281	ENR	Kimberly H Willis	1992-07-25	UHC-08833-43	2645269645	2559 Palm Dr # 286, Miami, FL	0.10	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-112893	ENR	Jordan Jordan	1940-04-04	UHC-52030-27	—	4162 Desert Sky Blvd # 622, Columbus, OH, 43234	0.10	Name split from “Last, First”Date of birth reformatted Phone missing area code Unit split from street+5 more
ENR-101442	ENR	Kathryn Holmes	—	UHC-21580-23	2069501377	1223 Canyon Rd Apt 37, Austin, TX, 78717	0.12	Name split from “Last, First”Date of birth missing Unit split from street Street suffix standardised+4 more
ENR-132732	ENR	Martha U Gordon	1978-11-07	UHC-26479-39	6864228548	6440 Lincoln Way, Dallas, TX	0.18	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+7 more
ENR-125377	ENR	Sharon NJunk	1953-02-19	UHC-70918-57	5476231979	5356 Spring St Apt 37, Denver, CO, 80211	0.20	Name re-cased Phone reformatted Member ID reformatted Unit split from street+6 more
ENR-112194	ENR	Alan U Lane	1957-12-15	UHC-70794-22	6678340324	5399 Union St Apt 26, Eden Prairie, MN, 55380	0.20	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+6 more
ENR-100640	ENR	Stephanie V Carlson	2004-04-11	UHC-09860-36	4055129777	4973 Ocean Ave, Eden Prairie, MN	0.20	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+6 more
ENR-131882	ENR	Amanda Morgan	—	UHC-66379-93	5745696902	3949 Jefferson Ave, Miami, FL, 33179	0.20	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+6 more
ENR-140634	ENR	Deborah B Hughes	1956-01-10	UHC-56499-04	8689929527	7923 Lake View Rd # 360, San Antonio, TX, 78224	0.20	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-108536	ENR	Joe G Wong	1984-10-19	UHC-70034-25	4669484278	7380 Bayshore Dr, Sacramento, CA, 95806	0.20	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-132849	ENR	Amanda Richards	—	UHC-51387-40	6545023050	7205 Cedar Ln # 712, Tempe, AZ, 85228	0.20	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+6 more
ENR-123658	ENR	Ken Fowler	1989-05-09	UHC-79833-73	6302317839	821 Bayshore Dr, Seattle, WA	0.20	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+6 more
ENR-109410	ENR	Grece Philllips	1939-01-26	UHC-41031-01	—	7250 Pine Dr, Houston, TX, 77002	0.20	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+6 more
ENR-105494	ENR	Kevin T Nelsson	1946-03-21	UHC-81221-67	2538063119	739 Washington St, Denver, CO, 80228	0.20	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+6 more
ENR-142191	ENR	George A Wright	1990-07-07	UHC-50766-06	3342029082	7932 Camelback Rd # 949, Miami, FL, 33178	0.20	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
ENR-110258	ENR	Emily P Armstrong	1959-12-08	—	4608754857	4902 Palm Dr # 432, Chandler, AZ, 85289	0.20	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-112759	ENR	William A Walsh	1983-03-25	UHC-07070-34	5725663894	8684 Spring St Apt 34, Mesa, AZ, 85296	0.20	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
ENR-121816	ENR	Gloria L Jenkins	1969-01-04	UHC-95347-85	—	7685 Church St, Houston, TX	0.22	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-121353	ENR	Randy Valdez	—	UHC-41794-23	3289551444	3970 Desert Sky Blvd, Austin, TX, 78744	0.22	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-115164	ENR	Scott Hudson	—	UHC-30149-67	—	6943 Park Pl # 215, Gilbert, AZ, 85290	0.22	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+5 more
ENR-105878	ENR	Sandra Dion	1944-11-07	UHC-26166-24	8144795431	282 Willow Ct, Scottsdale, AZ, 85244	0.22	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-110606	ENR	Joe R Olson	—	UHC-63820-07	7254738158	449 Apache Blvd # 838, Tampa, FL, 33683	0.22	Name split from “Last, First”Middle initial moved out of first name Date of birth missing Member ID reformatted+5 more
ENR-129556	ENR	Margaret C Padilla	1959-08-02	UHC-17002-98	5472604197	9577 Broadway, Chandler, AZ, 85276	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted Address re-cased+5 more
ENR-124620	ENR	Michelle J Carpenter	—	UHC-19794-40	4466247822	1416 Spring St, Scottsdale, AZ, 85215	0.22	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+5 more
ENR-115195	ENR	Heather W Harvey	1983-09-01	UHC-60272-33	6914808544	3733 Union St # 506, Seattle, WA, 98188	0.22	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-139625	ENR	Austin Singh	1955-12-07	UHC-58954-14	8804436920	8652 Indian School Rd, Phoenix, AZ	0.22	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-118924	ENR	Megan B Sims	1954-12-24	UHC-08660-21	6754320626	3383 Sunset Blvd, Orlando, FL, 32800	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+5 more
ENR-127117	ENR	Logan E Dominguez	1955-08-15	UHC-56133-86	2712191081	7287 Pine Dr, Gilbert, AZ	0.22	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-109289	ENR	Hannah Q Tuckre	1957-11-08	UHC-11072-98	7217963172	7083 Market St, San Diego, CA, 92120	0.22	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+5 more
ENR-102176	ENR	Frank Li	1974-10-04	UHC-11541-03	3346189898	7401 Indian School Rd, Jacksonville, FL	0.22	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-107235	ENR	Barbara M Morrison	—	UHC-50934-44	2536635827	8780 Sage Ct, Eden Prairie, MN, 55342	0.22	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+5 more
ENR-118175	ENR	Mason Vasquez	1967-05-27	UHC-71588-63	6416859176	3053 Central Ave # 496, Los Angeles, CA, 90066	0.24	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
ENR-102425	ENR	Mike F Harrison	1939-02-25	UHC-19556-29	2267729842	935 Main St # 964, Los Angeles, CA	0.24	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-133717	ENR	Jonathan M Reed	2006-09-05	UHC-76563-94	—	1453 Valley View Dr, Dallas, TX, 75208	0.24	Name split from “Last, First”Two-digit birth year City re-cased State name converted to code+4 more
ENR-115058	ENR	Isabella Warren	—	UHC-43568-33	8137953840	1834 Cedar Ln, Denver, CO, 80217	0.24	Name re-cased Date of birth missing SSN last four extracted Street suffix standardised+4 more
ENR-110008	ENR	Mei X Moreno	—	UHC-80082-09	—	7435 Church St, Houston, TX, 77034	0.24	Name split from “Last, First”Date of birth unreadable Phone missing area code Street suffix standardised+4 more
ENR-124066	ENR	Billy K Gardner	1991-12-14	UHC-78599-36	3958816545	4565 Ocean Ave, San Antonio, TX, 78286	0.24	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-109232	ENR	Brenda Wells	1997-08-04	UHC-29827-19	3667773249	3625 Willow Ct, Scottsdale, AZ, 85213	0.24	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-112676	ENR	Alice Bennett	1981-10-20	UHC-05340-64	4112656633	2277 Pine Dr # 829, Dallas, TX	0.24	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-107514	ENR	Luis K Richardson	1990-06-10	UHC-29830-20	8767752384	7253 Elm St # 531, Los Angeles, CA, 90080	0.24	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-105177	ENR	Denise G Holmes	1959-01-03	UHC-60464-69	5408440157	3183 Highland Ave # 984, Dallas, TX, 75214	0.24	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-116243	ENR	Ralph Z Luna	1978-12-05	UHC-88942-47	—	3844 Forest Ave Apt 29, Houston, TX, 77070	0.24	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-120319	ENR	Scott J Kelly	1939-05-26	UHC-81370-54	—	6727 Park Pl, Jacksonville, FL, 32230	0.24	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
ENR-111215	ENR	Samuel A Payne	—	UHC-26523-27	—	3658 Highland Ave, Plano, TX, 75059	0.24	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
ENR-133323	ENR	Diego Singh	1957-02-26	UHC-30634-18	9874884930	5639 Hillcrest Rd Apt 15, Denver, CO	0.24	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more

4,296 rows, page 1 of 86Previous Next