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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133929	ENR	Tyler E Warren	1998-12-20	UHC-28073-33	7445982860	1338 Grand Ave, Chandler, AZ, 85241	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+3 more
ENR-134372	ENR	Stephanie Singh	1974-07-10	UHC-26939-03	5383449865	3553 Ocean Ave, San Diego, CA, 92157	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105013	ENR	Kathryn Z Edwards	1960-06-06	UHC-87671-76	5299504613	4681 Ocean Ave, Atlanta, GA, 30382	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-124771	ENR	Lucia Franklin	1961-12-27	UHC-71285-85	3859634515	4600 Ridge Rd, Nashville, TN, 37263	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103456	ENR	Virginia M Moore	1952-11-16	UHC-66744-78	7366392874	6835 Pine Dr Apt 26, Miami, FL, 33172	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-111815	ENR	Shirley Hamilton	1965-04-13	UHC-34685-86	2013063578	7853 Ridge Rd, Atlanta, GA, 30328	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-134481	ENR	Cynthia T Robinson	1969-08-26	UHC-25770-44	2334150499	1360 Meadow Ln, Houston, TX, 77037	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-123919	ENR	Diana H Black	—	UHC-32855-08	—	4681 Forest Ave, Phoenix, AZ, 85070	0.50	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
ENR-131111	ENR	Camila Rice	1963-08-13	UHC-37080-07	8559683729	5371 River Rd, Columbus, OH, 43208	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123407	ENR	Fatima S Garza	1972-11-26	UHC-26672-93	7346831773	1370 Lincoln Way Apt 6, Scottsdale, AZ, 85285	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-122629	ENR	Eugene K Parker	1988-06-25	UHC-32909-27	7575722235	2035 Ocean Ave, Minneapolis, MN	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102596	ENR	Robert T Chen	1981-09-28	UHC-20989-04	9444041252	3700 Willow Ct, Las Vegas, NV, 89139	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-135217	ENR	Sean X Barnes	1988-07-02	UHC-81350-59	9827299022	8435 Mesa Dr, Las Vegas, NV, 89154	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-104861	ENR	Amber R Lawrence	1997-10-14	UHC-47479-45	—	6010 Indian School Rd, San Diego, CA, 92161	0.50	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted City re-cased+3 more
ENR-141123	ENR	Joe Graham	1972-07-05	UHC-78221-88	8115051406	8873 Harbor Blvd, Tampa, FL	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121858	ENR	Marcus Johnston	1957-01-12	UHC-13149-50	4234305655	7914 Meadow Ln, Las Vegas, NV, 89167	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136311	ENR	Amy Fernandez	1948-03-16	UHC-54769-51	2897204760	3078 Lake View Rd, Los Angeles, CA, 90029	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114201	ENR	Dorothy Q Mason	1997-01-28	UHC-16584-13	—	8937 Desert Sky Blvd, Glendale, AZ, 85340	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139771	ENR	Juan Owens	1990-04-23	UHC-80301-15	9665314257	9414 Hillcrest Rd # 736, Orlando, FL, 32819	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-112646	ENR	Christina Allen	1957-02-22	UHC-12140-68	3233474932	5023 Apache Blvd, Charlotte, NC, 28205	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-102909	ENR	Christina Y Bradley	1958-08-26	UHC-61892-18	9852474058	934 Apache Blvd Apt 11, Plano, TX, 75078	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-123103	ENR	Jeffrey K Singh	2008-10-28	UHC-30073-49	9054588942	3844 Cedar Ln, Las Vegas, NV	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126934	ENR	Alan P Rice	1997-11-15	UHC-77693-50	7126101939	1231 Desert Sky Blvd, Phoenix, AZ, 85087	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126933	ENR	Alan P Rice	1997-11-15	UHC-77693-50	7126101939	1231 Desert Sky Blvd, Phoenix, AZ, 85087	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112399	ENR	Bobby Harper	1991-12-14	UHC-24069-93	2702784382	516 Park Pl, Fresno, CA, 93701	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104768	ENR	Lawrence V Estrada	1944-10-22	UHC-71464-18	2576532633	4645 Harbor Blvd, Columbus, OH, 43290	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107762	ENR	Kevin Franklin	1974-07-23	UHC-68794-85	4983975282	8025 Valley View Dr, Gilbert, AZ, 85242	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133868	ENR	Nathan A Alvarez	1999-11-21	UHC-29311-43	7384171614	3534 Mesa Dr, Seattle, WA, 98176	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105673	ENR	Patryck Willis	1966-07-03	UHC-50932-49	4114404827	1850 Cedar Ln, Denver, CO, 80233	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+3 more
ENR-100971	ENR	Ronald Perez	1980-01-07	UHC-12194-35	4698227013	3180 Elm St, Charlotte, NC, 28284	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-139925	ENR	Banks W William	1991-07-21	UHC-22405-80	6727408804	8775 Valley View Dr, Columbus, OH	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132450	ENR	Elizabeth Meyer	1961-06-14	UHC-33794-96	—	6250 Grand Ave, Scottsdale, AZ, 85278	0.50	Name split from “Last, First”Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-127340	ENR	Diane L Aguilar	1956-07-17	UHC-44282-26	8316017296	2266 Park Pl, Sacramento, CA	0.50	Name split from “Last, First”State code upper-cased ZIP missing Email lower-cased+3 more
ENR-122667	ENR	Maria L Ryan	1965-03-01	UHC-53814-07	2898118492	8437 Lake View Rd, Atlanta, GA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115594	ENR	Carl E Morrison	1981-05-14	UHC-43729-24	2102709069	2448 Central Ave, Seattle, WA, 98138	0.52	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
ENR-105613	ENR	Daniel K Evans	1998-08-16	UHC-32054-39	7357545590	6814 Willow Ct # 204, Fresno, CA, 93790	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-126357	ENR	Ann P Bishop	1950-06-14	UHC-44942-90	5464780254	1560 Mountain View Dr, Seattle, WA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-126358	ENR	Ann P Bishop	1950-06-14	UHC-44942-90	5464780254	1560 Mountain View Dr, Seattle, WA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-138525	ENR	Patrick F Ford	1995-10-11	UHC-51035-41	8037302850	9774 Willow Ct, Tampa, FL, 33687	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-108169	ENR	Noah Fox	1999-04-07	UHC-77666-11	—	4470 Meadow Ln, Dallas, TX, 75286	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-126586	ENR	Bradley Dainels	1951-03-27	UHC-82783-21	5992017489	4074 Jefferson Ave, Austin, TX, 78751	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107254	ENR	Julia Y Morales	1986-01-20	UHC-43213-79	4055122006	2365 Oak St Apt 2, Plano, TX, 75033	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-139631	ENR	Ronald George	1953-09-04	UHC-01862-02	6598849840	7249 Palm Dr, Houston, TX, 77096	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126815	ENR	Mary M Garrett	2007-12-22	UHC-35643-74	3962112281	2645 Lake View Rd, Phoenix, AZ, 85018	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129837	ENR	Betty Saniago	1938-02-07	UHC-84720-46	9765280152	6786 Elm St, Columbus, OH	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105058	ENR	Mariana X Roberts	2002-01-01	UHC-17847-12	3285538730	3588 Meadow Ln Apt 12, San Antonio, TX, 78264	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-131858	ENR	Keith Carroll	1988-08-27	UHC-89001-42	9754329905	3969 Apache Blvd, Tempe, AZ, 85202	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-127524	ENR	Cynthia B Vazquez	1980-11-27	UHC-10386-45	5608344257	8953 Spring St, Tucson, AZ, 85752	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101748	ENR	Andrea R McDonald	1960-02-20	UHC-37874-98	7022642104	6585 Park Pl, Nashville, TN, 37270	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-114356	ENR	Valentina C Ray	2000-05-10	UHC-34927-03	5616824492	3346 Sunset Blvd, Fresno, CA, 93750	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more

4,309 rows, page 19 of 87Previous Next