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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108743	ENR	Ryan Russell	1973-05-02	UHC-72695-19	5829805593	351 Ocean Ave, Tempe, AZ, 85260	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137322	ENR	Willie X Rojas	1948-12-25	UHC-26172-09	7754532546	2316 Highland Ave, Eden Prairie, MN, 55329	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122485	ENR	Billy Griffin	1986-06-20	UHC-51997-76	—	1134 Valley View Dr, Houston, TX, 77016	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-138364	ENR	Alan M McDonald	1978-06-07	UHC-93299-85	7688792119	775 Jefferson Ave, Orlando, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-119244	ENR	Dennis Moreno	1958-04-11	UHC-72206-74	4107074996	9147 River Rd, Tampa, FL, 33691	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101181	ENR	Logan L Sims	1969-01-26	UHC-85423-31	7988809519	9148 Bayshore Dr, Phoenix, AZ, 85036	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130216	ENR	Ana R Knight	1992-08-10	UHC-00835-26	5773596968	4791 Harbor Blvd # 439, Glendale, AZ, 85327	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-113128	ENR	HicksJunk	1974-03-26	UHC-68928-73	2157592648	6607 Desert Sky Blvd, Eden Prairie, MN, 55313	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-134375	ENR	Julie S Nunez	1942-09-10	UHC-39256-14	8078498874	9642 Harbor Blvd, San Antonio, TX	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-109438	ENR	Janike Butler	1944-02-28	UHC-46578-81	—	2083 Park Pl, San Diego, CA, 92129	0.66	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+1 more
ENR-123409	ENR	Arjun Jimenez	1994-06-09	UHC-64715-69	2808052611	7369 River Rd Apt 8, Phoenix, AZ, 85061	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-141336	ENR	Walter N Schmidt	1969-06-01	UHC-99198-91	8942487529	8499 Elm St Apt 29, Charlotte, NC, 28207	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-131575	ENR	Timothy K Guerrero	1946-11-14	UHC-62480-54	7053800558	1784 Canyon Rd, San Diego, CA, 92198	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124860	ENR	Arjun V Cox	1991-04-20	UHC-36444-06	2093988889	2443 Mesa Dr, Phoenix, AZ	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-103414	ENR	Nathan M McCoy	1970-12-06	UHC-35142-11	8263455424	77 Sunset Blvd, Tampa, FL, 33686	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-116318	ENR	Olivia X Pena	1962-11-01	UHC-64907-39	4994022698	3732 Lake View Rd, Las Vegas, NV, 89186	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138482	ENR	Ktherine Porter	1998-09-10	UHC-66665-29	7289023063	8284 Willow Ct, Eden Prairie, MN, 55392	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108111	ENR	Helen Cox	1979-03-24	UHC-46473-78	2114934989	3343 Broadway, Las Vegas, NV, 89115	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-113669	ENR	Deborah I Smith	1955-02-11	UHC-06521-05	4476415070	805 Market St, Plano, TX, 75081	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111954	ENR	Catherine Butler	1956-04-27	UHC-95612-32	4239549224	9460 Meadow Ln, Phoenix, AZ, 85024	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-135351	ENR	Ruth Little	1959-01-03	UHC-82691-02	7763988605	9184 Pine Dr, Miami, FL, 33137	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-142690	ENR	Brandon O Graham	1938-02-12	UHC-05149-71	2692926029	8834 Mesa Dr, San Antonio, TX, 78253	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-113828	ENR	Gary Simpson	1987-01-09	UHC-25382-23	2257183689	963 Meadow Ln, Nashville, TN, 37238	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111469	ENR	Gary S Stone	—	UHC-26978-96	7758827769	7116 Camelback Rd, Nashville, TN, 37294	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-123280	ENR	Arjun Graham	1969-03-08	UHC-79356-55	7957316728	5507 Maple Ave, Las Vegas, NV, 89194	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-116690	ENR	Brian Larson	1958-06-27	UHC-88524-21	5582960696	5233 River Rd, Jacksonville, FL, 32205	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-106261	ENR	Jasoon A Booyd	1989-11-16	UHC-91703-40	3906071501	8446 Jefferson Ave, Tampa, FL, 33624	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119560	ENR	Luis Y Kennedy	1984-12-08	UHC-45119-92	3804259697	2088 Mountain View Dr # 780, Chandler, AZ, 85294	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-141508	ENR	Stephen P Rojas	1941-09-07	UHC-61238-06	5512671249	8822 Spring St # 161, Jacksonville, FL, 32200	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137491	ENR	George H Johnston	1951-05-21	UHC-59881-53	—	962 Park Pl, Tempe, AZ, 85205	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-118567	ENR	Beverly O Payne	1955-03-19	UHC-38142-66	8263664630	5836 Sunset Blvd, Minneapolis, MN	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+1 more
ENR-114328	ENR	John F Weaver	1994-09-04	UHC-88583-41	—	3691 Elm St, Austin, TX, 78756	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-118188	ENR	Kyle Peterson	1978-11-06	UHC-43052-24	8449652723	258 Valley View Dr, Chandler, AZ, 85254	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-121394	ENR	Ronald Q Brown	1964-02-24	UHC-81582-22	2945384752	758 Elm St, Mesa, AZ, 85204	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+1 more
ENR-111218	ENR	Evelyn Z Valdez	1959-09-19	UHC-12756-19	2987547342	607 Highland Ave # 498, San Antonio, TX, 78255	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Unit split from street+1 more
ENR-118862	ENR	Luis Riley	1971-06-19	UHC-42362-39	2097919867	8644 Apache Blvd, Los Angeles, CA, 90003	0.66	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+1 more
ENR-136512	ENR	Santiago K Ford	1979-10-19	UHC-63013-92	7295491469	7019 Camelback Rd # 887, Tempe, AZ, 85250	0.66	Name re-cased Unit split from street ZIP+4 trimmed Email lower-cased+1 more
ENR-131395	ENR	Randy A Washington	2008-03-22	UHC-15953-69	6715731701	3155 Sunset Blvd, Minneapolis, MN, 55489	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-128787	ENR	Mei D Montgomery	1980-10-03	UHC-76866-45	—	3156 Harbor Blvd, Gilbert, AZ, 85276	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-138063	ENR	Mei H Thompson	1980-10-20	UHC-34224-49	7002522355	3545 Harbor Blvd # 572, San Antonio, TX, 78232	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-116932	ENR	James Cooper	1945-03-27	UHC-01923-32	4902984115	2166 Apache Blvd, San Antonio, TX, 78219	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-110352	ENR	Sarah Hicks	1969-09-08	UHC-77647-80	—	5662 Mountain View Dr, Tempe, AZ, 85275	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-135423	ENR	Doris Delgado	2008-02-23	UHC-53156-32	8088131526	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-117306	ENR	Roy P Smith	1945-01-07	UHC-64287-90	—	5453 Market St, Scottsdale, AZ, 85283	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-141340	ENR	Richard J Clark	1972-10-03	UHC-54936-57	7992782888	569 Forest Ave, Atlanta, GA, 30377	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-139396	ENR	Mei B Walsh	1980-04-15	UHC-98864-36	9034069401	6193 Church St, Orlando, FL, 32806	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135839	ENR	Jeffrey Obrien	1967-04-14	UHC-07591-74	—	353 Park Pl, Tempe, AZ, 85229	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-132436	ENR	Sharon Davis	—	UHC-51717-75	3148206122	9100 Forest Ave, Los Angeles, CA, 90090	0.66	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+1 more
ENR-101127	ENR	Samantha T Jordan	1971-02-15	UHC-00455-57	5616630219	3975 Mesa Dr, Nashville, TN, 37275	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107240	ENR	Theresa Harvey	1953-09-10	UHC-27595-69	—	1065 Lake View Rd, Mesa, AZ, 85219	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more

17,310 rows, page 125 of 347Previous Next