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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125698	ENR	Bobby O Gonzalez	2008-12-14	UHC-80059-61	—	3997 Washington St, Tucson, AZ, 85748	0.90	Date of birth reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-141194	ENR	Roger Contreras	1975-05-15	UHC-06935-90	—	2705 Indian School Rd, San Diego, CA, 92123	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-108867	ENR	Joyce S Gomez	1991-03-28	UHC-09424-21	3884117607	9674 Meadow Ln, Orlando, FL, 32802	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-130608	ENR	Nicole Shaw	1945-12-13	UHC-95009-85	9894268957	8639 Indian School Rd, Gilbert, AZ, 85296	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-111250	ENR	Helen U Ray	1959-03-19	UHC-68624-37	5923516637	8885 Church St, Tempe, AZ, 85290	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-113299	ENR	Carolyn K Aguilar	1970-08-14	—	7643405387	9885 River Rd, Charlotte, NC, 28288	0.90	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-106904	ENR	Willie I Pierce	1980-10-02	UHC-53272-81	2414587667	7239 Broadway, Nashville, TN, 37230	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-107706	ENR	Sara King	1996-12-15	UHC-68504-05	8344955511	4661 Central Ave, Tucson, AZ, 85706	0.90	Name re-cased Date of birth reformatted City re-cased Email lower-cased+1 more
ENR-138014	ENR	Rachel A Thompson	1998-04-21	UHC-73564-61	4205113035	8079 Church St, Tempe, AZ, 85283	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-136829	ENR	Douglas U Day	1975-08-02	UHC-61395-45	6817820492	3833 Broadway, Sacramento, CA, 95801	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-108375	ENR	William V Snyder	1941-06-07	UHC-46716-69	9102846823	1256 Baseline Rd, Mesa, AZ, 85266	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-105219	ENR	Edward Vasquez	2000-04-12	UHC-72080-53	8529904784	6294 Jefferson Ave, Jacksonville, FL, 32200	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-110321	ENR	Lauern Sanchez	2008-04-04	UHC-56524-16	9793618189	9759 Highland Ave, Columbus, OH, 43200	0.90	Name re-cased Date of birth reformatted City re-cased Email lower-cased+1 more
ENR-109573	ENR	Jason H Fowler	1940-08-26	UHC-57273-87	9437245381	7152 Willow Ct, Dallas, TX, 75239	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-132205	ENR	Debra Mendez	1960-06-24	UHC-40056-84	3072035142	4030 Palm Dr, Charlotte, NC, 28247	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-102609	ENR	Mark K Palmer	2008-07-25	UHC-05685-10	6604513054	6191 Oak St, Gilbert, AZ, 85298	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-119781	ENR	Roger S Jenkins	1963-11-05	UHC-02468-30	2328949448	5938 Lake View Rd, Tampa, FL, 33610	0.90	Date of birth reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-140719	ENR	Paul I Obrien	1946-06-15	UHC-02729-37	—	9081 Broadway, Denver, CO, 80282	0.90	Name re-cased City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-101355	ENR	Willie N Austin	1998-09-20	UHC-42539-11	—	8903 Baseline Rd, Houston, TX, 77065	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-130148	ENR	Carolyn Q Chavez	1951-11-10	UHC-58483-37	9832565014	3210 Broadway, San Antonio, TX, 78271	0.90	Name re-cased Phone reformatted Address re-cased City re-cased+1 more
ENR-137357	ENR	Brandon Sanchez	1967-08-24	UHC-70694-47	3565802709	2492 Grand Ave, Nashville, TN, 37257	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-131385	ENR	Diane Pierce	1991-03-25	UHC-44226-72	5398895033	6470 Indian School Rd, Tucson, AZ, 85778	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-139708	ENR	Nicholas Wright	1948-05-06	UHC-74572-59	6706342717	9424 Park Pl, Columbus, OH, 43204	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-120403	ENR	Diego U Schmidt	1989-02-24	UHC-25673-02	5554641793	6886 Forest Ave, Miami, FL, 33187	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-128614	ENR	Eugene U Dixon	1948-11-18	UHC-58673-86	4207583416	9143 Apache Blvd, Mesa, AZ, 85246	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-111794	ENR	Christina Gonzales	1963-11-26	UHC-49127-77	—	3686 Lake View Rd, Scottsdale, AZ, 85219	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-112544	ENR	Sharon C Morrison	1990-09-15	UHC-24318-58	7494516232	2424 Cedar Ln, Seattle, WA, 98157	0.90	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+1 more
ENR-137300	ENR	Cheryl R Armstrong	1967-04-06	UHC-23457-56	7249073323	1762 Lake View Rd, San Diego, CA, 92136	0.90	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+1 more
ENR-105287	ENR	Robert A Wang	1951-08-03	UHC-24041-45	2386650626	167 Harbor Blvd, Sacramento, CA, 95888	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-123741	ENR	Alan Y Cunningham	1965-03-26	UHC-26473-62	6564537142	3602 Ridge Rd, Columbus, OH, 43249	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-127886	ENR	Mariana A Park	1948-07-02	UHC-45550-71	3915956107	9835 Canyon Rd, Scottsdale, AZ, 85216	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-137841	ENR	Teresa Watkins	1959-05-14	UHC-52773-50	3886173900	185 Lincoln Way, Atlanta, GA, 30338	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-125394	ENR	Joseph O Delgado	1980-05-26	UHC-93057-58	5163807761	9091 Sage Ct, Scottsdale, AZ, 85247	0.90	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+1 more
ENR-129835	ENR	Sharon T Sims	1954-10-15	UHC-25011-43	8278218280	6678 Canyon Rd, Atlanta, GA, 30349	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
ENR-131244	ENR	Sean P Garrett	1941-08-10	UHC-63417-50	7509554676	3081 Indian School Rd, Tampa, FL, 33662	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-119248	ENR	Aisha Garrett	2001-09-06	UHC-45977-42	3648646611	1112 Main St, Fresno, CA, 93764	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-106533	ENR	Natalie Hicks	2004-09-04	UHC-35559-15	6384444698	4341 Lake View Rd, Plano, TX, 75040	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-107887	ENR	Joyce I Armstrong	1987-12-17	UHC-90635-78	7855641997	3557 Oak St, Miami, FL, 33114	0.90	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+1 more
ENR-137620	ENR	Jordan U Wood	2004-05-05	UHC-07231-79	4036427703	7709 Park Pl, Dallas, TX, 75285	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-118970	ENR	Hunter Joan	1950-10-22	UHC-46112-23	4886818551	3968 Harbor Blvd, Orlando, FL, 32812	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-141834	ENR	Daniel T Wright	1993-01-04	UHC-99361-39	4105354538	3838 Lincoln Way, Las Vegas, NV, 89167	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-123776	ENR	Noah Z Vasquez	2006-04-27	UHC-36547-91	4896088769	7434 Mountain View Dr, Tucson, AZ, 85782	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
ENR-123064	ENR	Justin J Reyes	1963-09-22	UHC-24118-86	6695085307	4889 Spring St, Glendale, AZ, 85337	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-104091	ENR	Patrick Carter	1994-02-05	UHC-72060-79	6576445617	6994 Cedar Ln, Miami, FL, 33135	0.90	Phone reformatted Member ID reformatted City re-cased Email lower-cased+1 more
ENR-133656	ENR	Jacob G Delgado	1947-07-20	UHC-31161-34	6125968561	2978 Broadway, Eden Prairie, MN, 55373	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-127172	ENR	Roy Butler	1986-02-23	UHC-83875-27	—	2332 Lake View Rd, Nashville, TN, 37225	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-135903	ENR	Aaron Lyttle	1947-06-16	UHC-13223-97	3246798690	6914 Broadway, Mesa, AZ, 85246	0.90	Name re-cased Phone reformatted Address re-cased City re-cased+1 more
ENR-141495	ENR	Hannah Dunn	2007-01-03	UHC-44637-08	—	3323 Desert Sky Blvd, Miami, FL, 33173	0.90	Date of birth reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-115079	ENR	Nicole Elliott	1954-07-08	UHC-60817-81	8312584921	2392 Spring St, Tucson, AZ, 85744	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-132042	ENR	Stephanie P Fox	1997-11-07	UHC-45072-32	6527749017	6164 Central Ave, Tampa, FL, 33652	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more

8,423 rows, page 148 of 169Previous Next