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-137080	ENR	Valentina L Lewis	1950-08-06	UHC-99135-96	5756512585	8270 Canyon Rd, Gilbert, AZ	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-108311	ENR	Kayla P Dunn	1977-12-24	UHC-36255-45	8398823725	7551 Indian School Rd, Las Vegas, NV, 89101	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-129749	ENR	Andrew Y Perkins	1986-05-04	UHC-06081-29	2167699829	4389 Washington St, Denver, CO, 80251	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105367	ENR	Jean M Kelly	1954-06-06	UHC-97025-45	8418842914	5987 Central Ave, Seattle, WA, 98124	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-111749	ENR	Gerad A Munoz	1949-12-16	UHC-69213-94	4168756784	7824 Indian School Rd # 519, Las Vegas, NV, 89146	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-117904	ENR	Melissa G Perry	2002-09-27	UHC-68738-18	9134159167	459 Forest Ave # 790, Nashville, TN, 37249	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-104586	ENR	Carlos Perkins	1961-11-20	UHC-67445-33	4263007803	2484 Maple Ave # 305, Scottsdale, AZ, 85237	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-105630	ENR	Benjamin D Richardson	1958-04-17	—	5606446879	6480 Indian School Rd, Dallas, TX, 75277	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-115180	ENR	Anna O Sandoval	2007-01-17	UHC-10243-87	5456669636	7036 Union St, Miami, FL, 33154	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-118272	ENR	Kenneth Gibson	1983-05-01	UHC-37529-99	—	9424 Central Ave # 543, San Antonio, TX, 78266	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-118271	ENR	Kenneth Gibson	1983-05-01	UHC-37529-99	—	9424 Central Ave # 543, San Antonio, TX, 78266	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-142494	ENR	Deborah Mason	1983-06-05	UHC-01616-25	—	3508 Desert Sky Blvd, Plano, TX, 75081	0.58	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-116242	ENR	Andrew Jackson	1945-08-28	UHC-84703-99	—	8760 Harbor Blvd, Nashville, TN, 37216	0.58	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-129347	ENR	David G Hicks	1957-12-18	UHC-45736-97	2069213253	3403 Sage Ct, San Diego, CA, 92159	0.58	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-130621	ENR	Ryan C Bradley	1973-11-17	UHC-79196-69	4826156386	67 Jefferson Ave, Glendale, AZ, 85398	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-124761	ENR	Mei McDonald	1939-01-28	UHC-20880-78	4816081080	7772 Lincoln Way, Houston, TX, 77077	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-130572	ENR	Maria L Stephens	1986-09-24	—	8617633911	1827 Canyon Rd, San Diego, CA, 92119	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-126763	ENR	Ethan Washington	1994-11-12	UHC-00595-54	6034861677	1253 Elm St, Tempe, AZ	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-110832	ENR	Elizabeth Lane	1943-05-04	UHC-54943-98	2445185748	9077 Hillcrest Rd Apt 36, Columbus, OH, 43224	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-140418	ENR	Zachary Q Baker	1952-04-10	UHC-62292-08	9585035297	6675 Camelback Rd, San Antonio, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-100377	ENR	Brian S Gonzalez	1967-08-14	UHC-11415-22	5546163147	7198 Mountain View Dr, Eden Prairie, MN, 55365	0.58	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-115070	ENR	Ethan X Vasquez	1973-06-11	UHC-61918-98	3345595001	9113 Washington St, Las Vegas, NV, 89122	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-132078	ENR	Dixon O Noah	1968-05-24	UHC-37800-54	5267817748	5291 Camelback Rd, Atlanta, GA, 30396	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-143000	ENR	Sara Burton	1983-02-21	UHC-08812-59	8886625097	5709 Sage Ct, San Diego, CA, 92157	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-101584	ENR	Tyler W Berry	1940-09-16	UHC-30421-49	9056104104	8874 Spring St, Orlando, FL, 32810	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-126349	ENR	Wei W Walker	1976-05-14	UHC-30724-80	7004052828	9780 River Rd, Dallas, TX, 75270	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-136139	ENR	Eric L Simons	2006-06-11	—	5133928308	1268 Maple Ave, Tucson, AZ, 85780	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-101717	ENR	Mateo O Weaver	1952-04-01	UHC-06209-31	2534248176	8866 Ocean Ave, San Diego, CA, 92161	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-109725	ENR	Rachel Munoz	2004-03-17	UHC-15937-04	8985084666	7646 Bayshore Dr, Eden Prairie, MN, 55307	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-128390	ENR	Sentiago Y Perkins	1972-01-21	UHC-86977-19	2417300455	172 Jefferson Ave, Glendale, AZ, 85363	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-105635	ENR	Bobby F Alvarez	1966-01-15	UHC-06326-24	3074093270	7340 Harbor Blvd, Dallas, TX, 75274	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-141727	ENR	Nathan Day	2004-03-20	UHC-18540-15	6145625518	4425 Broadway Apt 22, Dallas, TX	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-106716	ENR	Billy K Duncan	1983-12-27	UHC-74793-36	2994509725	575 Ocean Ave, Tucson, AZ, 85771	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-139733	ENR	Lynch G Paul	2005-03-22	UHC-76821-72	5903439107	6421 Park Pl, Los Angeles, CA, 90054	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-117477	ENR	Eugene Webb	1998-04-24	UHC-03845-70	3103051170	6304 Grand Ave # 574, Tampa, FL, 33686	0.58	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-125385	ENR	Fatima Henderson	1970-11-22	UHC-17129-93	5965636340	2871 Willow Ct Apt 23, Mesa, AZ, 85222	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-120292	ENR	Janet W Edwards	1965-07-10	UHC-30103-66	7378263478	3833 Market St, Scottsdale, AZ, 85260	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-128478	ENR	Linda Johnson	1994-09-18	UHC-84718-34	8787245719	3980 Baseline Rd, Columbus, OH	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-104855	ENR	Jeremy Munzo	2005-08-02	UHC-17752-21	8462712904	4774 Spring St, Seattle, WA, 98182	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-105463	ENR	Melissa C Tran	1958-07-11	UHC-37788-27	8677786881	5448 Church St, Charlotte, NC, 28264	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102962	ENR	Joshua N Hill	1990-12-04	UHC-51639-39	7782350837	6968 Market St, Jacksonville, FL, 32293	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142112	ENR	Nicholas M Mendoza	1994-05-04	UHC-42778-02	—	3558 Washington St, Eden Prairie, MN, 55317	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-122980	ENR	Raymond Fox	2000-10-21	UHC-82222-37	3466170408	7089 Mesa Dr, Eden Prairie, MN, 55306	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110629	ENR	Aisha Myers	1995-02-19	UHC-16370-77	—	5623 Sage Ct, Fresno, CA, 93744	0.60	Street suffix standardised Address re-cased City re-cased Email lower-cased+4 more
ENR-140731	ENR	Denise Q Reid	1966-07-03	UHC-47159-46	2873648557	5411 Church St, San Antonio, TX, 78236	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142508	ENR	Kelly U Davis	1946-10-01	UHC-02360-07	8592571084	4206 Valley View Dr, Miami, FL, 33187	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100098	ENR	Valentina D Warren	1959-11-17	UHC-64240-81	7375366901	9049 Maple Ave, Dallas, TX, 75225	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-122316	ENR	Shirley Q Wang	1946-08-25	UHC-63251-28	5007218109	9684 Ridge Rd, Mesa, AZ, 85244	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-118783	ENR	Ray Q Lawrence	1949-08-08	UHC-59874-28	—	9838 Canyon Rd, Seattle, WA, 98109	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-112755	ENR	Carlos R Chaevz	1943-08-28	UHC-88199-27	2506868834	2256 Sunset Blvd, Orlando, FL, 32851	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more

8,423 rows, page 25 of 169Previous Next