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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133211	ENR	Joan F Sntos	1978-01-04	UHC-63620-14	—	8108 Ridge Rd Apt 2, Dallas, TX, 75208	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-136798	ENR	Carlos S Clark	2005-07-27	UHC-76628-32	9218866975	8641 Maple Ave Apt 36, Denver, CO, 80230	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
ENR-120079	ENR	Joe G Flores	1963-12-05	UHC-55754-19	4482032667	6339 Lincoln Way Apt 1, Phoenix, AZ, 85027	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-142784	ENR	Jonathan L Palmer	1939-08-17	UHC-36084-68	6936362100	7226 Market St Apt 24, San Diego, CA, 92160	0.78	Phone reformatted Unit split from street Email lower-cased Plan code upper-cased+1 more
ENR-131099	ENR	Bryan R Hayes	1943-07-14	UHC-12891-25	2545590642	4010 Broadway Apt 40, Las Vegas, NV, 89191	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-138420	ENR	Larson Z Lori	1949-02-19	UHC-47017-38	8457174188	195 Cedar Ln # 842, Gilbert, AZ, 85274	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-129686	ENR	James E Sandoval	2003-01-26	UHC-22538-54	8529295995	3485 Desert Sky Blvd Apt 29, Atlanta, GA, 30388	0.78	Name re-cased Phone reformatted Unit split from street Plan code upper-cased+1 more
ENR-136679	ENR	Joe Morgan	1965-07-21	UHC-13598-16	5019753129	8689 Church St # 114, Sacramento, CA, 95873	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-142761	ENR	Jeremy O Pierce	1955-06-26	UHC-58693-80	7413043936	959 Lincoln Way Apt 13, Jacksonville, FL, 32283	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-123152	ENR	Cynthia W Holmes	1948-01-19	UHC-39175-85	2474617215	7520 Lincoln Way Apt 17, Chandler, AZ, 85228	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
ENR-141864	ENR	Carl Campbell	1967-03-26	UHC-64261-86	—	8324 Sage Ct Apt 37, Eden Prairie, MN, 55324	0.78	Name re-cased Unit split from street City re-cased Email lower-cased+1 more
ENR-127849	ENR	Catherine Anderson	1986-06-28	—	6307159126	6272 Valley View Dr # 827, Glendale, AZ, 85355	0.78	Phone reformatted Unit split from street State code upper-cased Plan code upper-cased+1 more
ENR-138335	ENR	Christine M Vega	1995-04-02	UHC-51289-46	6629273422	3340 Willow Ct # 845, Atlanta, GA, 30342	0.78	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed+1 more
ENR-131647	ENR	Jack D Hart	2020-11-04	UHC-64143-01	4954677671	3096 Lake View Rd # 457, Tempe, AZ, 85271	0.78	Phone reformatted Unit split from street City re-cased Email lower-cased+1 more
ENR-104194	ENR	Richard Luna	1986-01-18	UHC-69234-20	5629608204	2149 Mesa Dr # 984, Jacksonville, FL, 32267	0.78	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+1 more
ENR-101537	ENR	Noah West	2008-12-14	UHC-54131-68	—	2016 Camelback Rd Apt 13, Tampa, FL, 33628	0.78	Name re-cased Date of birth reformatted Unit split from street Email lower-cased+1 more
ENR-106018	ENR	Charlotte M Moore	1976-04-16	UHC-23042-69	—	1479 Broadway # 575, Nashville, TN, 37299	0.78	Unit split from street Address re-cased Email lower-cased Whitespace trimmed+1 more
ENR-111773	ENR	Brittany P Gordon	1998-07-27	UHC-22040-73	9728656457	2784 Oak St Apt 2, Gilbert, AZ, 85291	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-113467	ENR	Jose M Dominguez	1953-02-19	—	8797493542	2329 Canyon Rd # 419, Seattle, WA, 98126	0.78	Name re-cased Unit split from street City re-cased Plan code upper-cased+1 more
ENR-127797	ENR	Roy D Fowller	2001-09-28	UHC-26321-54	4599217744	6743 Apache Blvd Apt 8, Austin, TX, 78779	0.78	Phone reformatted Unit split from street Email lower-cased Plan code upper-cased+1 more
ENR-111702	ENR	Luis Cox	1959-05-26	UHC-34441-71	6024799918	3779 Grand Ave Apt 39, Tampa, FL, 33614	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-133243	ENR	Camila Stone	1993-11-12	UHC-70565-89	7094538440	4155 Jefferson Ave Apt 35, Charlotte, NC, 28270	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-141180	ENR	Sharon Matthews	1995-01-27	UHC-00390-96	6252153198	6074 Palm Dr # 223, Las Vegas, NV, 89188	0.78	Name re-cased Phone reformatted Member ID reformatted Unit split from street+1 more
ENR-100082	ENR	Mari Ortiz	1999-11-28	UHC-72125-46	2369092219	5555 Harbor Blvd # 443, Jacksonville, FL, 32241	0.78	Phone reformatted Unit split from street City re-cased Email lower-cased+1 more
ENR-116389	ENR	Joey I Ward	1957-04-24	UHC-28293-97	5134061525	6443 Bayshore Dr # 137, Glendale, AZ, 85367	0.78	Phone reformatted Unit split from street State code upper-cased Whitespace trimmed+1 more
ENR-142893	ENR	Wei Phillips	1941-03-09	UHC-32845-82	6519192703	4341 Broadway Apt 30, Eden Prairie, MN, 55363	0.78	Phone reformatted Unit split from street Address re-cased City re-cased+1 more
ENR-132370	ENR	Brenda P Lopez	1950-11-01	UHC-90415-17	9063891671	7991 Park Pl Apt 25, Columbus, OH, 43204	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-141641	ENR	Judith N Mendze	1988-03-27	UHC-36385-95	7708364556	6691 Meadow Ln Apt 17, Miami, FL, 33171	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
ENR-116530	ENR	Ruth C Perez	2001-12-01	UHC-61188-33	5553348774	4458 Cedar Ln # 807, San Antonio, TX, 78257	0.78	Name re-cased Date of birth reformatted Unit split from street Plan code upper-cased+1 more
ENR-141655	ENR	Mary T Willis	1952-09-17	UHC-05010-57	2417681188	7102 Cedar Ln Apt 30, Denver, CO, 80262	0.78	Phone reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more
ENR-125260	ENR	Madison Hunter	1956-09-19	UHC-08390-09	2352969304	5842 Valley View Dr Apt 36, Nashville, TN, 37230	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-103049	ENR	Jacob Black	1992-12-02	—	3687801602	8159 Canyon Rd Apt 38, Sacramento, CA, 95831	0.78	Phone reformatted Unit split from street City re-cased Email lower-cased+1 more
ENR-116703	ENR	Justin Wilson	1974-03-27	UHC-83353-54	9504625876	5123 Camelback Rd # 308, Plano, TX, 75001	0.78	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+1 more
ENR-105195	ENR	Sharon Masson	1939-03-23	UHC-64168-51	3477200972	6653 Park Pl # 118, Chandler, AZ, 85209	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
ENR-105196	ENR	Sharon Masson	1939-03-23	UHC-64168-51	3477200972	6653 Park Pl # 118, Chandler, AZ, 85209	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
ENR-117787	ENR	Stephen Hansen	1985-08-18	UHC-90531-96	5194457155	3118 Sunset Blvd # 178, Nashville, TN, 37256	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-118517	ENR	Nancy E Richardson	1989-05-28	UHC-36357-39	6637138851	7539 Canyon Rd # 216, San Antonio, TX, 78216	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-109636	ENR	Robert Patel	1998-01-08	UHC-85449-55	6004637069	7450 Lake View Rd Apt 31, Seattle, WA, 98146	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-125380	ENR	Burton R Roger	1957-03-22	UHC-99566-78	7014428169	9068 Hillcrest Rd # 141, Scottsdale, AZ, 85243	0.78	Name re-cased Phone reformatted Member ID reformatted Unit split from street+1 more
ENR-141560	ENR	David X Edwards	1998-02-25	UHC-28705-06	6825398759	8366 Union St # 152, Tampa, FL, 33625	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-132486	ENR	Stphanie V Bell	1957-03-11	UHC-00317-15	7396026895	8348 Elm St Apt 35, Minneapolis, MN, 55440	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
ENR-124141	ENR	Steven West	1968-04-02	UHC-27799-40	—	16 Mesa Dr Apt 6, Gilbert, AZ, 85268	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-115139	ENR	Lawrence G Mills	1946-01-24	UHC-25373-55	7809463080	1067 Jefferson Ave Apt 22, Seattle, WA, 98195	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-102084	ENR	Gloria X Chapman	1945-07-20	UHC-02870-23	—	9217 Elm St Apt 25, Phoenix, AZ, 85055	0.78	Name re-cased Date of birth reformatted Unit split from street Plan code upper-cased+1 more
ENR-129630	ENR	Dylan R Ramos	1961-07-22	UHC-33618-37	—	1058 Sunset Blvd Apt 22, Atlanta, GA, 30336	0.78	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed+1 more
ENR-103134	ENR	Billy Armstrong	1954-11-20	UHC-00799-30	5678662810	2707 Lincoln Way Apt 13, Charlotte, NC, 28217	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-106840	ENR	Matthew Aguilar	1967-04-14	UHC-53275-17	3224923904	2553 Ridge Rd Apt 12, Scottsdale, AZ, 85253	0.78	Name re-cased Unit split from street Email lower-cased Whitespace trimmed+1 more
ENR-117675	ENR	Edwrad Cook	1976-03-25	UHC-04537-80	5047350885	39 Mesa Dr Apt 23, Eden Prairie, MN, 55302	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-137668	ENR	Omar R Cruz	1940-02-18	UHC-81755-94	5687368832	4576 Jefferson Ave # 141, Phoenix, AZ, 85002	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-128299	ENR	Ethan Morgan	1964-08-18	UHC-58214-69	6899485344	3620 Spring St # 283, Houston, TX, 77014	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more

3,345 rows, page 59 of 67Previous Next