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

All sources, 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-106004	ENR	Andrew Freeman	1959-01-14	UHC-02052-01	—	4715 Palm Dr # 408, Tucson, AZ, 85772	0.78	Name re-cased Date of birth reformatted Unit split from street Email lower-cased+1 more
CLM-427634	CLM	Justin Barnes	1967-11-25	—	7253477336	7470 Valley View Dr # 861, Seattle, WA, 98115	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-134902	ENR	Stephanie K Pierce	1981-10-12	UHC-32289-79	8653555385	7115 Camelback Rd # 412, San Antonio, TX, 78293	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-58199	TPA	Charles Armstrong	1998-09-13	—	5164922414	1851 Maple Ave # 602, Seattle, WA, 98184	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
PRV-28014	PRV	Austin R Medina	1954-03-06	UHC-50918-06	8027098372	4470 Main St Apt 26, Fresno, CA, 93780	0.78	Phone reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-408190	CLM	Gregory Wang	1960-03-23	UHC-40108-70	7148345056	934 Ocean Ave # 632, Columbus, OH, 43248	0.78	Name re-cased Phone reformatted Member ID reformatted Unit split from street+1 more
ENR-109933	ENR	Benjamin W Wright	1951-07-02	UHC-27704-99	7264832451	6627 Meadow Ln Apt 31, Los Angeles, CA, 90055	0.78	Name re-cased Phone reformatted Unit split from street Plan code upper-cased+1 more
TPA-64283	TPA	Jesse Daniels	1960-11-24	—	—	5751 Elm St # 500, Charlotte, NC, 28238	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
CLM-418888	CLM	Terry Kennedy	1978-01-10	UHC-22890-01	8496869856	5008 Ridge Rd Apt 4, Eden Prairie, MN, 55394	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-136046	ENR	Nathan Shaw	1964-07-12	UHC-67239-74	3357072145	778 Broadway Apt 39, Denver, CO, 80275	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
ENR-132349	ENR	Dan Elliott	1941-12-11	UHC-11181-26	8857090985	4953 Washington St # 595, Eden Prairie, MN, 55370	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
TPA-55105	TPA	Klely Wattson	1987-01-01	—	8166214642	8772 Desert Sky Blvd # 732, Phoenix, AZ, 85015	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-55106	TPA	Klely Wattson	1987-01-01	—	8166214642	8772 Desert Sky Blvd # 732, Phoenix, AZ, 85015	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-118011	ENR	Logan Jones	2003-11-09	UHC-08691-85	3626006416	585 Park Pl Apt 22, Gilbert, AZ, 85200	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-137754	ENR	Diego B Willis	1945-11-19	UHC-55353-42	2887902287	7121 Elm St Apt 3, Tucson, AZ, 85707	0.78	Phone reformatted Member ID reformatted Unit split from street Email lower-cased+1 more
TPA-54360	TPA	Tyler Sullivan	1992-07-06	—	9603215648	1500 Meadow Ln # 377, Miami, FL, 33115	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
ENR-125842	ENR	Donna P Young	1959-04-09	UHC-09777-54	2052221233	9562 Grand Ave # 393, Tampa, FL, 33640	0.78	Phone reformatted Unit split from street Email lower-cased Plan code upper-cased+1 more
ENR-111563	ENR	Alan U Knight	1981-05-03	UHC-51953-77	5239797003	2290 Ridge Rd Apt 6, San Diego, CA, 92168	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+1 more
ENR-128950	ENR	Christopher M Walsh	1990-12-20	UHC-70588-76	5954087714	6003 Palm Dr Apt 25, Sacramento, CA, 95874	0.78	Member ID reformatted Unit split from street City re-cased Whitespace trimmed+1 more
ENR-121244	ENR	Raymond U Dixon	1967-09-10	UHC-48483-58	7249326417	803 Apache Blvd # 566, Gilbert, AZ, 85243	0.78	Name re-cased Phone reformatted Member ID reformatted Unit split from street+1 more
ENR-122383	ENR	Mari H James	2002-01-17	UHC-45794-46	8136419972	9765 Valley View Dr # 803, Dallas, TX, 75213	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-110426	ENR	Heather Guzman	1994-03-07	UHC-74103-47	8756394925	8989 Pine Dr # 462, Minneapolis, MN, 55479	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-132305	ENR	Kevin Austin	1986-03-22	UHC-25825-70	5287715483	8530 Church St Apt 30, Houston, TX, 77081	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
TPA-55234	TPA	Ahmad D Hicks	1956-08-28	—	6405343050	6618 Lincoln Way Apt 37, Sacramento, CA, 95893	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
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
TPA-63539	TPA	Lori Lason	1983-03-11	—	5173724329	1146 Oak St Apt 4, Houston, TX, 77031	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-23977	PRV	Jacob Wbeb	1985-05-07	UHC-07880-02	—	6904 Broadway # 970, Houston, TX, 77048	0.78	Name re-cased Date of birth reformatted Unit split from street Address re-cased+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
TPA-56328	TPA	Linda Weaver	2008-05-21	—	5002717806	3756 Meadow Ln Apt 40, Plano, TX, 75057	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+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
TPA-50797	TPA	Kyle Li	1966-03-10	UHC-58094-35	—	7657 Elm St # 388, Austin, TX, 78774	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-63707	TPA	Sandra Cunningham	1962-04-13	—	—	2627 Jefferson Ave # 820, Los Angeles, CA, 90069	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+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
CLM-416904	CLM	Camila Daniels	1945-06-13	UHC-20797-65	5426017294	2438 Sage Ct Apt 34, Phoenix, AZ, 85053	0.78	Name re-cased Member ID reformatted Unit split from street Whitespace trimmed+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
TPA-50020	TPA	Jack Sims	1988-12-07	UHC-53521-04	—	580 Lincoln Way # 909, Gilbert, AZ, 85258	0.78	Date of birth reformatted Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-426124	CLM	Logan Lucas	1974-09-21	—	5916882130	6921 Harbor Blvd # 471, Plano, TX, 75041	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-412895	CLM	Gregory Delgado	1968-04-21	—	8166737532	4695 Lincoln Way # 739, Austin, TX, 78742	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-58875	TPA	Theresa Tucker	1972-03-03	—	8127805521	884 Maple Ave # 571, San Diego, CA, 92197	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-418086	CLM	Brian Price	1958-10-20	UHC-78316-88	7703849318	2834 Broadway # 231, Las Vegas, NV, 89171	0.78	Phone reformatted Unit split from street Address re-cased Whitespace trimmed+1 more
CLM-409799	CLM	Julie Soto	1988-04-23	UHC-12423-03	3314494120	8093 Jefferson Ave Apt 26, San Diego, CA, 92188	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more

6,994 rows, page 122 of 140Previous Next