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-102009	ENR	Ruth H Lopez	1979-04-26	UHC-12394-78	5202067943	1056 Ocean Ave # 794, Dallas, TX, 75255	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
PRV-20384	PRV	Peter Robertson	2003-07-16	UHC-65809-32	8942814396	3414 Broadway Apt 29, Chandler, AZ, 85227	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-20383	PRV	Peter Robertson	2003-07-16	UHC-65809-32	8942814396	3414 Broadway Apt 29, Chandler, AZ, 85227	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-130585	ENR	Deborah I Johnson	1966-12-22	UHC-21336-38	3603121060	1475 Ridge Rd Apt 7, Phoenix, AZ, 85079	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
PRV-26132	PRV	Carolyn Kennedy	1948-08-06	UHC-02309-97	5397528324	5655 Main St # 179, Glendale, AZ, 85336	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
TPA-52705	TPA	Catherine Taylor	1965-12-12	UHC-44781-53	—	7245 Hillcrest Rd Apt 11, Chandler, AZ, 85253	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-54017	TPA	Juan Kim	1965-09-28	—	—	8159 River Rd Apt 23, Nashville, TN, 37259	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-24192	PRV	Deborah Yang	1976-08-28	UHC-58910-71	7577520889	4152 Lincoln Way # 696, Orlando, FL, 32843	0.80	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed
ENR-131981	ENR	Ana P Burns	2008-04-14	UHC-01372-41	9044077794	5119 Willow Ct # 425, Dallas, TX, 75272	0.80	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed
CLM-428293	CLM	Wayne V Ray	2003-12-15	UHC-38341-12	2209994971	1480 Jefferson Ave Apt 7, Dallas, TX, 75296	0.80	Phone reformatted Member ID reformatted Unit split from street Placeholder values cleared
CLM-412140	CLM	Ronnald Alexander	1990-01-09	—	5356360269	4525 Union St # 360, Jacksonville, FL, 32229	0.80	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed
CLM-408667	CLM	Ruth I Fisher	1968-10-20	UHC-47109-24	—	5096 Broadway # 210, Los Angeles, CA, 90091	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-140986	ENR	Betty D Stevens	1970-06-23	UHC-37763-62	3338990718	9098 Desert Sky Blvd Apt 22, Nashville, TN, 37258	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
CLM-431388	CLM	Wayne Howard	1957-01-13	—	—	3649 Ridge Rd Apt 26, Fresno, CA, 93718	0.80	Date of birth reformatted Unit split from street Email lower-cased Placeholder values cleared
CLM-402451	CLM	Bevverly Miller	1938-01-27	UHC-85811-35	—	7645 Central Ave Apt 37, San Diego, CA, 92180	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
ENR-125857	ENR	Mason J Coleman	1945-03-06	UHC-85729-88	—	8309 Harbor Blvd # 554, Nashville, TN, 37266	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
ENR-124561	ENR	Gary Brown	1950-01-24	UHC-63458-01	4588476731	5247 Jefferson Ave # 952, Tucson, AZ, 85789	0.80	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased
ENR-105786	ENR	Alexis Edwards	1976-03-25	UHC-56268-01	2863973708	561 Indian School Rd Apt 29, San Antonio, TX, 78201	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-423593	CLM	Becky T Rodrigueez	1996-06-08	—	4757714074	1058 Lake View Rd # 354, Denver, CO, 80214	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-100240	ENR	Amy G Davis	1954-01-25	UHC-51358-12	8135433571	6945 Grand Ave Apt 7, San Diego, CA, 92132	0.80	Phone reformatted Unit split from street Email lower-cased Whitespace trimmed
CLM-417723	CLM	Diane Meyer	1984-01-08	UHC-37316-71	—	6924 Apache Blvd Apt 37, Las Vegas, NV, 89182	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-132804	ENR	Charlotte D Hunter	1980-03-17	UHC-78791-32	6694587562	7332 Park Pl # 734, Plano, TX, 75075	0.80	Name re-cased Phone reformatted Member ID reformatted Unit split from street
ENR-143073	ENR	Charles M Gordon	1943-09-21	UHC-54101-17	—	2811 Desert Sky Blvd # 641, Sacramento, CA, 95830	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-135176	ENR	Rebecca Rodriguez	1964-11-20	UHC-98034-10	6947712326	9840 Ridge Rd # 887, Plano, TX, 75077	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
TPA-51182	TPA	Thomas Soto	1907-03-01	UHC-25252-21	—	3604 Spring St Apt 14, Tempe, AZ, 85201	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
PRV-24340	PRV	Wei Cooper	1944-01-22	—	5506833544	9506 Sunset Blvd # 218, Orlando, FL, 32808	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-126731	ENR	Isabella Garza	1975-04-25	UHC-80809-16	7746165671	1755 Mesa Dr # 733, San Antonio, TX, 78281	0.80	Date of birth reformatted Unit split from street Email lower-cased Placeholder values cleared
CLM-404850	CLM	Heather McDonald	1947-01-09	—	7114969185	634 Apache Blvd Apt 18, Austin, TX, 78773	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-113248	ENR	Samuel N Holmes	1960-02-12	UHC-57779-10	7489567212	378 Willow Ct Apt 14, Eden Prairie, MN, 55322	0.80	Name re-cased Unit split from street City re-cased Whitespace trimmed
CLM-407136	CLM	Laura Stone	1984-10-19	UHC-63188-72	—	5772 Elm St Apt 26, Orlando, FL, 32874	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-408244	CLM	Valentina A Harris	1938-10-17	—	—	2755 Sunset Blvd Apt 19, Glendale, AZ, 85320	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
CLM-408243	CLM	Valentina A Harris	1938-10-17	—	—	2755 Sunset Blvd Apt 19, Glendale, AZ, 85320	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
PRV-27356	PRV	Ralph H Morris	1971-12-28	—	4719739793	2055 Forest Ave Apt 20, Austin, TX, 78718	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-402537	CLM	Elizabeth Gardner	1981-04-12	—	4689284206	7874 Union St # 685, Orlando, FL, 32863	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-416906	CLM	Bobby H Gutierrez	1954-09-11	UHC-90316-10	—	4638 Broadway Apt 34, Gilbert, AZ, 85238	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-142691	ENR	Judy E Chen	1980-06-18	UHC-11040-24	7352380371	7401 Desert Sky Blvd Apt 19, Fresno, CA, 93790	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
CLM-421142	CLM	Maria P Fialds	2001-09-12	UHC-86203-67	8792688239	8076 Highland Ave # 213, Seattle, WA, 98195	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-423307	CLM	Elizabeth Larson	1955-06-12	UHC-23618-99	—	1128 Indian School Rd # 351, Columbus, OH, 43237	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-137143	ENR	Scott Welch	1981-07-13	UHC-80197-78	3428648102	5665 Elm St Apt 21, Denver, CO, 80220	0.80	Member ID reformatted Unit split from street City re-cased Placeholder values cleared
PRV-23517	PRV	Hiroshi Martinez	1946-08-27	—	3742149810	4432 Spring St # 758, Las Vegas, NV, 89182	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-413222	CLM	Janice E Weber	1972-01-16	UHC-82132-71	2904625917	4750 Grand Ave Apt 3, Tucson, AZ, 85715	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
ENR-134324	ENR	Evelyn W Ortega	1989-08-23	UHC-60381-37	2319301873	8689 Grand Ave # 653, San Antonio, TX, 78281	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-134325	ENR	Evelyn W Ortega	1989-08-23	UHC-60381-37	2319301873	8689 Grand Ave # 653, San Antonio, TX, 78281	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-419376	CLM	Albert Ellis	2001-08-08	—	—	860 Ocean Ave # 846, Houston, TX, 77050	0.80	Unit split from street State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-140504	ENR	Ronald Wheeler	2001-02-14	UHC-40273-72	2594435268	1587 Park Pl Apt 17, Plano, TX, 75076	0.80	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed
ENR-124069	ENR	Maraina N James	1986-07-14	UHC-06414-35	—	5211 Maple Ave Apt 40, Austin, TX, 78786	0.80	Date of birth reformatted Unit split from street State code upper-cased Placeholder values cleared
ENR-140377	ENR	Jesse M Bryant	1948-07-25	UHC-24474-58	5714282738	9551 Sunset Blvd Apt 34, Los Angeles, CA, 90089	0.80	Date of birth reformatted Unit split from street Email lower-cased Whitespace trimmed
ENR-123228	ENR	Jason L Austin	1986-11-16	UHC-01733-48	4133484121	5495 Union St # 295, Seattle, WA, 98100	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
ENR-103870	ENR	Carl Morgan	1992-08-12	UHC-90910-90	2293914072	459 Indian School Rd # 951, Los Angeles, CA, 90048	0.80	Phone reformatted Unit split from street City re-cased Whitespace trimmed
ENR-106959	ENR	George Sims	1997-01-02	UHC-90175-74	9832619092	461 Jefferson Ave Apt 13, Plano, TX, 75094	0.80	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street

6,994 rows, page 129 of 140Previous Next