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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415539	CLM	Mei Hart	1961-06-13	UHC-61106-25	4926784584	6536 Mesa Dr, Sacramento, CA, 95843	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142584	ENR	Sophia W Burns	1965-11-15	UHC-85946-76	5997284229	9399 Baseline Rd, Tempe, AZ, 85280	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106360	ENR	Ruth E Espinoza	1985-03-03	UHC-67768-80	3072056243	3435 Willow Ct, Columbus, OH, 43296	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-56313	TPA	Arthur Wagner	1938-09-25	UHC-67545-55	4162532653	9144 Desert Sky Blvd, Orlando, FL, 32860	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137763	ENR	Billy Z Vargas	1955-10-23	UHC-55865-83	—	4649 Sage Ct, San Antonio, TX, 78278	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403534	CLM	Kevin Turner	1981-03-07	—	3493617366	3268 Elm St, Gilbert, AZ, 85200	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110294	ENR	John H Schmidt	1942-04-04	UHC-63438-99	6064764660	1232 Main St, Tempe, AZ, 85263	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
CLM-405670	CLM	Diego E Johnston	1956-02-16	—	5688303800	4385 Highland Ave, Sacramento, CA, 95852	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416036	CLM	Priya Edwards	1939-06-03	UHC-25800-96	—	3809 Grand Ave, Seattle, WA, 98135	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-141394	ENR	Jennifer M Schmidt	2003-07-05	UHC-29055-65	6064750635	3969 Camelback Rd, Los Angeles, CA, 90096	0.76	Phone reformatted City re-cased State code upper-cased Gender normalised+2 more
ENR-102363	ENR	Cheryl Red	2008-05-11	UHC-44079-23	3523512838	8264 Broadway, Phoenix, AZ, 85012	0.76	Phone reformatted Address re-cased State code upper-cased Gender normalised+2 more
CLM-415035	CLM	Benjamin Garcia	1939-10-07	UHC-62566-50	7166680938	5928 Market St, Jacksonville, FL, 32254	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-131432	ENR	Cynthia Y Stevens	1970-08-07	UHC-46796-42	8985698829	1388 River Rd, Plano, TX, 75090	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-117335	ENR	Ronald Greene	1946-09-19	UHC-41356-88	8295638523	5228 Apache Blvd, San Diego, CA, 92167	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400169	CLM	Paul Washington	1978-03-11	—	8166778754	3488 Central Ave, San Diego, CA, 92188	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-120716	ENR	Stephanie Chen	1975-04-17	UHC-64339-04	2134513991	6996 Palm Dr, Plano, TX, 75068	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425084	CLM	Peter Smith	1974-03-13	UHC-20983-31	—	1657 Highland Ave, Fresno, CA, 93778	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-122623	ENR	Mari N Hughes	1996-07-12	UHC-57720-47	5718897528	4875 Spring St, Los Angeles, CA, 90096	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-26720	PRV	Ben Fuller	1964-03-15	UHC-11971-67	—	4702 Spring St, Nashville, TN, 37237	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-125633	ENR	Robert Myerrs	1983-02-02	UHC-48943-31	2696268781	4724 Broadway # 449, San Diego, CA, 92161	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-400726	CLM	Dennis Harris	1972-01-02	UHC-62668-30	9245682766	4701 Sage Ct, Mesa, AZ, 85271	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408044	CLM	Raymond Wang	1998-06-20	UHC-11893-72	9377401464	3527 Union St Apt 19, Plano, TX, 75061	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
TPA-58116	TPA	Henry Wells	1938-11-01	—	—	539 Lincoln Way, Plano, TX, 75092	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-400347	CLM	Jason Marquez	1950-12-14	UHC-83429-95	7564972007	8824 Ocean Ave, Charlotte, NC, 28294	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-138390	ENR	Eugene Elliott	2000-07-24	UHC-39633-75	3182936242	7124 Bayshore Dr, Tucson, AZ, 85766	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-108639	ENR	Tyler Young	1980-07-21	UHC-00161-11	—	7471 Ocean Ave, Tampa, FL	0.76	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+2 more
ENR-100089	ENR	Amber E Wells	1979-06-25	UHC-31236-97	2665950799	299 Meadow Ln, Houston, TX, 77014	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-402381	CLM	Alan O Garza	1955-01-28	UHC-67562-83	4739159766	8771 Canyon Rd, Phoenix, AZ, 85074	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108582	ENR	Evelyn Kennedy	2008-02-27	UHC-55804-74	2867040631	2565 Willow Ct, Chandler, AZ, 85287	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416668	CLM	Samatnha Henderson	1945-01-13	—	5783864169	2943 Canyon Rd, Jacksonville, FL, 32266	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-424033	CLM	Megan Kim	2008-03-28	—	8206878393	7004 Cedar Ln, Tampa, FL, 33672	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-408621	CLM	Kyle Vega	1943-01-08	—	—	7308 Harbor Blvd, Miami, FL, 33134	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-408622	CLM	Kyle Vega	1943-01-08	—	—	7308 Harbor Blvd, Miami, FL, 33134	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-106696	ENR	William J Dominguez	1971-05-26	UHC-78896-13	4583567555	7833 Baseline Rd, Columbus, OH, 43213	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
TPA-52999	TPA	Keith Valdez	1972-04-23	—	5934525585	9071 Desert Sky Blvd, Austin, TX, 78743	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-106464	ENR	Wei Harrison	1954-03-02	UHC-67650-36	4509689142	4925 Maple Ave, Gilbert, AZ, 85203	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-20175	PRV	Daniel Y Burton	—	—	7544322656	8924 Canyon Rd, Phoenix, AZ, 85021	0.76	Name re-cased Date of birth missing Phone reformatted State code upper-cased+2 more
ENR-107243	ENR	Martha Harper	1950-11-13	UHC-12294-21	5035220517	7781 Market St, Minneapolis, MN, 55446	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-108471	ENR	Brennda H Santiago	1967-10-26	UHC-47380-81	6447876624	2859 Pine Dr, San Diego, CA, 92159	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-27113	PRV	Sarah Reed	1945-11-23	—	4773336920	5662 Oak St, Los Angeles, CA, 90052	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25355	PRV	William Ryan	1991-12-16	—	2524274978	8692 Forest Ave, Nashville, TN, 37202	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415202	CLM	Emily Contreras	1984-11-12	UHC-92691-05	—	1247 Baseline Rd, San Antonio, TX, 78220	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432388	CLM	Walter Santos	1946-09-15	UHC-32733-19	6715910608	8694 Baseline Rd, Nashville, TN, 37234	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28068	PRV	Janet Dixon	1983-02-25	—	3052815865	6872 Palm Dr, Seattle, WA, 98184	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413308	CLM	Cynthia M Ray	1944-07-28	UHC-77905-14	—	2807 Lake View Rd, Houston, TX, 77071	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411699	CLM	Elijah Garza	1955-08-02	UHC-38088-77	3632254182	5045 Broadway, Eden Prairie, MN, 55350	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted Address re-cased+2 more
CLM-413233	CLM	Diaan J Valdez	1999-11-04	UHC-88091-78	6172462764	4552 Sage Ct, Las Vegas, NV, 89167	0.76	Two-digit birth year Phone reformatted City re-cased State code upper-cased+2 more
TPA-54565	TPA	Denise Hanson	1967-10-24	—	—	5749 Willow Ct, Sacramento, CA, 95867	0.76	Date of birth reformatted State code upper-cased Gender normalised Plan code upper-cased+2 more
CLM-409312	CLM	Douglas Pierce	1939-01-26	—	—	2467 Church St, Glendale, AZ, 85304	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-57636	TPA	Jacob Russell	1961-03-27	—	—	2233 Broadway, Dallas, TX, 75284	0.76	Date of birth reformatted Phone missing area code Address re-cased State code upper-cased+2 more

4,010 rows, page 46 of 81Previous Next