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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413884	CLM	Patricia Petel	1958-07-09	—	7033724602	3400 Central Ave, Nashville, TN, 37256	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123592	ENR	Daniel G Marquez	1957-01-11	UHC-27316-13	4324113358	4511 Meadow Ln, Tampa, FL, 33664	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-408749	CLM	Patty Gomez	1940-10-24	UHC-71807-52	—	3964 Highland Ave, Scottsdale, AZ, 85299	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424375	CLM	Mari Bowman	1966-12-13	—	—	6396 Indian School Rd, Eden Prairie, MN, 55375	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-107703	ENR	Mgan N Wilson	1938-09-13	UHC-23279-44	5693176233	9365 Jefferson Ave, Gilbert, AZ, 85278	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140887	ENR	Ahmed J Castro	1947-09-25	UHC-57979-50	5233484164	7417 Park Pl, Tucson, AZ, 85763	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109353	ENR	Mateo Taylor	1978-02-24	UHC-48830-68	8673324034	4707 Church St, Denver, CO, 80203	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129024	ENR	Jason Espinoza	1941-09-04	UHC-85301-17	4345411814	764 Indian School Rd, Dallas, TX, 75202	0.62	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more
PRV-29057	PRV	Bobby Arnold	1987-06-23	UHC-31712-74	7503559603	9386 Harbor Blvd, Columbus, OH, 43263	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27504	PRV	Ethan Spencer	2002-01-09	UHC-46162-88	2807486166	8718 Ocean Ave, Atlanta, GA, 30361	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27503	PRV	Ethan Spencer	2002-01-09	UHC-46162-88	2807486166	8718 Ocean Ave, Atlanta, GA, 30361	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142359	ENR	Rachel Wallace	1996-08-06	UHC-99092-84	—	1465 Camelback Rd, Minneapolis, MN, 55450	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-132485	ENR	Valentina L Roberts	1942-02-27	UHC-23942-76	3484015934	3276 Highland Ave, Fresno, CA, 93784	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121475	ENR	Hiroshi Z Sanchez	1999-06-15	UHC-87722-88	—	5705 Union St, Sacramento, CA, 95809	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
ENR-110532	ENR	Brian C Schmidt	1958-10-15	—	5882885313	1569 Sunset Blvd, Tempe, AZ, 85296	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
CLM-401569	CLM	Hannah Coleman	1957-12-14	UHC-98061-34	—	295 Desert Sky Blvd, Minneapolis, MN, 55409	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127942	ENR	Vincent Diaz	1958-10-01	UHC-09083-91	3337818612	8104 Lincoln Way # 427, Seattle, WA, 98147	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-59765	TPA	Patrick Orteega	2001-07-20	—	8212622405	348 Cedar Ln, Atlanta, GA, 30305	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28026	PRV	Gregry Sandoval	1980-02-21	—	3753785007	1634 Mesa Dr, Jacksonville, FL, 32266	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131846	ENR	Joe Bishop	1988-10-18	UHC-08767-48	5279154620	6422 Harbor Blvd, Nashville, TN, 37273	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133645	ENR	Willie Richardson	1974-11-11	UHC-00108-35	6152421262	1339 Cedar Ln, Austin, TX, 78703	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423679	CLM	Lawrence Gomez	1999-08-14	UHC-68241-40	7949876641	6422 Harbor Blvd, Denver, CO, 80277	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423680	CLM	Lawrence Gomez	1999-08-14	UHC-68241-40	7949876641	6422 Harbor Blvd, Denver, CO, 80277	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58730	TPA	Ronald Fowler	2001-04-05	—	8608026760	1894 Elm St, Glendale, AZ, 85370	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58731	TPA	Ronald Fowler	2001-04-05	—	8608026760	1894 Elm St, Glendale, AZ, 85370	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415090	CLM	Daniel K Reid	1939-01-23	UHC-18514-12	—	8395 Camelback Rd, Columbus, OH, 43209	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104705	ENR	Jeffrey B Butler	1961-04-09	UHC-23786-41	5206609486	689 Church St, Fresno, CA, 93765	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412007	CLM	Julia Cook	1977-05-13	—	—	9050 Highland Ave, Scottsdale, AZ, 85217	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411262	CLM	Adam Bailey	1993-04-26	—	5936105188	8267 Sage Ct, Fresno, CA, 93726	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-127723	ENR	Robert Z Perez	1995-06-13	UHC-74612-05	9224637523	309 Church St, Phoenix, AZ, 85067	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-427249	CLM	Joshua Rose	1961-09-22	—	7095299155	7769 Ridge Rd, Minneapolis, MN, 55456	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137784	ENR	Ryan Washington	1986-04-02	UHC-71334-44	4432045515	7264 Lincoln Way, Glendale, AZ, 85361	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105560	ENR	Terry N Gray	1939-08-14	UHC-40056-35	6637867528	1181 Apache Blvd, Plano, TX, 75083	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411637	CLM	Susan E Coleman	1952-10-13	UHC-57625-86	3484770801	355 Mountain View Dr, Tempe, AZ, 85208	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140230	ENR	Julie S Miller	1955-10-16	UHC-57553-35	3925727898	2515 Elm St, Tucson, AZ, 85770	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401661	CLM	Christina Sandoval	1983-12-28	—	6713807910	257 Meadow Ln, Fresno, CA, 93762	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105566	ENR	Austin Williamson	1994-05-28	UHC-58117-31	3649752513	6313 Bayshore Dr, Tempe, AZ, 85292	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120992	ENR	Billy M Fuller	1961-03-05	UHC-50232-64	2473987039	4442 Ocean Ave, Eden Prairie, MN, 55326	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
CLM-432169	CLM	Logan Morrison	1992-11-08	UHC-83355-82	8263121989	7541 Canyon Rd, Phoenix, AZ, 85043	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114309	ENR	Teresa R Payne	1959-09-23	UHC-81632-20	7242527163	6952 Grand Ave, Dallas, TX, 75229	0.62	Name split from “Last, First”Phone reformatted State code upper-cased ZIP+4 trimmed+3 more
ENR-139834	ENR	Wayne Bryant	1973-10-07	UHC-92838-08	2753238938	3838 Hillcrest Rd, Mesa, AZ, 85255	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-23492	PRV	Joshua Ross	1989-12-07	—	2955334474	3415 Pine Dr, Miami, FL, 33128	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430077	CLM	Joyce Hughes	1975-01-28	UHC-03319-12	—	4430 Park Pl, Atlanta, GA, 30309	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417614	CLM	Christopher Johnson	1986-12-21	UHC-69482-09	—	2472 Highland Ave, Mesa, AZ, 85246	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108123	ENR	Christian Hduson	1982-04-04	UHC-25514-58	4258402247	3963 Jefferson Ave, Denver, CO, 80255	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107537	ENR	Anthony X Fox	1958-07-09	UHC-20928-76	9792049229	3622 Desert Sky Blvd, Eden Prairie, MN, 55305	0.62	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
CLM-409137	CLM	Teresa Munoz	1989-10-02	UHC-84425-40	8067678348	3237 Palm Dr, Orlando, FL, 32890	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124116	ENR	Ashley M Nelson	1996-12-25	UHC-79695-84	9554781769	417 Willow Ct, Seattle, WA, 98129	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115359	ENR	Alexander L Cruz	1960-08-28	UHC-39381-75	5889121293	2134 Union St, Tampa, FL, 33639	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-136366	ENR	Albert B Chavez	1998-08-22	UHC-44798-07	5733804728	1017 Central Ave, San Antonio, TX, 78233	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

8,263 rows, page 63 of 166Previous Next