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 name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426280	CLM	Donald S Morales	1965-12-15	UHC-67538-62	8892940574	9049 Ridge Rd, Atlanta, GA, 30395	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-116395	ENR	Wayne Jimenez	1947-09-19	UHC-99311-81	—	6566 Pine Dr, Nashville, TN, 37257	0.78	Name re-cased Member ID reformatted City re-cased State name converted to code+1 more
PRV-27906	PRV	Ethan Rogers	1938-12-18	UHC-76883-32	8694389533	1672 Spring St, San Antonio, TX, 78251	0.78	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+1 more
ENR-108128	ENR	Ronald U Reed	1947-10-26	UHC-65610-09	7372074862	9356 Forest Ave, Jacksonville, FL, 32254	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-138992	ENR	Christina Jimenez	1944-06-26	UHC-96348-19	5794924252	1998 Desert Sky Blvd, Scottsdale, AZ, 85279	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
CLM-427972	CLM	Hannah Bell	1960-01-21	UHC-89444-27	—	9030 Market St, Plano, TX, 75019	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-424687	CLM	Tresa Johnson	1944-11-06	—	2097641862	6582 Ocean Ave, Seattle, WA, 98152	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-402738	CLM	Thomas Nelson	1942-02-19	UHC-93004-63	3589653285	9609 Lincoln Way, Charlotte, NC, 28202	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-134510	ENR	Eugene C Grant	1972-01-10	UHC-90493-22	2748187226	680 Sage Ct, Chandler, AZ, 85276	0.78	Name re-cased State name converted to code Email lower-cased Plan code upper-cased+1 more
CLM-431906	CLM	Melissa Hudson	2007-09-06	UHC-49229-90	—	1746 Grand Ave, Gilbert, AZ, 85210	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-411413	CLM	Scott N Elliott	1983-11-11	UHC-82085-28	5012428848	5169 Broadway, Austin, TX, 78704	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
PRV-20905	PRV	Joyce L Hunt	1983-08-26	UHC-86921-20	2477112906	2307 Sage Ct, Phoenix, AZ, 85069	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-431730	CLM	Elizabeth Pierce	1970-02-24	UHC-88301-75	8745917377	1754 Union St, Atlanta, GA, 30337	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-428275	CLM	Pamela Edwards	2002-04-27	UHC-56282-29	7928686247	6075 Meadow Ln, Mesa, AZ, 85215	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-431220	CLM	Donna Morris	2003-07-27	UHC-81537-62	5336851073	7992 Elm St, Nashville, TN, 37284	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-431221	CLM	Donna Morris	2003-07-27	UHC-81537-62	5336851073	7992 Elm St, Nashville, TN, 37284	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
PRV-22388	PRV	Shirlay Welch	1944-11-10	—	5096102614	5380 Washington St, Miami, FL, 33147	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
ENR-124060	ENR	Tyler R Wng	2006-10-02	UHC-44302-51	5778173676	3487 Broadway, Gilbert, AZ, 85223	0.78	Name re-cased Member ID reformatted State name converted to code Whitespace trimmed+1 more
TPA-62200	TPA	Margaret Ryan	1961-09-12	—	2418857734	3627 Mountain View Dr, Nashville, TN, 37229	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-113568	ENR	Edward Q Cole	1994-09-24	UHC-33289-65	9093891581	9543 Forest Ave, Fresno, CA, 93763	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-138780	ENR	Bradley Porter	2006-03-12	UHC-23306-28	8826185903	6298 Maple Ave, Fresno, CA, 93729	0.78	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed+1 more
TPA-55938	TPA	Jennifer Auilar	1938-06-12	—	—	1514 Harbor Blvd, Gilbert, AZ, 85210	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-102290	ENR	Lnida B Harper	1977-11-26	UHC-73028-18	—	7545 Lake View Rd, Houston, TX, 77012	0.78	Name re-cased State name converted to code Plan code upper-cased Whitespace trimmed+1 more
ENR-120742	ENR	Emily Fuller	1975-06-24	UHC-91168-07	8832622974	5073 Sunset Blvd, Miami, FL, 33196	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
TPA-50668	TPA	Patrick Henry	1975-08-15	UHC-39305-02	6152268122	4132 Palm Dr, Glendale, AZ, 85350	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-105208	ENR	Omar Stewart	1954-07-03	UHC-95053-34	5494679807	767 Park Pl, Miami, FL, 33104	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-428487	CLM	Randy Meyer	1955-09-16	UHC-67823-81	3629519984	7951 Valley View Dr, Nashville, TN, 37248	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
TPA-50579	TPA	Angela Myers	2003-01-09	—	—	3652 Oak St, Jacksonville, FL, 32238	0.78	Date of birth reformatted State name converted to code Plan code upper-cased Whitespace trimmed+1 more
CLM-420799	CLM	Carlos Maldonado	1990-01-17	—	5779465880	4567 Cedar Ln, Mesa, AZ, 85218	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-21333	PRV	Sophia Howell	1997-04-28	—	4924674792	2377 Apache Blvd, San Diego, CA, 92144	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-115438	ENR	Jordan N Beverly	1940-11-16	UHC-93897-11	7103149946	4835 Sunset Blvd, Tampa, FL, 33639	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
TPA-53263	TPA	Shirley Walsh	1970-02-11	UHC-61247-35	—	4744 Lincoln Way, Sacramento, CA, 95852	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-112355	ENR	Evelyn Andrews	1946-01-27	UHC-11362-59	2375136768	6943 Apache Blvd, San Antonio, TX, 78242	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
TPA-57583	TPA	Smith Andrew	1962-10-28	UHC-95354-62	9562974725	5777 Harbor Blvd, Gilbert, AZ, 85213	0.78	Member ID reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-116627	ENR	Shirley Coleman	1954-03-14	UHC-09588-07	4288420235	6553 Lake View Rd, Austin, TX, 78755	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
TPA-59607	TPA	Vincent Littel	1980-02-28	—	6794154910	1858 Market St, Phoenix, AZ, 85033	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-113756	ENR	Heather Q Crawford	1966-01-27	UHC-40219-93	9885618634	5137 Ridge Rd, Chandler, AZ, 85286	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
TPA-57862	TPA	Gregory Lynch	1968-08-02	—	7727890288	4885 Lincoln Way, Atlanta, GA, 30395	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-100618	ENR	Peggy Chavez	1951-03-19	UHC-92419-11	8756610430	5663 Spring St, Minneapolis, MN, 55457	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-117206	ENR	Sean W Berry	1969-09-12	UHC-17584-75	4473950926	8863 Harbor Blvd, Dallas, TX, 75213	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
PRV-24796	PRV	Brittany Bennett	1976-03-01	UHC-13990-39	2598768170	8266 Central Ave, Gilbert, AZ, 85298	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-133642	ENR	Karen Warren	1955-07-06	UHC-82850-96	—	8255 Sunset Blvd, Tucson, AZ, 85723	0.78	Name re-cased Date of birth reformatted State name converted to code Email lower-cased+1 more
CLM-400450	CLM	Margaret Chavez	1951-03-19	UHC-92419-11	—	5663 Spring St, Minneapolis, MN, 55457	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-120301	ENR	Bill J Reynolds	1951-06-25	UHC-07356-49	5255036693	6551 Main St, Nashville, TN, 37247	0.78	Name re-cased Member ID reformatted City re-cased State name converted to code+1 more
CLM-421599	CLM	Jacob Ramirez	1979-06-01	—	—	6959 Willow Ct, Tempe, AZ, 85296	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
PRV-27198	PRV	Charles C Reynolds	1961-09-26	UHC-64561-81	—	6382 Apache Blvd, Orlando, FL, 32824	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
ENR-120553	ENR	Sarah Payne	1991-06-06	UHC-17580-57	6068804168	5798 Harbor Blvd, Houston, TX, 77041	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-424579	CLM	Austin Bell	1993-05-10	—	6619454875	1433 Maple Ave, Miami, FL, 33150	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-408735	CLM	Bryan Wheeler	2000-01-22	—	—	9384 Mountain View Dr, Nashville, TN, 37209	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-427785	CLM	Shirley Vasquez	1997-08-15	UHC-77814-68	7012862573	9094 Apache Blvd, Atlanta, GA, 30320	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more

9,084 rows, page 154 of 182Previous Next