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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21863	PRV	Brian Hawkins	1978-08-10	UHC-30150-73	6573612030	1350 Sage Ct, Tucson, AZ	0.80	Member ID reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-100913	ENR	Hannah P Rice	1989-09-19	UHC-84078-38	6585834280	5589 Camelback Rd, Orlando, FL	0.80	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased
ENR-119892	ENR	Dylan Jenkins	2002-08-14	UHC-26712-50	—	4438 Park Pl, Dallas, TX	0.80	Member ID reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-120376	ENR	Natalie V Wilson	2007-08-19	UHC-23648-90	—	3918 Broadway, Tempe, AZ	0.80	Address re-cased City re-cased ZIP missing Email lower-cased
TPA-63873	TPA	Gary Matthews	1945-11-13	—	—	3179 Indian School Rd, Los Angeles, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-427182	CLM	Jacob Patterson	1994-09-20	—	4379098406	3426 Maple Ave, Dallas, TX	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-139401	ENR	Marcus D Carroll	1960-07-21	UHC-11251-99	2376528404	3801 Mesa Dr, Glendale, AZ	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
CLM-411748	CLM	Seean Price	1983-08-27	—	6913146948	8150 Harbor Blvd, Glendale, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-62225	TPA	Ralph N Larson	1978-06-24	—	—	4382 Sage Ct, Atlanta, GA	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-413344	CLM	Joe R Rose	2000-03-27	UHC-80700-65	—	3430 Hillcrest Rd, Los Angeles, CA	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-128296	ENR	Arthur M Meyre	1992-04-20	UHC-52180-35	7442339526	8834 Jefferson Ave, Gilbert, AZ	0.80	Phone reformatted ZIP missing Email lower-cased Whitespace trimmed
ENR-129284	ENR	Charles D Cook	1998-06-25	UHC-52550-77	5102279429	7590 Harbor Blvd, San Diego, CA	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
ENR-112382	ENR	Harold Daniels	2007-11-13	UHC-82658-55	5383983418	3445 Canyon Rd, San Antonio, TX	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
CLM-417363	CLM	Marcus Carpenter	1949-03-08	—	—	92 Park Pl, Columbus, OH	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-417364	CLM	Marcus Carpenter	1949-03-08	—	—	92 Park Pl, Columbus, OH	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-120949	ENR	Charles J Ray	1951-09-17	UHC-94243-94	3932657271	8897 Ridge Rd, Nashville, TN	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-136677	ENR	Ruth Jones	1983-03-16	UHC-19292-41	4379921122	5065 Sage Ct, Fresno, CA	0.80	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing
TPA-52664	TPA	Maria Garcia	1947-07-16	—	—	7132 Sage Ct, Tempe, AZ	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-424382	CLM	Richard Chapman	1999-11-01	—	8314581341	5513 Desert Sky Blvd, Plano, TX	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-405887	CLM	Ethan Robertson	1965-12-09	UHC-07705-11	5363302824	4600 Canyon Rd, Seattle, WA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
ENR-129974	ENR	Alexis W Parker	1988-11-26	UHC-53530-87	4048602689	2479 Harbor Blvd, Austin, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Email lower-cased
PRV-22163	PRV	Bradley Sims	1941-06-23	—	6972065752	5562 Apache Blvd, Mesa, AZ	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-24323	PRV	Emma K Brooks	1972-05-01	UHC-09562-95	2039757599	453 Canyon Rd, Sacramento, CA	0.80	Phone reformatted Member ID reformatted ZIP missing Placeholder values cleared
CLM-432053	CLM	Abigail Webb	1998-07-23	—	—	7718 Harbor Blvd, Chandler, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-118423	ENR	Arjun Hudson	1938-06-17	UHC-28802-41	3532757110	9487 Lake View Rd, Fresno, CA	0.80	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed
CLM-403904	CLM	Ralh Martin	1998-03-07	UHC-12107-12	—	3214 Valley View Dr, Los Angeles, CA	0.80	Member ID reformatted City re-cased ZIP missing Placeholder values cleared
ENR-113084	ENR	Roy Peterson	1968-01-12	UHC-00753-71	8686622624	6642 Broadway, Houston, TX	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-416197	CLM	Justin Jenkins	1957-12-15	—	—	9632 Palm Dr, Scottsdale, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
PRV-22190	PRV	Greg Phillips	1981-07-05	—	—	7908 Forest Ave, Atlanta, GA	0.80	Date of birth reformatted ZIP missing Email lower-cased Placeholder values cleared
ENR-117326	ENR	Christine Carter	1939-10-14	UHC-65972-85	4859587300	4747 Mountain View Dr, Scottsdale, AZ	0.80	Phone reformatted City re-cased ZIP missing Whitespace trimmed
ENR-115368	ENR	Jack Fox	1992-12-01	UHC-34779-09	9334182491	8226 Camelback Rd, Columbus, OH	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
ENR-104994	ENR	Elijah Clark	1940-07-02	UHC-78663-31	9029400104	40 Oak St, Orlando, FL	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
TPA-63652	TPA	Christopher Yang	1961-08-27	—	—	6043 Church St, Chandler, AZ	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-131661	ENR	Roy Campbell	1965-02-19	UHC-44341-02	—	4888 Union St, Phoenix, AZ	0.80	ZIP missing Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-110915	ENR	Denise C Sinngh	1941-07-20	UHC-41176-41	—	3502 Park Pl, Jacksonville, FL	0.80	Date of birth reformatted Member ID reformatted ZIP missing Placeholder values cleared
ENR-127447	ENR	Isabella Q Perkins	1973-04-10	UHC-70483-93	8794934207	3173 Valley View Dr, Jacksonville, FL	0.80	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed
TPA-51641	TPA	Mariana G Bradley	1961-08-08	—	7159317768	3194 Sunset Blvd, Seattle, WA	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
ENR-102840	ENR	Kevin Garcia	1941-09-07	UHC-43353-66	7767848302	482 Meadow Ln, Seattle, WA	0.80	Name re-cased Phone reformatted City re-cased ZIP missing
TPA-58383	TPA	Aisha Morrison	2006-04-13	—	—	3540 Maple Ave, Houston, TX	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
ENR-134907	ENR	Billy Vargas	1979-06-16	UHC-78702-65	8096138191	1933 Maple Ave, Tempe, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
ENR-134906	ENR	Billy Vargas	1979-06-16	UHC-78702-65	8096138191	1933 Maple Ave, Tempe, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
TPA-56678	TPA	Lisa D Shaw	1989-08-06	UHC-91238-33	7452588793	3486 Elm St, San Diego, CA	0.80	Phone reformatted City re-cased ZIP missing Placeholder values cleared
ENR-121018	ENR	Mei O Gutierrez	1938-05-20	UHC-84866-69	5312188266	1135 Pine Dr, Jacksonville, FL	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-418657	CLM	Tucker Gay	2000-06-04	UHC-38611-50	—	5434 Desert Sky Blvd, Orlando, FL	0.80	Name re-cased ZIP missing Email lower-cased Placeholder values cleared
ENR-106728	ENR	Carol W Fishar	1991-11-18	UHC-37873-37	8314067611	5545 Park Pl, Scottsdale, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-422378	CLM	Hiroshi V Gonzales	1986-06-12	UHC-70398-64	2936217265	1483 Canyon Rd, Houston, TX	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP missing
TPA-60407	TPA	Virginia Burton	1994-09-10	—	—	210 River Rd, Dallas, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
ENR-137930	ENR	Russell M Evans	1983-11-13	UHC-22065-13	8488345530	9073 Park Pl, Seattle, WA	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
CLM-407246	CLM	Grace Hayes	1964-09-27	UHC-70367-18	2225621741	4935 Apache Blvd, Orlando, FL	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-432621	CLM	Walter T Rios	1956-10-13	UHC-18644-99	—	3523 Broadway, Chandler, AZ	0.80	Name re-cased Address re-cased ZIP missing Placeholder values cleared

7,146 rows, page 128 of 143Previous Next