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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420024	CLM	Kayla Richards	1976-01-10	UHC-42568-66	—	2779 Pine Dr, Dallas, TX, 75256	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53988	TPA	Nancy Rios	1945-11-03	—	3529819484	7547 Highland Ave, Columbus, OH, 43286	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425766	CLM	Anthony Hernandez	—	—	5736512891	9401 Central Ave, Orlando, FL, 32845	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-128802	ENR	Grace T Taylor	1987-06-25	UHC-14572-13	5346798505	5460 Grand Ave, San Antonio, TX, 78296	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21408	PRV	Yuki Nguyen	1955-01-22	UHC-27496-70	8686306366	1631 Jefferson Ave, Orlando, FL, 32805	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58900	TPA	Maria E Wells	1946-03-19	—	7306534530	7304 Mountain View Dr, Phoenix, AZ, 85099	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25442	PRV	Isabella N Guerrero	1993-10-01	UHC-86915-27	4148118317	1635 Church St, Sacramento, CA, 95841	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-116894	ENR	Bradley Howard	1942-12-02	UHC-20927-06	9024438375	2391 Indian School Rd, Tempe, AZ, 85203	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426585	CLM	Stephen Alvarado	1990-04-08	UHC-69270-12	7345033997	580 Grand Ave, Scottsdale, AZ, 85217	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403837	CLM	Christopher H Walsh	1987-01-11	UHC-69478-96	6935055116	5458 Indian School Rd, Scottsdale, AZ, 85286	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-130445	ENR	Nicholas Jordan	1977-09-21	UHC-29419-58	4803346486	1304 Hillcrest Rd, Phoenix, AZ, 85082	0.62	Street suffix standardised Address re-cased City re-cased Gender normalised+3 more
CLM-408405	CLM	Marilyn Meyer	1969-04-26	UHC-34872-28	—	7037 Forest Ave, Fresno, CA, 93745	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-412930	CLM	Nicholas Price	1942-09-03	UHC-89676-44	8266868530	5158 Baseline Rd, Fresno, CA, 93794	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406876	CLM	Eugene Fisher	1969-09-25	UHC-45550-42	—	8143 Baseline Rd, Chandler, AZ, 85258	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120096	ENR	Abigail Q Reed	1986-07-19	UHC-99894-11	5374192280	8479 Spring St, Tampa, FL, 33650	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50740	TPA	Dylan Kim	2007-06-24	UHC-93308-26	—	7800 Elm St, Dallas, TX, 75249	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100239	ENR	Yuki S Jenkins	1973-10-25	UHC-89458-27	—	2132 River Rd, Mesa, AZ, 85282	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100238	ENR	Yuki S Jenkins	1973-10-25	UHC-89458-27	—	2132 River Rd, Mesa, AZ, 85282	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138195	ENR	Lauren Wagner	1959-01-09	UHC-76656-69	8106161786	6697 Highland Ave, Seattle, WA	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
CLM-410790	CLM	—Junk	1956-04-26	UHC-38202-11	—	361 Palm Dr, Orlando, FL, 32897	0.62	Date of birth reformatted Phone missing area code City re-cased State code upper-cased+3 more
CLM-402423	CLM	Margaret D Franklin	1941-10-02	UHC-75474-29	8007245347	4443 Central Ave, Gilbert, AZ, 85274	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123577	ENR	Donald G Fernandez	1956-09-28	UHC-09849-83	8946283124	1413 Meadow Ln, Tucson, AZ, 85793	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131594	ENR	Susan Contreras	1964-09-27	UHC-68573-55	4612140376	1830 Maple Ave, San Diego, CA, 92196	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-104702	ENR	Vicky Y Cruz	2005-11-12	UHC-50607-17	8032485984	4496 Bayshore Dr, Sacramento, CA, 95857	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22010	PRV	Charles Lewis	—	—	4777413745	3573 Indian School Rd, Seattle, WA, 98102	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22009	PRV	Charles Lewis	—	—	4777413745	3573 Indian School Rd, Seattle, WA, 98102	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423355	CLM	Cynhia A Luna	1962-05-06	UHC-52161-93	—	8928 Oak St, Gilbert, AZ, 85267	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-59146	TPA	Jacob Jensen	1942-01-19	UHC-74692-41	—	5608 Meadow Ln, Denver, CO, 80260	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23836	PRV	Frances Fields	1951-11-04	—	4146613290	565 Main St, Tempe, AZ, 85239	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23835	PRV	Frances Fields	1951-11-04	—	4146613290	565 Main St, Tempe, AZ, 85239	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424627	CLM	Ann Ferguson	1972-06-28	UHC-46867-34	—	5384 Hillcrest Rd # 706, Columbus, OH, 43278	0.62	Date of birth reformatted Member ID reformatted Unit split from street State code upper-cased+3 more
ENR-123184	ENR	Dylan N Meyer	1984-05-05	—	9836406382	6395 Park Pl Apt 2, Scottsdale, AZ, 85238	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-405579	CLM	Hiroshi Espinoza	1970-07-02	UHC-80972-01	—	689 Pine Dr, San Diego, CA, 92117	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
TPA-50761	TPA	Ethan Le	1939-11-24	—	9253589039	3103 Mesa Dr, Phoenix, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134215	ENR	Kayla W Romero	—	UHC-78382-39	4462071248	6231 Baseline Rd, Dallas, TX	0.62	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+3 more
PRV-25066	PRV	Dick Jacobs	1974-12-03	UHC-92645-71	2947781536	6914 Lincoln Way, Tucson, AZ, 85780	0.62	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more
ENR-133107	ENR	Chapman P Maria	2006-09-26	UHC-47747-76	—	6252 Central Ave, Dallas, TX, 75202	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128343	ENR	Wei V Delgado	1988-10-21	UHC-25539-41	6085835617	5989 Washington St, Eden Prairie, MN, 55384	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26187	PRV	Stephanie Harper	1964-06-15	UHC-74220-77	4434033199	2829 Cedar Ln, Orlando, FL	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-412941	CLM	Pamela H Collins	1942-09-03	UHC-20336-22	3416422463	1992 Meadow Ln, Mesa, AZ, 85242	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140767	ENR	Philip Russell	2000-05-17	UHC-68991-80	5813732144	1105 Maple Ave, Tampa, FL, 33676	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107302	ENR	Timothy T Soto	2005-11-09	UHC-93230-87	3706730342	5441 Sunset Blvd, Phoenix, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-27748	PRV	Dorothy Smith	2003-10-07	UHC-01581-36	5346791797	624 Central Ave, Gilbert, AZ, 85257	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-413394	CLM	Elliott Tyler	1954-01-14	UHC-10283-58	6192587292	6868 Hillcrest Rd, Plano, TX, 75038	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-114461	ENR	Diego M Hicks	1999-10-24	UHC-33928-89	5556305755	517 Church St, Sacramento, CA, 95835	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114460	ENR	Diego M Hicks	1999-10-24	UHC-33928-89	5556305755	517 Church St, Sacramento, CA, 95835	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432811	CLM	Valentina Jacobs	1974-08-06	UHC-49399-41	8957016616	7801 Spring St, Las Vegas, NV, 89133	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55607	TPA	Luis Nelson	2007-06-21	—	—	5017 Sunset Blvd, Seattle, WA, 98115	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425613	CLM	Lauren Ray	1956-01-12	UHC-59761-26	3568097738	9749 Meadow Ln, Orlando, FL, 32822	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122016	ENR	Ralph Sullivan	1944-12-18	UHC-55195-82	9322756294	19 Washington St, Orlando, FL, 32867	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

71,257 rows, page 202 of 1,426Previous Next