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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133800	ENR	Josh Rios	1968-05-18	UHC-07268-37	5199577640	8168 Cedar Ln, Las Vegas, NV, 89137	0.82	Name split from “Last, First”Phone reformatted Email lower-cased
CLM-407638	CLM	Ana Mason	2002-01-10	—	3122246069	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-125714	ENR	Ashley B Munoz	1962-02-26	UHC-16662-97	5102809704	776 Apache Blvd, Nashville, TN, 37282	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-111915	ENR	Sara Schmidt	1983-10-15	UHC-29342-37	2524864766	6820 Willow Ct, Nashville, TN, 37275	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
CLM-405491	CLM	Jacob Rivera	2005-08-21	UHC-66815-32	4562957222	5445 Union St, Columbus, OH, 43255	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-124655	ENR	Randy Z Fisher	1984-01-26	UHC-09845-24	8405547906	772 Harbor Blvd, Atlanta, GA, 30393	0.82	Name split from “Last, First”Phone reformatted City re-cased
CLM-415629	CLM	Hannah Dunn	1973-09-11	UHC-05051-44	—	9272 Mountain View Dr, Dallas, TX, 75217	0.82	Name split from “Last, First”Plan code upper-cased Placeholder values cleared
CLM-413642	CLM	Lauren Hill	1970-11-09	UHC-71517-82	—	7973 Park Pl, Denver, CO, 80283	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
ENR-109949	ENR	Sharon U Padilla	1950-03-21	UHC-14797-13	4465470592	8230 Broadway, Charlotte, NC, 28252	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
CLM-404624	CLM	Juan D Mendez	1945-09-16	UHC-10330-89	2369962654	6100 Oak St, Mesa, AZ, 85249	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-140729	ENR	Christina C Stevens	1981-02-26	UHC-93198-32	9553889361	7604 Oak St, Jacksonville, FL, 32201	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-113579	ENR	Fatima Hanson	1988-07-20	UHC-50584-60	9428086270	1122 Lincoln Way, San Antonio, TX, 78290	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-421983	CLM	Albert Diaz	1944-07-06	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-418093	CLM	Kathryn Jenkins	1979-07-12	UHC-10064-66	—	—	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
ENR-103108	ENR	Gloria B Sims	1994-10-26	UHC-87592-87	6739183266	1671 Grand Ave, Glendale, AZ, 85310	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
TPA-51303	TPA	Aaron Gilbert	1981-09-11	—	5335187121	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-421004	CLM	Debra L Garza	1984-04-28	UHC-51147-76	—	6588 Ocean Ave, Columbus, OH, 43243	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-117685	ENR	Joshua Wright	1965-03-19	UHC-71174-31	3802215070	7265 Desert Sky Blvd, Chandler, AZ, 85273	0.82	Name split from “Last, First”Phone reformatted Email lower-cased
ENR-131993	ENR	Gerald Olson	2002-01-08	UHC-86329-56	—	5297 Pine Dr, Jacksonville, FL, 32246	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-131439	ENR	Alexander Robertsoon	1986-05-01	UHC-20832-08	5566865045	7728 Lincoln Way, Chandler, AZ, 85222	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
PRV-29239	PRV	Ethan Kim	1972-01-09	—	4367579202	3734 Grand Ave, Gilbert, AZ, 85213	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
PRV-22543	PRV	Deborah Jenkins	2002-05-05	—	5882734313	8137 Central Ave, Houston, TX, 77004	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-50915	TPA	Rachel Espinoza	1955-09-10	UHC-13174-25	—	4838 Hillcrest Rd, Los Angeles, CA, 90052	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
TPA-60893	TPA	Jerry Lawrence	1950-12-23	UHC-09319-18	—	1879 Lincoln Way, Houston, TX, 77085	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-407983	CLM	Sara Watson	1981-05-08	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-59044	TPA	Gregory Hudson	1968-08-14	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-59043	TPA	Gregory Hudson	1968-08-14	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-402567	CLM	Logan Santos	1972-02-24	UHC-71830-89	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-25531	PRV	Gary Tucker	2000-06-04	UHC-38611-50	4186964420	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-423769	CLM	Virginia Maldonado	2006-02-18	—	—	4553 Main St, Sacramento, CA, 95889	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-429885	CLM	Ann Garrett	1938-12-18	UHC-63615-33	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-400117	CLM	Bobby X Silva	1966-06-25	UHC-38822-20	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-138007	ENR	Patrick O Murphy	1945-02-08	UHC-35690-45	9155594540	1334 Desert Sky Blvd, Glendale, AZ, 85350	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
TPA-52431	TPA	Denise Dunn	1945-05-11	—	3797197048	5263 Sunset Blvd, Tempe, AZ, 85239	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-100870	ENR	William L Spencer	2003-07-20	UHC-77918-24	7996100622	6014 Baseline Rd, Sacramento, CA, 95821	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
TPA-62975	TPA	Angela Estrada	1999-03-05	—	8085122748	5971 Camelback Rd, San Diego, CA, 92156	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-115970	ENR	Jona Watson	1998-11-06	UHC-11397-20	7533333706	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
PRV-22292	PRV	Beverly G Padilla	1954-10-26	UHC-35803-15	5395348170	6136 Park Pl, Mesa, AZ, 85225	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-115827	ENR	Patrikia G Munoz	1947-10-21	UHC-15571-41	9294153586	3866 Union St, Tucson, AZ, 85757	0.82	Name split from “Last, First”Member ID reformatted State code upper-cased
CLM-414286	CLM	Megan Watson	1975-04-10	UHC-62910-31	—	257 Pine Dr, Miami, FL, 33164	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-24134	PRV	Lori Rice	1950-07-23	UHC-02844-10	2503648762	5646 Cedar Ln, Mesa, AZ, 85298	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-416491	CLM	Bruce Gray	1977-11-28	UHC-09823-62	2462198927	2080 River Rd, Nashville, TN, 37249	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
CLM-424744	CLM	Christine Z Le	1976-04-22	—	—	6862 Ridge Rd, San Antonio, TX, 78299	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-136254	ENR	Hiroshi D Hernandez	1993-12-05	UHC-63470-17	2043647367	9765 Baseline Rd, Glendale, AZ, 85304	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-411740	CLM	Priya Tucker	1981-02-07	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-64185	TPA	Melissa Fox	1979-10-28	—	3326363708	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-117483	ENR	Madison Ruiz	1943-07-03	UHC-85930-69	3316647977	3861 Spring St, Tampa, FL, 33643	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
CLM-407948	CLM	Judy Lawrence	2008-01-26	—	6455272299	6788 Lincoln Way, Miami, FL, 33197	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
PRV-29536	PRV	Amy Grant	1983-06-11	UHC-34713-39	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-128011	ENR	Frances R Grant	1979-03-19	UHC-79512-87	8705787534	7335 Broadway, Los Angeles, CA, 90033	0.82	Name split from “Last, First”Address re-cased Whitespace trimmed

9,980 rows, page 179 of 200Previous Next