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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417474	CLM	William Patterson	1974-02-18	UHC-70673-52	—	9035 Sunset Blvd, Miami, FL, 33172	0.62	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136986	ENR	Tim L Walkar	—	UHC-34814-20	5833028834	5513 Baseline Rd, Denver, CO, 80252	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-423003	CLM	Robert Maldonado	1994-03-20	UHC-70978-88	—	8660 Valley View Dr, Orlando, FL, 32850	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417423	CLM	Jimmy Crawford	1974-01-28	UHC-30066-13	9225568912	3463 Washington St, Tampa, FL, 33670	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-134958	ENR	Laura Q Cllins	1953-05-24	UHC-74766-94	2935447716	9697 Ridge Rd, Scottsdale, AZ, 85292	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25052	PRV	Gerald Jenkins	—	—	5225566908	9796 Desert Sky Blvd, Chandler, AZ, 85242	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131268	ENR	Karen V Dominguez	1973-11-12	UHC-46479-04	4584982118	6164 Baseline Rd, Denver, CO, 80253	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-121132	ENR	Lauren Simpson	1988-04-10	UHC-91816-32	2107913260	961 Baseline Rd, Tampa, FL, 33675	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401423	CLM	Maria Singgh	1983-05-20	UHC-69979-70	5963582387	8998 Jefferson Ave, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110918	ENR	Susan D Tran	1973-09-27	UHC-98859-82	4749544586	5965 Church St, Gilbert, AZ, 85272	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413765	CLM	Virginia Park	1957-02-18	UHC-36087-66	9038891474	8609 Canyon Rd, Tampa, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105267	ENR	Jeffrey F Padilla	—	UHC-92939-82	8442770009	7220 Main St, Tampa, FL, 33639	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-132561	ENR	Walter Hoffman	1983-11-01	UHC-14510-58	9073910871	1576 Elm St, Orlando, FL, 32865	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53746	TPA	Mateo P Hill	1970-07-15	—	8406903357	2581 Elm St, Eden Prairie, MN, 55315	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117093	ENR	Kayla L Reid	2003-09-12	UHC-98078-99	9277256579	2115 Market St Apt 14, Sacramento, CA, 95845	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-26680	PRV	Megan Carter	1953-09-14	UHC-16129-53	4674071961	2354 Canyon Rd, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114562	ENR	Kelly Y Miller	2002-02-21	UHC-07876-34	9116778377	5278 Valley View Dr, Houston, TX, 77003	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-405285	CLM	Daniel Perkins	2003-03-06	UHC-34433-03	7527978181	275 Palm Dr, Tucson, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-424120	CLM	Judy Watkins	1973-04-08	UHC-12017-24	—	5633 Market St, Columbus, OH, 43270	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407376	CLM	Diana Jacobs	2008-11-10	—	8883737288	5990 Mountain View Dr, Orlando, FL, 32818	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132183	ENR	Stephen E Soto	1957-10-24	UHC-38096-98	3472630417	422 Indian School Rd, Austin, TX, 78749	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126560	ENR	Mary Hanson	1998-04-23	UHC-91491-66	8015075381	5348 Willow Ct, Gilbert, AZ, 85245	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55054	TPA	Christina Maldonado	1957-06-20	—	—	8246 Valley View Dr, Eden Prairie, MN, 55379	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-128902	ENR	Elizabeth A Garza	2006-09-21	UHC-52036-07	2866960785	8630 Grand Ave, Sacramento, CA, 95848	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50781	TPA	Hiroshi Coleman	1985-04-06	UHC-24824-94	—	3352 Central Ave, San Antonio, TX, 78242	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-115069	ENR	Theresa Jimenez	1971-10-04	UHC-78147-56	6714102997	3652 River Rd, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400106	CLM	Charles Hall	1983-05-04	UHC-31175-80	5664880620	9101 Sage Ct, Tucson, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120756	ENR	Pamela Lucas	1941-05-22	UHC-69961-09	5538783842	4795 Willow Ct, Chandler, AZ, 85281	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23893	PRV	Lauren Shaw	1997-08-15	UHC-70188-66	6014169084	2823 Spring St, Los Angeles, CA, 90095	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416213	CLM	Timothy Fereman	1992-07-09	UHC-34025-60	9316966389	5657 Market St, Seattle, WA, 98103	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134715	ENR	Bobby N Dean	1941-05-26	UHC-81117-27	4083330786	717 Valley View Dr, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425653	CLM	Frank Anderson	1985-02-13	—	2455658832	9725 Desert Sky Blvd, Tempe, AZ, 85250	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132423	ENR	Janet Day	1946-07-04	UHC-28021-59	2916485558	3042 Jefferson Ave Apt 21, Plano, TX, 75032	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-407780	CLM	Benjamin Wbb	1967-03-24	UHC-91181-73	—	9584 Hillcrest Rd, San Diego, CA, 92173	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-430002	CLM	Christopher LJunk	1967-09-11	UHC-33800-17	9192667058	3042 Sage Ct, Plano, TX, 75014	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24741	PRV	Jennifer Hayse	2004-01-09	UHC-67865-24	6818982160	314 Maple Ave, Phoenix, AZ, 85021	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52485	TPA	David Burns	1963-09-17	—	—	7628 Desert Sky Blvd, Scottsdale, AZ, 85254	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-100105	ENR	Natalie Salazar	1957-02-22	UHC-30096-44	—	2985 Canyon Rd, Chandler, AZ, 85242	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-20839	PRV	Greg Hudson	2001-05-05	UHC-35926-32	4223891622	3589 Spring St, Tucson, AZ, 85701	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111414	ENR	Stephen H Ross	1967-10-22	UHC-82658-64	5525070734	8689 Park Pl, San Antonio, TX, 78221	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130721	ENR	Billy A Watkins	1990-11-07	UHC-49351-53	5172848724	4593 River Rd, Las Vegas, NV, 89153	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59310	TPA	Alexander Larson	2005-11-23	—	8012903415	8136 Elm St, Seattle, WA	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-133833	ENR	Guzman E David	1957-08-27	UHC-47294-74	3904235765	8849 Oak St, Sacramento, CA, 95848	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52642	TPA	Lori Stevens	1966-06-13	—	—	8079 Sunset Blvd, Las Vegas, NV, 89113	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119475	ENR	Cynthia Jensen	1959-05-28	UHC-82520-15	—	454 Apache Blvd, Columbus, OH, 43277	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136615	ENR	Justin Ortiz	1987-06-05	UHC-24192-57	9226345024	4394 Main St, Scottsdale, AZ, 85281	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414469	CLM	Elizabeth Santiago	2002-01-27	UHC-41576-25	—	8741 Palm Dr, Tempe, AZ, 85282	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-26331	PRV	Ronald Guerrero	1953-09-22	—	—	8347 Market St, Scottsdale, AZ, 85262	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-126741	ENR	Raymond Mills	1957-05-17	UHC-11438-15	4986616054	5768 Forest Ave, Eden Prairie, MN, 55355	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-424079	CLM	Lucia E Padilla	—	—	7774201493	1051 Maple Ave, Columbus, OH, 43298	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more

17,850 rows, page 74 of 357Previous Next