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-25535	PRV	Gary Brown	1950-01-24	—	4588476731	5247 Jefferson Ave, Tucson, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52402	TPA	Jessica Alexander	1973-06-17	—	—	5403 Jefferson Ave, Phoenix, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123108	ENR	Kelly Edwards	2004-12-24	UHC-92632-23	9095066660	150 Lincoln Way, Eden Prairie, MN	0.64	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-412820	CLM	Hiroshi Harvey	1985-11-11	—	5002212954	2083 Park Pl, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420669	CLM	Roy Butler	1986-02-23	—	—	2332 Lake View Rd, Nashville, TN	0.64	Street suffix standardised Address re-cased ZIP missing Plan code upper-cased+2 more
CLM-400949	CLM	Heather I Lopez	1941-12-08	UHC-55811-29	5406316183	2352 Ridge Rd, Seattle, WA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402063	CLM	Kimberly Vazquez	1971-03-08	UHC-88315-80	2569427753	866 Maple Ave, Nashville, TN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-119707	ENR	Diego M Fox	2002-12-07	UHC-18151-08	6462926769	9433 Elm St # 608, Plano, TX	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-414638	CLM	Hiroshi Gonzalez	1939-03-20	UHC-77778-93	7762634025	6699 Willow Ct, Scottsdale, AZ	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
CLM-414534	CLM	Patricya Wang	1950-08-14	UHC-99901-23	—	8628 Maple Ave, Plano, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-129096	ENR	Elijah P Weaver	1989-01-15	UHC-03082-61	6506189732	9037 Indian School Rd, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-431465	CLM	Mary Munoz	1956-02-24	UHC-13183-92	—	6326 Hillcrest Rd, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-407311	CLM	Christopher B Cooper	1968-04-23	—	—	3094 Willow Ct, Columbus, OH	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
ENR-100520	ENR	Larry Thomas	1966-10-23	UHC-34933-36	6648675711	697 Meadow Ln, Chandler, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-22959	PRV	Bobby Hart	1941-11-19	UHC-50494-13	9763259365	9401 Camelback Rd, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-422393	CLM	Josh Payne	1938-09-03	UHC-40350-50	—	5146 Cedar Ln, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-422392	CLM	Josh Payne	1938-09-03	UHC-40350-50	—	5146 Cedar Ln, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-432674	CLM	Scott J Mills	1973-04-03	UHC-95658-73	—	5136 Desert Sky Blvd, Tampa, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60843	TPA	Eugene Nichols	1980-03-11	—	2044201408	1911 Palm Dr, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400284	CLM	Adam Harper	1994-06-26	UHC-81160-12	4604830028	3915 Maple Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
CLM-412765	CLM	Steven Cook	1990-08-01	—	—	6710 Market St, Orlando, FL	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-401810	CLM	Jacqueline Willis	2003-09-05	—	8716036630	5661 Sage Ct, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401811	CLM	Jacqueline Willis	2003-09-05	—	8716036630	5661 Sage Ct, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-28390	PRV	Jnet L Howell	2005-03-11	—	—	9379 Willow Ct, Austin, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-121810	ENR	Jerry Gibson	1981-09-03	UHC-57235-62	6438467313	7453 Bayshore Dr, Sacramento, CA	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
ENR-100202	ENR	Thomas Lee	1992-10-01	UHC-71574-96	—	7162 Camelback Rd, Scottsdale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129984	ENR	Ahmed M Murray	1969-10-08	UHC-25565-57	2152984239	8022 Lincoln Way, Atlanta, GA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414777	CLM	Jacob Carr	1995-12-25	UHC-36540-95	—	473 Grand Ave, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-121618	ENR	Hiroshi F Roberts	1959-02-21	UHC-02113-02	7836139730	6214 Broadway # 518, Glendale, AZ	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
PRV-21804	PRV	Camila Webb	1977-10-18	UHC-57634-72	8864779404	4854 Bayshore Dr, Scottsdale, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-417603	CLM	Arthur Gibson	1982-09-25	UHC-31926-06	—	6998 Cedar Ln Apt 33, Austin, TX	0.66	Unit split from street City re-cased ZIP missing Whitespace trimmed+1 more
PRV-23516	PRV	Hiroshi Martinez	1946-08-27	—	3742149810	5606 Meadow Ln, Minneapolis, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
TPA-63079	TPA	Marcus Russell	1975-05-12	—	7084628688	3158 Jefferson Ave, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-116755	ENR	Rachel U Cruz	1995-10-10	UHC-28148-13	4334919508	5467 Forest Ave, Minneapolis, MN	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
CLM-411778	CLM	Gary Espinoza	1948-04-18	UHC-84150-57	—	7730 Lincoln Way, Gilbert, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-423371	CLM	Deborah M Clark	1985-04-10	—	2334145134	1310 River Rd, Fresno, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-109037	ENR	Gerald Davis	1959-07-13	UHC-68736-64	7918239090	7154 Pine Dr, Tempe, AZ	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+1 more
PRV-29437	PRV	Diane P Perkins	1983-03-17	UHC-00538-27	5653158527	4580 Hillcrest Rd, Glendale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-128146	ENR	Eugeene Diaz	2001-07-02	UHC-33392-38	5018381627	6968 Main St, Atlanta, GA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-25280	PRV	Cheryl C Buutler	1972-02-27	—	8107993504	7407 Ocean Ave, Atlanta, GA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-116182	ENR	Gary Lane	1967-09-11	UHC-16946-89	9272924436	7217 Cedar Ln, Fresno, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-101945	ENR	Angela Hawkins	1945-03-25	UHC-87699-01	5728977358	6764 Ocean Ave Apt 15, Los Angeles, CA	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
PRV-22693	PRV	Maria Y McDonald	1978-04-27	UHC-46308-89	2336136170	266 Mountain View Dr, San Antonio, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-109104	ENR	Austin Walssh	2006-10-21	—	6914855247	8506 Bayshore Dr, Charlotte, NC	0.66	Two-digit birth year ZIP missing Email lower-cased Whitespace trimmed+1 more
CLM-405794	CLM	Nathan Moore	2000-08-01	—	—	2651 Central Ave, Eden Prairie, MN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-25669	PRV	Karen S Rivera	1984-05-22	—	6439595537	9144 Ridge Rd Apt 34, Fresno, CA	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
TPA-63721	TPA	Marrk Gardner	1966-02-12	—	3145760286	607 Harbor Blvd, Charlotte, NC	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-430036	CLM	Carolyn Moreno	1969-02-05	UHC-38849-30	4337509208	9513 Desert Sky Blvd, Orlando, FL	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
CLM-420447	CLM	Patrick Boyd	1977-05-24	—	—	7545 Mesa Dr, Mesa, AZ	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
ENR-114060	ENR	Ahmed D Jacobs	1982-06-07	UHC-99057-32	9026572813	1326 Lincoln Way, Plano, TX	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

7,146 rows, page 88 of 143Previous Next