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

Provider network, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26408	PRV	Cynthia Q Ortega	1943-02-04	UHC-81402-27	4387570627	8531 Mountain View Dr, Atlanta, GA, 30311	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21790	PRV	Frank Murray	2006-09-23	UHC-51068-95	6035882037	6786 Mountain View Dr, Fresno, CA, 93779	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28592	PRV	Christine Hughes	1964-05-10	—	3112840799	3921 Bayshore Dr, Orlando, FL, 32893	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29565	PRV	Melissa Perez	1938-08-04	UHC-17175-25	9395377186	631 Union St, Sacramento, CA, 95842	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22618	PRV	Beverly Wilson	1942-07-05	—	6135429013	6056 Forest Ave, Jacksonville, FL, 32289	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20650	PRV	Alexis W Shaw	2006-03-21	UHC-99178-38	2864031843	7789 Union St, Los Angeles, CA, 90090	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24458	PRV	Aaron Evans	1944-06-16	UHC-51560-75	6935365422	2320 Central Ave, Austin, TX, 78753	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26955	PRV	Mei Q Carter	1992-06-24	—	4672594055	635 Highland Ave, Houston, TX, 77055	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-24475	PRV	Kyle Harrison	1967-05-15	—	6359648948	2106 Mountain View Dr, Gilbert, AZ, 85217	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26851	PRV	Rachel Garza	1951-02-09	—	2363283587	4470 Park Pl, Fresno, CA, 93732	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28043	PRV	Lawrence Ellis	1972-12-15	UHC-86802-85	3298366874	2366 Indian School Rd, San Diego, CA, 92152	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26288	PRV	Stephanie Alvarado	1994-11-24	—	9217919909	7956 Camelback Rd, Las Vegas, NV, 89197	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22518	PRV	Larry Spencer	1961-04-01	UHC-08518-76	—	3145 Sunset Blvd, Austin, TX, 78795	0.76	Name re-cased Member ID reformatted Email lower-cased Gender normalised+2 more
PRV-24277	PRV	Henry Pierce	2006-12-27	UHC-37182-32	2612814971	1170 Camelback Rd, Jacksonville, FL, 32208	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22467	PRV	Camila M Lucas	1959-11-09	—	4029460018	1620 Jefferson Ave, Dallas, TX, 75232	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24996	PRV	Danielle G Garza	1996-10-19	UHC-85381-16	6062864936	3040 Spring St, Glendale, AZ, 85371	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27426	PRV	Martha Watsoon	1976-12-23	—	6966517927	6159 Union St, Eden Prairie, MN, 55365	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20110	PRV	David Padilla	1952-11-13	UHC-51025-47	5289081998	5065 Hillcrest Rd, Tampa, FL, 33633	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23153	PRV	Carol Hughs	1979-02-28	—	3375477490	2280 Bayshore Dr, Seattle, WA, 98128	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26996	PRV	Wei K Powell	1941-11-23	—	7154287219	4263 Cedar Ln, Glendale, AZ, 85343	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22198	PRV	Amanda Rodriguez	1951-11-11	—	2043474799	2060 Valley View Dr, Tampa, FL, 33618	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22470	PRV	Catherine M Gomez	1998-10-01	—	4822010233	2035 Lake View Rd, Atlanta, GA, 30395	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-23360	PRV	Alice Reed	1960-03-07	UHC-07621-79	2868782398	8551 Park Pl, Tucson, AZ, 85740	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-21470	PRV	Lawrence H Ward	1983-01-07	UHC-20136-99	9838497743	664 Elm St, Tempe, AZ, 85233	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26438	PRV	Zachary Robertson	1963-06-17	UHC-51782-76	3365881947	9048 Jefferson Ave, Tucson, AZ, 85731	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21584	PRV	Philip Lawrence	1991-10-02	—	8023222072	1594 River Rd, Chandler, AZ, 85200	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25335	PRV	Jack X Dunn	1975-08-10	UHC-22549-45	5743947611	4632 Mesa Dr, Los Angeles, CA, 90029	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-20166	PRV	Emily Shaw	1952-02-06	—	7387266016	1742 Indian School Rd, Nashville, TN, 37253	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28572	PRV	Sara Williams	1973-12-22	—	6887004716	5037 Washington St, Seattle, WA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-20836	PRV	Benjamin Y Castillo	2007-09-15	—	8553087264	374 Canyon Rd, Los Angeles, CA, 90012	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20127	PRV	Linda Wong	1947-02-11	UHC-59924-42	8165059028	6511 Canyon Rd, Denver, CO, 80243	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26943	PRV	Ethan Phhillips	1996-03-07	—	5539981186	8497 Oak St, Gilbert, AZ, 85282	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-24082	PRV	Omar D Nguyen	1997-06-08	—	8802568685	5478 Lake View Rd, Tampa, FL, 33621	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27515	PRV	Grace Armstrong	1959-03-16	—	8696162345	6118 Sage Ct, Scottsdale, AZ, 85288	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-25381	PRV	Harold K Mejia	1969-10-17	UHC-63645-91	5163320294	1262 Willow Ct, Nashville, TN, 37270	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-23701	PRV	Santiago A Wong	1969-10-19	—	6855242033	4049 Washington St, Houston, TX, 77081	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28031	PRV	Ana A Cox	1981-07-08	—	9546857596	8684 Main St, Tempe, AZ, 85216	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-25666	PRV	Gerald Little	1996-11-14	UHC-94042-51	6915941652	3476 Ocean Ave, Columbus, OH, 43297	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21586	PRV	Marilyn Fisher	1985-04-16	UHC-53466-53	6327881364	4815 Sage Ct, San Antonio, TX, 78201	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-24106	PRV	Danielle Andrews	1952-11-02	—	3413261209	247 Camelback Rd, Eden Prairie, MN, 55393	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-23581	PRV	Mateo P Obrien	1969-03-09	UHC-64674-51	—	9873 Pine Dr, Fresno, CA, 93740	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28902	PRV	Christina N Evans	1944-12-04	UHC-35274-45	—	6102 Camelback Rd, Jacksonville, FL, 32212	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25120	PRV	Michelle Walker	2003-08-05	UHC-17580-14	3015838848	7539 Bayshore Dr, Jacksonville, FL, 32259	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23097	PRV	Olson B Keith	2006-03-05	—	9494048924	500 Highland Ave Apt 22, Sacramento, CA, 95828	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
PRV-20298	PRV	Carolyn Lewis	1996-08-27	—	—	5024 Spring St, Charlotte, NC, 28254	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-25604	PRV	Roy Martinez	1954-12-03	UHC-35367-39	5233003240	985 Union St, Glendale, AZ, 85377	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22764	PRV	Jessica Brooks	1968-01-08	UHC-63784-90	5462337236	5621 Elm St, Glendale, AZ, 85362	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
PRV-27761	PRV	Gloria A Fernandez	1954-01-05	UHC-87618-90	7484380394	8069 River Rd, Dallas, TX, 75203	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
PRV-28234	PRV	Cheryl Richards	1997-05-27	UHC-37478-59	4355715397	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-28480	PRV	Danielle Diaaz	1947-03-24	UHC-42957-15	6557210908	2992 Jefferson Ave, Miami, FL, 33121	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more

3,816 rows, page 43 of 77Previous Next