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 “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-26855	PRV	Keith Griffin	1979-04-15	—	5088426049	9173 Lake View Rd, Tucson, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
PRV-21279	PRV	Kelly G Baker	2006-08-28	UHC-48249-92	2786859756	4218 Sunset Blvd, San Diego, CA	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
PRV-27974	PRV	Kenneth Burton	1950-06-10	—	2767546196	8977 Central Ave, Fresno, CA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-22541	PRV	Susan Murphy	1996-06-03	—	7576674321	1234 Broadway, Tempe, AZ	0.76	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+2 more
PRV-24764	PRV	Eugene Bailey	1968-02-11	UHC-60178-10	5264472913	5402 Church St, Tempe, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
PRV-27420	PRV	Day Catherine	1943-07-04	UHC-08875-72	6987277846	5538 Grand Ave, Plano, TX	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
PRV-28555	PRV	Melissa Vega	1973-10-25	—	6497958231	5150 Park Pl, Tempe, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
PRV-22924	PRV	Justin Roberts	1993-12-10	—	8077754857	3616 Valley View Dr, Plano, TX	0.76	Name re-cased Phone reformatted ZIP missing Email lower-cased+2 more
PRV-28612	PRV	Cheryl Sanchez	2004-10-26	UHC-38922-46	3358407861	8988 Ocean Ave, San Antonio, TX	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
PRV-26477	PRV	Jonathan M Gibson	1978-02-08	UHC-88509-08	6126597893	3380 Lake View Rd, Seattle, WA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-27177	PRV	Julie Alexander	1996-01-22	—	7983554718	6091 Highland Ave, Miami, FL	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-27784	PRV	Mark Holmes	1985-06-05	—	6576990025	9633 River Rd, Houston, TX	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-24296	PRV	Gloria Schmidt	1947-09-08	—	3869222678	7128 Lincoln Way, Plano, TX	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-28651	PRV	Dylan R Fuller	1938-03-20	UHC-49709-97	6133801722	9644 Indian School Rd, Miami, FL	0.76	Phone reformatted Member ID reformatted State code upper-cased ZIP missing+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-23991	PRV	Alice X Baker	1952-04-16	UHC-01066-48	7382400525	2666 Church St, Gilbert, AZ	0.78	Phone reformatted ZIP missing Email lower-cased Whitespace trimmed+1 more
PRV-24547	PRV	Carolyn Jordan	1952-10-12	—	9293703365	3878 Market St, Charlotte, NC	0.78	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed+1 more
PRV-23101	PRV	Ashley Hayes	1970-03-20	—	4842802916	2850 Valley View Dr, Chandler, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-23861	PRV	Cynthia Ray	1944-07-28	—	9855465699	2807 Lake View Rd, Houston, TX	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-26740	PRV	Carlos Daniels	1974-11-06	—	—	4075 Maple Ave, Denver, CO	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
PRV-27095	PRV	Grace Armstrong	1986-04-08	UHC-94830-93	5378844765	795 Broadway, San Antonio, TX	0.78	Name re-cased Date of birth reformatted Address re-cased ZIP missing+1 more
PRV-27093	PRV	Patricia Gibson	2002-06-06	—	3894389925	9178 Cedar Ln, Denver, CO	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
PRV-23551	PRV	Alice Porter	1989-06-20	UHC-37723-15	—	1574 River Rd, Jacksonville, FL	0.78	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+1 more
PRV-20618	PRV	Valentina H Cunningham	1949-12-02	—	6748773395	5317 Mesa Dr, Atlanta, GA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
PRV-21888	PRV	Joseph Carpenter	1962-01-19	—	7323945307	611 Church St, Las Vegas, NV	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
PRV-29500	PRV	Arjun Hanson	1962-01-24	UHC-47578-88	6287326931	7609 Spring St, Seattle, WA	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-21783	PRV	Richard Duncna	1965-12-24	—	5126635512	573 Oak St, Houston, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-25584	PRV	Joe Fox	1969-04-05	UHC-72012-65	5587681049	62 Broadway, Mesa, AZ	0.78	Phone reformatted Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-24775	PRV	Danielle Foster	1954-06-27	UHC-72462-66	8375395481	4979 Sage Ct, Orlando, FL	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-29449	PRV	Benjamin Walker	1995-12-12	UHC-70830-99	5879180816	4431 Union St, Jacksonville, FL	0.78	Date of birth reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
PRV-20184	PRV	Jacqueline Lawrence	2007-06-11	—	5248002302	8326 Desert Sky Blvd, Eden Prairie, MN	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
PRV-20240	PRV	Billy Thomas	1961-12-16	UHC-23266-84	7184032127	394 Cedar Ln, Mesa, AZ	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
PRV-26429	PRV	Timothy I Sullivan	1992-05-26	—	3903477696	5317 Washington St, Charlotte, NC	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-25620	PRV	Carl Marshall	1963-07-22	UHC-27566-03	6894527111	1078 Forest Ave, Gilbert, AZ	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
PRV-23074	PRV	Albert Q Delgado	1951-04-25	UHC-21429-15	8015219221	1506 Broadway, San Diego, CA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-21160	PRV	Ahmed Robertson	1994-02-11	UHC-07829-56	2277087311	986 Broadway, Plano, TX	0.78	Phone reformatted Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-20608	PRV	Michael Z Boyd	1992-07-23	—	3975431757	5328 Ridge Rd, San Antonio, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-27086	PRV	Jessica I Dean	1966-03-14	UHC-39196-24	5267489559	55 Desert Sky Blvd, San Diego, CA	0.78	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
PRV-24999	PRV	Julia Carpenter	1939-09-16	—	8972660610	997 Baseline Rd, Mesa, AZ	0.78	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed+1 more
PRV-25993	PRV	Lgoan R Park	1943-12-09	—	5322791353	8579 Highland Ave, Sacramento, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
PRV-20359	PRV	Victoria Wilson	1951-06-12	UHC-11161-09	9346631750	9848 Indian School Rd, Jacksonville, FL	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-20389	PRV	Steven Lewis	1941-11-08	UHC-52617-07	—	5512 Ridge Rd, Glendale, AZ	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
PRV-28393	PRV	Harold Sandoval	2006-12-28	UHC-13759-35	8739872211	3094 Mountain View Dr, Jacksonville, FL	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-26785	PRV	Ruth Jackson	2003-08-16	—	7248121502	8808 Camelback Rd, Las Vegas, NV	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-28411	PRV	Carlos Henry	1980-07-13	—	7703973382	1706 Jefferson Ave, Minneapolis, MN	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
PRV-20999	PRV	Marc A Nichols	2004-08-26	UHC-44150-48	7788749468	7644 Ridge Rd, Minneapolis, MN	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
PRV-27439	PRV	Judith Larson	1990-08-18	—	5634462235	7789 Sunset Blvd, San Diego, CA	0.78	Phone reformatted City re-cased ZIP missing Whitespace trimmed+1 more
PRV-20939	PRV	Jordan Jenkins	1964-07-24	—	4787216624	1038 Park Pl, Atlanta, GA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-20141	PRV	Joan Y Bryant	1958-12-01	UHC-19390-36	5253887592	6477 Spring St, Mesa, AZ	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-25994	PRV	Raymond Elliott	1956-04-25	UHC-34636-62	8403759083	8816 Forest Ave, Denver, CO	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more

722 rows, page 13 of 15Previous Next