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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26484	PRV	Rebecca Fox	2000-04-23	UHC-17190-79	—	9718 Main St, Fresno, CA, 93789	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-26941	PRV	Dougas Daniels	1957-01-06	UHC-43682-30	—	3223 Washington St, Denver, CO, 80215	0.66	Name re-cased Phone missing area code Member ID reformatted State name converted to code+1 more
PRV-26279	PRV	Anthony Parker	1987-01-26	UHC-91210-46	—	6120 River Rd, Denver, CO, 80262	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
PRV-26920	PRV	Yuki Harris	1950-10-26	UHC-23626-39	—	3874 Sage Ct, Austin, TX, 78720	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-20284	PRV	Donna Sanchez	1979-09-22	—	—	2472 Harbor Blvd, Scottsdale, AZ, 85225	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-22298	PRV	Albert Ortiz	—	UHC-43635-68	—	5853 Union St, Phoenix, AZ, 85051	0.66	Name re-cased Date of birth unreadable Phone missing area code Email lower-cased+1 more
PRV-29587	PRV	Eugene A Graham	1950-06-16	—	—	7226 Oak St, Atlanta, GA, 30343	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20013	PRV	Olivvia H Mejia	1996-01-27	—	—	1802 Forest Ave, Atlanta, GA, 30389	0.66	Name re-cased Two-digit birth year Phone missing area code City re-cased+1 more
PRV-23409	PRV	Juan C Singh	1968-07-02	—	—	4657 Cedar Ln, Miami, FL, 33155	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27251	PRV	Mei Alexander	1941-04-04	UHC-21643-14	—	968 Ridge Rd, Sacramento, CA, 95820	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-27143	PRV	Mariaa Hart	1940-09-21	—	—	4802 Union St, Gilbert, AZ, 85265	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23543	PRV	Jacob Campbell	1958-03-04	UHC-01919-31	—	9605 Park Pl, Jacksonville, FL, 32246	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-20982	PRV	Roy Miller	2006-01-17	—	—	7067 Church St Apt 40, Sacramento, CA, 95841	0.66	Date of birth reformatted Phone missing area code Unit split from street Whitespace trimmed+1 more
PRV-27071	PRV	David Weber	1980-04-08	—	—	7188 Jefferson Ave, Denver, CO, 80211	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-24078	PRV	Elijah K Hudson	1967-07-17	—	—	4748 Apache Blvd, Nashville, TN, 37226	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
PRV-26459	PRV	Kayla Rice	1997-11-11	—	—	3442 Church St, Gilbert, AZ, 85272	0.66	Name re-cased Phone missing area code City re-cased State name converted to code+1 more
PRV-27392	PRV	Sofia Ortiz	1995-11-04	UHC-16134-88	—	3988 Lincoln Way, Jacksonville, FL, 32242	0.66	Phone missing area code State name converted to code Email lower-cased Whitespace trimmed+1 more
PRV-20222	PRV	Pena O Janet	1944-10-07	—	—	3537 Valley View Dr, Minneapolis, MN, 55462	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-24823	PRV	Ronald Q Brown	1964-02-24	—	—	758 Elm St, Mesa, AZ, 85204	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone missing area code+1 more
PRV-26901	PRV	Eric Bowman	1972-09-14	—	—	6475 Pine Dr, Orlando, FL, 32845	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-22146	PRV	Bobby Turner	1938-02-19	UHC-59366-90	—	7255 Church St, Houston, TX, 77053	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-23173	PRV	Mateo I Weber	1955-04-19	—	—	3648 Elm St, Miami, FL, 33184	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26565	PRV	Richard Morales	2008-06-20	—	—	3133 Indian School Rd, Gilbert, AZ, 85267	0.66	Phone missing area code City re-cased Gender normalised Whitespace trimmed+1 more
PRV-26879	PRV	Evans Vincent	2007-02-09	UHC-91535-79	—	—	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
PRV-28648	PRV	Natalie Weber	1966-08-06	—	—	3991 Hillcrest Rd, Fresno, CA, 93768	0.68	Name re-cased Two-digit birth year Phone missing area code Placeholder values cleared
PRV-27544	PRV	Aaron Nnez	1987-02-13	—	—	4931 Market St, Tucson, AZ, 85739	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-27727	PRV	Hannah Munoz	1942-11-28	UHC-67975-18	—	9778 Ridge Rd, Plano, TX	0.68	Phone missing area code Member ID reformatted ZIP missing Placeholder values cleared
PRV-23627	PRV	Dennis X Silva	1974-02-09	UHC-33614-22	—	5392 Market St, Mesa, AZ, 85238	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
PRV-22380	PRV	Thomas Espinoza	1980-07-04	UHC-83698-81	—	8979 Market St, Eden Prairie, MN, 55302	0.68	Phone missing area code State name converted to code Whitespace trimmed Placeholder values cleared
PRV-21323	PRV	Kenneth Jordan	—	—	—	—	0.68	Date of birth unreadable Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-20403	PRV	Albert P Clrk	1977-05-15	—	—	—	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
PRV-29574	PRV	Olivia Roes	1987-06-10	UHC-89527-37	—	483 Mesa Dr, Miami, FL, 33161	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-29506	PRV	Jula Feilds	1992-07-08	UHC-03539-69	—	7380 Bayshore Dr, Phoenix, AZ, 85050	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-26273	PRV	Carol Rose	1975-01-26	UHC-39091-36	—	4217 Willow Ct, Tampa, FL, 33639	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-22056	PRV	Carol R Clark	1989-01-03	—	—	6078 Lincoln Way, Columbus, OH, 43226	0.68	Name re-cased Two-digit birth year Phone missing area code Placeholder values cleared
PRV-23140	PRV	Edward Powell	1968-08-27	—	—	1518 Indian School Rd, Tucson, AZ, 85731	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-27563	PRV	Mei Maldonado	1945-11-02	UHC-86595-66	—	7457 Park Pl, Houston, TX, 77082	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-23598	PRV	Ruth Z Contreras	1978-05-04	UHC-90999-03	—	—	0.68	Middle initial moved out of first name Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-26483	PRV	Grace T Taylor	1987-06-25	—	—	6983 Apache Blvd, Charlotte, NC, 28228	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-22086	PRV	Pamela Mitchell	1997-11-08	UHC-76970-81	—	5418 River Rd, Phoenix, AZ, 85073	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-25519	PRV	Ruth Weber	1940-05-24	UHC-58634-65	—	9877 Market St, Glendale, AZ, 85334	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
PRV-20765	PRV	Anthony J Hoffman	1977-01-02	—	—	5486 Highland Ave, Atlanta, GA	0.70	Phone missing area code ZIP missing Placeholder values cleared
PRV-25712	PRV	Doris Diaz	1945-12-07	UHC-46853-05	—	—	0.70	Phone missing area code Gender normalised Placeholder values cleared
PRV-27608	PRV	Douglas B Sims	1987-01-18	UHC-75923-17	—	—	0.70	Phone missing area code Gender normalised Placeholder values cleared
PRV-28376	PRV	Virginia Kim	1945-08-11	—	—	4941 Mesa Dr, Las Vegas, NV, 89132	0.70	Phone missing area code Gender normalised Placeholder values cleared
PRV-25879	PRV	Ann Singh	1944-09-18	UHC-68432-82	—	1013 Camelback Rd, Fresno, CA, 93720	0.70	Phone missing area code Gender normalised Placeholder values cleared
PRV-25885	PRV	Nicholas Bowman	1993-08-02	UHC-35066-30	—	8094 Main St, Sacramento, CA, 95807	0.78	Name re-cased Phone missing area code City re-cased Whitespace trimmed+1 more
PRV-22878	PRV	Hanson Elijah	2003-03-04	UHC-11708-39	—	119 Indian School Rd, Jacksonville, FL, 32200	0.78	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
PRV-24706	PRV	Betty Hart	1993-04-17	—	—	—	0.78	Name re-cased Phone missing area code Email lower-cased Whitespace trimmed+1 more
PRV-24446	PRV	Jacob Bnaks	1988-07-10	—	—	5849 Cedar Ln, Mesa, AZ, 85267	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more

234 rows, page 4 of 5Previous Next