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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26022	PRV	Catherine Gonzales	1976-10-27	—	9054132211	8551 Lake View Rd Apt 28, Los Angeles, CA, 90032	0.46	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
PRV-25440	PRV	Bobby Wright	1995-04-03	—	4846556424	8097 Central Ave, Eden Prairie, MN	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-27104	PRV	Ann E Grant	2000-11-02	UHC-64263-73	6185009961	3438 Hillcrest Rd, Los Angeles, CA, 90038	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-25257	PRV	Debra Andesron	1963-10-07	UHC-15730-68	—	4484 River Rd, Atlanta, GA	0.48	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+4 more
PRV-21580	PRV	Jesse J Hughes	1956-06-22	UHC-62926-91	2996991175	4783 Valley View Dr, Phoenix, AZ, 85059	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24387	PRV	Priya B Rice	1957-12-11	—	2084330337	9320 Bayshore Dr # 865, Chandler, AZ, 85250	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-20348	PRV	Sophia Munoz	1977-05-22	UHC-32629-21	8549995737	6455 Ridge Rd, Scottsdale, AZ, 85256	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23340	PRV	Bruce Stone	2006-02-06	UHC-02412-43	7777630224	4565 Mountain View Dr Apt 36, Phoenix, AZ, 85096	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
PRV-26967	PRV	Soto Randy	1943-12-07	UHC-23233-32	8336914874	8000 Pine Dr, Dallas, TX, 75231	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-20376	PRV	Denise Walker	1955-11-04	UHC-80410-94	2298167821	8205 Baseline Rd, Jacksonville, FL, 32273	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
PRV-24213	PRV	Jeremy B Dixon	1939-05-03	UHC-07517-71	4464110688	6846 Hillcrest Rd, Houston, TX	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26420	PRV	Valentina R Jackson	1965-01-20	—	5397472494	462 Lake View Rd, Eden Prairie, MN, 55367	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29590	PRV	Virginia W Guerrero	1939-07-02	UHC-49764-58	6527488366	7836 Ocean Ave, Miami, FL	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20733	PRV	Julia Ortega	—	—	3623824545	9413 Jefferson Ave, Denver, CO, 80281	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
PRV-26004	PRV	Amber Wells	1939-12-20	UHC-53150-30	—	7373 Jefferson Ave, Chandler, AZ	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
PRV-20452	PRV	Amanda Barnes	1968-07-20	UHC-91250-79	2445523968	1270 Bayshore Dr, Denver, CO, 80210	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21192	PRV	Ruth McDonald	1968-03-04	UHC-22060-18	—	9368 Market St, Sacramento, CA, 95876	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-24792	PRV	Heather Diaz	1995-09-25	UHC-56593-49	6222569748	247 River Rd, Fresno, CA, 93778	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20841	PRV	Karen White	1986-12-06	UHC-50270-05	9605662901	9809 Ridge Rd, Jacksonville, FL, 32285	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26764	PRV	Charlotte Hanson	1963-05-10	—	7994257241	2618 Ridge Rd, Denver, CO, 80272	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25397	PRV	Terry A Medina	1965-02-08	—	—	9633 Sage Ct, Eden Prairie, MN, 55316	0.48	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-27234	PRV	Eugene A Robertson	2001-11-10	UHC-32080-48	5536563521	8505 Palm Dr Apt 22, Columbus, OH, 43265	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-24966	PRV	Danielle Garza	—	UHC-79202-96	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-24853	PRV	Joshua M Gibson	1945-05-01	UHC-44042-29	9446388631	5857 Oak St, Nashville, TN, 37254	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27444	PRV	Jonathan Dixon	1985-03-13	UHC-49534-89	7266920868	6319 Ridge Rd, Minneapolis, MN, 55411	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-25032	PRV	Judith B Cunningham	1999-05-20	—	8107094477	2252 Mesa Dr, Minneapolis, MN	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25707	PRV	Gloria Q Ross	1983-08-24	UHC-95778-74	4184247281	4616 Forest Ave, Minneapolis, MN, 55498	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26495	PRV	Brian Coleman	1948-01-28	—	8497860912	4479 Ocean Ave, San Antonio, TX, 78252	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-25158	PRV	Jose Q Austin	1965-08-18	—	7028708983	7293 Camelback Rd, Plano, TX, 75065	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22493	PRV	Mateo C Fuller	1997-07-09	UHC-83792-60	4945434855	8580 Indian School Rd, Tampa, FL, 33645	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22843	PRV	Charlotte Salazar	1975-09-06	—	7403680028	6582 Central Ave, Atlanta, GA, 30388	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-22922	PRV	Sharon Ellis	1982-09-20	—	9364427562	8570 Maple Ave, Phoenix, AZ, 85085	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
PRV-24867	PRV	Kimberly Ramirez	1961-09-17	UHC-25631-35	9424437075	8356 Park Pl, Dallas, TX, 75263	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21100	PRV	Sofia Oliver	1982-08-21	UHC-82300-20	—	3300 Meadow Ln, Las Vegas, NV, 89149	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-28879	PRV	Sofia Y Bowman	1964-11-20	UHC-32544-49	5956384139	3843 Baseline Rd, Scottsdale, AZ, 85229	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27065	PRV	Aisha Gilbert	1971-08-08	—	5039566880	8619 Elm St Apt 13, Houston, TX, 77047	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-21243	PRV	Marilyn Wyllis	1997-06-15	UHC-30752-12	8272927043	8924 Grand Ave, Atlanta, GA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27681	PRV	Lauren Peters	1984-07-16	—	2252857791	1420 Oak St, Glendale, AZ, 85392	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-26886	PRV	Madisn D Kelly	1952-05-25	—	4278003659	5238 Sage Ct, Nashville, TN, 37275	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
PRV-20641	PRV	Mateo Tran	1990-12-01	—	4139778715	849 Elm St, San Antonio, TX, 78207	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24255	PRV	Ethan Ramirez	1970-07-10	—	8766445604	5724 Mountain View Dr, Tucson, AZ, 85711	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25801	PRV	Rachel O Wagner	1967-02-28	UHC-69511-69	6884301702	3551 Palm Dr, Columbus, OH, 43210	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25679	PRV	Wayne Lopez	1988-09-08	—	4846326261	1771 Canyon Rd, Jacksonville, FL, 32218	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-22628	PRV	Mei Johnston	1938-01-05	—	5093151717	3813 Sunset Blvd, Charlotte, NC, 28243	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27712	PRV	Carl Sims	1953-05-05	—	—	2766 Desert Sky Blvd, Plano, TX, 75078	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-26571	PRV	Ruth W Ford	1973-12-26	UHC-28799-29	7219563712	3627 Desert Sky Blvd # 189, Tempe, AZ, 85217	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-22545	PRV	Walter H Fuller	1957-07-01	UHC-25159-18	2467984713	1122 Camelback Rd, Atlanta, GA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27940	PRV	Richard L Gonzales	1974-05-08	UHC-13350-17	7223272474	6299 Ocean Ave, Minneapolis, MN	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28727	PRV	Brian Ramos	1971-08-15	—	7093802338	134 Market St, Fresno, CA, 93714	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28726	PRV	Brian Ramos	1971-08-15	—	7093802338	134 Market St, Fresno, CA, 93714	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

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