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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25876	PRV	Valentina A Estrada	1981-09-04	—	9067894692	3708 River Rd, Nashville, TN, 37236	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23307	PRV	Sarah Olson	2000-06-19	—	—	5496 River Rd, Seattle, WA, 98181	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24361	PRV	Scott Gibson	1966-11-03	UHC-21871-27	4635858937	1015 Willow Ct, Glendale, AZ, 85390	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27357	PRV	Ralph Morris	1971-12-28	—	4719739793	2055 Forest Ave, Austin, TX	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
PRV-26935	PRV	Laura Tran	—	—	4104394952	8093 Baseline Rd, Jacksonville, FL, 32263	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
PRV-26993	PRV	Timothy Bradley	1982-01-14	UHC-38160-44	8068900272	4594 Baseline Rd, Nashville, TN, 37285	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28202	PRV	Ruth X Jacobs	2004-07-10	—	—	6862 Sage Ct, Tempe, AZ, 85266	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-26598	PRV	Larry Marshall	1971-07-04	UHC-53367-57	5284209087	1466 Grand Ave, Minneapolis, MN, 55410	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-27276	PRV	Rachel Daniels	1994-12-06	UHC-53886-76	9305162541	1557 Cedar Ln, San Antonio, TX, 78225	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20419	PRV	Justin Rodriguez	1953-06-15	UHC-92157-55	8384529521	8205 Baseline Rd, Chandler, AZ, 85267	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22110	PRV	Janice Harvey	1968-12-21	—	4693479054	6297 Sage Ct, Dallas, TX, 75297	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26468	PRV	Nancy Howard	1994-02-07	UHC-08853-29	3806422553	1720 Willow Ct, Las Vegas, NV, 89112	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26039	PRV	Ethan Washington	1994-11-12	UHC-00595-54	6034861677	1253 Elm St, Tempe, AZ, 85257	0.64	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
PRV-25417	PRV	Edward Allen	1940-10-20	UHC-76827-89	3517431183	1379 Canyon Rd, Eden Prairie, MN, 55372	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25418	PRV	Edward Allen	1940-10-20	UHC-76827-89	3517431183	1379 Canyon Rd, Eden Prairie, MN, 55372	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24027	PRV	Green Hiroshi	1992-07-05	—	—	367 Harbor Blvd, Tempe, AZ, 85249	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-27094	PRV	Alice Gonzales	2004-02-05	UHC-98533-24	3229531258	7162 Park Pl, Atlanta, GA, 30384	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23420	PRV	Donald Vargas	1975-12-28	—	9384110399	4449 Meadow Ln, Plano, TX, 75081	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28421	PRV	Aisha M Cox	1948-11-27	—	7857593363	3223 Harbor Blvd, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-20446	PRV	Stephan Murphy	1992-11-09	UHC-54490-83	2345384671	2604 River Rd, Eden Prairie, MN, 55392	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28095	PRV	Jordan Banks	1980-04-06	—	2035825625	8932 Elm St, Charlotte, NC, 28211	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21734	PRV	Walter Rivera	1994-12-28	—	—	2298 Main St, Minneapolis, MN, 55425	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24694	PRV	Camila Marshall	1956-12-09	UHC-89742-06	3347020523	6341 Baseline Rd, Phoenix, AZ, 85066	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
PRV-25139	PRV	Jerry Ramos	1974-10-07	UHC-14545-99	3894092273	5136 Elm St, Sacramento, CA, 95880	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25992	PRV	Frances Valedz	1957-04-24	—	—	9052 Park Pl, Glendale, AZ, 85345	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20926	PRV	Philip Gray	1948-10-06	UHC-41519-25	8574170224	9035 Willow Ct, Seattle, WA, 98164	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-26691	PRV	Megan Hanson	—	UHC-19714-34	6966467182	416 Meadow Ln, Los Angeles, CA, 90095	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27134	PRV	Sandra Harrison	1957-10-15	—	4985179661	9330 Lincoln Way Apt 19, Eden Prairie, MN, 55337	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
PRV-28290	PRV	Edward Jenkins	1963-01-15	—	—	7380 Oak St, Sacramento, CA, 95847	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28137	PRV	Christine Valdez	1969-03-12	UHC-20572-11	8573991733	8031 Union St # 872, Houston, TX, 77012	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
PRV-27128	PRV	Carol Vargas	1951-03-18	—	—	3390 Washington St # 749, Jacksonville, FL, 32204	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-27006	PRV	Douglas Z Guzman	1939-05-04	UHC-59096-88	4143293966	4355 Mountain View Dr, Tempe, AZ, 85299	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27156	PRV	Jacob Jackson	1949-03-05	—	3796739736	1810 Palm Dr, Charlotte, NC, 28221	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27155	PRV	Jacob Jackson	1949-03-05	—	3796739736	1810 Palm Dr, Charlotte, NC, 28221	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22500	PRV	Lawrence L Morrison	1965-09-14	UHC-89838-16	8405275947	2495 Pine Dr, Miami, FL, 33199	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22020	PRV	Alexander Davis	1979-12-27	—	2927474296	8974 Elm St, Scottsdale, AZ, 85295	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-20351	PRV	Janice Z Luna	1976-10-02	—	2433521738	6923 Palm Dr, Tucson, AZ, 85763	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23060	PRV	Rachel Walker	1941-06-28	UHC-14561-82	5094724333	6112 Elm St, Gilbert, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26897	PRV	Barbara O Patel	1957-02-05	—	2108121415	6265 Bayshore Dr, Houston, TX, 77093	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20104	PRV	Mary Willis	1956-06-18	—	2426780770	8319 Main St, Mesa, AZ, 85263	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20884	PRV	Wei X Bailey	—	—	3469124284	8300 Park Pl, Mesa, AZ, 85214	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29348	PRV	Madison Q Wilson	1946-10-13	UHC-30657-32	4765947630	1800 Lake View Rd, Atlanta, GA, 30366	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28296	PRV	Grace F Duncan	1999-06-14	UHC-41719-75	5905251892	6527 Harbor Blvd, Orlando, FL, 32879	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-23567	PRV	Janet Sanders	1963-04-02	—	3977111586	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-29493	PRV	Sara Nunez	1940-06-09	UHC-01441-42	8917198125	3337 Market St, Los Angeles, CA, 90049	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23717	PRV	Barbara Fox	1964-06-23	—	9595297462	4433 Ridge Rd, Tempe, AZ, 85288	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28090	PRV	Sofia G Price	1970-08-23	—	7288038801	2370 Spring St, Phoenix, AZ, 85001	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23586	PRV	Jeffrey K Simmons	1979-02-02	UHC-58774-62	3167035601	5421 Bayshore Dr, Chandler, AZ, 85295	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24859	PRV	Vincent Ruiz	1948-10-12	UHC-27931-26	—	3608 Cedar Ln, Atlanta, GA	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23984	PRV	Elizabeth Z Martinez	1998-12-22	—	9147412783	2780 Desert Sky Blvd, Atlanta, GA, 30343	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

5,467 rows, page 29 of 110Previous Next