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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20187	PRV	Diane Hart	2008-02-04	—	—	7848 Ridge Rd, Miami, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-26799	PRV	Ashley Hudson	1972-10-24	—	—	56 Central Ave, Dallas, TX, 75223	0.64	Name re-cased 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-29286	PRV	Rebecca Espinoza	1954-12-27	—	9055432749	8352 Main St, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20731	PRV	Austin C Holmes	1976-02-25	—	3899321696	2810 Spring St # 349, San Diego, CA, 92123	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+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-27647	PRV	Amnada Johnson	1946-07-03	UHC-06364-64	8624656105	3153 Mountain View Dr Apt 39, Los Angeles, CA, 90094	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-22704	PRV	Mary Ross	1970-03-28	—	3073488670	7635 Harbor Blvd, Las Vegas, NV, 89116	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28933	PRV	Justin H Fowler	1981-12-21	UHC-57350-28	—	9821 Sage Ct, Phoenix, AZ, 85081	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-23431	PRV	Bruce Santos	1938-03-13	—	3278008470	9658 Pine Dr, Gilbert, AZ, 85288	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23950	PRV	Pamela O Santiago	1997-07-14	—	7222689749	6957 Apache Blvd, Dallas, TX, 75214	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23619	PRV	Brandon Ward	1985-08-15	UHC-12510-99	3788017184	2264 Sage Ct Apt 11, Charlotte, NC, 28230	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-29188	PRV	Wei S Cooper	1953-10-25	—	7056088883	5751 River Rd, Chandler, AZ, 85261	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-24438	PRV	Rlph Oliver	1995-03-26	UHC-98397-43	9882029621	1949 Spring St, Los Angeles, CA	0.64	Name re-cased 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-22868	PRV	Amy Kennedy	1947-06-19	—	6655382478	2061 Canyon Rd, Atlanta, GA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-20832	PRV	Tyler Crawford	1968-08-07	—	7255015011	9252 Ridge Rd, Plano, TX, 75095	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-25386	PRV	Jessica M Boyd	1977-11-15	UHC-79586-37	5289719406	602 Cedar Ln, Denver, CO, 80297	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23201	PRV	Lauren Z Schmidt	1973-01-17	—	3603419548	4410 Lincoln Way # 409, Houston, TX, 77025	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
PRV-29015	PRV	Lawrence Silva	1974-07-17	—	2083487666	5164 Canyon Rd, Fresno, CA, 93726	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+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-23228	PRV	Jose B Morrison	1962-08-14	UHC-74741-25	6242312131	3629 Park Pl, Tucson, AZ, 85771	0.64	Name re-cased 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-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-20031	PRV	Mark Burke	1994-05-26	—	9533274220	4572 Forest Ave, Nashville, TN, 37289	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20468	PRV	Sophia D Hanson	1969-04-26	—	3236540001	975 Washington St, Nashville, TN, 37283	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-20328	PRV	Sara Ortega	1976-02-06	—	9146019464	5180 Church St, Fresno, CA, 93729	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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

5,405 rows, page 38 of 109Previous Next