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-22904	PRV	Lisa Hayes	1997-11-16	UHC-48433-58	6132327411	3266 Mountain View Dr, Plano, TX, 75053	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25451	PRV	Jerry I Patel	1984-07-01	UHC-16622-15	5747010969	3705 Washington St, Miami, FL, 33171	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-22985	PRV	Wei N Berry	1983-09-09	UHC-57906-75	7145231338	1615 Indian School Rd, Eden Prairie, MN, 55342	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22956	PRV	Kyle Dominguez	1954-02-12	UHC-43293-68	7332068412	2026 Elm St, Minneapolis, MN, 55438	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28274	PRV	Alexander Patel	1985-09-23	—	4435563349	5375 Sunset Blvd, Plano, TX, 75026	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25671	PRV	Fatima Bryant	1992-08-14	UHC-41018-08	7372781105	9517 Lincoln Way, Sacramento, CA, 95858	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-21949	PRV	Randy Lawrence	1981-01-02	—	9258489130	8287 Highland Ave Apt 37, Glendale, AZ, 85316	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-24766	PRV	Jordan A Aguilar	1945-11-04	—	8319281593	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24765	PRV	Jordan A Aguilar	1945-11-04	—	8319281593	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-28422	PRV	Adam P Hicks	1979-05-03	UHC-61952-26	4716532928	5348 Mountain View Dr, Denver, CO, 80282	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-20617	PRV	Oliver Charlotte	1995-04-07	UHC-71629-03	2892416501	951 Jefferson Ave, Sacramento, CA, 95887	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20275	PRV	Wayne Diaz	1974-08-03	—	8103819715	7786 Highland Ave, Minneapolis, MN, 55484	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20050	PRV	Austin Hart	1961-05-21	—	—	6027 Apache Blvd, Mesa, AZ, 85259	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23304	PRV	Cynthia M Elliott	1990-07-15	UHC-89870-57	—	8525 Sage Ct, Eden Prairie, MN, 55386	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20819	PRV	Diego A Valdez	1962-04-06	—	5768453658	—	0.78	Middle initial moved out of first name Name re-cased Phone reformatted Whitespace trimmed+1 more
PRV-20265	PRV	Diana Ross	1985-04-21	—	4664677953	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20263	PRV	Diana Ross	1985-04-21	UHC-68670-46	4664677953	5464 Oak St, Tempe, AZ, 85277	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20264	PRV	Diana Ross	1985-04-21	UHC-68670-46	4664677953	5464 Oak St, Tempe, AZ, 85277	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27491	PRV	Rogre Stevens	1978-03-01	—	—	3348 Lincoln Way, Chandler, AZ, 85217	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20491	PRV	Gloria X Chapman	1944-07-20	—	6343153093	9217 Elm St, Phoenix, AZ, 85055	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21508	PRV	Austin Watson	1998-06-16	UHC-30177-94	6283583015	7865 Highland Ave, Minneapolis, MN, 55425	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23986	PRV	Theresa Mendez	1976-12-25	UHC-72420-38	4758232018	7707 River Rd, Miami, FL, 33156	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23668	PRV	Justin Payne	1949-11-03	UHC-39329-76	4482530587	1744 Willow Ct, Gilbert, AZ, 85216	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27936	PRV	Sarah Carroll	1969-05-06	—	4593740828	2788 Ridge Rd, Columbus, OH, 43236	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
PRV-24678	PRV	Omar Dunn	1981-11-14	UHC-59784-86	9478014741	5238 Union St, Chandler, AZ, 85230	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20322	PRV	Henry Gray	1950-12-21	—	—	119 Park Pl, Gilbert, AZ, 85282	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-24534	PRV	Sophia U Williamson	1944-06-09	UHC-37598-10	—	7952 Grand Ave, Plano, TX, 75077	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26605	PRV	Dylan Gibson	2002-01-13	—	6757098180	8165 Meadow Ln, Jacksonville, FL, 32264	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28379	PRV	Madison Butler	1975-06-07	UHC-99817-46	2962530468	8928 Lake View Rd, Minneapolis, MN, 55401	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23375	PRV	Anthony Carr	1972-04-27	UHC-16569-19	5814629705	8920 Sage Ct, Mesa, AZ, 85273	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-21676	PRV	Julie Nelson	2006-06-26	—	7157793011	2858 Hillcrest Rd, Denver, CO, 80238	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20129	PRV	Jack Roberts	1985-02-01	—	2859058674	2800 Lake View Rd, Atlanta, GA, 30335	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26792	PRV	Melissa Owens	1972-03-18	UHC-20322-63	7324086024	7251 Sunset Blvd, San Antonio, TX, 78222	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20290	PRV	Christian I Williamson	1974-08-05	—	—	3455 Oak St, Chandler, AZ, 85285	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-29050	PRV	Michelle Bowman	1971-10-24	—	—	7317 Oak St, Tampa, FL, 33639	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26127	PRV	Cynthia Hill	2006-08-21	UHC-85055-61	2036047667	3680 Indian School Rd, Tucson, AZ, 85754	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27522	PRV	Stephen Y Webb	1950-06-21	—	7028641262	3827 Camelback Rd, Mesa, AZ, 85215	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-26401	PRV	Joyce Evans	—	UHC-63977-81	9738624698	—	0.78	Name re-cased Date of birth missing Email lower-cased Whitespace trimmed+1 more
PRV-24995	PRV	Jacob Little	1974-07-12	—	6986938137	2649 Indian School Rd, Houston, TX, 77023	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-27990	PRV	Olivia Medina	1968-07-12	UHC-41565-81	3089282390	9683 Canyon Rd, Orlando, FL, 32802	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24976	PRV	Jessica Campbell	1970-05-04	—	4142670478	343 Palm Dr, Tucson, AZ, 85763	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21060	PRV	Bryan A Guerrero	1988-06-06	UHC-91293-76	3005780486	7948 Ridge Rd, Sacramento, CA, 95888	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28177	PRV	Randy R Vazquez	1960-06-15	UHC-86837-23	6365778967	9686 Lake View Rd, Austin, TX, 78792	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20139	PRV	Debra Davis	1986-02-13	—	8346478281	1252 Church St, Orlando, FL, 32862	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26329	PRV	Barbara Johnston	1974-09-16	UHC-72209-44	5804223914	5293 Washington St, Dallas, TX, 75254	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27440	PRV	Perry Virginia	1997-09-27	UHC-18439-67	9137586693	7873 Market St, Plano, TX, 75047	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29477	PRV	Nathhan Palmer	2006-09-05	UHC-74591-49	8533943585	4351 Elm St, Scottsdale, AZ, 85259	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-29266	PRV	Garbiel Gilbert	1987-01-10	—	6913199613	9797 River Rd, Tucson, AZ, 85723	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21096	PRV	Dot Clark	1989-03-13	—	8518803134	9671 Sunset Blvd, San Antonio, TX, 78258	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-25299	PRV	Gregory Taylor	1975-03-06	—	8789534201	3415 Washington St, Gilbert, AZ, 85212	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,467 rows, page 76 of 110Previous Next