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

Third-party administrator, 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
TPA-52326	TPA	Kathryn J Watson	2004-11-20	—	—	3234 Palm Dr, Charlotte, NC, 28211	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-64292	TPA	Gary Santos	1957-03-08	—	—	947 Grand Ave, Miami, FL, 33168	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56476	TPA	Alice Gutierrez	2008-02-02	—	—	8084 Baseline Rd, Tampa, FL, 33626	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60304	TPA	Julia G Meyer	1969-08-25	—	—	5564 Central Ave, Minneapolis, MN, 55474	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57980	TPA	Marcus Stephens	2007-12-18	—	2804886964	5019 Mesa Dr, Columbus, OH, 43295	0.80	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased
TPA-51847	TPA	Matt Carroll	1999-01-17	—	—	223 Market St, San Diego, CA, 92125	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-51876	TPA	Scott Garrett	1953-01-20	—	2304871097	9209 Desert Sky Blvd, Las Vegas, NV, 89191	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52974	TPA	Michael Olson	1956-12-01	—	—	7701 Bayshore Dr, Nashville, TN, 37265	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52707	TPA	Catherine Diaz	2002-04-23	—	—	8471 Union St, Glendale, AZ, 85377	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-59664	TPA	David Ford	1991-03-11	—	—	9634 Baseline Rd, Columbus, OH, 43276	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56264	TPA	Cynthia Bryant	1971-11-16	UHC-52549-89	—	5310 Washington St, Los Angeles, CA, 90011	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55178	TPA	Ashley Perry	1987-02-07	—	—	3205 Ridge Rd, Atlanta, GA, 30359	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50008	TPA	Martha Stone	1952-05-13	—	—	776 Oak St, Eden Prairie, MN, 55332	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-64009	TPA	Megan Wells	1950-08-28	—	4203850093	1527 Canyon Rd, Tucson, AZ, 85700	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63589	TPA	Cynthia George	1980-06-14	—	—	8732 Sunset Blvd, Miami, FL, 33165	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-51332	TPA	Megan K Gordon	2001-04-14	—	7984445814	5144 Maple Ave, Tampa, FL, 33663	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-58466	TPA	Logan Ward	1949-05-04	UHC-80647-46	—	2233 Cedar Ln, Plano, TX, 75051	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59188	TPA	Willie Paark	1944-02-21	—	2909473765	3730 Elm St, Denver, CO, 80249	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56576	TPA	Ann Adams	1983-01-10	—	5615062737	5537 Camelback Rd, Sacramento, CA, 95832	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62058	TPA	Samuel Weaver	1995-11-10	—	—	7528 Central Ave, Mesa, AZ, 85233	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60381	TPA	Olivia F Day	1963-05-16	UHC-80025-41	—	9042 Pine Dr, Tampa, FL, 33628	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63952	TPA	Sarah Cook	2000-11-01	—	—	103 Grand Ave, Dallas, TX, 75219	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50805	TPA	Betty T Peters	1940-12-28	—	—	7521 Camelback Rd, Sacramento, CA, 95881	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-55221	TPA	Debra Lewis	1949-12-24	—	4348089398	9547 Meadow Ln, Austin, TX, 78766	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-59873	TPA	Zachary George	1982-02-19	—	—	8626 Ridge Rd, Seattle, WA, 98123	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51749	TPA	Jeremy Snyder	1997-11-27	—	—	4178 Park Pl, Jacksonville, FL, 32209	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61402	TPA	Thomas Jordan	2002-12-16	—	7104981349	2492 Hillcrest Rd, Scottsdale, AZ, 85224	0.80	Phone reformatted Street suffix standardised Address re-cased Email lower-cased
TPA-56362	TPA	Janice Richards	1938-06-13	UHC-36443-23	—	2622 Jefferson Ave, Charlotte, NC, 28254	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55619	TPA	Bradley W Bradley	1955-04-08	UHC-50612-81	—	4906 Lake View Rd, Los Angeles, CA, 90017	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56021	TPA	Priya Williams	2001-04-12	—	—	7123 Ocean Ave, Glendale, AZ, 85372	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59218	TPA	William Freeman	1954-03-22	—	—	765 Highland Ave, Plano, TX, 75071	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60081	TPA	Doris Mejia	1971-01-16	—	3023389122	5866 Maple Ave, Atlanta, GA, 30315	0.80	Phone reformatted Street suffix standardised Address re-cased Email lower-cased
TPA-54005	TPA	Megan Meyer	1945-04-12	—	—	4769 Park Pl, Atlanta, GA, 30330	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54004	TPA	Megan Meyer	1945-04-12	—	—	4769 Park Pl, Atlanta, GA, 30330	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60890	TPA	Dennis Reyes	1995-09-03	—	—	4946 Mesa Dr, Charlotte, NC, 28254	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63190	TPA	Catherine Larson	1971-12-20	UHC-21179-85	—	2721 Sunset Blvd, San Diego, CA, 92109	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53010	TPA	Roger Fuller	1975-07-09	—	—	1014 Mountain View Dr, Charlotte, NC, 28231	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63195	TPA	Brenda Henderson	1966-09-27	UHC-12811-60	—	4171 Ridge Rd, Plano, TX, 75050	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51483	TPA	Theresa Phillips	1968-10-22	UHC-72370-07	—	7237 Church St, San Antonio, TX, 78251	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-58039	TPA	Steven Taylor	2003-03-25	—	—	9165 Palm Dr, Gilbert, AZ, 85258	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61884	TPA	Nathan Sanchez	1961-05-19	—	—	9173 Cedar Ln, Las Vegas, NV, 89194	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60253	TPA	Dot Phillips	1989-06-10	—	7893481548	701 Sunset Blvd, San Antonio, TX, 78280	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-58408	TPA	Ashley Hall	2002-03-15	—	—	5373 Jefferson Ave, Nashville, TN, 37281	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62808	TPA	Helen Bishop	1992-01-16	—	—	1149 Forest Ave, Chandler, AZ, 85253	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62956	TPA	Bruce Fox	1979-09-06	—	—	4844 Cedar Ln, Austin, TX, 78744	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54823	TPA	Nicholas J Little	1996-03-25	—	—	2786 Bayshore Dr, Scottsdale, AZ, 85279	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60976	TPA	Lucia Morrison	1945-10-17	—	—	889 Sage Ct, Plano, TX, 75065	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57299	TPA	Logan Bailey	2001-10-07	UHC-62349-08	—	2684 Grand Ave, Jacksonville, FL, 32209	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55964	TPA	Bryan Jimenez	1961-03-08	UHC-52341-82	—	1671 Bayshore Dr, Phoenix, AZ, 85054	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55032	TPA	Angela King	1988-12-23	—	—	6442 Main St, Mesa, AZ, 85269	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared

7,767 rows, page 143 of 156Previous Next