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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-63616	TPA	Andrea M Harrison	1956-06-22	—	—	1180 Meadow Ln, Phoenix, AZ, 85054	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-58437	TPA	Judith Gray	1951-09-12	—	—	5837 Hillcrest Rd, Eden Prairie, MN, 55360	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-61353	TPA	Kathryn Jordan	1963-06-15	—	—	5080 Sunset Blvd, Charlotte, NC, 28215	0.80	City re-cased State name converted to code Email lower-cased Whitespace trimmed
TPA-60756	TPA	Jacob N Gonzales	2003-01-01	—	—	—	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-60757	TPA	Jacob N Gonzales	2003-01-01	—	—	—	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-61569	TPA	Barbara E Dun	2007-01-04	—	—	8620 Cedar Ln, Miami, FL, 33198	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-64194	TPA	Diane Gordon	1974-08-21	—	2423452434	9110 Camelback Rd, Dallas, TX, 75211	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-62395	TPA	Carl K Austin	1951-01-09	—	—	8305 Broadway Apt 28, San Diego, CA, 92142	0.80	Unit split from street Email lower-cased Plan code upper-cased Placeholder values cleared
TPA-51533	TPA	Joseph Wang	1976-04-25	—	—	—	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-63324	TPA	Michael George	1955-06-24	UHC-92579-34	—	3589 Baseline Rd, Miami, FL, 33173	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-51053	TPA	Peter Roberts	1988-04-11	UHC-41456-86	4076290973	—	0.80	Name re-cased Email lower-cased Gender normalised Placeholder values cleared
TPA-55214	TPA	Sean Campblel	1961-07-27	—	—	—	0.80	Date of birth reformatted Email lower-cased Gender normalised Placeholder values cleared
TPA-64195	TPA	Diane Gordon	1974-08-21	—	2423452434	9110 Camelback Rd, Dallas, TX, 75211	0.80	ZIP+4 trimmed Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-60791	TPA	Beverly Ramirez	1979-04-12	—	7684237278	683 River Rd, Atlanta, GA, 30303	0.80	ZIP+4 trimmed Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-59620	TPA	Stephanie Campbell	1952-03-26	—	—	—	0.80	Date of birth reformatted Email lower-cased Gender normalised Placeholder values cleared
TPA-51261	TPA	Albert Hunt	1939-04-27	—	—	843 Church St, Plano, TX, 75062	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-64387	TPA	Carolyn Wright	1976-05-19	—	—	3585 Jefferson Ave, Dallas, TX, 75210	0.80	SSN last four extracted City re-cased Email lower-cased Placeholder values cleared
TPA-62990	TPA	Eric Harper	2002-10-26	UHC-18855-16	7293908233	8687 Ocean Ave, San Diego, CA, 92145	0.80	Member ID reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
TPA-57091	TPA	Rebecca Collins	1972-06-13	—	—	—	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58655	TPA	Christine Clark	1968-02-23	—	—	4908 Elm St, Los Angeles, CA, 90011	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-58603	TPA	Gabriel T Perkins	1945-04-18	—	—	1327 Valley View Dr, Scottsdale, AZ, 85288	0.80	Name re-cased State name converted to code Email lower-cased 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-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-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-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-57626	TPA	Adam Dunn	2005-09-13	—	9466266907	232 Lincoln Way, Atlanta, GA, 30366	0.80	Name re-cased Email lower-cased Gender normalised Whitespace trimmed
TPA-57625	TPA	Adam Dunn	2005-09-13	—	9466266907	232 Lincoln Way, Atlanta, GA, 30366	0.80	Name re-cased Email lower-cased Gender normalised Whitespace trimmed
TPA-60929	TPA	Fatima Ford	1971-04-08	—	—	—	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54045	TPA	Kevin Kennedy	1964-11-08	—	2117832212	—	0.80	Phone reformatted Email lower-cased Gender normalised Placeholder values cleared
TPA-53855	TPA	Bryan S Smith	2003-10-02	—	—	8664 Ridge Rd, Nashville, TN	0.80	ZIP missing Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-55756	TPA	Aissha N Perez	1985-06-02	—	—	9553 Elm St, Tampa, FL, 33622	0.80	Name re-cased Email lower-cased Gender normalised Placeholder values cleared
TPA-53365	TPA	Andrea Rivera	1976-05-09	—	3879539187	7221 Valley View Dr, Denver, CO, 80259	0.80	Two-digit birth year Phone reformatted Email lower-cased Placeholder values cleared
TPA-54633	TPA	Margaret Spencer	1955-02-23	—	—	4242 Baseline Rd # 886, Plano, TX, 75047	0.80	Date of birth reformatted Unit split from street Email lower-cased Placeholder values cleared
TPA-52989	TPA	Jacob King	1970-03-14	—	—	7963 Lake View Rd, Tempe, AZ	0.80	Name re-cased ZIP missing Email lower-cased Placeholder values cleared
TPA-51646	TPA	Heather Walsh	1942-10-11	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed
TPA-57575	TPA	Frances N Moreno	1978-09-23	—	—	3535 Grand Ave, Tempe, AZ, 85289	0.80	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed
TPA-54019	TPA	Douglas Harris	1941-12-09	—	9069937845	5994 Church St, Fresno, CA, 93781	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared
TPA-63820	TPA	Billy Reynolds	1969-01-20	—	—	6808 Mesa Dr, Scottsdale, AZ, 85213	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52090	TPA	Andrea Jimenez	1988-11-18	—	—	4934 Broadway, Denver, CO, 80225	0.80	State name converted to code Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-54084	TPA	Bobby Edwardds	2004-07-11	—	—	3734 Desert Sky Blvd, Austin, TX, 78732	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-63593	TPA	Bradley Chen	1983-05-06	UHC-87280-46	—	—	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56490	TPA	Jose Carlson	1959-11-04	—	—	2996 Elm St, Fresno, CA, 93744	0.80	Name re-cased Email lower-cased Gender normalised Placeholder values cleared
TPA-63376	TPA	Terry Payne	2007-04-07	—	—	1535 Apache Blvd, Atlanta, GA, 30323	0.80	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed
TPA-62504	TPA	Matthew Nguyen	1999-02-14	—	—	9648 Jefferson Ave, Columbus, OH, 43280	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-63138	TPA	Bilyl Z Wells	1947-09-03	UHC-28507-55	—	6266 Maple Ave, Minneapolis, MN, 55440	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-59355	TPA	Sean Wallacce	1994-10-23	UHC-48266-32	—	—	0.80	Two-digit birth year Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-54877	TPA	Nancy Davis	1976-04-16	—	7686375785	487 Pine Dr, Minneapolis, MN, 55480	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-55359	TPA	Evelyn Ortiz	2000-03-11	—	—	5848 Sage Ct, Plano, TX, 75025	0.80	Date of birth reformatted Email lower-cased Gender normalised Placeholder values cleared
TPA-60543	TPA	Tyler Edwards	1988-03-04	—	—	8005 Church St, Los Angeles, CA, 90056	0.80	ZIP+4 trimmed Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-61580	TPA	Hannah Maartinez	1944-05-13	—	—	6560 Lincoln Way, San Diego, CA, 92159	0.80	SSN last four extracted Email lower-cased Whitespace trimmed Placeholder values cleared

832 rows, page 12 of 17Previous Next