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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52973	TPA	Jeffrey Hoffman	1975-03-12	—	—	697 Lincoln Way, Tucson, AZ, 85733	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54862	TPA	Randy Howell	1948-03-18	—	—	9138 Maple Ave, Tempe, AZ, 85264	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61449	TPA	Kathryn Warren	1959-03-12	—	3167136460	6289 Jefferson Ave, Los Angeles, CA, 90013	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-64082	TPA	Christina Ruiz	2005-02-21	—	—	1263 Ocean Ave, Eden Prairie, MN, 55318	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57378	TPA	Peter Bennett	1998-11-28	—	—	9378 Cedar Ln, Tempe, AZ, 85255	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52352	TPA	Ralph Castro	1969-02-21	—	—	1774 Elm St, Mesa, AZ, 85227	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51788	TPA	Albert I Kim	1989-09-03	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-50759	TPA	Joe Rivera	1952-07-18	UHC-05846-87	—	—	0.80	Name re-cased Member ID reformatted Gender normalised Placeholder values cleared
TPA-50705	TPA	Sandra Boyd	1973-03-18	—	—	1044 Spring St, Tucson, AZ, 85737	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-56999	TPA	Joseph Coe	1986-04-16	—	—	427 Pine Dr, San Antonio, TX, 78238	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58206	TPA	Victoria Q Fowler	1988-03-09	—	—	6435 Washington St, Orlando, FL, 32847	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-50207	TPA	Andrea Jordan	1938-12-18	—	—	9521 Ocean Ave, Fresno, CA, 93755	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62432	TPA	Jack Bishop	1944-04-02	—	—	411 Washington St, San Antonio, TX, 78280	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59751	TPA	Scott Spencer	1986-04-25	—	—	8322 Apache Blvd, Jacksonville, FL, 32255	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62895	TPA	Pamela N Sullivan	1944-05-24	—	—	6071 Harbor Blvd, Jacksonville, FL	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52442	TPA	Olivia Mason	2005-01-07	—	—	9078 Sunset Blvd, Tucson, AZ, 85770	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53178	TPA	Jon F Coleman	1983-08-19	UHC-64736-32	—	1446 Spring St, Denver, CO, 80248	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57594	TPA	Mason Armstrong	1938-08-21	—	—	3613 Highland Ave Apt 37, Columbus, OH, 43250	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-64297	TPA	Jeremy Murphy	1938-01-10	—	6127206749	—	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
TPA-52360	TPA	Sofia G Brown	2003-06-02	—	2624086601	8770 Lake View Rd, Scottsdale, AZ, 85247	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57367	TPA	Sandra Vega	1949-12-23	—	—	2681 Lake View Rd, Glendale, AZ, 85370	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53707	TPA	Bobby Jacobs	1942-09-25	—	2949438631	1545 Jefferson Ave, San Antonio, TX, 78285	0.82	Name re-cased Phone reformatted State name converted to code
TPA-57705	TPA	Christopher Ellis	1986-04-05	UHC-61611-07	—	3925 Broadway, San Diego, CA, 92178	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-52003	TPA	Jessica Kim	1992-02-14	—	—	4433 Camelback Rd, Sacramento, CA	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-54812	TPA	Jim Watkins	1957-08-25	UHC-77031-08	—	3160 Union St, Austin, TX, 78716	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-63749	TPA	Joe Vargas	—	—	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
TPA-51275	TPA	Maria Snyder	1940-07-24	—	—	6204 Ocean Ave, Plano, TX, 75030	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-62813	TPA	Albert Wallace	1972-07-12	UHC-61755-91	—	553 Park Pl, Chandler, AZ, 85209	0.82	Name re-cased Date of birth reformatted ZIP+4 trimmed
TPA-50816	TPA	Valentina Obrien	1965-06-13	—	8578412143	5035 Oak St, Los Angeles, CA, 90086	0.82	Name re-cased Phone reformatted Gender normalised
TPA-62259	TPA	Vasquez Shirley	—	—	—	—	0.82	Name re-cased Date of birth missing Placeholder values cleared
TPA-57352	TPA	Camila Romero	1941-04-20	—	—	6264 Forest Ave, Tampa, FL, 33674	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-51572	TPA	Anna Ford	2007-09-16	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-61248	TPA	Gregory Tuckr	—	—	—	5215 Mountain View Dr, Columbus, OH, 43294	0.82	Name re-cased Date of birth missing Placeholder values cleared
TPA-56604	TPA	Kelly Tucker	—	—	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
TPA-55841	TPA	Jonathan Wang	1939-08-09	—	—	4103 Mountain View Dr, Orlando, FL, 32857	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-61730	TPA	Adam T Singh	1948-02-03	—	—	1814 Broadway, Tucson, AZ, 85761	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-63366	TPA	Sara Hudson	1957-02-10	—	—	3436 Valley View Dr, Austin, TX, 78779	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-53012	TPA	Adam Adams	1969-07-05	—	—	87 Ridge Rd, Las Vegas, NV, 89191	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-52427	TPA	Tony Mason	1959-08-27	UHC-71486-08	—	2698 Jefferson Ave, Gilbert, AZ, 85266	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-55542	TPA	Lisa Myers	1975-08-10	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-59839	TPA	Isabella Lopez	1960-01-05	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-50892	TPA	Charlotte Oliver	1995-04-07	—	—	951 Jefferson Ave Apt 21, Sacramento, CA, 95887	0.82	Name re-cased Unit split from street Placeholder values cleared
TPA-52271	TPA	Virginia Ortiz	2008-03-22	—	—	8997 Broadway, Denver, CO, 80228	0.82	Name re-cased Two-digit birth year Placeholder values cleared
TPA-63602	TPA	Douglas Sanders	1958-07-23	—	4699400251	7638 Bayshore Dr, Atlanta, GA, 30371	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
TPA-63377	TPA	Danielle Armstrong	1950-05-04	—	—	821 Central Ave, Scottsdale, AZ, 85227	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-52590	TPA	Sara Kyng	1996-12-15	UHC-68504-05	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-54180	TPA	Ralph Chavez	1988-12-07	—	—	8378 Ridge Rd, Denver, CO, 80258	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-57272	TPA	Shirley Diaz	1960-11-11	—	—	6942 Sage Ct, Austin, TX, 78743	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-64243	TPA	John Luna	1982-01-25	—	—	2837 Jefferson Ave, Mesa, AZ, 85294	0.82	Name re-cased Gender normalised Placeholder values cleared
TPA-61898	TPA	Mason Fuller	2006-01-11	—	—	6548 Washington St, Austin, TX, 78700	0.82	Name re-cased State name converted to code Placeholder values cleared

5,750 rows, page 82 of 115Previous Next