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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61489	TPA	Valentina Morris	2000-09-25	UHC-14927-47	—	1890 Mesa Dr, Austin, TX	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-62452	TPA	Denise L Hughes	1997-09-03	—	—	8318 Central Ave, Denver, CO, 80219	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-54609	TPA	—Junk	2004-04-13	—	6288047841	5051 Market St, Plano, TX, 75043	0.52	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61902	TPA	James Gardner	1993-12-01	—	—	4528 Desert Sky Blvd, Nashville, TN	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-58319	TPA	Richard Hicks	1987-02-15	—	—	6440 River Rd, Eden Prairie, MN, 55321	0.52	Date of birth reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-57054	TPA	Marrk Green	1988-03-05	UHC-58036-68	—	464 Ocean Ave, San Diego, CA, 92114	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-52112	TPA	Diane S Banks	1988-03-16	—	—	8353 Ocean Ave, Orlando, FL, 32873	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-50049	TPA	Dylan Reed	—	—	—	5538 Park Pl, Gilbert, AZ, 85209	0.52	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-61993	TPA	Philip T Burke	1967-07-13	—	—	5182 Apache Blvd, Plano, TX, 75068	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51624	TPA	Kathryn Wang	2007-01-19	—	—	7432 Mountain View Dr, Chandler, AZ, 85216	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-55604	TPA	Christian West	1982-01-14	—	—	7534 Sage Ct, Los Angeles, CA, 90037	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-56299	TPA	Judith Gomez	1944-02-18	—	—	7594 Pine Dr # 271, Denver, CO, 80231	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-59221	TPA	Arthur Kelley	1973-10-12	—	—	5723 Washington St, Jacksonville, FL, 32202	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-52298	TPA	Keith Hernandez	1998-11-21	—	4353518061	1394 Apache Blvd # 931, Scottsdale, AZ, 85239	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61323	TPA	Jennifer Castro	1950-04-02	—	—	1633 Sage Ct Apt 35, Jacksonville, FL, 32287	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57662	TPA	Austin C Richards	1989-08-07	—	—	9292 Forest Ave, Seattle, WA, 98168	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-59929	TPA	Charlotte Welch	2005-01-19	—	—	3149 Cedar Ln, Plano, TX, 75039	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-56601	TPA	Laura Watkins	1961-02-15	—	—	2762 Willow Ct, Mesa, AZ, 85231	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
TPA-60745	TPA	Danialle Pattersoon	1947-08-04	—	7465963510	5328 Elm St Apt 33, Fresno, CA, 93768	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-61291	TPA	Michael Baker	2003-07-12	—	—	3497 Oak St Apt 25, Eden Prairie, MN, 55304	0.52	Name split from “Last, First”Unit split from street City re-cased Gender normalised+2 more
TPA-60905	TPA	Dylan F Parker	1988-11-15	—	—	539 Harbor Blvd, San Diego, CA, 92160	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-63004	TPA	Martha Carpenter	2001-04-23	—	—	8661 Valley View Dr, Seattle, WA, 98122	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59947	TPA	Juan Banks	1967-11-12	—	—	9425 Mesa Dr, Fresno, CA, 93762	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54908	TPA	Keith Jones	1956-01-16	—	—	4325 Church St, Gilbert, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61443	TPA	Diana Casttro	1971-09-25	—	—	2883 Market St, Tampa, FL, 33628	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55660	TPA	Robert Hall	1946-03-22	UHC-74797-86	—	1833 Oak St, Sacramento, CA, 95893	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54787	TPA	Jesse Warren	2008-11-17	—	4638301687	7100 Hillcrest Rd, Gilbert, AZ, 85243	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60240	TPA	Denise Young	1969-11-18	—	—	2167 Desert Sky Blvd, Tempe, AZ	0.52	Date of birth reformatted State name converted to code ZIP missing Gender normalised+2 more
TPA-59555	TPA	Grace Bishop	1983-12-15	—	—	3120 Cedar Ln, Minneapolis, MN, 55450	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56736	TPA	Bobby J Daniels	1959-10-15	UHC-88164-37	8419843081	2303 Desert Sky Blvd, Chandler, AZ, 85256	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-54378	TPA	Roy Carlson	1981-10-05	—	—	1263 Harbor Blvd, Gilbert, AZ, 85277	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60629	TPA	Sofia Walker	1997-10-01	—	—	3784 Oak St, Mesa, AZ, 85277	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-50829	TPA	Cloe Stephanie	1997-09-22	—	—	4353 Ocean Ave # 180, Houston, TX, 77031	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52057	TPA	Ronald Broooks	1990-04-28	—	—	7486 Union St, Glendale, AZ, 85382	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-52306	TPA	Dylan Hill	1962-01-21	UHC-19089-37	—	5307 Valley View Dr, Charlotte, NC, 28251	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-52465	TPA	Sandra Smith	1977-06-05	—	4095011127	2383 Park Pl, Chandler, AZ, 85204	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56322	TPA	Heather Nelson	1950-11-11	—	3584197871	7856 Jefferson Ave, Houston, TX, 77033	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-50028	TPA	Fatima Lynnch	2001-08-22	—	—	7675 Harbor Blvd, Columbus, OH, 43200	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-50034	TPA	Christian W Contreras	1983-07-26	—	—	5376 Desert Sky Blvd, Miami, FL, 33172	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-58436	TPA	Gerald Little	1996-11-14	UHC-94042-51	—	3476 Ocean Ave, Columbus, OH, 43297	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-56053	TPA	Jean L Edwards	1956-04-04	—	4527366468	8902 Central Ave, Mesa, AZ, 85238	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51379	TPA	Jacob Wong	1982-10-02	—	—	5567 Palm Dr, Houston, TX, 77049	0.52	Name split from “Last, First”Two-digit birth year Email lower-cased Gender normalised+2 more
TPA-54944	TPA	Eveyln Castro	1965-08-12	—	—	1347 Ocean Ave, Columbus, OH, 43286	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-54069	TPA	Zachary Perkins	2003-04-25	—	—	9138 Grand Ave, Tucson, AZ, 85730	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-53716	TPA	Brenda Garrett	1984-09-28	—	—	—	0.54	Name re-cased Phone missing area code SSN last four extracted Gender normalised+1 more
TPA-50364	TPA	Agela R Yang	1970-01-18	—	—	7662 Oak St, Austin, TX, 78702	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52092	TPA	Bradley Schmidt	1954-04-16	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-58587	TPA	Randy Long	1990-01-25	—	—	3698 River Rd, San Diego, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-58030	TPA	Noah Wallace	1952-12-09	UHC-53723-54	—	3878 Main St, Minneapolis, MN, 55470	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59545	TPA	Jesse Rios	1905-07-02	—	—	8321 Apache Blvd, Miami, FL, 33193	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more

2,435 rows, page 12 of 49Previous Next