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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56608	TPA	Sofia Rice	1966-12-03	—	—	7745 Meadow Ln, Charlotte, NC, 28250	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-52684	TPA	Wei Daniels	2007-10-20	UHC-15768-48	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-57388	TPA	Zachary Kennedy	2001-01-05	—	5616811350	505 Oak St, Mesa, AZ, 85297	0.82	Phone reformatted Gender normalised Placeholder values cleared
TPA-62613	TPA	Haroold O Perkins	2007-02-14	—	8162288594	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-52754	TPA	Alexis L Rodriguez	1965-01-09	—	—	8359 Camelback Rd, Seattle, WA, 98199	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-59772	TPA	Christina Payne	1944-11-02	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-57758	TPA	Mason Espinoza	1941-11-26	—	—	9727 Canyon Rd, Scottsdale, AZ, 85256	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62544	TPA	Arthur Rivera	1966-04-15	UHC-43347-56	—	8948 Apache Blvd, Houston, TX, 77054	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-59952	TPA	Natalie Dixon	1946-12-08	—	—	2013 Forest Ave, Scottsdale, AZ, 85208	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59427	TPA	Timothy J Hicks	1998-07-05	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-56437	TPA	Douglas ZJunk	1972-11-26	—	—	—	0.82	Name re-cased Placeholder values cleared No usable name (quarantined)
TPA-59040	TPA	Cal Rivera	1980-12-03	—	—	5451 Grand Ave, Eden Prairie, MN, 55370	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-57919	TPA	Julie Ortiz	2006-09-17	—	—	2497 Ocean Ave, Seattle, WA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52924	TPA	Deborah Riley	1947-04-26	—	—	1951 Lincoln Way, Atlanta, GA, 30315	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58270	TPA	Martha R Bennett	1948-03-18	—	—	—	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-51980	TPA	Lisa Silva	2002-04-16	—	—	6174 Willow Ct, Columbus, OH, 43235	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58484	TPA	Ralph Gilbert	1953-12-01	UHC-18514-94	2439531036	2350 Highland Ave, Houston, TX, 77057	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54450	TPA	Hoffman J Patrick	1960-11-21	—	—	—	0.82	Middle initial moved out of first name Name re-cased Placeholder values cleared
TPA-50504	TPA	Shirley Griffin	1997-10-19	—	6389941304	6768 Main St, Tucson, AZ, 85760	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-62709	TPA	Priya L Phillips	1984-06-03	—	—	1868 Hillcrest Rd, Miami, FL, 33156	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50804	TPA	Betty T Peters	—	—	—	7521 Camelback Rd, Sacramento, CA, 95881	0.82	Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-53660	TPA	Gary West	1998-01-17	—	—	6358 Ocean Ave, Columbus, OH, 43278	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50255	TPA	Roger Bell	1986-11-02	—	—	7058 Meadow Ln, Miami, FL, 33133	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-52187	TPA	Raymond Greene	1961-03-25	—	—	3175 Sage Ct, Los Angeles, CA, 90059	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58467	TPA	Angela Murray	2004-11-25	—	—	53 Elm St, Nashville, TN, 37215	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50608	TPA	Brenda Z Wallace	1975-02-03	UHC-12466-97	—	9142 Church St, Minneapolis, MN	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-63196	TPA	Mark Nelson	1957-10-06	—	—	3833 Desert Sky Blvd, Las Vegas, NV, 89126	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-56510	TPA	Eugene I Crwaford	1980-09-21	UHC-23406-39	—	—	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
TPA-62035	TPA	Alexander W King	1974-02-01	—	—	2968 Main St, Phoenix, AZ, 85071	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-55360	TPA	Lori Foster	1982-11-06	—	—	—	0.82	Email lower-cased Gender normalised Placeholder values cleared
TPA-52482	TPA	Wong Laura	1951-08-09	—	—	4997 Meadow Ln, Sacramento, CA, 95867	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52434	TPA	Kelly I Stevens	1958-08-25	—	—	8166 Ocean Ave, Houston, TX, 77006	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-64325	TPA	Rachel Carter	1953-11-18	—	—	6729 Grand Ave, San Diego, CA, 92164	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-52091	TPA	Robert Gray	2002-09-01	—	—	3886 Mesa Dr, San Diego, CA, 92165	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-58486	TPA	KJunk	1956-03-13	—	—	—	0.82	Date of birth reformatted Placeholder values cleared No usable name (quarantined)
TPA-60731	TPA	Julie Alexander	1995-01-22	—	—	6091 Highland Ave, Miami, FL, 33103	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-61647	TPA	Heather Pena	2004-03-26	—	—	6554 Baseline Rd, Tucson, AZ, 85708	0.82	Two-digit birth year City re-cased Placeholder values cleared
TPA-54054	TPA	Matthew Romero	1972-07-08	—	—	138 Market St, Tempe, AZ, 85226	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-54912	TPA	Brian Reynolds	1959-05-10	—	—	3126 Grand Ave, Miami, FL, 33132	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-56907	TPA	Omar Lawrence	1940-02-24	—	—	3227 Spring St, San Antonio, TX, 78226	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-53537	TPA	Carlos Stone	1982-01-01	UHC-21036-35	—	3927 Lincoln Way, Atlanta, GA, 30345	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
TPA-61343	TPA	Isabella U Miller	1992-03-22	—	—	7287 Lincoln Way, Mesa, AZ, 85294	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-64108	TPA	Cheryl Gibson	2006-02-01	—	—	6384 Sunset Blvd, Sacramento, CA, 95819	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-50909	TPA	Thomas Morales	1965-01-26	UHC-74441-71	7658409003	5241 Jefferson Ave, Denver, CO, 80274	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-51666	TPA	Kenneth Mitchell	1972-10-10	—	—	5912 Willow Ct, Austin, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
TPA-55754	TPA	Charlotte Payne	1980-02-28	UHC-82916-23	—	421 Main St, Tampa, FL, 33669	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-55304	TPA	Kenneth Harrison	1961-04-04	—	—	1680 Lake View Rd, Las Vegas, NV, 89177	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
TPA-63367	TPA	Santiago Aguilar	1979-04-18	—	—	4797 Indian School Rd, Charlotte, NC	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-62006	TPA	Jeffrey Lawrence	1977-08-09	—	—	2828 Highland Ave, Dallas, TX, 75212	0.82	Street suffix standardised Address re-cased Placeholder values cleared
TPA-59041	TPA	Carl Rivera	1980-12-03	—	—	5451 Grand Ave, Eden Prairie, MN, 55370	0.82	Name re-cased State name converted to code Placeholder values cleared

14,135 rows, page 199 of 283Previous Next