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-57396	TPA	Sophia Ryan	1958-07-11	—	5149238202	2546 Ridge Rd, Tucson, AZ, 85754	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-63991	TPA	Dorothy Russell	1990-09-17	—	7049231856	9373 Spring St, Mesa, AZ, 85208	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57220	TPA	Kenneth Miller	1954-07-05	—	—	9815 Indian School Rd, Plano, TX, 75043	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-58399	TPA	Valentina Mendoza	1991-04-01	—	6856224410	5443 Washington St, Eden Prairie, MN, 55315	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55623	TPA	Wei Johnnson	1982-08-04	—	7945034955	8648 Spring St, Miami, FL, 33183	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58043	TPA	Bradley Williamson	1951-10-02	—	—	5316 Forest Ave, Charlotte, NC, 28289	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-52535	TPA	Rebecca Burton	1945-09-24	—	—	4816 Central Ave, Orlando, FL, 32873	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-54114	TPA	Lawrence Wheeler	—	—	—	6746 Meadow Ln, Orlando, FL, 32804	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-58348	TPA	Jack Boyd	—	—	—	1043 Washington St, Columbus, OH, 43269	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56868	TPA	Christina Turner	1980-02-06	—	—	4965 Meadow Ln, Tucson, AZ, 85710	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62248	TPA	Gabriel Weber	2004-05-01	—	—	3435 Desert Sky Blvd, San Antonio, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-51630	TPA	Jennifer Perez	—	—	—	6039 Grand Ave, Tucson, AZ, 85749	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61981	TPA	Jordan D Padilla	2000-03-12	—	—	1639 Baseline Rd, Phoenix, AZ, 85032	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58048	TPA	Jean Singh	1951-03-25	—	—	6624 Hillcrest Rd, Phoenix, AZ, 85054	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63134	TPA	Christina Jimenez	1945-06-26	—	5794924252	1998 Desert Sky Blvd, Scottsdale, AZ, 85279	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59822	TPA	Barbara Howadr	1979-03-23	—	—	3433 Highland Ave, Fresno, CA, 93736	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-57561	TPA	Randy Armstrong	1959-01-07	—	—	5427 Harbor Blvd, San Antonio, TX, 78227	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-63185	TPA	Luis Stevens	2003-07-18	—	—	7599 Grand Ave, Sacramento, CA, 95850	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50169	TPA	Mark Stevens	1987-08-18	UHC-76775-97	—	3343 Apache Blvd, Sacramento, CA, 95882	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-54237	TPA	Patricia Phillips	1963-07-20	—	—	3971 Jefferson Ave # 862, Los Angeles, CA, 90010	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50643	TPA	Martha Carter	1989-09-22	UHC-40028-30	8923339841	8319 Lake View Rd, Las Vegas, NV, 89104	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55131	TPA	Brandon Park	1957-07-13	—	—	1620 Willow Ct, Scottsdale, AZ, 85294	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-61896	TPA	Emily Tran	1969-09-23	—	—	6266 Bayshore Dr, Denver, CO, 80231	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50813	TPA	Emily Warreen	1996-07-11	—	6696330066	8997 Maple Ave, Mesa, AZ, 85260	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54915	TPA	Mei Elis	1938-06-27	UHC-77487-48	—	1321 Ridge Rd, San Antonio, TX, 78276	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-54914	TPA	Mei Elis	1938-06-27	UHC-77487-48	—	1321 Ridge Rd, San Antonio, TX, 78276	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-61562	TPA	Mark Marquez	1953-02-28	—	7106427661	5772 Sage Ct, San Antonio, TX, 78271	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60820	TPA	Priya Oliver	1991-12-26	UHC-10668-45	—	8786 Harbor Blvd, Glendale, AZ, 85378	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
TPA-58803	TPA	Judy Ward	1978-11-04	—	—	931 Sunset Blvd, San Antonio, TX, 78219	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-53075	TPA	Valentina Mejia	1987-12-19	—	2706392571	2993 Bayshore Dr, Tucson, AZ, 85724	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-54596	TPA	Carolyn Price	2005-12-07	—	—	8651 Ridge Rd, Atlanta, GA, 30391	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60206	TPA	Philip J Morrison	1945-03-05	—	—	4733 Meadow Ln, Las Vegas, NV, 89102	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-61989	TPA	Steven N Welch	2002-11-08	UHC-34050-08	—	9598 Mountain View Dr, Atlanta, GA, 30368	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61990	TPA	Steven N Welch	2002-11-08	UHC-34050-08	—	9598 Mountain View Dr, Atlanta, GA, 30368	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58461	TPA	Michelle Mason	1990-12-28	—	—	4639 Forest Ave, Seattle, WA, 98194	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-64100	TPA	Henry Waard	1939-03-06	—	—	2753 Sunset Blvd, San Diego, CA, 92160	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50036	TPA	Austin O Aguilar	1993-07-28	—	—	3665 River Rd, Los Angeles, CA, 90049	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-51471	TPA	Joseph Martin	1948-01-18	—	—	4130 Washington St, Gilbert, AZ, 85285	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-52660	TPA	Luis Reynolds	1946-04-03	—	4052645021	5142 Baseline Rd, Tucson, AZ, 85705	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-64308	TPA	Juztin L Cruz	1944-09-18	—	—	2917 Ridge Rd Apt 1, San Antonio, TX, 78273	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-63720	TPA	Soophia Wang	1950-01-28	—	6203519167	6636 Spring St, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-60470	TPA	Alexis Edwards	2002-05-11	—	—	2299 Cedar Ln, Atlanta, GA, 30320	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62214	TPA	Hiroshi A Moore	1950-09-08	—	—	952 Union St # 246, Glendale, AZ, 85388	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-51532	TPA	Diego O Castillo	2007-02-09	—	—	3312 Maple Ave, Houston, TX, 77038	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55120	TPA	Lawrencce E Mejia	—	—	—	8170 Church St, Tucson, AZ, 85727	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-61339	TPA	Mei Maldonado	1945-11-02	—	—	7457 Park Pl, Houston, TX, 77082	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63304	TPA	Charlotte Vasquez	1941-01-08	—	8603504635	5356 River Rd, Mesa, AZ, 85280	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-56324	TPA	Luis Miller	1998-03-25	—	—	6417 Apache Blvd, Fresno, CA, 93795	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-56303	TPA	Adam Harper	1995-09-18	—	5443457527	2959 Mountain View Dr, Tempe, AZ, 85221	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62907	TPA	Jeremy Garza	2000-07-21	—	9714004437	6942 Mountain View Dr, Charlotte, NC, 28289	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

7,767 rows, page 69 of 156Previous Next