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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52523	TPA	Roy Stephens	2007-03-23	—	—	9170 Cedar Ln, Denver, CO, 80227	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52309	TPA	Pamela Griffin	1942-08-10	UHC-70075-68	—	9620 Cedar Ln, Fresno, CA, 93700	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64429	TPA	Patrick Wells	1969-09-19	—	—	8113 Church St, Nashville, TN, 37297	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55930	TPA	Edward Cook	1976-03-25	—	5047350885	39 Mesa Dr, Eden Prairie, MN, 55302	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61300	TPA	Justin Oliver	1964-08-14	—	—	7132 Church St, Las Vegas, NV, 89195	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58952	TPA	Kayla Gomez	1981-07-08	—	—	8000 Lake View Rd, Plano, TX, 75012	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-51562	TPA	Mary Edwards	1949-09-06	—	—	7363 Forest Ave, Miami, FL, 33176	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+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-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-61899	TPA	Juan N Hunter	1965-09-22	—	6187734842	5057 Valley View Dr, Chandler, AZ, 85249	0.66	Name split from “Last, First”Phone reformatted 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-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-64251	TPA	David Howell	1978-06-19	—	—	1246 Camelback Rd # 223, Columbus, OH, 43210	0.66	Name split from “Last, First”Unit split from street City 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-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-59014	TPA	Tyler S Hrt	1943-02-14	—	7979874875	7011 Camelback Rd, Scottsdale, AZ, 85221	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+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-59289	TPA	Heather Riso	1943-01-24	UHC-25713-90	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+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-59346	TPA	Amanda Phillips	1987-07-18	UHC-49815-50	—	—	0.66	Name split from “Last, First”Two-digit birth year Email lower-cased Plan code upper-cased+1 more
TPA-50301	TPA	Albert Mroales	1949-06-03	—	—	4504 Lake View Rd, Gilbert, AZ, 85215	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57576	TPA	William Jimenez	1982-03-19	—	—	210 Valley View Dr, Los Angeles, CA, 90041	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50639	TPA	Dylan S Wang	1941-03-06	—	—	7317 Sage Ct, Mesa, AZ, 85221	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55392	TPA	Julie Lewis	1963-03-22	—	2862880696	7632 Church St, Seattle, WA, 98167	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
TPA-64116	TPA	Karen Spencer	1969-12-21	—	—	1338 Cedar Ln, Phoenix, AZ, 85004	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55238	TPA	Nancy Stephens	2005-01-22	—	—	8008 Ocean Ave, Scottsdale, AZ, 85205	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-63641	TPA	Joseph Lucas	1963-11-28	—	—	4555 Lincoln Way, Atlanta, GA, 30345	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56893	TPA	Richard Sandoval	1947-10-27	—	6922986423	7359 Harbor Blvd, San Diego, CA, 92107	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
TPA-56892	TPA	Richard Sandoval	1947-10-27	—	6922986423	7359 Harbor Blvd, San Diego, CA, 92107	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
TPA-56839	TPA	Cheryl K Nunez	1974-03-17	—	8004872922	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-64069	TPA	Timothy Gonzales	1991-10-25	—	2468541764	6157 Market St, Houston, TX, 77065	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-53964	TPA	Danielle Ward	2003-09-25	—	—	8315 Central Ave, Scottsdale, AZ, 85262	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57245	TPA	Andrew T Griffin	1956-09-07	—	—	644 Palm Dr, Atlanta, GA, 30388	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-52581	TPA	Barbara Wallace	1984-12-25	—	—	3506 Willow Ct, Phoenix, AZ, 85081	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59242	TPA	Henry L Estrada	1981-06-09	UHC-01815-45	2404212267	7816 Willow Ct, Phoenix, AZ, 85099	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62604	TPA	Priya Long	2004-12-02	—	—	9302 Baseline Rd, Sacramento, CA, 95836	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60693	TPA	Sharon Nunez	1953-04-24	—	—	7758 Willow Ct, Las Vegas, NV, 89184	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55878	TPA	Jackie Le	1977-04-28	—	—	4245 Meadow Ln, Las Vegas, NV, 89196	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50515	TPA	Joe Crawford	1977-07-08	—	—	1032 Sunset Blvd, Denver, CO, 80218	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59271	TPA	Elizabeth Dean	1989-06-12	—	6935047284	4310 Church St, Austin, TX, 78747	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59631	TPA	Sara Tran	2003-09-20	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-51854	TPA	Gabreil Russell	1955-12-23	UHC-05189-61	—	4477 Washington St, Columbus, OH, 43258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59628	TPA	Robert Wells	1998-08-26	—	—	6881 Ocean Ave, Nashville, TN, 37279	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56682	TPA	Gordon Joshua	1958-12-25	—	—	4104 Union St, Jacksonville, FL, 32286	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61614	TPA	Bobby Hnasen	1941-09-22	—	—	1878 Lake View Rd, Tampa, FL, 33662	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56422	TPA	Christopher Robertson	1969-07-26	—	6614027020	2940 Valley View Dr, Orlando, FL, 32822	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61666	TPA	Rachel Kennedy	1975-07-09	—	9426240881	8703 Park Pl, Phoenix, AZ, 85029	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
TPA-61943	TPA	Austin Powell	1946-05-25	—	5194091628	9114 Indian School Rd, Los Angeles, CA, 90006	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more

1,488 rows, page 16 of 30Previous Next