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-51787	TPA	Alberrt I Kim	1989-09-03	—	—	2264 Pine Dr, Tucson, AZ, 85784	0.64	Middle initial moved out of first name Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-64125	TPA	Jose Carpenter	1943-04-07	—	—	4048 Willow Ct, Plano, TX, 75049	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55134	TPA	Teresa Burton	1998-07-06	—	3299345762	9371 Pine Dr, Columbus, OH, 43224	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57825	TPA	Brandon Carpenter	1975-06-24	—	2545791030	7531 Cedar Ln, Los Angeles, CA, 90067	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59849	TPA	Lawrence Soto	1974-08-02	—	5823902790	6232 Willow Ct, Tempe, AZ, 85269	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
TPA-52724	TPA	Tyler Knight	2002-04-27	—	9055100879	6690 Elm St, Dallas, TX, 75215	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57482	TPA	Margaret Owens	1984-01-22	UHC-62039-91	—	6737 Ridge Rd, Atlanta, GA, 30330	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-60795	TPA	Stephens Fatima	1995-07-04	—	—	1103 Main St, Sacramento, CA, 95862	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61031	TPA	Arjun Coleman	1985-06-02	—	—	9309 Willow Ct Apt 39, Scottsdale, AZ, 85233	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-60942	TPA	Nunez Elizaebth	2008-08-01	—	—	8418 Cedar Ln # 999, Chandler, AZ, 85212	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
TPA-62102	TPA	Amy Gonzalez	1985-04-03	—	—	6841 River Rd, San Diego, CA, 92119	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62944	TPA	Kyle Lane	1981-11-07	—	—	9320 Willow Ct, Dallas, TX, 75209	0.64	Name split from “Last, First”Date of birth reformatted State name converted to code Email lower-cased+2 more
TPA-62107	TPA	Gloria Werd	1968-09-02	—	—	2598 Hillcrest Rd, Miami, FL, 33166	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-57400	TPA	Keith Burke	1951-08-19	—	—	9829 Desert Sky Blvd, Miami, FL, 33192	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62819	TPA	Jennifer Gardner	1998-03-25	—	—	410 Baseline Rd, Phoenix, AZ, 85037	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55774	TPA	Christina Carter	1942-10-03	—	5076300680	6427 Pine Dr, Scottsdale, AZ, 85266	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54120	TPA	Nathan Cunningham	1938-05-08	—	5242251717	8203 Lake View Rd, Atlanta, GA, 30399	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-63956	TPA	Mary Hudson	1995-01-14	—	—	9385 Mesa Dr, San Diego, CA, 92171	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62757	TPA	Donna Russell	1981-09-22	—	—	8815 Sunset Blvd, Seattle, WA, 98122	0.64	Name re-cased ZIP+4 trimmed Email lower-cased Gender normalised+2 more
TPA-59241	TPA	George Estrada	1950-05-27	—	6503148876	—	0.64	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+2 more
TPA-52886	TPA	Evelyn Green	2006-05-03	—	3695999499	5420 Jefferson Ave, Los Angeles, CA, 90036	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55492	TPA	Jonathan Morgan	1981-03-23	—	—	3903 Mesa Dr, Fresno, CA, 93738	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57251	TPA	Janet Dean	1989-12-07	—	9548175249	8717 Palm Dr, Phoenix, AZ, 85037	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58890	TPA	Wei Miller	1949-03-27	—	6977770510	967 Canyon Rd, Tempe, AZ, 85223	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57295	TPA	Zachary Baker	1988-07-16	—	—	6101 Desert Sky Blvd, Orlando, FL, 32814	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-52934	TPA	Donald O Torres	1963-09-18	UHC-28843-56	7587485754	4999 Jefferson Ave, Charlotte, NC, 28240	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-60397	TPA	Austin Harvey	1988-02-02	—	—	8260 Main St, Denver, CO, 80245	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50440	TPA	Christian Coleman	1973-07-06	—	2937157676	6836 Bayshore Dr, Tucson, AZ, 85715	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54820	TPA	Carolyn K Chen	2006-09-02	—	2756819734	2822 Sunset Blvd, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58545	TPA	Kevin Nichols	1968-11-21	UHC-94153-38	—	4859 Union St, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-50023	TPA	Andrea Murphy	1945-01-09	—	—	3741 Spring St, Atlanta, GA, 30350	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-64090	TPA	Alexis Reed	1955-03-05	—	2516881975	5473 Canyon Rd, Minneapolis, MN, 55426	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-60661	TPA	Alexis Wasshington	1988-02-18	—	—	4319 Camelback Rd, Tampa, FL, 33696	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-60598	TPA	Rebecca D Garza	1983-04-05	—	—	9302 Harbor Blvd, Glendale, AZ, 85305	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-53547	TPA	Samuel Wheeler	1960-09-23	—	—	9508 Ridge Rd, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62618	TPA	Nathan Bryant	1962-12-05	—	6468089364	6883 Main St, Jacksonville, FL, 32216	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-52723	TPA	Maria Li	1995-03-11	—	7096851383	3122 Bayshore Dr, Eden Prairie, MN, 55339	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60607	TPA	Betty Murphy	1985-11-02	—	—	198 Bayshore Dr, Las Vegas, NV, 89134	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-50084	TPA	Sharon Patel	1955-09-08	—	—	400 Washington St Apt 16, Chandler, AZ, 85207	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61934	TPA	Christopher E Perkins	1990-02-26	—	—	1551 Sage Ct, Austin, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57631	TPA	Danielle Joran	1973-12-20	—	8554587156	2275 Hillcrest Rd, Sacramento, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52202	TPA	Paul U Garza	1981-06-15	—	—	1297 Central Ave, San Antonio, TX, 78286	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-50219	TPA	Jacob G Goez	1951-07-05	—	5034133742	3679 Union St, Sacramento, CA, 95811	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-64309	TPA	Douglas Weaver	2008-03-14	—	7586783104	1360 Jefferson Ave, Las Vegas, NV, 89105	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-53491	TPA	Thomas Jenkins	1996-01-19	—	—	6365 Oak St, Denver, CO, 80235	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62845	TPA	Maon F Porter	1965-02-15	—	9097807963	6442 Apache Blvd, San Diego, CA, 92148	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-55820	TPA	Weyne Y Murray	—	—	4357999217	4458 Lincoln Way, Las Vegas, NV, 89181	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
TPA-56203	TPA	Walter Fuller	1984-02-22	—	7193121693	5024 Ridge Rd, Seattle, WA, 98116	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61030	TPA	Nicholas Cook	1946-11-08	—	—	7035 Grand Ave, Columbus, OH, 43208	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-57361	TPA	Grace Hernandez	1950-12-14	—	2075289147	1280 Sunset Blvd Apt 5, Chandler, AZ, 85229	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

14,135 rows, page 50 of 283Previous Next