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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54007	TPA	Logan Hamilton	1972-01-12	—	—	7925 Pine Dr, Charlotte, NC	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-58441	TPA	Karen Rivera	1984-05-22	—	—	9144 Ridge Rd Apt 12, Fresno, CA, 93779	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
TPA-59452	TPA	Frank Thompson	1982-09-06	—	—	5660 Valley View Dr, Fresno, CA, 93730	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-58990	TPA	Yuki Elliott	2007-03-18	—	—	6045 Oak St, Austin, TX, 78764	0.52	Name re-cased Phone missing area code State name converted to code Gender normalised+2 more
TPA-50386	TPA	Charlotte Stevens	1957-02-02	—	—	4201 Spring St, Gilbert, AZ, 85226	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-62765	TPA	Jean Johsnon	1947-06-09	—	—	6754 Canyon Rd, Nashville, TN, 37277	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51512	TPA	Samuel Evans	2003-06-19	—	—	4995 Maple Ave, Phoenix, AZ, 85021	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-55394	TPA	Kathleen Hill	1999-03-18	—	—	8010 Oak St, Fresno, CA, 93746	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
TPA-53091	TPA	Angela Cook	1957-11-18	—	—	2908 Highland Ave # 989, Plano, TX, 75000	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 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-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-52929	TPA	Pamela Q Black	1969-01-06	—	—	8059 Park Pl, Denver, CO, 80257	0.54	Name split from “Last, First”Phone missing area code State name converted to code Whitespace trimmed+1 more
TPA-53599	TPA	Lerry Patterson	1993-11-15	—	—	8912 Ocean Ave # 624, San Antonio, TX	0.54	Phone missing area code Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-52771	TPA	Michelle Garza	1964-01-08	UHC-34895-65	—	6394 Indian School Rd, Tucson, AZ	0.54	Name re-cased Phone missing area code ZIP missing Gender normalised+1 more
TPA-59511	TPA	Victoria Barnes	2003-11-26	—	—	1900 Ocean Ave, Charlotte, NC, 28251	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
TPA-50209	TPA	Judith Ortiz	1981-01-05	—	—	9287 Camelback Rd, Gilbert, AZ, 85216	0.54	Name split from “Last, First”Date of birth reformatted Phone missing area code Gender normalised+1 more
TPA-50210	TPA	Judith Ortiz	1981-01-05	—	—	9287 Camelback Rd, Gilbert, AZ, 85216	0.54	Name split from “Last, First”Date of birth reformatted Phone missing area code Gender normalised+1 more
TPA-52932	TPA	Bradley Rodriguez	1959-01-01	—	—	682 Pine Dr, Las Vegas, NV, 89194	0.54	Name re-cased Two-digit birth year Phone missing area code State name converted to code+1 more
TPA-62754	TPA	Stephen Schmidt	1939-11-16	—	—	8679 Grand Ave # 319, Tampa, FL, 33668	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
TPA-52029	TPA	Alexander Allen	1972-06-07	—	—	6316 Spring St, Tucson, AZ, 85713	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-50523	TPA	Amy Gonzalez	2008-11-09	—	—	492 Bayshore Dr, Glendale, AZ, 85309	0.56	Name split from “Last, First”Phone missing area code ZIP+4 trimmed Placeholder values cleared
TPA-55639	TPA	Danielle Jordan	1998-12-05	—	—	5513 Market St Apt 18, Phoenix, AZ, 85087	0.56	Name split from “Last, First”Phone missing area code Unit split from street Placeholder values cleared
TPA-59072	TPA	Eugene Wong	1941-11-04	—	—	3733 Forest Ave, Tempe, AZ, 85240	0.58	Name split from “Last, First”Phone missing area code State name converted to code
TPA-54942	TPA	Jessica C Vargas	1971-11-27	—	—	4014 Sunset Blvd, Glendale, AZ, 85329	0.60	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-59470	TPA	Sofia Z Cooper	1959-06-14	—	—	4007 Washington St # 866, Sacramento, CA, 95812	0.60	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+4 more
TPA-56267	TPA	Gabriel Freeman	1943-05-03	—	—	7013 Highland Ave, Jacksonville, FL, 32224	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
TPA-60706	TPA	Brenda Carpenter	1953-05-23	—	—	4125 Canyon Rd, Minneapolis, MN, 55419	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-64117	TPA	Karen Spencer	1969-12-21	—	—	1338 Cedar Ln, Phoenix, AZ, 85004	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-54079	TPA	Brandon Mejia	1994-12-12	—	—	3682 Cedar Ln, Minneapolis, MN, 55463	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-55241	TPA	Nicholas Morgan	1977-02-06	—	—	4559 Union St, Sacramento, CA, 95839	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-54538	TPA	Jeffrey Mendez	1967-05-03	—	—	5599 Sage Ct, Denver, CO, 80246	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-54537	TPA	Jeffrey Mendez	1967-05-03	—	—	5599 Sage Ct, Denver, CO, 80246	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-55778	TPA	Austin Morgan	1982-12-01	UHC-70663-96	—	6776 Sunset Blvd, Chandler, AZ, 85258	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-64372	TPA	Charlotte Ross	2004-10-21	—	—	3803 Willow Ct, Houston, TX, 77017	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-58370	TPA	Lius Murphy	1981-02-20	UHC-01298-90	—	299 Sage Ct, Jacksonville, FL, 32278	0.62	Date of birth reformatted Phone missing area code Member ID reformatted State name converted to code+3 more
TPA-52639	TPA	Cheryl Fields	2002-02-09	—	—	1426 Washington St, Nashville, TN, 37287	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-63412	TPA	Michael Wilson	1955-10-15	—	—	2200 Hillcrest Rd, Dallas, TX, 75248	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-58844	TPA	Samuel Alvarez	1939-10-18	—	—	7856 Highland Ave, Columbus, OH, 43282	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-62484	TPA	Gary Herrera	1938-11-17	UHC-69117-24	—	589 Mountain View Dr, Plano, TX, 75017	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-63781	TPA	Arthur Torres	1997-05-08	—	—	9054 Highland Ave, Phoenix, AZ, 85018	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address 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-54635	TPA	Madison Wheeler	2008-01-14	—	—	4424 Forest Ave, Columbus, OH, 43276	0.64	Phone missing area code Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-54634	TPA	Madison Wheeler	2008-01-14	—	—	4424 Forest Ave, Columbus, OH, 43276	0.64	Phone missing area code Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-53482	TPA	Stephen Morrison	1955-04-04	—	—	8567 Spring St, San Diego, CA, 92111	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-63223	TPA	Betty Sandoval	1944-09-25	UHC-13305-47	—	1080 Desert Sky Blvd, Dallas, TX, 75227	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-60532	TPA	Cynthia N Elliott	2006-11-12	—	—	9783 Grand Ave, Scottsdale, AZ, 85299	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-53117	TPA	Christian Yang	1945-08-01	—	—	8005 Willow Ct, Austin, TX, 78785	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-63842	TPA	Carl Sims	1963-06-26	—	—	3056 Indian School Rd, Tucson, AZ, 85781	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-62917	TPA	Sophia Mendoza	2002-02-04	—	—	2611 Lake View Rd, Gilbert, AZ, 85235	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-52524	TPA	Luis Richardson	1990-06-10	—	—	7253 Elm St, Los Angeles, CA, 90080	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more

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