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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-64188	TPA	LoganJunk	1960-07-15	—	—	6603 Jefferson Ave # 113, Miami, FL, 33191	0.38	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-62583	TPA	Jack James	1957-03-03	—	8956886950	1297 Maple Ave Apt 6, Tampa, FL, 33662	0.38	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
TPA-56818	TPA	Jack Wallace	—	—	—	3117 River Rd Apt 28, Plano, TX, 75045	0.38	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
TPA-59694	TPA	Kimberly Hoffman	—	—	—	3254 Jefferson Ave Apt 32, San Diego, CA, 92141	0.38	Date of birth reformatted Date of birth unreadable Unit split from street Street suffix standardised+3 more
TPA-60741	TPA	Omar Perez	1976-02-05	—	2689089198	5497 Canyon Rd Apt 34, Las Vegas, NV, 89146	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-53004	TPA	Nick Freeman	1983-04-22	—	3909305256	3594 Baseline Rd # 651, Scottsdale, AZ, 85294	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+3 more
TPA-54255	TPA	Christian Weber	2008-09-04	—	—	9393 Cedar Ln # 333, Plano, TX	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
TPA-51116	TPA	Mateo Day	1993-12-23	UHC-73777-46	—	9132 Main St Apt 24, Las Vegas, NV	0.38	Name re-cased Two-digit birth year Unit split from street ZIP missing+3 more
TPA-53407	TPA	Gabriel Washington	1964-10-07	—	—	7013 Spring St Apt 7, Mesa, AZ, 85252	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-51073	TPA	Bruce Myers	1997-07-10	—	—	162 Ridge Rd Apt 4, San Antonio, TX, 78202	0.38	Phone missing area code Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58741	TPA	Jordan Siims	1955-01-18	—	—	9287 Main St Apt 25, Austin, TX	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street ZIP missing+3 more
TPA-59194	TPA	Janice Sandoval	—	UHC-66768-58	—	8538 Highland Ave # 767, Orlando, FL, 32852	0.38	Date of birth missing Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61497	TPA	Dorothy Fisher	1990-08-05	—	—	9204 Apache Blvd # 379, Los Angeles, CA	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-64031	TPA	Linda Munoz	—	—	2278087960	5984 Harbor Blvd Apt 19, Columbus, OH, 43261	0.38	Name split from “Last, First”Date of birth unreadable Unit split from street Street suffix standardised+3 more
TPA-60092	TPA	Carol Pierce	—	UHC-80359-24	—	7677 Baseline Rd Apt 33, Fresno, CA, 93773	0.38	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
TPA-51470	TPA	Margaret Daniels	—	—	—	6083 Canyon Rd Apt 32, Tucson, AZ, 85725	0.38	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
TPA-62063	TPA	Isabella George	—	UHC-68744-67	—	9793 Lake View Rd Apt 23, Austin, TX	0.38	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
TPA-62980	TPA	Anna Miller	1948-02-12	—	—	5134 Spring St Apt 10, Glendale, AZ, 85366	0.38	Phone missing area code Unit split from street Street suffix standardised Address re-cased+3 more
TPA-55954	TPA	Benjamin Peters	2006-10-23	—	—	8029 Mesa Dr Apt 28, Houston, TX, 77014	0.38	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
TPA-58755	TPA	Kelly Vasquez	—	—	8368268136	2110 Church St Apt 30, Mesa, AZ, 85274	0.38	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-53033	TPA	Jesse Brooks	1959-09-04	—	—	7865 Meadow Ln Apt 17, Eden Prairie, MN, 55365	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-51745	TPA	Sam Estrada	1976-06-12	—	2128189582	1665 Palm Dr Apt 10, Dallas, TX, 75266	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-57049	TPA	Nathan Burns	1951-06-09	—	—	9807 Mesa Dr # 200, Austin, TX, 78779	0.38	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56725	TPA	Amy Lawrence	2003-09-23	—	—	2012 Mountain View Dr Apt 20, Denver, CO, 80247	0.38	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-63933	TPA	Mary Freeman	1989-10-16	—	—	2156 Highland Ave Apt 8, Sacramento, CA, 95892	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-56774	TPA	Hiroshi Gilbert	1958-01-09	—	—	1631 Sunset Blvd Apt 3, San Antonio, TX, 78207	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-61249	TPA	Theresa Gonzales	2007-09-28	—	—	3488 Lake View Rd Apt 33, Nashville, TN, 37222	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54858	TPA	Arthur Franklin	1949-08-05	—	—	350 Lake View Rd Apt 13, Denver, CO, 80289	0.40	Name split from “Last, First”Unit split from street ZIP+4 trimmed Gender normalised+2 more
TPA-60898	TPA	Grace Owens	1972-01-25	—	—	685 Apache Blvd # 542, Dallas, TX, 75211	0.40	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56838	TPA	Cheryl Nunez	1974-03-17	—	8004872922	3118 Elm St # 727, Scottsdale, AZ, 85255	0.40	Name split from “Last, First”Two-digit birth year Unit split from street City re-cased+2 more
TPA-57664	TPA	Charlotte Austin	—	—	—	4548 Spring St # 115, Jacksonville, FL, 32269	0.40	Name split from “Last, First”Date of birth unreadable Unit split from street City re-cased+2 more
TPA-55902	TPA	Linda Martinez	1949-11-21	—	—	9175 Elm St Apt 28, Seattle, WA, 98172	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61970	TPA	Arjun P Morrison	—	—	8665169842	2175 Camelback Rd Apt 32, Austin, TX, 78735	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52980	TPA	Jacqueline Burke	1994-12-08	—	—	904 Baseline Rd Apt 33, Tucson, AZ, 85702	0.42	Name split from “Last, First”Unit split from street ZIP+4 trimmed Gender normalised+1 more
TPA-54949	TPA	Daniel Austin	1967-05-16	—	—	7940 Mesa Dr Apt 37, Scottsdale, AZ	0.42	Name split from “Last, First”Unit split from street State name converted to code ZIP missing+1 more
TPA-54953	TPA	Judy J Nichols	1977-03-04	—	—	468 Spring St Apt 17, Phoenix, AZ, 85003	0.42	Name split from “Last, First”Two-digit birth year Unit split from street Gender normalised+1 more
TPA-62493	TPA	Cheryl Yang	2003-02-03	—	7472906448	3370 Bayshore Dr Apt 21, Jacksonville, FL, 32235	0.44	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
TPA-58448	TPA	Donna Stone	1996-10-18	—	—	8866 Grand Ave # 816, Jacksonville, FL, 32259	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-63881	TPA	Christina Maldonado	1968-01-13	UHC-10398-30	6415500800	7835 Grand Ave Apt 31, Austin, TX, 78763	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
TPA-60163	TPA	Raymond Turner	1999-09-09	—	9878746251	321 Grand Ave # 314, Denver, CO, 80208	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-59541	TPA	Mateo Silva	2008-01-02	—	—	4577 Camelback Rd Apt 22, Columbus, OH, 43210	0.46	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+5 more
TPA-60902	TPA	Gabriel Phillips	1980-01-03	—	—	5932 Sage Ct # 795, San Antonio, TX	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
TPA-50481	TPA	Beth G West	1964-07-01	—	—	9763 Apache Blvd # 735, San Antonio, TX, 78294	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-61959	TPA	Kim Hernandez	1945-12-13	UHC-62431-46	—	4884 Pine Dr # 316, Phoenix, AZ, 85023	0.46	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+5 more
TPA-54228	TPA	Wei Berry	1942-06-01	—	—	8201 Bayshore Dr Apt 33, Houston, TX, 77022	0.46	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+5 more
TPA-60023	TPA	Benjamin Brooks	2008-12-09	—	—	9416 Desert Sky Blvd # 960, San Diego, CA	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-56425	TPA	Amy Romero	1953-04-25	—	7307198142	5444 Union St Apt 7, Phoenix, AZ, 85061	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-50609	TPA	Nick Perry	1972-02-16	UHC-33463-19	3035490621	3968 Sunset Blvd Apt 30, San Antonio, TX, 78221	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
TPA-53187	TPA	Richard Santtos	1947-06-15	—	6904955430	7248 Main St Apt 20, Mesa, AZ, 85217	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-63922	TPA	Melissa Dominguez	1955-10-15	—	9855304738	1059 Indian School Rd Apt 36, Austin, TX, 78745	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more

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