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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58383	TPA	Aisha Morrison	2006-04-13	—	—	3540 Maple Ave, Houston, TX	0.80	City re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-55513	TPA	Arjun Lucas	2003-05-25	—	—	5737 Market St, Tempe, AZ, 85288	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-56253	TPA	MasonJunk	1938-11-23	—	9512185992	3902 Apache Blvd, Miami, FL, 33146	0.80	Phone reformatted City re-cased Placeholder values cleared No usable name (quarantined)
TPA-56678	TPA	Lisa D Shaw	1989-08-06	UHC-91238-33	7452588793	3486 Elm St, San Diego, CA	0.80	Phone reformatted City re-cased ZIP missing Placeholder values cleared
TPA-54370	TPA	Noah Reid	1965-08-22	—	—	360 Sage Ct, Charlotte, NC, 28208	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-61555	TPA	Gloria Salazar	1943-01-13	—	—	944 Forest Ave, Orlando, FL, 32805	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
TPA-60491	TPA	Jacob Turner	1993-10-01	—	—	5366 Church St, Nashville, TN, 37234	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-60492	TPA	Jacob Turner	1993-10-01	—	—	5366 Church St, Nashville, TN, 37234	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-54038	TPA	Cynthia B Elliott	2007-09-02	—	—	9248 Sage Ct, San Antonio, TX, 78200	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
TPA-56381	TPA	Eugene Washington	1980-11-20	—	—	9165 Lake View Rd, Houston, TX, 77099	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-56388	TPA	Joan Torres	1963-04-07	—	—	7239 Ridge Rd, Orlando, FL, 32894	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-64249	TPA	Amber Ruiz	1947-11-07	—	8288418858	9109 Union St, Scottsdale, AZ, 85281	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
TPA-63505	TPA	Harod Howell	1939-01-19	—	—	300 Washington St, Nashville, TN, 37219	0.80	Name re-cased Two-digit birth year City re-cased Whitespace trimmed
TPA-50859	TPA	Maria James	2001-11-10	—	—	9109 Broadway, Orlando, FL, 32841	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
TPA-58455	TPA	Ethan Morris	2002-06-13	—	—	1385 Mountain View Dr, Mesa, AZ, 85269	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54815	TPA	Keith Palmer	1984-02-21	—	6806927523	7266 Meadow Ln, Columbus, OH, 43211	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-58599	TPA	Bradley Santos	2004-03-03	—	3624043138	8363 Sage Ct, Phoenix, AZ, 85079	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
TPA-50421	TPA	Santiago J Reid	1991-05-21	—	—	8160 Willow Ct, Sacramento, CA, 95874	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-63188	TPA	Elizabeth Robinson	1969-10-07	—	—	6194 Bayshore Dr, Gilbert, AZ, 85237	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-61626	TPA	Abigail Price	—	UHC-79699-27	—	2730 Desert Sky Blvd, Tempe, AZ, 85245	0.80	Date of birth missing City re-cased Whitespace trimmed Placeholder values cleared
TPA-53587	TPA	Philip Bleck	1955-02-06	UHC-68692-47	8183431032	1873 Forest Ave, Houston, TX, 77015	0.80	Phone reformatted Member ID reformatted City re-cased Gender normalised
TPA-54698	TPA	Evelyn M Williams	2007-09-27	—	—	8149 Bayshore Dr, Tempe, AZ, 85270	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-55792	TPA	Steven Carlson	1961-09-04	—	—	4558 Harbor Blvd, Houston, TX, 77065	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-64387	TPA	Carolyn Wright	1976-05-19	—	—	3585 Jefferson Ave, Dallas, TX, 75210	0.80	SSN last four extracted City re-cased Email lower-cased Placeholder values cleared
TPA-56647	TPA	Daniel Jackson	1951-11-21	—	—	9136 Baseline Rd, Denver, CO, 80242	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-56980	TPA	Tyler Padilla	1974-03-25	—	—	7057 Mesa Dr, Tempe, AZ, 85297	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-54037	TPA	Cynthia Elliott	2007-09-02	—	—	9248 Sage Ct, San Antonio, TX, 78200	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
TPA-60066	TPA	Joe Rivera	—	—	—	8364 Camelback Rd, Gilbert, AZ, 85259	0.80	Date of birth unreadable City re-cased Whitespace trimmed Placeholder values cleared
TPA-58304	TPA	Camila Tran	1958-03-13	—	—	1343 Forest Ave, Phoenix, AZ, 85032	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-53636	TPA	Elizabeth Ramirez	2003-01-11	—	—	2787 Indian School Rd, Austin, TX, 78741	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-52903	TPA	Ray N Garza	1963-07-27	—	—	7988 Bayshore Dr, Jacksonville, FL, 32213	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-61406	TPA	Diego Snyder	1944-01-08	—	3989341877	2917 Washington St, Seattle, WA, 98101	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
TPA-58483	TPA	Gloria Ross	1983-08-24	UHC-95778-74	—	4616 Forest Ave, Minneapolis, MN, 55498	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-52160	TPA	Aisha Berry	1976-03-07	—	—	2814 Oak St, Columbus, OH, 43226	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-59415	TPA	Philip O Rodriguez	1939-08-18	UHC-28391-78	—	4856 Desert Sky Blvd, Atlanta, GA, 30334	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-60028	TPA	Tiimothy Carpenter	1970-04-07	UHC-24778-33	—	8987 Hillcrest Rd, Mesa, AZ, 85217	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed
TPA-61373	TPA	Lius Kelley	1998-05-21	—	8064647325	4043 Spring St, Las Vegas, NV, 89128	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
TPA-58248	TPA	Gary Brown	1950-01-24	UHC-63458-01	—	5247 Jefferson Ave, Tucson, AZ, 85789	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
TPA-59860	TPA	Larry S Cole	1986-09-09	UHC-55286-40	—	7402 Meadow Ln, Jacksonville, FL, 32262	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-50153	TPA	Marcus Luna	1991-11-07	—	3503922594	2817 Bayshore Dr, Las Vegas, NV, 89126	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
TPA-59473	TPA	Nathan Martinez	1944-04-01	—	9494443956	2561 Bayshore Dr, Nashville, TN, 37207	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
TPA-56617	TPA	Sophia Maldonado	2002-05-12	—	2197232830	1306 Ridge Rd, Miami, FL, 33193	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-50805	TPA	Betty T Peters	1940-12-28	—	—	7521 Camelback Rd, Sacramento, CA, 95881	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-60253	TPA	Dot Phillips	1989-06-10	—	7893481548	701 Sunset Blvd, San Antonio, TX, 78280	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-63794	TPA	Zachary Armmstrong	1978-01-27	—	—	5977 Broadway, Phoenix, AZ, 85097	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
TPA-50755	TPA	Camila James	1990-08-22	—	9126168583	5779 Lincoln Way, Charlotte, NC, 28261	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
TPA-50754	TPA	Camila James	1990-08-22	—	9126168583	5779 Lincoln Way, Charlotte, NC, 28261	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
TPA-57970	TPA	Sofia Richards	1987-11-21	UHC-23021-94	—	2580 Desert Sky Blvd, Plano, TX, 75020	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased
TPA-52809	TPA	Brian Hawkins	1978-08-10	—	6573612030	1350 Sage Ct, Tucson, AZ, 85783	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
TPA-58500	TPA	Gabriel Z Espinoza	1939-11-25	UHC-49887-40	2397741239	6048 Lake View Rd, Glendale, AZ, 85330	0.80	Date of birth reformatted Phone reformatted City re-cased State name converted to code

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