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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57549	TPA	Anna Coleman	1971-06-19	—	—	5577 Elm St, Gilbert, AZ, 85238	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55501	TPA	Denny Dunn	1984-02-25	—	—	4708 Valley View Dr, Tucson, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-50465	TPA	Melissa M Moreno	2000-09-17	—	—	7186 Lake View Rd, Chandler, AZ, 85207	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55108	TPA	Gabirel Hunter	1960-02-28	—	—	7884 Pine Dr, San Diego, CA, 92168	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
TPA-52015	TPA	Judy Long	2001-05-20	—	—	4143 Apache Blvd, Gilbert, AZ, 85272	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59683	TPA	Judy A Edwards	1992-08-01	—	—	501 Palm Dr, Gilbert, AZ, 85223	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54729	TPA	Kathryn Little	1995-03-05	—	—	7695 Park Pl, Miami, FL, 33129	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-56543	TPA	Debbie Gonzalez	1945-11-14	—	—	3485 Desert Sky Blvd Apt 21, Seattle, WA, 98153	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
TPA-55576	TPA	Janet Carpenter	1987-05-09	—	—	9345 Sunset Blvd, Atlanta, GA, 30390	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-56130	TPA	Kathryn Sims	1967-11-06	—	—	9716 River Rd, Minneapolis, MN, 55478	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-57153	TPA	Jerry Watkins	1957-07-07	—	—	2207 Washington St Apt 39, Los Angeles, CA, 90098	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+1 more
TPA-54387	TPA	Lori Aguilar	1983-07-12	—	—	1976 Spring St, Charlotte, NC, 28204	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59267	TPA	Lori Johnston	1998-12-05	—	6603641977	9855 Valley View Dr, Sacramento, CA, 95866	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-63906	TPA	James Le	1952-02-20	—	—	6689 Main St, Tucson, AZ, 85758	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-58243	TPA	Maria Gonzales	1946-04-21	UHC-62081-02	4833381608	6725 Bayshore Dr, Glendale, AZ, 85330	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+1 more
TPA-58750	TPA	Eric Snyder	1971-01-27	—	6676803896	4671 Union St, Scottsdale, AZ, 85283	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-53518	TPA	Ryan Howell	1982-04-25	—	6725480855	4377 Forest Ave # 571, Miami, FL, 33176	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+1 more
TPA-55036	TPA	Jean Ramos	1962-04-03	—	—	2365 Jefferson Ave, Seattle, WA, 98157	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-54614	TPA	Melissa P Patterson	1964-03-08	—	—	64 Elm St, Sacramento, CA, 95845	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-64054	TPA	Donna Mason	2002-04-14	—	—	1781 Forest Ave Apt 23, San Antonio, TX, 78245	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-50441	TPA	Paul Romero	1980-02-23	UHC-06985-27	—	3849 Baseline Rd, Los Angeles, CA, 90060	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52835	TPA	Kenneth Roberts	1977-01-07	UHC-87369-79	6313018862	2936 Hillcrest Rd, Chandler, AZ, 85268	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-63540	TPA	Sharon Davis	1995-09-05	—	—	8337 Canyon Rd, Plano, TX, 75066	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55489	TPA	Alexis Watkins	1946-10-08	UHC-25813-01	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-58917	TPA	Sarah Adams	2006-06-09	—	—	2699 Canyon Rd, Fresno, CA, 93784	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-61268	TPA	Nancy Vega	2000-02-12	UHC-73844-71	6715120415	3291 Mesa Dr, Glendale, AZ, 85321	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63166	TPA	Yukki Ruiz	1972-03-21	—	—	6056 Ridge Rd, Nashville, TN, 37257	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50677	TPA	Sam Mejia	2003-07-13	—	—	3601 Canyon Rd # 573, Sacramento, CA, 95847	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-59687	TPA	Christina Morgan	1976-12-17	—	—	5685 Cedar Ln, Phoenix, AZ, 85043	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-55002	TPA	Daina Grant	1941-09-26	UHC-53597-96	5215756151	9206 Apache Blvd # 662, Glendale, AZ, 85350	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
TPA-61807	TPA	Jason Wang	1984-12-16	—	—	7758 Lincoln Way # 350, Mesa, AZ, 85288	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-59957	TPA	Edward Duncan	1961-06-25	—	—	619 Market St, Denver, CO, 80280	0.66	Date of birth reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-59939	TPA	Stephanie F Day	1968-05-02	—	—	5173 Highland Ave, Atlanta, GA, 30361	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-58808	TPA	Judy Brown	1979-03-24	—	8854644983	6536 Elm St, Plano, TX	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-56668	TPA	Samuel Morgan	2008-03-20	—	9597124132	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-62985	TPA	Brandon Davis	1984-01-06	UHC-42245-62	—	1491 Jefferson Ave, Glendale, AZ, 85371	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-60258	TPA	Willie Hill	1954-02-17	—	—	6950 Camelback Rd, Gilbert, AZ, 85250	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56025	TPA	Roy Li	2005-03-07	—	—	5854 Harbor Blvd, Las Vegas, NV, 89181	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-63136	TPA	Karen Nichols	1995-12-25	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Phone missing area code Email lower-cased+1 more
TPA-51157	TPA	Madison Jones	—	UHC-46381-97	2644496707	4925 Palm Dr, Tucson, AZ, 85784	0.66	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+1 more
TPA-52188	TPA	Jerry Q Jimenez	1998-09-15	—	—	3727 Maple Ave, Gilbert, AZ, 85294	0.66	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Whitespace trimmed+1 more
TPA-62078	TPA	Diana Z Long	2007-11-05	—	—	7104 Sage Ct, Houston, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-61167	TPA	Keith Collins	1980-12-13	—	8028729234	7882 Lincoln Way Apt 14, Plano, TX	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
TPA-53528	TPA	Arjun Wang	2008-11-20	—	3436525362	8548 Cedar Ln, Nashville, TN, 37274	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
TPA-51118	TPA	Ken Hughes	1975-08-17	—	—	3248 Bayshore Dr, Miami, FL, 33115	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53823	TPA	Billy Parker	1973-06-07	—	9594843069	1222 Baseline Rd, Chandler, AZ, 85280	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-55416	TPA	Virginia Ross	1999-07-13	—	—	6241 Main St, Orlando, FL, 32827	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60012	TPA	Carlos Daniels	1974-11-06	—	—	4075 Maple Ave, Denver, CO, 80206	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50931	TPA	Gloria Hamilton	2008-01-22	—	—	4463 Lake View Rd, Tampa, FL	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-51315	TPA	Frank Ramirez	1973-09-09	UHC-97290-10	3713242989	16 Pine Dr, Fresno, CA, 93793	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more

4,728 rows, page 27 of 95Previous Next