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-60892	TPA	Patricia L Gibson	1979-12-07	—	—	7601 Hillcrest Rd, Atlanta, GA, 30327	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-60563	TPA	Denise Jackson	1949-03-07	—	—	3077 Valley View Dr, Tampa, FL, 33626	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-59252	TPA	Bruce Lawson	1951-01-03	—	—	4529 Church St # 236, Los Angeles, CA, 90063	0.70	Two-digit birth year Unit split from street Placeholder values cleared
TPA-57983	TPA	Kayla Perez	1964-12-11	UHC-80886-56	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
TPA-62179	TPA	Joshua Gibson	1987-11-05	—	—	4752 Washington St, Tempe, AZ, 85232	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-57421	TPA	Kathleen Howard	1986-01-21	—	—	3370 Oak St, Houston, TX, 77060	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
TPA-55449	TPA	Heather Berry	—	—	—	—	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
TPA-52883	TPA	Kevin Martin	1983-05-19	—	—	3725 Park Pl, Dallas, TX, 75262	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-54753	TPA	Eric Lane	1948-11-21	—	5986373246	1483 Meadow Ln, Fresno, CA, 93756	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-60520	TPA	John Hamilton	1939-02-07	—	6365820436	3945 Main St, Tucson, AZ, 85749	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
TPA-60798	TPA	Eric Castillo	1996-03-25	—	—	8778 Ocean Ave # 605, Minneapolis, MN, 55400	0.70	Unit split from street Gender normalised Placeholder values cleared
TPA-56415	TPA	Joyce A Tran	1939-04-24	—	5446290568	3124 Grand Ave, Miami, FL, 33162	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-51167	TPA	Sandra Wallace	1943-05-15	—	6383857939	9327 Lincoln Way, Mesa, AZ, 85228	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-59365	TPA	Lawrence Shaw	1968-10-26	—	—	1839 Ridge Rd, Columbus, OH, 43205	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
TPA-60174	TPA	Jeremy A Wong	1939-09-08	UHC-88270-98	—	4708 Grand Ave Apt 26, Seattle, WA, 98141	0.70	Unit split from street State name converted to code Placeholder values cleared
TPA-64311	TPA	Christina Cooper	1958-05-08	—	—	6821 Sage Ct, Miami, FL, 33179	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
TPA-50475	TPA	Jack Hudson	1946-12-16	—	—	5259 River Rd, Gilbert, AZ, 85265	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-57822	TPA	Joseph Wheeler	1991-05-12	—	—	3173 Willow Ct, Sacramento, CA, 95892	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-51277	TPA	RonaldJunk	2003-05-26	UHC-91719-11	—	373 Oak St, Eden Prairie, MN	0.70	ZIP missing Placeholder values cleared No usable name (quarantined)
TPA-57191	TPA	Sean Estrada	1976-12-02	—	—	6902 Washington St # 282, Atlanta, GA, 30360	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
TPA-62481	TPA	Gerald L Parker	1970-07-24	—	—	7751 Mesa Dr, Chandler, AZ, 85228	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-56922	TPA	Walter T Davis	1950-11-05	—	—	5197 Cedar Ln, Las Vegas, NV, 89109	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
TPA-57560	TPA	Jesse Dean	1985-05-24	—	—	8179 Ridge Rd, Chandler, AZ, 85206	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-63582	TPA	Jesse Bryant	1948-07-25	—	5714282738	9551 Sunset Blvd # 549, Los Angeles, CA, 90089	0.70	Unit split from street Gender normalised Placeholder values cleared
TPA-57399	TPA	Fatima I Bryant	2001-06-19	UHC-81628-53	—	5830 Willow Ct Apt 23, Fresno, CA, 93700	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
TPA-60208	TPA	Kyle Carlson	2002-02-21	—	—	7284 Harbor Blvd, Glendale, AZ, 85398	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-60238	TPA	Aisha U Davis	1941-09-24	UHC-53783-77	—	7376 Broadway, Orlando, FL	0.70	Name split from “Last, First”ZIP missing Placeholder values cleared
TPA-55783	TPA	Zachary Morales	1995-08-08	—	—	9060 Washington St, Tampa, FL	0.70	Two-digit birth year ZIP missing Placeholder values cleared
TPA-50428	TPA	Carolyn Lewis	1996-08-27	UHC-83255-14	—	5024 Spring St # 381, Charlotte, NC, 28254	0.70	Unit split from street State name converted to code Placeholder values cleared
TPA-61470	TPA	Dylan G Guerrero	2001-10-15	—	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
TPA-56713	TPA	Carlos Richardson	1994-06-02	UHC-86386-38	—	9280 Forest Ave Apt 4, Minneapolis, MN, 55458	0.70	Unit split from street Gender normalised Placeholder values cleared
TPA-61079	TPA	Carlos Jordan	2006-09-02	—	—	86 Oak St, Sacramento, CA, 95886	0.70	State name converted to code Gender normalised Placeholder values cleared
TPA-56628	TPA	Amanda Carter	2008-02-14	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-59901	TPA	Ssan Q Sandoval	1987-02-16	—	—	5988 River Rd, Tempe, AZ, 85250	0.70	Two-digit birth year State name converted to code Placeholder values cleared
TPA-58479	TPA	Kenneth Williamson	2005-08-17	—	—	2871 Lake View Rd, Seattle, WA, 98135	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
TPA-58198	TPA	Kelly Bishop	1958-01-12	—	—	3102 Highland Ave, Chandler, AZ, 85249	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-60495	TPA	Heather Fuller	1938-09-04	UHC-97671-82	—	5849 Mesa Dr, Minneapolis, MN, 55478	0.70	Two-digit birth year Gender normalised Placeholder values cleared
TPA-52214	TPA	Alan M Aguilar	1941-11-05	—	5943606724	7777 Hillcrest Rd, Miami, FL, 33170	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61247	TPA	Kathleen Jordan	1993-05-20	—	4562653540	5168 River Rd, Houston, TX, 77026	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58772	TPA	Lawrence Jackson	1972-10-08	—	4302933514	3008 Ocean Ave, Austin, TX, 78710	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62232	TPA	Wayne Fernandez	1941-12-03	—	4989514706	6873 Canyon Rd, Jacksonville, FL, 32269	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56520	TPA	Nancy Espinoza	2008-09-01	UHC-65433-82	7777289344	3498 Apache Blvd, Phoenix, AZ, 85038	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-61836	TPA	Angela Ellis	1949-03-02	—	4463762583	9545 Apache Blvd, Fresno, CA, 93761	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-52034	TPA	Marc Wells	1954-04-20	—	9782229188	9829 River Rd, Denver, CO, 80225	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59718	TPA	Bruce Little	1939-07-09	—	7795054597	5733 Baseline Rd, Los Angeles, CA, 90043	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-52554	TPA	Kelly Wong	2007-06-01	—	5664562492	7943 Pine Dr, Dallas, TX, 75262	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-52147	TPA	Jessica Torres	1971-07-02	UHC-04919-14	7079164172	1126 Elm St, Atlanta, GA, 30368	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-50164	TPA	David T Padilla	1952-11-13	—	5289081998	5065 Hillcrest Rd, Tampa, FL, 33633	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59783	TPA	Henry Burtn	1978-07-11	—	6458435996	1268 Cedar Ln, Charlotte, NC, 28206	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61648	TPA	Carlos Cllark	1975-12-08	—	6917465857	3497 Church St, Miami, FL, 33184	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

14,135 rows, page 100 of 283Previous Next