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

Claims, flag “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403940	CLM	Diego Pena	1993-08-12	UHC-86712-48	—	43 Washington St, Atlanta, GA, 30375	0.66	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+1 more
CLM-410551	CLM	Vincent Day	1994-01-23	UHC-43106-96	5384793763	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-429010	CLM	Andrea Powell	1943-09-24	—	7045051700	7729 Ocean Ave, Dallas, TX, 75267	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419041	CLM	Martha Moore	2008-06-02	UHC-35380-55	9028019585	511 Baseline Rd, Denver, CO, 80297	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425453	CLM	Scott Gibson	2004-06-02	—	—	5853 Lake View Rd, Miami, FL, 33153	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424537	CLM	Ben Thomas	2000-07-14	UHC-38480-29	6203420690	1402 Hillcrest Rd, Tempe, AZ, 85248	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410375	CLM	Arjun Larson	1991-01-24	UHC-89929-24	9854405454	1443 Mesa Dr, Plano, TX	0.66	Two-digit birth year Phone reformatted City re-cased State code upper-cased+1 more
CLM-413841	CLM	Austin Nelson	1974-06-14	—	4704537163	9886 Park Pl, Nashville, TN, 37261	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-416100	CLM	Yuki A Marquez	1975-11-13	UHC-38069-86	—	5165 Mountain View Dr, Houston, TX, 77077	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425575	CLM	Elijah Lynch	1952-11-08	UHC-37755-50	7864843683	3236 Camelback Rd, Austin, TX, 78748	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410462	CLM	Joe Lane	1974-01-10	UHC-01685-47	2367518115	1430 Camelback Rd, Austin, TX, 78797	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-400794	CLM	Brittany X Estrada	1967-02-12	—	4737247689	—	0.66	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more
CLM-431022	CLM	Roneld Yang	1996-10-20	UHC-10472-88	5305122765	3499 Oak St, Phoenix, AZ, 85063	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-417265	CLM	Jack Alexaander	1971-04-20	UHC-89498-08	7237404966	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-429900	CLM	Diego M Knight	1939-10-11	UHC-87115-85	3115284149	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Plan code upper-cased+1 more
CLM-407140	CLM	Alice N Spencer	1967-03-01	—	5442120508	4684 Mountain View Dr, Houston, TX, 77017	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-406963	CLM	Diana Ramos	1994-10-07	UHC-98291-09	7007448006	8705 Pine Dr, Atlanta, GA, 30335	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404466	CLM	Dan Carroll	2008-09-22	UHC-28665-19	—	4534 Highland Ave, Charlotte, NC, 28286	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430790	CLM	Camila Russell	2008-11-10	—	9417743586	4980 Valley View Dr, Mesa, AZ, 85240	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405910	CLM	Jeffrey R Chen	1974-01-07	UHC-36893-66	4186864788	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-424093	CLM	Nicole Gonzalez	1959-04-24	—	7756832545	1921 Union St, Las Vegas, NV, 89106	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-404855	CLM	Bobby D Romero	2001-02-09	—	9235289119	8742 Park Pl, Seattle, WA, 98154	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-419382	CLM	Catherine Hart	1963-09-20	—	—	7998 Desert Sky Blvd, Atlanta, GA, 30317	0.66	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed+1 more
CLM-401619	CLM	Sophia Fox	1973-06-20	UHC-96989-32	—	5249 Sage Ct, Houston, TX, 77012	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429604	CLM	Nancy Reyes	1996-12-25	UHC-22688-17	4619267431	1664 Lincoln Way, Houston, TX, 77033	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412448	CLM	Kevin Lewis	1972-06-28	—	2736147265	8730 Sage Ct, San Diego, CA, 92157	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-429564	CLM	Robert Robinson	1988-10-05	—	8587292705	6663 Bayshore Dr, San Antonio, TX, 78288	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407279	CLM	Nathan Singh	1943-01-14	—	3833502796	6404 Park Pl, Minneapolis, MN, 55484	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420306	CLM	Sandra Jacskon	1964-01-25	UHC-78773-38	6288326945	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-409115	CLM	Sean Y Phillips	1946-11-03	—	2476165218	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400862	CLM	Brenda K Mitchell	1973-10-13	UHC-31490-89	—	194 Willow Ct, Minneapolis, MN, 55439	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411880	CLM	Judy Gordon	1989-01-19	UHC-42217-51	—	3894 Broadway, Austin, TX, 78713	0.66	Name re-cased Two-digit birth year Address re-cased Gender normalised+1 more
CLM-410937	CLM	Danielle W Olson	1944-01-26	—	—	8945 Canyon Rd, Glendale, AZ, 85374	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-406655	CLM	Alexander Rose	1978-06-08	UHC-33854-74	—	2877 Washington St, Austin, TX, 78758	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-418631	CLM	Anthony T Fyelds	2004-11-14	—	—	5227 Highland Ave, Jacksonville, FL, 32263	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-424151	CLM	Fatima Fisher	1971-07-19	UHC-13643-76	8483242784	740 Cedar Ln, Tucson, AZ, 85783	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-430986	CLM	Vincent Foster	1996-08-12	UHC-05668-53	7543069364	7007 Forest Ave, Las Vegas, NV, 89132	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413227	CLM	Alexsi Logn	1985-12-23	—	—	9010 Cedar Ln, San Antonio, TX, 78252	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426496	CLM	Pual Marshall	1962-10-12	UHC-10623-89	—	980 Central Ave, Atlanta, GA, 30388	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-405458	CLM	Marilyn Fisher	1985-04-16	UHC-53466-53	6327881364	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-414813	CLM	Harold Tucker	1979-09-07	UHC-07451-42	—	8239 Lake View Rd, Denver, CO, 80277	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-421206	CLM	Rice Kayla	1959-09-14	UHC-12753-25	—	1790 Park Pl, Denver, CO, 80227	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-410707	CLM	Dlan Espinoza	1955-06-26	UHC-01683-02	—	—	0.68	Two-digit birth year Email lower-cased Gender normalised Whitespace trimmed
CLM-405651	CLM	Maria Griffin	1989-06-25	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-404200	CLM	Debra Lawosn	1939-08-19	UHC-10156-16	9804291247	8452 Forest Ave, Miami, FL, 33190	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-408628	CLM	Theresa Munoz	1941-06-25	UHC-11208-80	8789573749	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-416334	CLM	Albert Parrk	1974-02-02	UHC-34842-61	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-422384	CLM	Teresa Gonzales	1942-04-21	UHC-97031-33	2152347945	7497 Park Pl, Austin, TX, 78716	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-418085	CLM	Lucia Montgomery	1947-12-09	—	—	2513 Harbor Blvd, Houston, TX, 77084	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-429494	CLM	Janet Crawford	1995-06-21	UHC-27024-93	—	4430 Mountain View Dr, Dallas, TX, 75242	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared

2,168 rows, page 26 of 44Previous Next