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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412042	CLM	Jonathan Z McDonald	1987-07-24	—	3204387932	2481 Palm Dr, Charlotte, NC, 28269	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415413	CLM	Mariana Peterson	1979-12-19	—	8897922950	6743 Park Pl, Scottsdale, AZ, 85256	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405598	CLM	Mason P Herrera	1943-02-05	—	5424196196	182 Willow Ct, Charlotte, NC, 28299	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-413873	CLM	Teressa Meyer	1962-09-10	—	—	9295 Apache Blvd, Las Vegas, NV, 89197	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403354	CLM	Jeremy Torres	1982-06-17	UHC-01486-09	—	8802 Jefferson Ave, Plano, TX, 75017	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403282	CLM	Judith Gilbert	1955-10-23	UHC-52805-66	7376544676	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+1 more
CLM-410641	CLM	Benjamin G Tarn	1956-10-03	—	6832813198	8544 Indian School Rd, Mesa, AZ, 85233	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404894	CLM	Wei Harrison	—	UHC-67650-36	4509689142	—	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-426099	CLM	Grace Contreras	1974-01-01	UHC-41914-44	—	3704 Elm St, Orlando, FL, 32887	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-414295	CLM	Camila I Ortiz	2008-06-21	—	—	8674 Cedar Ln, Houston, TX, 77047	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418295	CLM	Angela C Matthews	1953-01-07	—	8466837684	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-431962	CLM	Ralph Andrews	1985-06-10	—	—	3086 Desert Sky Blvd, Fresno, CA, 93728	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406580	CLM	Denise Perkins	2003-07-02	UHC-99174-55	—	6478 Meadow Ln, Jacksonville, FL, 32291	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431846	CLM	Ruth Hudson	1966-02-12	—	—	6660 Market St, Eden Prairie, MN, 55384	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400266	CLM	Charlotte Ortiz	2002-10-16	—	4594479762	7944 Canyon Rd, Columbus, OH, 43239	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401552	CLM	Jesse T Jorddan	1968-10-10	UHC-91740-18	—	9252 Indian School Rd, Austin, TX, 78761	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-415294	CLM	Lucia Schmidt	1955-03-08	—	—	6822 Church St, Glendale, AZ, 85372	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-426265	CLM	Camla Green	1991-08-15	UHC-53157-96	—	8860 Willow Ct, Phoenix, AZ, 85067	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408319	CLM	Raymond McDonald	1965-06-24	—	—	8053 Broadway, San Antonio, TX, 78293	0.66	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-408587	CLM	Joshua D Gordon	1983-11-03	UHC-19807-30	—	7170 Willow Ct, Sacramento, CA, 95817	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-431177	CLM	Stephen Robertson	1974-04-26	UHC-28049-09	—	4568 Canyon Rd, Fresno, CA, 93735	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415909	CLM	Alexis Reynolds	1988-03-04	—	—	5890 Harbor Blvd, Glendale, AZ, 85387	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420643	CLM	Sarah Schmidt	1965-01-28	—	4608207029	8051 Willow Ct, San Diego, CA, 92166	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412809	CLM	Santiago A Wong	1969-01-19	UHC-35346-77	6855242033	4049 Washington St, Houston, TX, 77081	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406216	CLM	Lauren Porter	2007-09-10	—	—	1895 Elm St, Glendale, AZ, 85335	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-425195	CLM	Charlotte Coleman	1973-01-26	—	—	5053 Lincoln Way, Dallas, TX, 75264	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414035	CLM	Christine Bryant	1964-01-02	—	3139113030	8446 Union St, Jacksonville, FL, 32234	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427237	CLM	Joseph Turner	1957-06-14	—	—	4916 Camelback Rd, Tampa, FL, 33682	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413119	CLM	Yuki U Ortega	1976-05-26	—	—	9570 Cedar Ln, Los Angeles, CA, 90089	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-406233	CLM	Victoria Schmidt	1988-06-12	UHC-00189-24	—	7090 Harbor Blvd, Tempe, AZ, 85278	0.66	Name split from “Last, First”Two-digit birth year State code upper-cased Email lower-cased+1 more
CLM-405243	CLM	Kathleen Berry	1975-09-17	UHC-51781-32	—	—	0.66	Name split from “Last, First”Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-411416	CLM	Diana P Howard	1956-12-13	UHC-95898-65	7584887544	1940 Apache Blvd, Fresno, CA, 93727	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425382	CLM	Ann Fernandez	1999-10-22	UHC-30255-20	—	6009 Apache Blvd, San Antonio, TX, 78230	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-404704	CLM	Jesse Walker	1941-05-04	—	—	5667 Camelback Rd, Columbus, OH, 43286	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400409	CLM	Mary Lucas	1972-07-10	—	—	6062 Harbor Blvd, San Diego, CA, 92182	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403600	CLM	Judy Burke	1968-03-10	UHC-81539-57	—	7561 Broadway, Columbus, OH, 43282	0.66	Name split from “Last, First”Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405492	CLM	Theresa Harvey	1953-09-10	—	—	1065 Lake View Rd, Mesa, AZ, 85219	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-432188	CLM	Stephen Gibson	1995-11-22	UHC-07734-29	7075574177	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-405178	CLM	Kathy Ortiz	2002-12-20	UHC-91659-15	3888039820	8356 Indian School Rd, Charlotte, NC, 28241	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-425976	CLM	George Smith	2008-06-25	UHC-87014-69	—	8472 Cedar Ln, Fresno, CA, 93783	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402518	CLM	Ethan Estrada	1966-04-28	—	—	5007 Apache Blvd, Chandler, AZ, 85229	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415929	CLM	Hawkins Lucia	2008-01-14	—	—	6889 Ocean Ave, Tempe, AZ, 85218	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-408246	CLM	Jack Martinez	2006-09-24	UHC-79485-18	—	5313 Forest Ave, Minneapolis, MN, 55403	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-414373	CLM	Kimberly H George	—	UHC-06108-11	3043669565	—	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+1 more
CLM-409044	CLM	Doirs Ford	1985-08-03	—	2744938096	4869 Meadow Ln, Mesa, AZ, 85259	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
CLM-425928	CLM	Megan D Le	1994-01-18	UHC-47871-36	8174742925	2768 Lake View Rd, Scottsdale, AZ, 85247	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420948	CLM	Jason Murray	1983-04-12	—	—	4758 Market St, Dallas, TX, 75278	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428183	CLM	Matthew Sandoval	1956-02-01	UHC-42875-42	—	7835 Cedar Ln, Austin, TX, 78786	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-403570	CLM	Dennis H Larson	1965-09-05	UHC-54035-72	5948665211	290 Camelback Rd, Charlotte, NC, 28272	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429981	CLM	Susan H Williamson	2008-12-09	—	8867284774	2677 Hillcrest Rd, Sacramento, CA, 95846	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more

3,226 rows, page 36 of 65Previous Next