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 “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
CLM-425429	CLM	Denise Wilson	1987-11-14	UHC-05747-60	—	420 Hillcrest Rd, San Diego, CA	0.78	Date of birth reformatted Member ID reformatted City re-cased ZIP missing+1 more
CLM-411520	CLM	Kathleen Robertson	1975-05-13	UHC-47236-25	3522814693	7407 Pine Dr # 203, Tampa, FL, 33685	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-422960	CLM	Maria Lane	1998-12-03	UHC-74882-55	—	6254 Forest Ave, Jacksonville, FL, 32295	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420568	CLM	Willie Brooks	1941-05-03	—	—	2840 Park Pl, Nashville, TN, 37248	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411355	CLM	Mary Fields	1941-09-09	UHC-14826-97	—	6672 Elm St, Denver, CO, 80238	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428656	CLM	Aizha M Cox	1948-11-27	UHC-40748-27	7857593363	3223 Harbor Blvd, Las Vegas, NV, 89152	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-400546	CLM	Lnda Payne	1958-06-17	UHC-36742-54	—	3257 Desert Sky Blvd, San Antonio, TX, 78272	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-400547	CLM	Lnda Payne	1958-06-17	UHC-36742-54	—	3257 Desert Sky Blvd, San Antonio, TX, 78272	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-431447	CLM	Ben Parker	1988-03-13	—	3706255922	1109 Grand Ave, Chandler, AZ, 85226	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414679	CLM	Phillips Eddie	1997-07-02	UHC-73690-84	—	4980 Sunset Blvd, Columbus, OH, 43216	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-419583	CLM	Jesse Harrison	1973-10-28	—	4339475310	8794 Meadow Ln, Nashville, TN, 37249	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427964	CLM	Hunter Jeff	1974-07-13	—	—	3234 Sage Ct, San Diego, CA, 92176	0.78	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+1 more
CLM-424392	CLM	Joyce Sandoval	1952-02-20	UHC-20229-57	—	8989 Spring St, Chandler, AZ, 85224	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418022	CLM	Jessica Gordon	1965-09-14	UHC-38164-21	—	7519 Pine Dr, Sacramento, CA, 95810	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403791	CLM	William O Ward	1984-05-17	UHC-96074-07	7434220103	5716 Mountain View Dr, Houston, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+1 more
CLM-410243	CLM	Mariana Snyder	1999-01-24	UHC-66101-08	2267320254	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-413429	CLM	Gabriel Gray	1962-05-03	—	4787614161	868 Sage Ct, Columbus, OH, 43266	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-401766	CLM	Juan Olson	1972-07-18	UHC-11468-94	4134918263	8046 Spring St, Charlotte, NC, 28286	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401767	CLM	Juan Olson	1972-07-18	UHC-11468-94	4134918263	8046 Spring St, Charlotte, NC, 28286	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415736	CLM	Brian Wells	2001-07-16	—	—	7743 Market St # 695, Tampa, FL, 33694	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-431248	CLM	Katherine Jenkins	1941-12-03	—	—	6551 Desert Sky Blvd, Scottsdale, AZ, 85284	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430236	CLM	Ana Jensen	1943-03-18	—	—	4087 Apache Blvd, Minneapolis, MN, 55407	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419355	CLM	Wei Fuller	1956-05-22	—	—	1677 Washington St, Scottsdale, AZ, 85231	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-432817	CLM	Brittany Reyes	1949-01-21	—	—	7712 Highland Ave, Eden Prairie, MN, 55373	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420375	CLM	David Young	1971-11-09	UHC-49220-87	8316705858	2689 Maple Ave, Tucson, AZ, 85710	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-405068	CLM	Alan M Aguuilar	1941-11-05	UHC-72077-72	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-419746	CLM	Tyler O Grant	1949-11-28	—	3597067427	3984 Harbor Blvd, Charlotte, NC, 28289	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420439	CLM	Noah Cook	1982-04-09	UHC-47414-31	—	496 Market St, Tempe, AZ, 85263	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-404573	CLM	Suzan Perez	1949-07-28	UHC-63932-33	7632615146	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-415466	CLM	Juan Franklin	1963-03-08	UHC-92188-10	—	5848 Maple Ave, Sacramento, CA, 95870	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413745	CLM	Marcus Burke	1950-03-16	—	—	6174 Cedar Ln, Tucson, AZ, 85767	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421893	CLM	Andrew K Tucker	1980-06-07	UHC-92091-72	—	336 Indian School Rd, Sacramento, CA, 95842	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-418122	CLM	Donald Sullivan	1972-02-12	UHC-55880-26	8174248036	9412 Main St, Fresno, CA, 93709	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-426440	CLM	Ryan Santos	1943-02-27	—	—	6112 Sunset Blvd, Glendale, AZ, 85366	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
CLM-402873	CLM	Douglas Henderson	1973-03-09	UHC-73129-84	—	5324 Central Ave, Denver, CO, 80279	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425433	CLM	Diego Carr	1967-11-21	UHC-28046-62	3638781836	8252 Sunset Blvd, Miami, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-422459	CLM	Shirley Baker	1984-05-13	UHC-45715-13	3837270329	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-402610	CLM	Maria U Smith	1953-10-16	UHC-01303-13	3393999416	9547 Cedar Ln, Nashville, TN, 37202	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412474	CLM	Cheryl Pierce	1939-01-25	UHC-79286-56	2996266409	7454 Union St, Charlotte, NC, 28247	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
CLM-421892	CLM	Ahmed E Brown	1970-10-23	UHC-52476-14	9655288893	5733 Broadway, Atlanta, GA, 30300	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-406457	CLM	Catherine Nguyen	1998-09-22	UHC-20991-26	9423799253	4832 Main St Apt 6, San Antonio, TX, 78265	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-426620	CLM	Jeremy Welch	1964-12-19	UHC-21687-55	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+1 more
CLM-418208	CLM	Juan Tucker	1956-04-19	UHC-20590-80	8943112412	732 Valley View Dr, Atlanta, GA, 30361	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406952	CLM	David Lee	1961-01-02	UHC-73882-26	—	997 Desert Sky Blvd, Mesa, AZ, 85284	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-400601	CLM	Lisa Fernandez	1994-08-02	—	—	6537 Lake View Rd, Nashville, TN, 37219	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-429268	CLM	Kyle A Lane	1981-11-07	—	—	9320 Willow Ct, Dallas, TX, 75209	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-406704	CLM	Laura X Murray	1945-05-02	—	—	5256 Cedar Ln, Austin, TX, 78723	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403315	CLM	Madison Carllson	2006-11-13	—	—	5064 Highland Ave, Phoenix, AZ, 85085	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426069	CLM	Alexander Marquez	1978-08-01	UHC-84217-49	—	8121 Park Pl, Denver, CO	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
CLM-407783	CLM	Mark Harper	1987-01-24	—	—	6905 Ocean Ave, Seattle, WA, 98186	0.78	Date of birth reformatted City re-cased State code upper-cased Gender normalised+1 more

10,559 rows, page 118 of 212Previous Next