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-423493	CLM	Lauren Cooper	1986-09-13	—	4182089953	5928 Church St, Denver, CO, 80224	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406218	CLM	Frank Armstrong	1977-11-07	UHC-73728-14	4797228556	8373 Mesa Dr, Seattle, WA, 98100	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-415463	CLM	Joyce Garza	1994-10-27	—	7889027235	5922 Sunset Blvd, Las Vegas, NV, 89106	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-403183	CLM	Gabriel Yang	1960-04-14	UHC-81771-20	—	1130 Elm St, Columbus, OH, 43210	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-416747	CLM	Larry Mills	2001-03-08	—	9069551650	8275 Pine Dr, Charlotte, NC, 28255	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-403537	CLM	Ahmed Moore	1988-10-26	UHC-96359-72	—	376 Palm Dr, Las Vegas, NV, 89164	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-426067	CLM	Alexander Marquez	1978-08-01	—	—	8121 Park Pl, Denver, CO, 80215	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-428493	CLM	Arthur Wong	1975-07-15	—	—	3902 Church St, Austin, TX, 78701	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422163	CLM	Gloria Obrien	1970-10-23	—	—	6641 Highland Ave, Gilbert, AZ, 85293	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419378	CLM	Albert Ellis	—	—	—	—	0.76	Name re-cased Date of birth reformatted Date of birth unreadable Email lower-cased+2 more
CLM-405157	CLM	Alexis Fox	2007-04-26	—	—	7627 Indian School Rd, Gilbert, AZ, 85200	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416570	CLM	Ahmed Fisher	1986-05-01	UHC-68058-04	5053056699	8083 Desert Sky Blvd, Gilbert, AZ, 85295	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409183	CLM	Richard Mendez	1960-12-03	UHC-15987-92	—	2643 Desert Sky Blvd, Gilbert, AZ, 85235	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-406063	CLM	Sara Burton	1938-03-28	UHC-95297-67	—	2589 Canyon Rd, Atlanta, GA, 30328	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406062	CLM	Sara Burton	1938-03-28	UHC-95297-67	—	2589 Canyon Rd, Atlanta, GA, 30328	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410494	CLM	Kathleen Berry	1952-08-18	UHC-82564-45	2624806532	5038 River Rd, Phoenix, AZ, 85046	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-417385	CLM	Christian Nguyen	1978-12-13	UHC-03910-55	4607822261	5012 Ocean Ave, Dallas, TX, 75209	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429289	CLM	Virginia Y Wong	1971-03-07	—	6714357218	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-408781	CLM	Denise Q Williams	1977-03-28	UHC-36325-58	2975597302	3684 Indian School Rd, Jacksonville, FL, 32290	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411419	CLM	Carol Ellis	1954-09-16	UHC-90522-90	—	3810 Mountain View Dr, Dallas, TX, 75240	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-402258	CLM	Lawrence Montgomery	1986-11-18	—	5985851297	201 Church St, Phoenix, AZ, 85043	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428232	CLM	Jerry Dunn	1993-02-22	—	6789921657	5397 River Rd, Charlotte, NC, 28296	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416150	CLM	Rebecca King	1966-03-28	—	—	4953 Cedar Ln, Seattle, WA, 98110	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423734	CLM	Luis Alexander	1951-04-27	UHC-27605-62	—	2773 Hillcrest Rd, Las Vegas, NV, 89178	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411360	CLM	Julie Vazquez	1978-08-16	—	2178168733	—	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-429021	CLM	Nancy Martin	1947-07-28	UHC-66350-74	—	7326 Highland Ave, Tempe, AZ, 85243	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403742	CLM	Raymond Park	1976-12-12	UHC-17523-45	7324001291	8576 Forest Ave, Tampa, FL, 33626	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418764	CLM	Tyler Vargas	1980-01-13	UHC-54913-54	4346315874	6278 Highland Ave, Atlanta, GA, 30340	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431727	CLM	Dorothy J Weber	1990-10-19	UHC-56220-45	—	318 Canyon Rd, Denver, CO, 80285	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406132	CLM	Kyle Ward	1996-05-14	—	—	131 Canyon Rd, Columbus, OH, 43227	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-428449	CLM	Camila A Oriz	1975-03-25	—	—	2942 Lake View Rd, Columbus, OH, 43224	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423148	CLM	Shirley Fiels	1946-02-13	—	—	2237 Baseline Rd, Seattle, WA, 98196	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413785	CLM	Evelyn Parker	1954-02-02	—	4559466082	2784 Sunset Blvd, Gilbert, AZ, 85292	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-405353	CLM	Santiago A Gardner	1988-07-05	UHC-96725-82	6222516731	628 Oak St, San Antonio, TX, 78217	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422405	CLM	Mei I Nunez	1994-04-25	—	2102499405	1620 Jefferson Ave, Glendale, AZ, 85321	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422921	CLM	Marcus Nelson	1980-01-11	UHC-84146-05	3734684156	5807 Ocean Ave, Orlando, FL, 32857	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-418136	CLM	Arjun XJunk	1978-11-24	UHC-32380-64	7484410765	5957 Elm St, Mesa, AZ, 85231	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+2 more
CLM-423508	CLM	Taylor Tyler	1957-10-27	UHC-30471-03	—	4037 Indian School Rd, Las Vegas, NV, 89163	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424346	CLM	Camila Harvey	1982-04-12	UHC-55326-27	9896133611	1247 Mesa Dr, Eden Prairie, MN, 55399	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418502	CLM	Keith Simpson	2007-11-19	UHC-20710-22	7635683456	6732 Church St, Fresno, CA, 93776	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-422006	CLM	Hiroshi Spencer	1954-01-22	UHC-95327-14	—	1285 Ridge Rd, Gilbert, AZ, 85272	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405107	CLM	Mary Miller	1961-10-25	—	4732937664	870 Market St, Orlando, FL, 32832	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403064	CLM	Juan Washington	1959-11-14	UHC-91717-92	3765476480	2948 Highland Ave, Chandler, AZ, 85282	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-423612	CLM	Kathryn Butler	1961-10-11	UHC-94470-29	—	1625 Forest Ave, Mesa, AZ, 85243	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429308	CLM	Alan Contreras	1948-01-11	UHC-91768-91	5119444560	243 Highland Ave, Dallas, TX, 75292	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405595	CLM	Sandra Smith	1977-06-05	UHC-19366-24	4095011127	2383 Park Pl, Chandler, AZ, 85204	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-420651	CLM	Christopher Russell	1958-05-19	—	—	1159 Willow Ct, Houston, TX, 77005	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405810	CLM	Nancy Delgado	1953-06-14	UHC-60245-45	—	452 Harbor Blvd, Nashville, TN, 37208	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431135	CLM	Ahmed Castro	1947-09-25	—	—	7417 Park Pl, Tucson, AZ, 85763	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424928	CLM	Diane George	1953-11-21	—	—	900 River Rd, Scottsdale, AZ, 85239	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

10,559 rows, page 86 of 212Previous Next