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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-422073	CLM	Sharon Vega	1970-01-16	UHC-51699-03	6665859164	6900 Baseline Rd, San Diego, CA, 92104	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-403789	CLM	Samuel Ramirez	1986-05-28	UHC-35438-68	5425687978	895 Church St, Glendale, AZ, 85376	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428508	CLM	Frank C Lawrence	1945-09-08	—	8726626050	6136 Harbor Blvd, Fresno, CA, 93724	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407200	CLM	Wei Gonzales	1950-07-11	UHC-13014-37	7722097302	2897 Grand Ave, Las Vegas, NV, 89180	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407562	CLM	Melissa Valdez	1954-02-10	UHC-81960-04	6816351928	962 Valley View Dr, Dallas, TX, 75228	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-413384	CLM	Aaorn Larson	1963-12-24	UHC-22371-27	8713711158	6922 Grand Ave, Glendale, AZ, 85321	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405609	CLM	Heather Black	1983-01-18	UHC-29594-73	6555486532	3321 Washington St, Los Angeles, CA, 90040	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426079	CLM	Vincent Butler	1958-03-24	UHC-67979-89	7492831037	966 Bayshore Dr, Miami, FL, 33177	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402662	CLM	Christine L Henry	1952-04-26	UHC-14353-96	9073872354	217 Elm St, Charlotte, NC, 28262	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405987	CLM	Deborah Vasquez	1956-12-13	—	3792788435	6123 Highland Ave, San Diego, CA, 92150	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-425735	CLM	Sharon Stevens	1948-08-04	UHC-69450-62	6828459845	5794 Jefferson Ave, Los Angeles, CA, 90084	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426489	CLM	Tommy E Syms	1971-03-19	UHC-88422-90	9817131418	4750 Grand Ave, Orlando, FL, 32898	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422428	CLM	Doris N Ford	1978-03-15	—	4094082386	616 Lincoln Way, Eden Prairie, MN, 55303	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428518	CLM	Long Crolyn	1953-09-13	UHC-35911-04	7446688772	5275 Harbor Blvd, Tempe, AZ, 85274	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414581	CLM	Denise Roberts	1972-02-15	UHC-19669-31	8075736788	5846 Indian School Rd, Houston, TX, 77037	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417462	CLM	Danielle Gomez	1962-01-04	UHC-89338-09	4966169025	9496 Cedar Ln, Jacksonville, FL, 32223	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-404957	CLM	Katherine R Austin	1964-01-09	—	6152244394	8602 Main St, Jacksonville, FL, 32240	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416658	CLM	Simpson Judith	1986-04-27	UHC-21051-13	9284809622	2933 Pine Dr, Tempe, AZ, 85207	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422176	CLM	Vincent Holmes	1942-09-03	UHC-45761-46	6069749908	2193 Maple Ave Apt 9, Seattle, WA, 98170	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-406308	CLM	Michhael Peters	1951-07-01	UHC-46427-71	7846759366	5547 Mountain View Dr, Scottsdale, AZ, 85228	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405610	CLM	Larry F Jackson	1943-03-16	—	9178940301	9602 Church St, Seattle, WA, 98124	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412326	CLM	Juan Harris	1965-11-17	—	7794991234	5790 Cedar Ln, Sacramento, CA, 95802	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420371	CLM	Gabriel Thompson	1953-09-15	—	4973179802	1380 Washington St, Nashville, TN, 37220	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426841	CLM	Danielle Reynolds	1993-03-13	—	5333609829	3938 Pine Dr, Atlanta, GA, 30348	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401273	CLM	Mason Porter	1984-11-16	—	2927756233	9563 Ocean Ave, Scottsdale, AZ, 85220	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401272	CLM	Mason Porter	1984-11-16	—	2927756233	9563 Ocean Ave, Scottsdale, AZ, 85220	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418975	CLM	Juan C Powell	1986-03-20	UHC-26955-36	7077265948	3389 Pine Dr, Fresno, CA, 93736	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-411270	CLM	Debra Ramos	1992-04-19	—	3954296772	431 Cedar Ln, Minneapolis, MN, 55457	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415185	CLM	Walter X Carter	2003-10-18	—	7006404970	2950 Bayshore Dr, Austin, TX, 78708	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411941	CLM	Alexander Anderson	1950-05-14	UHC-79887-28	4783200973	1045 Ocean Ave, Orlando, FL, 32883	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422161	CLM	Paul Rommero	1971-11-27	UHC-28842-64	3842538140	8261 Harbor Blvd, Miami, FL, 33132	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405041	CLM	Judy Sanders	1961-06-20	—	6016220859	8196 Ridge Rd, Los Angeles, CA, 90032	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406730	CLM	Brenda Day	1975-08-25	UHC-90446-52	9707146699	8929 Willow Ct, Tucson, AZ, 85752	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431626	CLM	Gabriel Rios	1960-07-09	UHC-91956-10	4886347198	4839 Ocean Ave, San Antonio, TX, 78264	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414634	CLM	Rebecca Bennnett	1948-04-27	UHC-21274-89	8297418145	5990 Camelback Rd, Gilbert, AZ, 85268	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-402686	CLM	Noah Lawrence	1965-07-20	UHC-16878-36	2895613596	169 Baseline Rd, Minneapolis, MN, 55443	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407310	CLM	Christopher B Cooper	1968-04-23	UHC-06864-83	2415390900	3094 Willow Ct, Columbus, OH, 43264	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-405728	CLM	Bradley Carroll	1978-04-11	UHC-55821-47	8897810735	9524 Palm Dr, Eden Prairie, MN, 55384	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416115	CLM	Jack Sims	1983-09-21	UHC-08090-72	8249894889	8391 Harbor Blvd, Plano, TX, 75073	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-412990	CLM	Jeremy Castillo	1981-09-28	UHC-29703-02	6125163836	3847 Grand Ave, Tempe, AZ, 85235	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-429566	CLM	Alexis Armsrtong	2004-09-05	UHC-43400-99	4566033923	9668 Lincoln Way, Scottsdale, AZ, 85212	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419773	CLM	Deborah Sanders	1957-09-13	UHC-37538-29	7423787788	3107 Market St, Atlanta, GA, 30377	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-402585	CLM	Russell Le	1941-05-10	UHC-19416-53	7007392456	—	0.74	Name re-cased Phone reformatted Member ID reformatted Gender normalised+3 more
CLM-419652	CLM	Jennifer Russell	2003-03-03	UHC-52480-15	2147576362	8600 Ridge Rd, Chandler, AZ, 85287	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427767	CLM	Anthony Harris	2002-11-20	UHC-93261-88	8364390145	6767 Palm Dr, Orlando, FL, 32833	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423117	CLM	Sam Dean	2004-11-26	UHC-17723-18	7555663797	8064 Indian School Rd, Dallas, TX, 75280	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-400237	CLM	Angela Espinooza	1979-07-09	—	2506932916	6531 Ocean Ave, Fresno, CA, 93743	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416817	CLM	Sara Ramos	2008-11-19	—	4216854586	2967 Highland Ave, San Diego, CA, 92123	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418128	CLM	Shirley Le	2002-03-28	UHC-24005-09	9148077555	7260 Market St, Mesa, AZ, 85220	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409226	CLM	Megan Meyer	1945-04-12	UHC-75159-75	7098695661	4769 Park Pl, Atlanta, GA, 30330	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

11,960 rows, page 85 of 240Previous Next