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-431812	CLM	Lucia Robertson	1985-09-01	UHC-90498-98	5993145405	4263 Cedar Ln, Tempe, AZ, 85289	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
CLM-432428	CLM	Rebecca Howard	1998-06-19	UHC-89882-71	7955729868	7322 Camelback Rd, Austin, TX, 78751	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-418145	CLM	Mari F Webb	1943-09-01	—	7573693709	8356 Maple Ave, Miami, FL, 33120	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-428635	CLM	Christopher Young	1993-07-09	UHC-27607-79	3524015851	1866 Church St, Chandler, AZ, 85269	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408958	CLM	Andrea Carroll	1988-07-02	UHC-45950-02	2617194299	6828 Oak St, Sacramento, CA, 95878	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429262	CLM	Nicholas Carr	1989-07-01	UHC-93074-69	9738314284	9452 Indian School Rd, Tucson, AZ, 85742	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-425325	CLM	Joan Murhpy	2000-05-01	UHC-51326-26	2948595260	4518 Sage Ct, Jacksonville, FL, 32249	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-420461	CLM	Patrick Valdez	1950-04-27	—	6383743885	5078 Canyon Rd, Minneapolis, MN, 55432	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401962	CLM	Mateo Stewart	1957-12-19	UHC-20020-02	—	6550 Jefferson Ave, Denver, CO, 80261	0.66	Name split from “Last, First”Two-digit birth year Member ID reformatted State code upper-cased+1 more
CLM-428370	CLM	Scott Kelley	1995-07-25	UHC-50527-90	—	9189 Canyon Rd, Seattle, WA, 98100	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-400853	CLM	Nicholas Colemna	1945-09-10	UHC-80494-31	—	441 Washington St, Chandler, AZ, 85294	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-410136	CLM	Roger U Ray	1977-08-03	UHC-43599-50	—	4127 Apache Blvd, Mesa, AZ, 85214	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419193	CLM	Joan Burton	1996-12-17	UHC-29497-54	—	4143 River Rd, Denver, CO, 80253	0.66	Two-digit birth year Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-414128	CLM	Michelle Wong	1995-11-14	UHC-62600-52	—	9654 Central Ave, Chandler, AZ, 85215	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-405194	CLM	Jeremy Garrett	1996-11-08	UHC-85404-26	9353864371	2455 Pine Dr, Nashville, TN, 37279	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-404766	CLM	Julie Payne	1985-03-08	UHC-29124-63	9733748706	6265 Market St, Las Vegas, NV, 89115	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425133	CLM	Nicole Riley	2000-12-27	UHC-46627-03	—	4814 Main St, Nashville, TN, 37295	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-411560	CLM	Samantha Simmons	1997-02-10	UHC-59590-89	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-431439	CLM	Ann Hoffman	2008-02-22	—	3399935016	1273 Ocean Ave, Minneapolis, MN, 55468	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-424249	CLM	Walter O Carter	1998-01-14	UHC-11426-79	—	6131 Lincoln Way, Phoenix, AZ	0.66	Two-digit birth year City re-cased ZIP missing Whitespace trimmed+1 more
CLM-425249	CLM	Ethan S Sims	1969-05-08	UHC-64045-26	—	6288 Elm St, Plano, TX, 75005	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417203	CLM	Carlos Torres	1970-09-14	UHC-33962-64	—	1314 Hillcrest Rd, Mesa, AZ, 85220	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-422348	CLM	Barbara Howard	1979-03-23	UHC-25098-80	—	3433 Highland Ave, Fresno, CA, 93736	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-420238	CLM	Katherine Patel	1968-05-21	—	—	4167 Main St, Houston, TX, 77092	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Plan code upper-cased+1 more
CLM-417818	CLM	Ralph Gibson	1987-03-21	—	5698447571	2194 Baseline Rd Apt 31, Miami, FL, 33143	0.66	Two-digit birth year Unit split from street City re-cased State code upper-cased+1 more
CLM-400322	CLM	Peter C Garrett	1981-03-11	UHC-70030-79	3327854244	8443 Oak St, Fresno, CA, 93783	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416074	CLM	Elijah R Price	1986-12-26	UHC-50102-32	2323159074	3333 Palm Dr, Phoenix, AZ, 85024	0.66	Middle initial moved out of first name Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-420087	CLM	Betty Vega	1946-04-04	UHC-40806-34	2937539021	1690 Bayshore Dr, Columbus, OH, 43248	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431742	CLM	Jason Brown	1949-07-18	UHC-16548-66	—	1334 Palm Dr, Nashville, TN, 37205	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402138	CLM	Bruce B Johnston	1957-08-10	—	—	3273 Harbor Blvd, Dallas, TX, 75275	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425947	CLM	Justin Bennett	1996-11-06	UHC-31433-79	—	7156 Broadway, Tampa, FL, 33667	0.66	Two-digit birth year Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-406162	CLM	Jordna Harvey	1943-08-22	UHC-83802-55	6152207830	8555 Jefferson Ave, Las Vegas, NV, 89183	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418245	CLM	Amy McCoy	1971-10-19	—	6462114900	7151 Broadway, Chandler, AZ	0.66	Two-digit birth year Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-411185	CLM	Alan G Hoffman	1983-06-23	UHC-11329-12	6496540688	3527 Bayshore Dr, Fresno, CA	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-429619	CLM	Patrcia Murray	1950-05-27	UHC-35124-01	8066114608	9786 Ridge Rd, San Diego, CA, 92152	0.66	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+1 more
CLM-429618	CLM	Patrcia Murray	1950-05-27	UHC-35124-01	8066114608	9786 Ridge Rd, San Diego, CA, 92152	0.66	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+1 more
CLM-416936	CLM	Amber Vasquez	1950-05-03	—	—	3362 Pine Dr, San Antonio, TX, 78252	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400255	CLM	Marcus Garcai	1986-01-10	—	3819313410	3958 Mesa Dr, Tempe, AZ, 85246	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-402544	CLM	Patricia Bryant	1959-03-10	UHC-41750-16	4314758174	1618 Central Ave, Houston, TX, 77076	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412954	CLM	Rachel I Diaz	1999-12-10	—	—	9301 Highland Ave, Nashville, TN, 37232	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422237	CLM	Joseph Daniels	1995-07-13	—	—	9477 Bayshore Dr # 821, Phoenix, AZ, 85037	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
CLM-421709	CLM	Thomas Rodriguez	1948-09-10	UHC-16493-55	8356459710	6430 Maple Ave, Minneapolis, MN, 55497	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-401998	CLM	Anna U Shaw	1956-08-26	UHC-44369-31	—	8585 Desert Sky Blvd, San Antonio, TX, 78276	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413210	CLM	Kathryn O Bradley	1997-02-02	—	5785830736	1751 Oak St, Jacksonville, FL, 32239	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409438	CLM	Jess Ellis	1997-03-05	UHC-51002-75	—	2135 Mesa Dr, Jacksonville, FL, 32280	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-425730	CLM	Brenda Rodriguez	1957-10-04	UHC-80980-57	—	4390 Baseline Rd, Tucson, AZ, 85738	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-404668	CLM	Margaret Smith	1976-01-15	UHC-25071-63	3342591824	1446 Ridge Rd, Chandler, AZ	0.66	Two-digit birth year Phone reformatted City re-cased ZIP missing+1 more
CLM-403917	CLM	Wayne Marshall	2002-05-04	UHC-10389-42	—	8276 Desert Sky Blvd, Orlando, FL, 32828	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430784	CLM	Catherine Marshall	1999-12-18	—	5655780944	5936 River Rd, Tucson, AZ, 85759	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-405113	CLM	Nathan Soto	1986-07-23	UHC-40896-79	—	1702 Jefferson Ave, Eden Prairie, MN, 55366	0.66	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed+1 more

2,168 rows, page 21 of 44Previous Next