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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420437	CLM	Ronald Ellis	2007-01-06	—	—	1443 Apache Blvd, Denver, CO, 80260	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-431107	CLM	Janet Vazquez	—	UHC-47351-63	—	2641 Palm Dr, Seattle, WA, 98110	0.50	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-410976	CLM	Denny Hamilton	—	UHC-00203-27	7818775065	4256 Ocean Ave, Columbus, OH	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-432684	CLM	Peter Wang	1989-06-01	UHC-50056-32	2403355409	5320 Lake View Rd Apt 12, Columbus, OH, 43273	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422615	CLM	Judith Simmons	1980-07-16	UHC-35607-99	7443903678	8104 Maple Ave, Fresno, CA, 93728	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-421416	CLM	Rebecca Mason	—	—	—	5546 Broadway, Glendale, AZ, 85393	0.50	Name re-cased Date of birth unreadable Phone missing area code Address re-cased+3 more
CLM-400070	CLM	Ambber Wells	1979-06-25	—	2665950799	299 Meadow Ln, Houston, TX, 77014	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405578	CLM	Raymond U Burns	1943-08-03	UHC-29776-57	4703169493	2658 Hillcrest Rd, Austin, TX	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-431320	CLM	Joe Thomas	2007-03-01	UHC-54570-05	7639533045	8252 Main St, Plano, TX, 75033	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422395	CLM	Joshua Payne	1938-09-03	—	2893105697	5146 Cedar Ln, Sacramento, CA, 95871	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-415269	CLM	Jesse Murray	1963-12-17	UHC-00502-63	8948422268	2900 Lincoln Way, Jacksonville, FL, 32253	0.50	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+3 more
CLM-408816	CLM	Vicoria Franklin	—	—	—	5345 Valley View Dr, Denver, CO	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
CLM-431476	CLM	Walter Schmidt	1969-06-01	UHC-99198-91	8942487529	8499 Elm St, Charlotte, NC	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-430907	CLM	Eugne Edwards	1968-07-25	—	—	6041 Ridge Rd, Mesa, AZ, 85218	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-412861	CLM	Marc Burke	2008-04-17	UHC-79080-92	—	4628 River Rd Apt 26, San Antonio, TX, 78278	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-405638	CLM	Brandon Snyder	—	UHC-55662-93	—	8063 Pine Dr, Nashville, TN, 37248	0.50	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-408402	CLM	Patricia Chavez	1998-04-09	UHC-71200-93	3515097804	3111 Desert Sky Blvd Apt 39, Denver, CO, 80237	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-420862	CLM	Jaon R Meyer	1967-01-24	UHC-84985-16	7383295970	4967 Hillcrest Rd, Gilbert, AZ, 85209	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402772	CLM	Joseph Alexander	1951-07-26	—	2196123030	6930 Washington St, Austin, TX, 78752	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420671	CLM	Russell Hart	1977-05-15	—	—	6357 Cedar Ln, Dallas, TX, 75218	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-418234	CLM	Eguene Soto	1991-01-02	—	—	9360 Lake View Rd, Eden Prairie, MN	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-417140	CLM	Valentina Wood	1989-02-20	—	—	464 Oak St, Gilbert, AZ, 85297	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-418235	CLM	Debra Hill	1986-04-19	—	—	8220 Forest Ave Apt 15, Mesa, AZ, 85221	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421270	CLM	Stephen Wang	1979-08-11	UHC-64067-18	—	1084 Washington St, Austin, TX, 78767	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429430	CLM	Dorothy Collins	2002-11-16	—	—	7220 Forest Ave, Mesa, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-417965	CLM	Sofia Ramirez	1976-11-13	—	4826615372	8190 Camelback Rd # 946, Jacksonville, FL	0.50	Phone reformatted Unit split from street City re-cased State name converted to code+3 more
CLM-423178	CLM	Kelly Lucas	1947-12-15	UHC-15635-05	—	6413 Meadow Ln, Seattle, WA, 98118	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-423738	CLM	Alan Thompson	1972-10-05	UHC-77689-96	—	2288 Sunset Blvd, Eden Prairie, MN, 55346	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-432665	CLM	Zachary Allen	1997-01-10	—	—	2122 Union St, Plano, TX, 75021	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-406504	CLM	Emma S Pena	1949-07-17	UHC-14042-85	3162165156	2462 Highland Ave, Nashville, TN, 37245	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428898	CLM	Dan Ward	1941-04-15	UHC-94840-20	—	2104 Palm Dr, Denver, CO, 80294	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-403788	CLM	Samuel Ramireez	1986-05-28	UHC-35438-68	—	895 Church St, Glendale, AZ, 85376	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-419681	CLM	Olivia Z Arnold	—	UHC-48489-95	—	824 Forest Ave, Plano, TX, 75049	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
CLM-426066	CLM	Charles Tucker	1961-02-23	—	—	6126 Indian School Rd, Mesa, AZ, 85219	0.50	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-403433	CLM	Anthony Salazar	—	UHC-22769-73	—	3940 Hillcrest Rd, Plano, TX	0.50	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-422351	CLM	Matthew Hoffman	1995-04-23	—	—	3568 Church St # 305, Gilbert, AZ, 85231	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422743	CLM	Willie Delgado	1965-09-16	UHC-47830-16	—	2592 Sunset Blvd, Charlotte, NC, 28257	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402646	CLM	Joyce Armstrong	1968-01-03	—	—	7518 Desert Sky Blvd # 468, Houston, TX, 77024	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-412489	CLM	Henry Nguyen	1975-07-18	UHC-89598-34	4925628011	3106 Palm Dr, Columbus, OH	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-426125	CLM	Logan Lucas	1974-09-21	UHC-41254-21	—	6921 Harbor Blvd Apt 2, Plano, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428365	CLM	Jonathan Brooks	1999-03-20	UHC-27135-67	—	4731 Sunset Blvd, Los Angeles, CA	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-402916	CLM	Roy Tucker	1946-01-17	UHC-34706-33	—	7341 Oak St, Atlanta, GA, 30300	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-423720	CLM	Joran B Thomas	1947-07-03	UHC-53826-54	—	1659 Desert Sky Blvd Apt 24, Tampa, FL, 33602	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416393	CLM	Eric Schmidt	1945-11-23	—	—	2124 Forest Ave, Sacramento, CA, 95829	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-412124	CLM	Jeffrey Gonzalez	1980-02-24	—	—	4581 Meadow Ln, Austin, TX	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
CLM-400548	CLM	Amy Wong	1972-07-16	UHC-19081-16	8684464207	5871 Baseline Rd Apt 27, Glendale, AZ, 85320	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-406639	CLM	Harold N Vega	—	UHC-62854-39	—	9470 Highland Ave, Orlando, FL, 32842	0.50	Name re-cased Date of birth unreadable City re-cased State name converted to code+3 more
CLM-403560	CLM	Hannah Little	1995-12-08	UHC-90419-65	—	4288 Park Pl, Plano, TX, 75096	0.50	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
CLM-420406	CLM	Sara Harvey	1984-02-18	—	6245431462	8811 Church St, Denver, CO, 80257	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+3 more
CLM-431145	CLM	Charles M Hoffman	1986-03-16	UHC-28425-96	8849558470	1089 Bayshore Dr, Jacksonville, FL, 32269	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

5,235 rows, page 10 of 105Previous Next