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-412837	CLM	Mei Li	1953-11-28	UHC-98792-36	—	9840 Palm Dr, Jacksonville, FL	0.82	City re-cased ZIP missing Placeholder values cleared
CLM-407166	CLM	Beverly Cruz	2004-12-13	UHC-12852-42	4532848788	9587 Palm Dr, Atlanta, GA, 30367	0.82	City re-cased Gender normalised Placeholder values cleared
CLM-432709	CLM	Elijah Wood	1990-06-06	UHC-36510-96	7923404379	2449 Meadow Ln, Plano, TX, 75045	0.82	Name re-cased City re-cased Gender normalised
CLM-408401	CLM	Albert Nunez	1981-12-24	UHC-51651-67	—	1681 Union St # 641, Jacksonville, FL, 32228	0.82	Unit split from street City re-cased Placeholder values cleared
CLM-420985	CLM	Walter Jimenez	1995-06-01	UHC-32613-93	—	2461 Highland Ave, Fresno, CA, 93750	0.82	City re-cased State name converted to code Placeholder values cleared
CLM-404242	CLM	Martha Romero	1971-12-09	—	—	4012 Broadway, Sacramento, CA, 95809	0.82	City re-cased Gender normalised Placeholder values cleared
CLM-420393	CLM	Brittany Nichols	1984-08-18	UHC-42580-56	—	4311 Sage Ct, Eden Prairie, MN, 55357	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
CLM-429322	CLM	Harold Green	1949-02-27	—	—	5450 Spring St, Seattle, WA, 98175	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-402386	CLM	Debra Bennett	1909-11-07	UHC-53451-24	—	6161 Union St, Sacramento, CA, 95838	0.82	SSN last four extracted City re-cased Placeholder values cleared
CLM-431980	CLM	Priya Thompson	1989-08-09	UHC-68026-77	—	7541 Palm Dr, Tempe, AZ, 85244	0.82	City re-cased Gender normalised Placeholder values cleared
CLM-432800	CLM	Sara Baker	1998-08-02	UHC-05605-66	3104732933	9166 Market St, Atlanta, GA, 30331	0.82	Phone reformatted City re-cased Gender normalised
CLM-419653	CLM	Amy Turner	1963-08-27	UHC-56570-28	—	5707 Lincoln Way, Orlando, FL, 32869	0.82	Two-digit birth year City re-cased Whitespace trimmed
CLM-410372	CLM	Ralph Jimenez	1998-04-11	—	—	9714 Church St, Sacramento, CA	0.82	City re-cased ZIP missing Placeholder values cleared
CLM-431195	CLM	Timothy Long	2003-10-01	—	2673602144	994 Broadway, Glendale, AZ, 85304	0.82	City re-cased State name converted to code Placeholder values cleared
CLM-420666	CLM	Scott Thomas	1970-07-24	UHC-17753-40	7134747562	2385 Park Pl, Eden Prairie, MN, 55374	0.82	City re-cased Gender normalised Placeholder values cleared
CLM-403048	CLM	Elizabeth Martin	—	UHC-63125-78	—	1405 Canyon Rd, Jacksonville, FL, 32268	0.82	Date of birth unreadable City re-cased Placeholder values cleared
CLM-414317	CLM	Cheryl Wang	1959-07-15	UHC-22851-71	—	2046 River Rd, Plano, TX, 75069	0.82	City re-cased Gender normalised Placeholder values cleared
CLM-412600	CLM	Crawford Cheryl	1953-01-26	UHC-10278-83	—	1039 Willow Ct, Los Angeles, CA, 90015	0.82	City re-cased State name converted to code Placeholder values cleared
CLM-424817	CLM	Justin Gordon	1988-03-01	UHC-82612-26	—	2293 Union St, Denver, CO, 80284	0.82	Name re-cased Phone missing area code City re-cased
CLM-414994	CLM	Cheryl Catro	1950-02-04	UHC-39022-48	—	570 Broadway, Phoenix, AZ, 85002	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
CLM-415973	CLM	Christina Bishop	1975-04-27	—	—	2857 Bayshore Dr, Phoenix, AZ, 85009	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
CLM-421199	CLM	Madison Guzman	2008-05-25	UHC-78690-13	—	9638 Park Pl, Glendale, AZ, 85311	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
CLM-421200	CLM	Madison Guzman	2008-05-25	UHC-78690-13	—	9638 Park Pl, Glendale, AZ, 85311	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
CLM-411847	CLM	Beverly O Sanchez	1952-02-05	—	—	8609 Forest Ave, Chandler, AZ, 85295	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
CLM-423032	CLM	Kathryn Johnston	1982-05-14	—	—	1217 Pine Dr, Mesa, AZ, 85255	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-417356	CLM	Paul Woods	2007-09-24	UHC-41066-57	—	8824 Spring St, Scottsdale, AZ, 85296	0.82	City re-cased State name converted to code Placeholder values cleared
CLM-403195	CLM	Dennis Hunt	1993-03-07	—	—	9777 Mountain View Dr, Columbus, OH, 43245	0.82	Phone missing area code City re-cased Placeholder values cleared
CLM-402710	CLM	Ana T King	1986-08-02	UHC-99079-64	9734370692	5769 Lincoln Way, Dallas, TX, 75257	0.82	Street suffix standardised Address re-cased City re-cased
CLM-422257	CLM	Christina Payne	—	—	4604242324	6552 Baseline Rd, Denver, CO, 80209	0.82	Date of birth missing Phone reformatted City re-cased
CLM-417324	CLM	Emily Bryant	2003-02-21	UHC-96529-14	—	6820 Broadway, Mesa, AZ, 85277	0.82	City re-cased State name converted to code Whitespace trimmed
CLM-414100	CLM	Amanda Shaw	1966-03-05	—	8639911050	7331 Washington St, Columbus, OH, 43256	0.82	City re-cased Gender normalised Placeholder values cleared
CLM-423864	CLM	Heather Fuller	1938-09-04	UHC-97671-82	—	5849 Mesa Dr, Minneapolis, MN, 55478	0.84	Two-digit birth year City re-cased
CLM-416657	CLM	Judith Simpson	1986-04-27	—	—	2933 Pine Dr, Tempe, AZ, 85207	0.84	Name split from “Last, First”City re-cased
CLM-403039	CLM	Amber D Woods	2002-02-01	UHC-14388-64	—	7758 Sunset Blvd, Minneapolis, MN, 55494	0.84	City re-cased ZIP+4 trimmed
CLM-410176	CLM	Christine Morales	2007-01-19	UHC-18121-75	5674677874	9879 Lincoln Way, Fresno, CA, 93702	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-412174	CLM	Tran B Maria	1969-05-10	UHC-71683-43	4302044410	8644 Broadway, Chandler, AZ, 85246	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-412603	CLM	Lori Cmapbell	1980-01-13	UHC-28401-72	5544397034	231 Broadway, Fresno, CA, 93734	0.86	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+3 more
CLM-416977	CLM	Mark Contreras	1994-06-05	UHC-18319-57	3653359957	7677 Indian School Rd, Sacramento, CA, 95831	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-420570	CLM	Linda McDonald	1980-04-09	UHC-70228-56	6556550558	6056 Highland Ave, Atlanta, GA, 30385	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-404979	CLM	Julia Silva	1961-06-28	UHC-78965-73	4274742207	180 Lake View Rd, Sacramento, CA, 95817	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-425833	CLM	Anna H Williams	1985-11-05	UHC-92716-76	3408108516	2622 Lincoln Way, Sacramento, CA, 95860	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-429439	CLM	Sharon V Rose	1956-02-12	UHC-95563-56	—	1190 Grand Ave, Los Angeles, CA, 90044	0.88	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-424241	CLM	Randy Hall	1982-01-27	UHC-34342-11	3269836537	8707 Valley View Dr, Phoenix, AZ, 85004	0.88	Name re-cased Date of birth reformatted City re-cased Plan code upper-cased+2 more
CLM-421256	CLM	Brian Cook	1997-03-07	—	7973394249	3174 Market St, Columbus, OH, 43224	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-418169	CLM	Ronald Hoffman	1979-03-11	UHC-79889-87	8652159800	4022 Park Pl, Austin, TX, 78792	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
CLM-407170	CLM	Nicholas Gibson	1948-06-11	—	8219769250	6030 Camelback Rd, Minneapolis, MN, 55489	0.88	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
CLM-418863	CLM	Ethan Armstrong	1952-01-19	UHC-82773-75	2599056255	3847 Indian School Rd, Mesa, AZ, 85212	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-431867	CLM	Ronald G Meyer	2000-05-27	—	5777411106	8153 Broadway, Mesa, AZ, 85274	0.88	Name re-cased Address re-cased City re-cased Email lower-cased+2 more
CLM-407852	CLM	Gerald Martinez	1955-10-03	UHC-27156-84	5984567185	4734 Grand Ave, Dallas, TX, 75298	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
CLM-413024	CLM	Kayla Gardner	1947-02-13	UHC-87728-37	8635967809	9879 Elm St, Jacksonville, FL, 32278	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more

5,235 rows, page 88 of 105Previous Next