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-412701	CLM	Abigail Alexander	1940-03-04	—	5822914748	6190 Indian School Rd, Atlanta, GA, 30392	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428165	CLM	Dylan U Kig	1938-09-20	—	4276498907	2534 Market St, Columbus, OH, 43275	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411960	CLM	Pamela Ortega	1956-08-27	—	—	871 Baseline Rd, Seattle, WA, 98157	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-416755	CLM	Mark Y Sandoval	2006-03-22	UHC-24042-47	9629371862	6181 Mountain View Dr, Houston, TX, 77048	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412388	CLM	Linda Perkins	2004-01-21	—	—	2599 Indian School Rd, Eden Prairie, MN, 55342	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422585	CLM	Heather Brown	1970-10-02	UHC-40975-16	—	2111 Baseline Rd, Minneapolis, MN, 55466	0.76	Date of birth reformatted City re-cased State code upper-cased Gender normalised+2 more
CLM-425641	CLM	Bradley Flores	1978-11-17	UHC-20706-40	9034300334	3417 Indian School Rd, Gilbert, AZ, 85296	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422518	CLM	Alice Bishop	1969-12-09	—	6753509647	3124 Main St, Nashville, TN, 37225	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409556	CLM	Kelly Lucas	1946-08-21	UHC-43173-63	4653829147	8042 Main St, Mesa, AZ, 85261	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402685	CLM	Deborah Johnson	1978-06-01	UHC-64630-40	5339564622	2676 Grand Ave, Tampa, FL, 33681	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429632	CLM	Patrick Gutierrez	1945-07-15	UHC-23084-68	—	7750 Camelback Rd, Austin, TX, 78726	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-431565	CLM	Jerry A Torres	1947-01-12	UHC-90769-88	—	6118 Elm St, Houston, TX, 77099	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-425028	CLM	Ruth Arnold	1991-11-16	UHC-20192-12	—	1369 Hillcrest Rd, San Antonio, TX, 78222	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-427029	CLM	Doris Armstrong	1946-07-03	—	—	9518 Lake View Rd, Atlanta, GA, 30322	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-419480	CLM	Albert Park	2006-06-08	UHC-40288-97	3174560268	7915 Sunset Blvd, Seattle, WA, 98128	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401180	CLM	Diego P Bishop	1959-12-25	—	—	6395 Jefferson Ave, Eden Prairie, MN, 55345	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419126	CLM	Jason Garett	1947-05-05	UHC-10837-58	8519954500	3428 Highland Ave, Austin, TX, 78767	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414333	CLM	Mariaana Parker	2008-11-14	—	—	9046 Church St, Gilbert, AZ, 85224	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-408030	CLM	Virginia Hughes	1964-08-27	UHC-52299-91	3489110886	8827 Lincoln Way, Denver, CO, 80238	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402837	CLM	Laura Castro	1938-03-14	UHC-77112-55	—	5820 Ridge Rd, Fresno, CA, 93740	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-419655	CLM	Saamuel Fields	1973-02-01	—	6908229153	2094 Desert Sky Blvd, Fresno, CA, 93725	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419656	CLM	Saamuel Fields	1973-02-01	—	6908229153	2094 Desert Sky Blvd, Fresno, CA, 93725	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419175	CLM	Marilyn P Barnes	1957-12-23	UHC-48806-49	—	4785 Apache Blvd, San Diego, CA, 92164	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405968	CLM	Janice Hill	1944-06-25	UHC-52485-49	—	4290 Mesa Dr, Eden Prairie, MN, 55318	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-428764	CLM	Elizabeth Rose	2006-10-22	—	3863457873	4365 Baseline Rd, San Antonio, TX, 78235	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431273	CLM	Russell Schultz	1981-01-04	UHC-35071-02	6498910779	4539 Market St, Scottsdale, AZ, 85227	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-405956	CLM	Patrick West	1961-09-23	UHC-73334-92	—	5599 Maple Ave, Tampa, FL	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-416011	CLM	Jordan Bailey	1963-06-28	UHC-61063-87	5903217949	7325 Harbor Blvd, Eden Prairie, MN, 55313	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425519	CLM	Eric Warren	1998-06-01	UHC-46478-91	2809585707	9407 Cedar Ln, Tampa, FL, 33631	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401738	CLM	Betty Long	1965-10-14	UHC-18001-61	—	6155 Baseline Rd, Columbus, OH, 43230	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-421797	CLM	Kathleen Tran	1975-04-20	UHC-59783-86	3623599237	4373 Central Ave, Miami, FL, 33166	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-424417	CLM	Noah Cooper	1993-07-02	UHC-85600-23	—	1754 Sage Ct, Las Vegas, NV, 89154	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-418399	CLM	Christian Singh	1982-01-01	—	3588723278	3214 Washington St, Austin, TX, 78763	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417793	CLM	Arjun Jimmenez	1994-06-09	—	2808052611	7369 River Rd Apt 20, Phoenix, AZ, 85061	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
CLM-431784	CLM	McHelle Le	1978-11-05	—	—	6244 Apache Blvd, Austin, TX, 78746	0.76	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
CLM-400996	CLM	Diane Washington	1971-08-01	UHC-22655-79	—	6998 Bayshore Dr, Plano, TX, 75068	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-417557	CLM	Barbara Hansen	1998-05-22	—	8727913356	1050 Grand Ave, Tampa, FL, 33676	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-408826	CLM	Juan Ellis	1996-07-02	—	—	3402 River Rd, Eden Prairie, MN, 55362	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-427639	CLM	Logan Brooks	1952-04-19	UHC-63454-26	2603003266	3578 Forest Ave, Eden Prairie, MN, 55389	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415654	CLM	Christine O Valdez	1942-10-24	UHC-97505-59	4996053513	220 Pine Dr, Seattle, WA, 98107	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418839	CLM	Jonathan Aguilar	1951-05-10	UHC-85529-50	7305567436	9826 Indian School Rd, Atlanta, GA, 30393	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417438	CLM	Samuel Rodriguez	1957-12-02	—	—	9608 Meadow Ln, Plano, TX, 75018	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-407922	CLM	Donald Aguilar	1950-07-15	UHC-95936-49	—	3477 Bayshore Dr, Columbus, OH, 43241	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-414844	CLM	Arjun Ward	1980-04-04	UHC-23650-47	3409287056	535 Willow Ct, Denver, CO, 80212	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424594	CLM	Bruce Munoz	1993-08-13	UHC-93815-58	—	5523 Harbor Blvd, Tampa, FL, 33606	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-426319	CLM	Abigail O Price	1964-04-17	—	6542387596	2730 Desert Sky Blvd, Tempe, AZ, 85245	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420994	CLM	Ruth D Mills	2005-05-13	—	—	6713 Market St, Tampa, FL, 33618	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-432165	CLM	Rachel Holmes	1982-08-28	—	5545398323	9194 Desert Sky Blvd, Los Angeles, CA, 90001	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418210	CLM	Diana Lopez	1990-12-20	UHC-00021-65	—	7282 Sunset Blvd, Tempe, AZ, 85203	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423666	CLM	Frances Morrison	1943-06-13	—	4013722830	6190 Camelback Rd, Minneapolis, MN, 55403	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

5,235 rows, page 61 of 105Previous Next