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-417259	CLM	Patrick Ellis	—	—	7134396493	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-417758	CLM	Rios Zachary	1949-06-20	UHC-47072-78	6982184977	9062 Lincoln Way, Sacramento, CA, 95887	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421903	CLM	Andrew Knnight	1981-12-25	UHC-92918-43	7756303249	2680 Pine Dr, Chandler, AZ, 85255	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431035	CLM	Robert Patterson	1982-10-18	UHC-46621-18	8038700883	8502 Ridge Rd, Phoenix, AZ, 85004	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432159	CLM	Amber Greene	1990-06-27	UHC-89256-42	2667403546	239 Oak St, Scottsdale, AZ, 85290	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-418880	CLM	Austin Morris	1975-05-24	—	4593377942	282 Ridge Rd, Seattle, WA, 98126	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421613	CLM	Cheryl Ruiz	1958-04-15	—	5995392770	772 Oak St, Denver, CO, 80284	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426693	CLM	Lucya Torres	1981-05-24	UHC-10261-77	8078860849	7826 Willow Ct, Chandler, AZ, 85240	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412477	CLM	Jonathan Morgan	1982-03-23	UHC-47882-59	8498872973	3903 Mesa Dr, Fresno, CA, 93738	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-412476	CLM	Jonathan Morgan	1982-03-23	UHC-47882-59	8498872973	3903 Mesa Dr, Fresno, CA, 93738	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-400977	CLM	James Evans	1991-12-24	UHC-88818-56	6867746390	7651 Palm Dr, Nashville, TN, 37236	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424500	CLM	Charles T Nguyen	1981-01-23	UHC-11107-77	6186847915	7463 Forest Ave, Sacramento, CA, 95831	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
CLM-423302	CLM	Tommy B Gibson	2007-04-20	UHC-43316-31	8816368275	8914 Elm St, Sacramento, CA, 95879	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407031	CLM	Olivia Guzman	1982-01-01	—	2744393195	5757 Ocean Ave, Phoenix, AZ, 85080	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405282	CLM	Kevin Larson	1956-05-10	UHC-37006-89	6415922785	4449 Cedar Ln, Atlanta, GA, 30302	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424146	CLM	Michael Ferguson	1991-08-02	UHC-81936-57	7084836813	6568 Highland Ave, Atlanta, GA, 30341	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407739	CLM	Zachary M Butler	1961-12-01	UHC-71934-82	2035327700	7442 Central Ave, Miami, FL, 33140	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430595	CLM	Laarson Susan	1966-04-24	UHC-58072-95	9407838231	8213 Indian School Rd, Orlando, FL, 32859	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402151	CLM	Henry Montgomery	1967-04-06	UHC-15551-53	2478275946	1386 Lincoln Way, Tampa, FL, 33630	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408347	CLM	Brenda Stephens	1963-11-26	—	8336563455	6011 Grand Ave, Orlando, FL, 32849	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
CLM-417390	CLM	Jose Austyn	1965-08-18	UHC-09455-05	7028708983	7293 Camelback Rd, Plano, TX, 75065	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421997	CLM	George Schultz	2002-11-11	UHC-55554-57	2096549594	7977 River Rd, Tucson, AZ, 85729	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-414034	CLM	Gerald Taylor	1991-03-07	—	3706688652	4919 Park Pl, Orlando, FL, 32810	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404922	CLM	Jessica Torres	1971-07-02	UHC-04919-14	7079164172	1126 Elm St, Atlanta, GA, 30368	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
CLM-415770	CLM	Tyler Moore	1993-06-18	—	7622427816	2614 Market St, Seattle, WA, 98158	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426738	CLM	Camila Kim	1941-12-18	—	6122740058	9411 Sunset Blvd, Columbus, OH, 43266	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419184	CLM	Hiroshi Harris	1992-03-24	UHC-10926-62	5049109320	2833 Lake View Rd, Denver, CO, 80219	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-419183	CLM	Hiroshi Harris	1992-03-24	UHC-10926-62	5049109320	2833 Lake View Rd, Denver, CO, 80219	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-409685	CLM	Terry Holmes	1973-09-04	UHC-16727-88	6245921610	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-422947	CLM	Betty Evans	1998-04-26	—	7805924058	5941 Apache Blvd, Miami, FL, 33166	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421217	CLM	Randy Carlson	1948-01-28	—	3114600537	9624 Baseline Rd, Dallas, TX, 75207	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410975	CLM	Natalie Banks	1989-04-09	UHC-97535-49	6464522147	7508 Jefferson Ave, Seattle, WA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-408776	CLM	Gary S Jimanez	1976-03-26	UHC-29986-91	6408089960	4951 Jefferson Ave, Tampa, FL, 33639	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431327	CLM	Michelle Lynch	1967-09-11	UHC-07856-55	6046847334	3435 Meadow Ln, Plano, TX, 75021	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-416328	CLM	Dylan Wagner	1959-09-19	UHC-37245-67	2528708299	8950 Apache Blvd, Houston, TX, 77025	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402596	CLM	Patricia Graham	1970-10-08	—	6836175271	948 Indian School Rd, Tampa, FL, 33656	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418193	CLM	Brandon Reid	1969-11-07	UHC-76294-19	5535939403	4052 Indian School Rd, Glendale, AZ, 85388	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-422320	CLM	Deborah Robinson	—	UHC-84327-14	3847063063	—	0.78	Date of birth missing Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-402313	CLM	Cynthia Torres	1956-06-07	UHC-01192-28	6399864115	3928 Grand Ave, San Antonio, TX, 78281	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406505	CLM	Carlos Gordon	1983-04-28	—	5745155263	3929 Valley View Dr, Austin, TX, 78761	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408408	CLM	Doris Nguyen	1955-02-12	UHC-74700-92	9038843351	4996 Highland Ave, Atlanta, GA, 30356	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-405384	CLM	Chistopher O Wallace	2000-08-07	—	5297517988	2898 Indian School Rd, San Diego, CA, 92101	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-404437	CLM	Anna Z Reyes	1998-07-17	UHC-62772-75	9174886248	273 Highland Ave, Austin, TX, 78775	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402373	CLM	Matthew Q Allen	1989-07-11	—	2306515265	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-418034	CLM	William Williams	1953-12-19	—	6328536869	6941 Elm St, Scottsdale, AZ, 85239	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-427994	CLM	Jose Williams	1949-06-05	—	8537316600	4096 Oak St Apt 21, Las Vegas, NV, 89125	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-428017	CLM	Kenneth Hamilton	1985-10-18	UHC-66672-48	9149608011	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-417063	CLM	Jordan Ford	1978-07-12	UHC-27315-41	9782992078	1158 Oak St, Minneapolis, MN, 55427	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-410877	CLM	Dorothy H Elliott	1963-04-10	UHC-67017-31	6238675387	6036 Highland Ave, Plano, TX, 75048	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406740	CLM	Samantha L Russell	1944-11-13	UHC-90440-08	6672390638	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more

11,960 rows, page 119 of 240Previous Next