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-424062	CLM	Luis Jones	1984-04-14	—	3315473919	2214 Washington St, Atlanta, GA, 30344	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-413254	CLM	Jason Larson	1960-12-28	UHC-03469-36	7958266992	1155 Broadway, Mesa, AZ, 85203	0.78	Name split from “Last, First”Phone reformatted Address re-cased Whitespace trimmed+1 more
CLM-421862	CLM	Walter H Brooks	1951-10-09	UHC-01528-36	7467557640	2178 Washington St, Phoenix, AZ, 85041	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423922	CLM	Kevin McDonald	1940-02-20	UHC-63676-32	2795420329	2674 Highland Ave, Minneapolis, MN, 55446	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419772	CLM	Hannah Schultz	1981-07-03	UHC-07964-17	9624747147	8354 Mountain View Dr, Scottsdale, AZ, 85298	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416492	CLM	Willie Walker	1978-11-27	UHC-08462-20	7534623285	6371 Meadow Ln, Seattle, WA, 98110	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-428944	CLM	Lawrence Duncan	1938-05-06	UHC-36484-66	7224584491	2923 Apache Blvd, Las Vegas, NV, 89179	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-423902	CLM	Maria Nguyeen	2004-10-13	—	5452148155	5263 Lincoln Way, San Antonio, TX, 78236	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-405545	CLM	Bradley Morrison	1982-11-11	UHC-89051-37	4197127965	461 Central Ave, Tucson, AZ, 85713	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-408835	CLM	Kayla Hnsen	1950-12-08	UHC-30978-47	3135730845	5023 Church St, Charlotte, NC, 28229	0.78	Phone reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
CLM-407770	CLM	Noah Miller	2003-01-20	—	8687041115	468 Bayshore Dr, Scottsdale, AZ, 85250	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408134	CLM	Kimberly Hudson	1955-09-03	UHC-94832-49	5962744843	7563 Valley View Dr, Glendale, AZ, 85325	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431455	CLM	Nathan Shaw	2003-08-10	UHC-44338-93	3854216165	9411 Willow Ct, Miami, FL, 33164	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-419742	CLM	Amanda Thompson	1959-01-02	—	6942535631	929 Maple Ave, Austin, TX, 78775	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427721	CLM	Berry Harold	1956-02-23	UHC-87727-31	2708947482	8824 Meadow Ln, San Antonio, TX, 78234	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-424144	CLM	Joseph Wallace	1976-07-05	UHC-18297-39	6884558863	916 Canyon Rd, Atlanta, GA, 30355	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428897	CLM	Brittany T Griffin	1967-12-24	—	5369864995	8300 Mountain View Dr, San Antonio, TX, 78229	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424857	CLM	Valentina Roberts	1941-02-27	—	3484015934	4518 Canyon Rd, Charlotte, NC	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-400882	CLM	Jessica F Wbb	1991-12-02	UHC-33021-16	2382538105	6576 Market St, Los Angeles, CA, 90041	0.78	Date of birth reformatted Phone reformatted State code upper-cased Gender normalised+1 more
CLM-422146	CLM	Anna Dean	1994-01-02	UHC-93221-70	7124587968	3947 Harbor Blvd, Sacramento, CA, 95803	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-421650	CLM	Mark Washington	2006-12-27	UHC-53180-18	7607640652	5914 Ridge Rd, Minneapolis, MN, 55434	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403228	CLM	Meagn Perkins	1985-09-03	UHC-28097-08	9665580892	3220 Camelback Rd, Seattle, WA, 98196	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401145	CLM	Victroia Wilson	1951-06-12	—	9346631750	9848 Indian School Rd, Jacksonville, FL, 32289	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401966	CLM	Lauren L Howard	1988-06-28	—	8246765874	9810 Cedar Ln, Eden Prairie, MN, 55365	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405489	CLM	Frances Bryant	1985-09-19	UHC-76409-62	8812749355	2264 Meadow Ln, Las Vegas, NV, 89121	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429897	CLM	Emma Nichols	1982-08-16	—	6697205330	2082 River Rd, Miami, FL, 33140	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401467	CLM	Barbara Ruiz	1989-09-07	UHC-10719-99	6187903132	2288 River Rd, Chandler, AZ, 85237	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-401828	CLM	Teresa Chavez	1953-05-09	UHC-36535-42	4362124413	1648 Valley View Dr, Eden Prairie, MN, 55343	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428857	CLM	Edward Henry	1990-12-09	UHC-97702-67	7486464760	3721 Washington St, Columbus, OH	0.78	Phone reformatted City re-cased ZIP missing Whitespace trimmed+1 more
CLM-406743	CLM	Gloria Stone	1965-04-03	—	4863376974	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-405267	CLM	Luis Tran	2003-03-01	—	4962944000	8909 Valley View Dr, Jacksonville, FL, 32271	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417795	CLM	Jacob Schmidt	1969-03-25	—	5413923289	7946 Oak St, Columbus, OH	0.78	Phone reformatted City re-cased ZIP missing Whitespace trimmed+1 more
CLM-408110	CLM	Karen Lewis	1985-01-06	UHC-88238-91	8603072484	4594 Palm Dr, Orlando, FL, 32823	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424895	CLM	Frank Roberts	1982-06-11	—	3555231096	7429 Washington St, Phoenix, AZ, 85050	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421312	CLM	Vincent Diaz	1958-10-01	UHC-09083-91	3337818612	8104 Lincoln Way, Seattle, WA, 98147	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-418177	CLM	Wei Obrien	1984-07-20	UHC-75656-22	6076294776	9069 Lincoln Way, Fresno, CA	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
CLM-428251	CLM	Henry N Peters	1977-01-18	—	2056791812	9756 Desert Sky Blvd, Eden Prairie, MN, 55387	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-430505	CLM	Kevin Andrews	1982-03-06	—	9164171251	7867 Ocean Ave, San Diego, CA, 92114	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420321	CLM	Isabella Garza	1975-04-25	—	7746165671	1755 Mesa Dr, San Antonio, TX, 78281	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406495	CLM	Omar Torres	1973-08-04	—	5603618723	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-406496	CLM	Omar Torres	1973-08-04	—	5603618723	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-419220	CLM	Alice Grdon	1961-02-17	—	2206721411	9363 Lincoln Way, Seattle, WA, 98122	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417667	CLM	Sam Diaz	1978-07-15	—	8623853225	868 Cedar Ln, Seattle, WA, 98114	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420609	CLM	Alice Mendoza	1973-07-01	UHC-85886-84	3163785373	7492 Lake View Rd, Phoenix, AZ, 85041	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431874	CLM	Ana Lewis	1951-03-11	UHC-98135-83	3924669478	7077 Palm Dr, Austin, TX, 78718	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-404370	CLM	Anthony Kennedy	1982-05-09	UHC-68806-30	6745269662	621 Forest Ave, Fresno, CA, 93749	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406257	CLM	Harold Gonzalez	1941-01-04	UHC-11640-03	8419183552	6036 Ridge Rd, Houston, TX, 77014	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412470	CLM	Matthew Arnold	1944-08-07	UHC-10919-83	7106837939	2877 Apache Blvd, Austin, TX, 78783	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404966	CLM	Samantha F Miller	1940-11-09	—	3718044039	5308 Grand Ave, Tucson, AZ, 85778	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405894	CLM	Debra J Greene	1983-04-05	—	3349218217	2021 Pine Dr, Las Vegas, NV, 89154	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more

11,960 rows, page 125 of 240Previous Next