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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429238	CLM	Sandra Brown	2005-02-05	UHC-38120-34	—	4287 Central Ave, Mesa, AZ, 85278	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432367	CLM	Teresa Woods	1968-09-17	UHC-42550-05	7654510728	4912 Hillcrest Rd, Chandler, AZ, 85221	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418715	CLM	Jazon Watson	1999-06-27	UHC-31272-97	4322193804	8344 Harbor Blvd, Columbus, OH	0.64	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+2 more
CLM-415574	CLM	Charles Russell	1956-03-23	UHC-91688-49	2956729951	5776 Indian School Rd, Gilbert, AZ, 85293	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-410103	CLM	Joseph Herrera	1959-04-21	—	—	5215 Indian School Rd, Las Vegas, NV, 89149	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-425031	CLM	Obrien E Wayne	1973-01-20	UHC-06710-35	4597804684	1154 Mountain View Dr Apt 37, Denver, CO, 80293	0.64	Name split from “Last, First”Name re-cased Date of birth reformatted Unit split from street+2 more
CLM-429103	CLM	Walter Gomez	1945-05-22	UHC-83989-37	5906943061	2117 Camelback Rd, Chandler, AZ, 85299	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-409075	CLM	Grace Alexander	1967-07-01	UHC-60724-18	—	9454 Desert Sky Blvd, Columbus, OH, 43279	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404231	CLM	Ruth McDonald	1968-03-04	—	—	9368 Market St, Sacramento, CA, 95876	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408811	CLM	Vincent G Ruiz	1997-09-22	UHC-15528-60	4182214963	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-404819	CLM	Karen H Li	1986-05-02	—	9566347382	2551 Jefferson Ave, Jacksonville, FL, 32257	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422990	CLM	Joe Kennedy	1960-08-10	—	—	9326 Spring St, Denver, CO, 80262	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-406726	CLM	Sarah James	1984-12-20	—	—	3221 Spring St, Atlanta, GA, 30381	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-400980	CLM	Bradley Stewart	1968-02-12	UHC-82552-49	—	1693 Indian School Rd, Minneapolis, MN, 55479	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414732	CLM	Albert Marquez	2003-09-12	UHC-18573-78	—	9035 Pine Dr, Fresno, CA, 93765	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405628	CLM	Jeremy Henry	2005-08-01	—	6309822037	5034 Main St, Charlotte, NC, 28222	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416640	CLM	Ralph Q Ruiz	1954-06-03	—	3688264206	777 Lake View Rd, Fresno, CA, 93760	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
CLM-407785	CLM	Victoria C Fox	1985-02-11	UHC-83918-84	—	6276 Oak St, Tampa, FL, 33668	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-430310	CLM	Brian Burke	2003-06-24	UHC-91013-14	9425866095	4636 Union St, Fresno, CA, 93767	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426544	CLM	Maria P King	1975-10-01	UHC-23433-66	3859989233	3684 Oak St, Tampa, FL, 33630	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429484	CLM	Stephen Z King	1969-01-20	UHC-15796-58	—	5493 Meadow Ln, Los Angeles, CA, 90019	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404062	CLM	Judith Myers	1946-09-27	UHC-57361-78	5363832327	7974 Ocean Ave, Austin, TX, 78758	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419882	CLM	Hiroshi Castro	1950-07-07	UHC-42235-41	3443645351	4534 Church St, Gilbert, AZ, 85228	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-421577	CLM	Hanson Michael	1983-07-01	—	—	3342 Sage Ct, Fresno, CA, 93738	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401195	CLM	Noah Wast	2008-12-14	UHC-54131-68	3956248427	5602 Central Ave, Denver, CO, 80264	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401194	CLM	Noah Wast	2008-12-14	UHC-54131-68	3956248427	5602 Central Ave, Denver, CO, 80264	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-431734	CLM	Nicholas Adams	1953-12-23	UHC-38542-81	—	8975 Grand Ave # 955, Atlanta, GA, 30394	0.64	Name split from “Last, First”Unit split from street City re-cased Plan code upper-cased+2 more
CLM-431853	CLM	Gomez Betty	1969-12-05	—	5778885753	7051 Spring St, Sacramento, CA, 95848	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410010	CLM	Cynthia Contreras	1978-03-06	UHC-50913-71	7867774387	4353 Washington St, Phoenix, AZ, 85043	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429695	CLM	Robert Brooks	1999-02-24	UHC-69296-55	5805595575	5314 Palm Dr, Fresno, CA, 93722	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401930	CLM	Camila Gutierrez	1981-01-01	UHC-50330-47	8184289736	4059 Maple Ave, Glendale, AZ, 85343	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431312	CLM	Arjun Miller	1981-04-27	UHC-66412-84	8375761857	810 Spring St, Phoenix, AZ, 85040	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-428884	CLM	Austin Garcia	1972-07-16	UHC-61676-05	—	8689 Meadow Ln, Sacramento, CA, 95863	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-425096	CLM	Valentina T White	1946-10-18	UHC-42715-20	5989153520	5207 Jefferson Ave, Gilbert, AZ, 85222	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407201	CLM	Ralph E Perry	1979-12-08	—	6229461851	9310 Lake View Rd, Jacksonville, FL, 32247	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-423397	CLM	Vicky Cuok	1987-07-25	UHC-08669-16	—	2012 Ridge Rd, San Antonio, TX, 78240	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409215	CLM	Nicholas Patterson	1974-12-05	UHC-35022-20	9733221182	9852 Washington St Apt 19, Tempe, AZ, 85259	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-423066	CLM	Frank D Diaz	1943-02-03	UHC-91487-75	8979146167	5994 Church St, Dallas, TX, 75275	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429455	CLM	Jose J Yang	1996-12-24	UHC-79343-17	6139254564	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-415103	CLM	Oliver Ralph	1995-03-26	UHC-98397-43	—	1949 Spring St, Los Angeles, CA, 90061	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-427921	CLM	Walter Duncan	1939-05-28	UHC-68920-96	7473988264	4410 Apache Blvd, Chandler, AZ, 85233	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-422915	CLM	Maria D Reynolds	1984-04-07	UHC-36945-54	5475445772	6424 Lake View Rd, Tempe, AZ, 85240	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
CLM-422203	CLM	Carol I Campbell	1951-02-13	UHC-26225-85	4195754578	6013 Baseline Rd, Gilbert, AZ, 85294	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400048	CLM	Doris F Garza	1957-12-18	—	—	5194 Desert Sky Blvd, Los Angeles, CA, 90000	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-424191	CLM	Timothy Alexander	1961-08-04	UHC-78547-89	—	4556 Desert Sky Blvd, Fresno, CA, 93724	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410768	CLM	Ahmed Soto	1938-03-10	UHC-22956-92	—	8663 Lake View Rd, Tucson, AZ, 85743	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-419037	CLM	Becky Wylliams	1980-04-20	UHC-32568-63	—	1967 Union St, Charlotte, NC, 28278	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416752	CLM	Danielle Garza	1978-11-07	—	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416753	CLM	Danielle Garza	1978-11-07	—	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417124	CLM	Wayne Moris	1984-06-07	UHC-85819-24	8166404542	3686 Main St, Charlotte, NC, 28267	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more

3,226 rows, page 28 of 65Previous Next