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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421235	CLM	Virignia Ray	—	UHC-17642-30	9372571397	350 Union St, Phoenix, AZ, 85045	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
CLM-424652	CLM	Debra Mendez	1960-06-24	UHC-40056-84	—	1756 Cedar Ln Apt 15, Glendale, AZ, 85342	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400964	CLM	Betty Pena	1946-08-14	—	—	590 Ridge Rd, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413927	CLM	Sean Tucker	1984-10-08	—	—	4906 Sage Ct, Gilbert, AZ, 85263	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-408427	CLM	Alvarado Michael	1981-06-25	UHC-14405-57	—	3038 Baseline Rd, Houston, TX, 77054	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400318	CLM	Keith F Collins	1956-11-21	UHC-13066-46	—	9739 Market St Apt 21, Nashville, TN, 37208	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-419712	CLM	Sean Morgan	2005-10-24	UHC-75819-92	—	2936 Canyon Rd, Las Vegas, NV, 89133	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-406713	CLM	Gabriel Carter	—	UHC-25374-66	—	7602 Spring St, Scottsdale, AZ, 85282	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-413510	CLM	William Folwer	1940-08-11	—	—	9182 Bayshore Dr, San Diego, CA, 92186	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411993	CLM	Hannah M Flores	1941-11-18	UHC-63078-53	—	9304 Lake View Rd, Plano, TX, 75040	0.64	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+2 more
CLM-419395	CLM	Sophia P Moreno	1978-04-16	UHC-86788-83	9439019688	7487 Ridge Rd, Tucson, AZ, 85721	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-418036	CLM	Brandon Gilbert	1979-12-13	UHC-89487-07	—	2482 Market St, Phoenix, AZ, 85021	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405469	CLM	Amber Bailey	1999-11-06	UHC-62902-39	—	630 Union St, Jacksonville, FL, 32208	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420092	CLM	Janet Harris	1998-10-06	UHC-03351-82	—	1529 Highland Ave, Tempe, AZ, 85248	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432477	CLM	Emma Maldonado	1997-11-02	UHC-45716-23	—	2613 Central Ave, San Diego, CA, 92148	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432476	CLM	Emma Maldonado	1997-11-02	UHC-45716-23	—	2613 Central Ave, San Diego, CA, 92148	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414255	CLM	Brittany Romero	1960-07-06	UHC-23742-38	3003642246	1712 Ridge Rd, Dallas, TX, 75267	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400670	CLM	Melissa Palmer	1949-04-01	—	2829691073	1984 Washington St, Tampa, FL, 33614	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404545	CLM	Ktaherine Q Wang	1986-01-14	—	—	7805 Harbor Blvd, Gilbert, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413526	CLM	Benjamin Peters	2006-10-23	—	—	8029 Mesa Dr, Houston, TX, 77014	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-417565	CLM	Mariana Freeman	1968-12-20	UHC-39956-01	8975461539	7185 Valley View Dr, Las Vegas, NV, 89109	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425748	CLM	Sraa Robertson	1962-04-12	UHC-65179-24	—	910 Forest Ave, Phoenix, AZ, 85005	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403481	CLM	Hiroshi Wood	1960-10-20	—	—	8320 River Rd, Eden Prairie, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-406224	CLM	Jessica C Menndez	1958-11-24	UHC-94335-21	—	1455 Meadow Ln, Phoenix, AZ, 85016	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-405599	CLM	Madison Simmons	1970-06-11	UHC-47808-51	6113802927	1841 Lake View Rd, Sacramento, CA, 95862	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-411130	CLM	Nicole Hughes	2001-10-12	UHC-13273-39	4305770794	5263 Willow Ct, Columbus, OH, 43271	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-422621	CLM	Danielle Lee	1975-10-25	—	8745331126	7026 Jefferson Ave, Atlanta, GA, 30306	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
CLM-410869	CLM	Frakn Gomez	1940-12-15	—	5378475354	2750 Mesa Dr # 635, Austin, TX, 78787	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428784	CLM	Christina Dominguez	1985-09-15	UHC-80528-85	8428256560	949 Pine Dr, Dallas, TX, 75251	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427342	CLM	Brian Jacobs	2001-11-04	UHC-22822-80	—	6051 Valley View Dr, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-403356	CLM	Rachel Hart	1963-10-16	UHC-02912-42	—	8973 Indian School Rd Apt 4, Houston, TX, 77055	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400006	CLM	Jsse Black	2004-10-05	UHC-94495-51	—	3456 Bayshore Dr, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421594	CLM	Maria Salazar	1973-12-13	UHC-61139-77	—	2905 Harbor Blvd, Las Vegas, NV, 89192	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-414336	CLM	Lucia V Welch	1983-09-18	—	5945630677	1802 Spring St, Mesa, AZ, 85213	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410215	CLM	Gary West	1940-04-16	—	—	5456 Cedar Ln, Eden Prairie, MN, 55398	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-431938	CLM	Natalie Nguyen	1999-08-14	UHC-95171-02	3027117996	391 Willow Ct, Nashville, TN, 37267	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426953	CLM	Gerald Dean	1964-08-14	UHC-07212-83	—	6063 Ridge Rd, San Diego, CA, 92196	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400647	CLM	Douglas L Russell	1972-05-10	UHC-97092-57	—	2814 Washington St Apt 32, Denver, CO, 80237	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407582	CLM	Robert Obrien	1956-09-11	—	4168632056	2522 Bayshore Dr Apt 32, Phoenix, AZ, 85027	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-431964	CLM	Frances E Williamson	1960-12-08	UHC-12909-32	—	3123 Mountain View Dr, Nashville, TN, 37278	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430377	CLM	Parker Brenda	1959-12-24	UHC-50412-36	—	6506 Elm St Apt 21, Austin, TX, 78775	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-404814	CLM	Bobby Z Rivera	1978-07-28	—	—	6527 Washington St, Scottsdale, AZ, 85236	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408701	CLM	Jacqueline Pierce	1939-11-08	UHC-89578-74	6326008818	4171 Ocean Ave, Tempe, AZ, 85285	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432375	CLM	Debra Aguilar	1995-07-07	UHC-12963-51	—	6008 Sage Ct Apt 24, Gilbert, AZ, 85294	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401774	CLM	Tyler Taylor	2000-06-06	UHC-19451-27	—	9668 Hillcrest Rd, Charlotte, NC, 28271	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418634	CLM	Abigail C Harrison	1961-11-20	—	—	8701 River Rd, Houston, TX, 77026	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413883	CLM	Nicholas W Dixon	1948-06-27	UHC-09024-50	9339303634	8495 Canyon Rd, Fresno, CA, 93705	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405737	CLM	Christopher A Austin	1944-12-09	—	5496283430	8029 Highland Ave Apt 12, Austin, TX, 78715	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-415220	CLM	Lawrence Q Rice	1963-11-14	—	2524895991	7553 Harbor Blvd, Tampa, FL, 33632	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406689	CLM	Charles Larson	2003-10-06	UHC-12794-92	6864622790	1567 River Rd, Austin, TX, 78791	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more

13,120 rows, page 59 of 263Previous Next