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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400462	CLM	David Coleman	1950-03-23	—	7444465866	2925 Main St # 565, Scottsdale, AZ, 85286	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-417887	CLM	Paul Lucas	1946-06-15	—	7796597606	3616 Camelback Rd, Jacksonville, FL, 32262	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-407106	CLM	Maria Collins	1938-11-13	UHC-92321-89	6362104997	9590 Central Ave # 804, Mesa, AZ, 85261	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-408705	CLM	Julia A Lynch	2006-07-12	UHC-71261-13	3395189680	962 Meadow Ln, Nashville, TN, 37211	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410308	CLM	Vincent Wilson	1948-08-22	UHC-04051-03	9556612930	8307 Jefferson Ave, Dallas, TX, 75249	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420270	CLM	Kyle Rojas	1966-04-09	—	4564567569	5815 Harbor Blvd, Glendale, AZ, 85389	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412668	CLM	Yuki Hoffman	1940-03-10	UHC-91732-54	6493741097	2368 Harbor Blvd, Las Vegas, NV, 89100	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400214	CLM	Lori Parker	1949-09-28	UHC-06551-05	2927735526	5635 Elm St Apt 2, Chandler, AZ, 85238	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-407479	CLM	Tyler Fernandez	1978-08-14	UHC-64576-92	6672376826	4638 Mountain View Dr, Los Angeles, CA, 90025	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409017	CLM	Michelle Kennedy	1967-01-05	UHC-59953-53	2385631911	4335 Sunset Blvd, Miami, FL	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
CLM-417224	CLM	Barbara Garza	1988-06-23	UHC-50918-39	6615309669	3720 Mesa Dr, Dallas, TX, 75268	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-429452	CLM	Melissa Burns	1981-06-05	UHC-05550-71	—	5052 Willow Ct Apt 30, Gilbert, AZ, 85218	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
CLM-423943	CLM	Michelle Martin	1980-04-09	UHC-00811-86	—	4748 Central Ave, Jacksonville, FL, 32263	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403349	CLM	Ana O Santos	1940-10-17	UHC-93279-73	5909973736	7064 Indian School Rd, Tucson, AZ, 85779	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420559	CLM	Nancy Ferguson	1971-04-10	—	9894813491	664 Grand Ave, Atlanta, GA, 30319	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421103	CLM	Carol Li	1982-07-11	—	—	8392 Elm St, Jacksonville, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-403665	CLM	Michelle Perkins	1962-12-16	UHC-72207-33	—	7224 Lake View Rd, Tampa, FL, 33672	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-404632	CLM	Victoria Howell	1975-03-19	UHC-24098-48	—	6828 Spring St, Las Vegas, NV, 89112	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408563	CLM	Carol Espinoza	1980-12-21	—	—	6314 Hillcrest Rd, Mesa, AZ, 85286	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-406350	CLM	Joe Bishop	2006-09-16	UHC-31239-05	2115342399	4760 Canyon Rd, Phoenix, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410582	CLM	Walter S Griffin	1960-02-26	—	—	6093 Hillcrest Rd, Columbus, OH, 43295	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425465	CLM	Andrew Soto	1961-11-26	—	6005835565	7349 River Rd, Los Angeles, CA, 90043	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418244	CLM	Kayla C Reiid	1950-11-06	UHC-05355-87	9527451399	1181 Sage Ct, Plano, TX, 75014	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408217	CLM	Maria A Valdez	1942-10-01	—	—	7473 Central Ave, Gilbert, AZ, 85236	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421634	CLM	Justin Nguyen	1975-03-19	—	9267897124	9384 Park Pl, San Antonio, TX, 78274	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419565	CLM	Andrea Russell	1944-08-16	UHC-54510-32	—	8847 Apache Blvd # 841, Plano, TX, 75059	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-417233	CLM	Charles Butler	1971-12-12	UHC-81045-69	8295146067	4407 Harbor Blvd, Tucson, AZ, 85718	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431039	CLM	Ortega N Madison	2006-08-14	—	6087088136	689 Lincoln Way, San Antonio, TX, 78232	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-426140	CLM	Shaaron Burns	1951-01-25	UHC-89486-51	6054189476	695 Oak St, Scottsdale, AZ, 85291	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426139	CLM	Shaaron Burns	1951-01-25	UHC-89486-51	6054189476	695 Oak St, Scottsdale, AZ, 85291	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415010	CLM	Sofia Rice	1966-12-03	UHC-06230-57	3743116283	7745 Meadow Ln, Charlotte, NC, 28250	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-426500	CLM	Gregory Alvraez	1982-03-27	—	2565908925	1067 Oak St Apt 2, Tempe, AZ, 85229	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410403	CLM	Michael Willis	1983-03-07	—	9113124229	6056 Lake View Rd # 511, Las Vegas, NV, 89157	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-423633	CLM	Ryan Hill	1997-08-08	UHC-00515-59	—	196 Highland Ave, Tucson, AZ, 85760	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407122	CLM	Samantha Freeman	1977-05-08	UHC-78622-78	—	1512 Camelback Rd, Scottsdale, AZ, 85243	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429317	CLM	Jose Day	2004-10-04	UHC-65678-01	—	3940 Desert Sky Blvd, Plano, TX, 75035	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
CLM-429316	CLM	Jose Day	2004-10-04	UHC-65678-01	—	3940 Desert Sky Blvd, Plano, TX, 75035	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
CLM-414450	CLM	Ashley Valdez	1999-02-10	—	2358623232	483 Hillcrest Rd, Glendale, AZ, 85388	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416433	CLM	Douglas Burns	1994-09-24	UHC-49808-01	7322222190	3300 Mesa Dr, San Antonio, TX, 78276	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429708	CLM	Stephen Harris	1981-05-01	UHC-18032-11	—	9649 River Rd # 128, Chandler, AZ, 85246	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418176	CLM	Michael Diiaz	1967-02-07	UHC-32363-72	—	7862 Indian School Rd, Eden Prairie, MN, 55318	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432651	CLM	Omar Brown	1963-04-25	—	5175460617	305 Bayshore Dr, Austin, TX, 78735	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427554	CLM	Anthony C Oliver	1962-09-24	UHC-51791-98	—	611 Lincoln Way, Sacramento, CA, 95833	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417236	CLM	Douglas Rivera	1976-07-10	UHC-47071-90	5579884573	4178 Cedar Ln, Columbus, OH, 43240	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420991	CLM	Gregory Contreras	1990-10-04	UHC-39315-75	8263552504	5978 Mesa Dr # 834, Tampa, FL, 33630	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-408645	CLM	Nicholas G Lane	2006-12-14	—	—	7666 Church St, Phoenix, AZ, 85036	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-409216	CLM	Kyyle Day	1971-05-18	UHC-43152-51	3544884725	1724 Jefferson Ave, San Diego, CA, 92188	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425924	CLM	Abigail Luna	1954-12-16	—	7148549085	8942 Hillcrest Rd, Dallas, TX, 75230	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427113	CLM	Jeremy B Howell	1981-03-25	—	4245135375	6008 Sage Ct, Minneapolis, MN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410659	CLM	Julie Hoffman	1978-05-02	UHC-64890-56	3263748894	9685 Elm St, Orlando, FL, 32872	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

10,559 rows, page 34 of 212Previous Next