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-418890	CLM	Emily Young	—	UHC-47480-60	8583436208	8117 Apache Blvd, Mesa, AZ, 85237	0.64	Date of birth missing Phone reformatted City re-cased Gender normalised+2 more
CLM-409822	CLM	Frances Graham	1971-04-22	UHC-93802-82	4645193646	1867 Ocean Ave, Nashville, TN	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-423399	CLM	Virginia Guerrero	1945-06-21	UHC-61356-39	5128171485	6889 Oak St, Gilbert, AZ, 85265	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429525	CLM	Carol A Shaw	2002-10-06	UHC-74988-59	5447173992	1968 Willow Ct, Orlando, FL, 32826	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-422391	CLM	Josh Payne	1938-09-03	UHC-40350-50	2893105697	5146 Cedar Ln, Sacramento, CA, 95871	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412256	CLM	Jacob Chen	1968-10-20	—	9056245910	8375 Camelback Rd, Eden Prairie, MN, 55354	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428420	CLM	Jeremy Rios	1938-12-24	UHC-43577-47	4738485439	1519 Market St, Phoenix, AZ, 85030	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421527	CLM	Maria Montgomery	1949-04-12	—	6323746359	9106 Main St, Austin, TX, 78788	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-427265	CLM	Doris Ryan	1981-08-24	—	3596909950	2666 Sage Ct, Minneapolis, MN, 55480	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428304	CLM	Janice Soto	1955-05-28	—	2772719495	3265 Mountain View Dr, Las Vegas, NV, 89127	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403523	CLM	Diego Castillo	2007-02-09	UHC-69309-44	8524490456	3312 Maple Ave, Houston, TX, 77038	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-412856	CLM	Barbara M Fox	1964-06-23	UHC-19091-69	9595297462	4433 Ridge Rd, Tempe, AZ, 85288	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400776	CLM	Melissa J Alexander	1944-12-03	—	3332505168	8745 Ocean Ave, Charlotte, NC, 28210	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401225	CLM	Ann S Lopez	1940-11-23	—	8609596207	61 Sunset Blvd, Plano, TX, 75061	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418953	CLM	Oar Hunt	1938-05-20	UHC-97434-51	4543629865	9314 Bayshore Dr, Los Angeles, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408182	CLM	Alice P Wang	1938-03-05	UHC-19783-63	7666882633	9104 River Rd, Austin, TX, 78739	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428542	CLM	John O Marshall	2000-04-14	—	3772559193	2707 Grand Ave, Las Vegas, NV, 89170	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410361	CLM	Alxeander Murphy	1997-10-13	UHC-15436-47	4228946480	81 Church St, Minneapolis, MN, 55408	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-409065	CLM	Kenneth X Carroll	1972-07-18	—	2776674397	5265 Maple Ave, Dallas, TX, 75298	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428290	CLM	Gregory Cruz	1974-01-27	UHC-66888-17	9865843553	5351 Market St Apt 25, Jacksonville, FL, 32255	0.64	Phone reformatted Unit split from street City re-cased State name converted to code+2 more
CLM-410460	CLM	Zachary Green	1978-02-02	—	3508287855	2091 Willow Ct, San Diego, CA, 92134	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401976	CLM	Evelyn Lee	2007-02-22	UHC-62339-83	7013384967	7247 River Rd, Nashville, TN, 37293	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410441	CLM	Amy Yang	2002-08-10	—	4735748930	1529 Market St, Fresno, CA, 93761	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422610	CLM	Carlos Williiamson	1977-07-01	UHC-61358-72	7075107974	5335 Highland Ave, Tempe, AZ, 85242	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-424880	CLM	Mason Price	1971-09-26	UHC-45042-06	7124701790	2697 Hillcrest Rd Apt 39, Charlotte, NC, 28231	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431994	CLM	Sarah J Long	1993-01-20	UHC-42321-42	3153143425	6140 Camelback Rd # 151, Houston, TX, 77063	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429280	CLM	Christine Hughes	1964-05-10	UHC-27448-55	3112840799	3921 Bayshore Dr, Orlando, FL, 32893	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
CLM-425060	CLM	Debra Schmidt	1941-08-21	UHC-39182-52	6785129037	1984 Jefferson Ave, Tempe, AZ, 85232	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428539	CLM	Isabella Murphy	1957-02-06	UHC-81397-53	2226476767	1338 Central Ave, Columbus, OH, 43298	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402038	CLM	Thoams Chavez	1958-01-21	UHC-08205-93	6396910334	6626 Market St, Miami, FL, 33199	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403491	CLM	Martha G Day	1986-10-03	—	6868063049	4026 Mesa Dr, Nashville, TN, 37215	0.64	Middle initial moved out of first name Phone reformatted Gender normalised Plan code upper-cased+2 more
CLM-411237	CLM	Joyce Spencer	1948-01-17	—	9712380933	5919 Broadway # 624, Sacramento, CA, 95800	0.64	Name split from “Last, First”Phone reformatted Unit split from street Address re-cased+2 more
CLM-402343	CLM	Brandon W Russell	1988-12-24	UHC-06169-41	3012852333	—	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
CLM-403634	CLM	Henry Marshaall	1954-10-23	—	6587331920	8683 Forest Ave, Orlando, FL, 32873	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411962	CLM	David R Bishup	1973-10-26	UHC-19805-32	9476202863	1186 Harbor Blvd, Seattle, WA, 98117	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised+2 more
CLM-416833	CLM	Katherine Walsh	1950-09-28	UHC-91901-69	7788921266	356 River Rd, Charlotte, NC, 28254	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429352	CLM	Jeremy Dunn	1989-07-21	—	8174769707	8291 Maple Ave, Houston, TX, 77080	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412623	CLM	Vincent George	1996-04-01	—	4012294419	1886 Market St, Miami, FL	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-432691	CLM	Sue Hart	1938-10-02	UHC-24309-19	3556006318	2889 Maple Ave, Fresno, CA, 93796	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-429391	CLM	Emily Roberts	1955-07-11	—	9565286935	6341 Meadow Ln, Tucson, AZ, 85745	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407185	CLM	Edward Watkins	2001-10-19	UHC-04151-64	9705959792	1525 Desert Sky Blvd # 383, Dallas, TX, 75275	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-430434	CLM	Kathleen Moore	1989-12-27	UHC-75963-29	4339976390	6354 Sage Ct, San Diego, CA, 92109	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416644	CLM	Susan Howadr	1985-08-06	UHC-50641-01	4784911931	6781 Forest Ave, Phoenix, AZ, 85059	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431814	CLM	Diana Salazar	2001-02-17	UHC-69415-54	9375574820	9622 Desert Sky Blvd, Sacramento, CA, 95884	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401414	CLM	Nathan Montgomery	2000-04-18	UHC-06179-36	9795500880	1072 Pine Dr, Phoenix, AZ, 85053	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430448	CLM	Anna Rice	1944-03-24	UHC-25879-12	6525028438	8413 Mesa Dr, Atlanta, GA, 30321	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-409000	CLM	Alan Ortiz	2008-07-18	UHC-87483-95	3786024767	8517 Highland Ave, Columbus, OH, 43203	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401285	CLM	Austin Rice	1961-08-09	UHC-01782-05	6339088309	3657 Elm St, Tempe, AZ, 85217	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417338	CLM	Jerry Rmaos	1974-10-07	—	3894092273	5136 Elm St Apt 36, Sacramento, CA, 95880	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
CLM-404657	CLM	Marcus Wells	—	UHC-49609-62	9782229188	9829 River Rd, Denver, CO, 80225	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more

11,960 rows, page 63 of 240Previous Next