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-425687	CLM	Austin B Robertson	1968-10-16	UHC-45622-09	7956957572	7410 Ocean Ave, Jacksonville, FL, 32222	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407995	CLM	Richard P Lucas	—	UHC-88157-76	4215750951	2532 Oak St, Sacramento, CA, 95889	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-403482	CLM	Nicole Lucas	1989-08-13	—	5065642684	1029 Elm St, Eden Prairie, MN, 55345	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-401754	CLM	Paatrick R Espinoza	1996-01-18	—	2278139119	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-419521	CLM	Peter Castillo	2007-04-06	—	4918611411	237 Canyon Rd, San Antonio, TX, 78286	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418314	CLM	Lawrence Daiz	1998-01-18	UHC-88531-91	5457081027	6361 Lincoln Way, Austin, TX, 78751	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-420062	CLM	James Wilson	1998-04-08	UHC-29080-56	8372702924	1459 Mesa Dr, Fresno, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420061	CLM	James Wilson	1998-04-08	UHC-29080-56	8372702924	1459 Mesa Dr, Fresno, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417902	CLM	Ana Fernandez	1962-03-06	—	2937847485	7415 Sunset Blvd, Orlando, FL, 32804	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-432392	CLM	Alan Estrada	1981-01-01	—	5823011657	3010 Ocean Ave, San Antonio, TX, 78290	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428116	CLM	Priya Lopez	1947-04-09	—	2076566795	6000 Harbor Blvd, Chandler, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
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-408674	CLM	Maiana Z Morrison	1960-07-23	UHC-48094-21	8743343898	8632 Mesa Dr, Chandler, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417134	CLM	Amanda I Taylor	1996-10-16	UHC-20184-77	6433592311	9588 Ocean Ave, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420590	CLM	Emma A Sanders	1948-08-06	—	2228543447	6865 Sage Ct, Nashville, TN, 37297	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-414206	CLM	Heather Sympson	1995-12-01	UHC-44129-07	7052744371	4087 Apache Blvd, Plano, TX, 75005	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410682	CLM	Steven Campbell	1996-09-20	UHC-56403-13	4432794992	5909 Central Ave, Orlando, FL, 32898	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-426167	CLM	Kayla C Yang	1952-06-07	UHC-08889-57	5295095466	7845 Palm Dr, Fresno, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420499	CLM	Charlotte Sanders	1978-04-13	—	7098248985	2361 Willow Ct, Eden Prairie, MN, 55354	0.64	Two-digit birth year Phone 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-428135	CLM	Barbara Howell	1968-03-16	UHC-00518-51	3899438546	6495 Mountain View Dr, Los Angeles, CA, 90062	0.64	Name split from “Last, First”Phone reformatted 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-406108	CLM	Linda Gomez	2002-12-22	UHC-79026-95	8369190647	4100 Lincoln Way, Las Vegas, NV, 89109	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-407540	CLM	Diana X Murphy	1963-09-13	UHC-35658-26	7635285128	800 Market St, Mesa, AZ, 85260	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422201	CLM	Henry Salazar	2006-05-10	—	8067857829	—	0.64	Phone reformatted SSN last four extracted Email lower-cased Gender normalised+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-408215	CLM	Priya Z Clark	1940-07-26	UHC-40047-74	7576815457	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-427055	CLM	Sarah Millar	1953-10-07	UHC-52058-49	4366666315	5539 Desert Sky Blvd Apt 10, Atlanta, GA, 30396	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+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-408985	CLM	Joyce Bowman	1953-08-08	UHC-07872-47	7309602856	1658 Canyon Rd, Plano, TX, 75017	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406179	CLM	Ronald U Reed	1947-10-26	—	7372074862	9356 Forest Ave Apt 8, Jacksonville, FL, 32254	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402722	CLM	Gerald C Jonees	1951-11-21	UHC-35765-08	5804221517	5976 Harbor Blvd, Atlanta, GA, 30337	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401770	CLM	Kathleen Nelson	2002-03-19	UHC-00781-10	3565482555	7481 Mesa Dr, Nashville, TN, 37287	0.64	Two-digit birth year Phone reformatted Member ID reformatted Gender normalised+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-421362	CLM	Angela Oliver	1994-06-04	UHC-69117-84	2768189550	9075 Desert Sky Blvd, Tucson, AZ, 85738	0.64	Date of birth reformatted Phone reformatted 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-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-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-426042	CLM	Sara Willis	1952-11-05	—	3104239968	3782 Valley View Dr Apt 35, Scottsdale, AZ, 85245	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-410134	CLM	Andrew Little	1972-07-06	UHC-11547-97	3903531535	7344 Oak St, Chandler, AZ, 85276	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-407216	CLM	Theresa Espinoza	1979-02-20	UHC-67186-14	3879101465	8697 Mountain View Dr, Orlando, FL, 32873	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-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-418719	CLM	John Henderson	1977-06-20	UHC-90386-33	4096066200	5437 Meadow Ln, Mesa, AZ, 85215	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416851	CLM	James White	—	—	8569966147	2410 Canyon Rd, Chandler, AZ, 85224	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-402651	CLM	Carl Rivera	1970-04-01	—	2407486163	2998 Canyon Rd, Charlotte, NC, 28212	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409777	CLM	Abigail Jenkins	—	—	7217880087	5428 Apache Blvd, San Diego, CA, 92185	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415392	CLM	Mariana Valdeez	1982-11-22	—	9142666728	1961 Apache Blvd, Dallas, TX, 75267	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

11,960 rows, page 58 of 240Previous Next