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-417102	CLM	Susan McOy	1988-11-09	UHC-28356-24	4782899345	9660 Sage Ct, Las Vegas, NV	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-406281	CLM	Carol Willis	1978-04-14	UHC-44523-10	3298180918	3797 Palm Dr, Los Angeles, CA, 90057	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-429396	CLM	Alexis Price	1997-10-10	UHC-53316-85	2034729259	300 Bayshore Dr, Atlanta, GA, 30358	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418931	CLM	Carl Andrews	1941-01-28	UHC-08966-48	3166548207	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-427221	CLM	Brian Hicks	1999-01-28	—	9062997638	4648 Hillcrest Rd, Tucson, AZ, 85783	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424432	CLM	Brittany Arnold	1976-06-20	UHC-79114-26	6393874304	2061 Apache Blvd, Nashville, TN, 37254	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420958	CLM	Camila Reyes	1981-06-18	UHC-66882-65	5427601646	488 Grand Ave # 675, Los Angeles, CA, 90081	0.78	Phone reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-411707	CLM	Adnrea Guerrero	1953-09-12	—	4084500877	345 Hillcrest Rd Apt 22, Jacksonville, FL, 32217	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-429491	CLM	Gloria Lopez	1942-12-10	UHC-27080-04	6634113864	1893 Central Ave, Tempe, AZ, 85223	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421118	CLM	Jessica U Schmidt	1999-11-07	—	7513869572	1851 River Rd, Houston, TX, 77083	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-429929	CLM	Michelle Oliver	1978-02-16	UHC-82552-09	4003361707	8192 Indian School Rd, Sacramento, CA, 95899	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430153	CLM	Diane Carter	1973-06-22	UHC-52209-86	3799179824	663 Main St, San Diego, CA, 92173	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-411208	CLM	Rebecca Wagner	2004-11-21	—	9286205033	451 Mountain View Dr, Mesa, AZ, 85270	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-422486	CLM	Stephen Y Weber	1945-09-02	UHC-21855-17	6067060381	4201 Highland Ave, Glendale, AZ, 85316	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-400671	CLM	Melissa H Espinoza	1953-11-24	UHC-88231-39	6583065744	7482 Mesa Dr, Glendale, AZ, 85307	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422900	CLM	Dorothy Price	2007-01-05	—	6098274604	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-425064	CLM	Terry Watson	1944-11-06	UHC-66989-30	9459152615	706 Forest Ave, San Diego, CA, 92144	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-429123	CLM	John Ferguson	1972-11-22	UHC-54117-64	9847110020	9103 Apache Blvd, San Antonio, TX, 78235	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424248	CLM	Richard Murphy	1992-02-22	UHC-66444-91	6824514806	546 Lincoln Way, Chandler, AZ	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
CLM-403965	CLM	Joyce Duncan	1982-09-14	UHC-07860-94	9555856598	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-407768	CLM	Glora Black	1994-12-14	—	7948045970	—	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-404121	CLM	Lisa Wlker	1979-01-20	—	6869250852	5732 Forest Ave, Tempe, AZ, 85276	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
CLM-419347	CLM	Carlos Howard	1959-05-04	UHC-62694-54	9797037808	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-429394	CLM	Alexis Prce	1997-10-10	UHC-53316-85	2034729259	300 Bayshore Dr, Atlanta, GA, 30358	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
CLM-403081	CLM	Jean Stone	1977-03-22	—	7498428446	2544 Market St, Seattle, WA, 98195	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419899	CLM	Amy O Castillo	1947-04-12	—	9766212067	3849 Apache Blvd, Austin, TX, 78797	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416522	CLM	Grace Fishr	1971-03-01	—	3313736736	5229 Church St, Austin, TX, 78719	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413186	CLM	Steven Wagner	1938-02-24	UHC-58486-02	2649432064	2800 Highland Ave, Los Angeles, CA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-429386	CLM	Madison B Graham	1948-02-25	UHC-92091-04	6534897342	1690 Forest Ave, Glendale, AZ, 85369	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-416295	CLM	Jerry J Watkins	1957-07-07	UHC-20153-72	9407703748	2207 Washington St, Los Angeles, CA, 90098	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-419478	CLM	Marilyn Hut	1985-03-25	UHC-30807-74	8722826872	8599 Lake View Rd, Nashville, TN, 37242	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-422890	CLM	Samantha Mendoza	1984-04-22	UHC-58534-90	2607024145	1404 Cedar Ln, Scottsdale, AZ, 85244	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421545	CLM	Nathan Martinez	1944-04-01	UHC-89061-19	9494443956	2561 Bayshore Dr, Nashville, TN, 37207	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432580	CLM	Zachary Mitchell	1987-08-27	—	4269049941	5449 Jefferson Ave, Charlotte, NC, 28278	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400064	CLM	Andrea Murphy	1945-01-09	UHC-07528-87	3287406582	3741 Spring St, Atlanta, GA, 30350	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423330	CLM	Carolyn Day	1942-07-25	UHC-23740-64	5915403919	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-413235	CLM	Terry Bowman	1984-02-01	UHC-58664-75	3083506683	3752 Lincoln Way, Glendale, AZ, 85372	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-414612	CLM	Mark Johnston	1965-11-10	—	3645912585	37 Park Pl, Columbus, OH, 43206	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430166	CLM	Joseph Daniels	1941-05-21	—	2814425825	2421 Meadow Ln Apt 8, Sacramento, CA, 95890	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-400812	CLM	Hiroshi Armstrong	1952-11-03	UHC-54673-76	5022261479	9809 Lincoln Way, Scottsdale, AZ, 85299	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-425040	CLM	Frances Weaver	1999-12-23	UHC-64989-59	8169184825	9050 Camelback Rd, Seattle, WA, 98143	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404079	CLM	Sandra Hansen	2005-07-06	UHC-69805-53	3326084519	7281 Willow Ct, San Diego, CA, 92175	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-422575	CLM	Samantha Reid	1944-10-26	UHC-04297-64	6222867545	8681 River Rd, San Antonio, TX, 78273	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427207	CLM	Arjun Griffin	1987-07-03	UHC-38394-80	3047795080	2357 Sunset Blvd, San Diego, CA, 92108	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424792	CLM	Tler T Weber	1967-02-10	UHC-32985-45	2105690851	5659 Main St, Las Vegas, NV, 89166	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-407662	CLM	Shirley Dean	1993-10-19	UHC-15898-83	7766433523	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-429187	CLM	Erric P Williamson	1998-05-13	UHC-85185-79	4115165851	6793 Hillcrest Rd, Tampa, FL, 33651	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-412547	CLM	Rachel D Coleman	1949-10-19	UHC-34040-77	3024390138	935 Meadow Ln, Atlanta, GA, 30376	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-425995	CLM	Diego K Daniels	1994-11-01	—	7765732386	1463 Maple Ave # 609, Seattle, WA, 98121	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-401829	CLM	Teresa Chavez	1953-05-09	—	4362124413	1648 Valley View Dr, Eden Prairie, MN, 55343	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more

11,960 rows, page 118 of 240Previous Next