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-408889	CLM	Jullia L McCoy	1970-07-24	UHC-83978-41	4295893270	3123 Willow Ct, San Antonio, TX, 78292	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426606	CLM	Vcky D Richards	1940-01-14	UHC-93067-18	8257123118	2180 Central Ave, Plano, TX, 75048	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408610	CLM	Matthew O Day	1970-04-04	UHC-65445-38	2849282812	6402 Pine Dr # 652, Charlotte, NC, 28210	0.76	Phone reformatted Member ID reformatted Unit split from street State code upper-cased+2 more
CLM-408611	CLM	Matthew O Day	1970-04-04	UHC-65445-38	2849282812	6402 Pine Dr # 652, Charlotte, NC, 28210	0.76	Phone reformatted Member ID reformatted Unit split from street State code upper-cased+2 more
CLM-400379	CLM	Vicky Lynch	1995-10-10	—	4788710032	9353 Baseline Rd, Jacksonville, FL, 32296	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425761	CLM	Elizabeth Walker	1958-11-19	—	4463139190	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-416399	CLM	Jeremy Bishop	1971-03-21	UHC-33995-12	3968042203	7906 Lake View Rd, Minneapolis, MN, 55450	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-403047	CLM	Billy Webb	2004-10-25	UHC-11907-97	8444813279	3529 Willow Ct, Phoenix, AZ, 85087	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410250	CLM	David Wheeler	1979-07-27	—	9472792529	6385 Lincoln Way, Sacramento, CA, 95881	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402893	CLM	Christian Wison	1994-03-04	—	3619502869	928 Broadway, Dallas, TX, 75248	0.76	Phone reformatted Address re-cased City re-cased Gender normalised+2 more
CLM-415207	CLM	Dylan Butler	2003-09-07	UHC-22460-47	5095558465	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-411171	CLM	Jonathan Lawson	1945-03-06	UHC-79224-89	8564140716	12 Forest Ave, San Antonio, TX, 78210	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-403068	CLM	Katherine Castillo	1953-04-28	—	5018561956	782 Highland Ave, Houston, TX, 77092	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407006	CLM	Emily Silva	1976-12-22	UHC-43687-71	7229420514	4265 Union St, Los Angeles, CA, 90067	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-424044	CLM	Alexander Robertson	1986-05-01	UHC-20832-08	5566865045	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-426788	CLM	Christian Simmons	1990-12-02	—	4748365776	976 Valley View Dr, Mesa, AZ, 85269	0.76	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-415769	CLM	Tyler Moore	—	—	7622427816	2614 Market St, Seattle, WA, 98158	0.76	Name re-cased Date of birth missing Phone reformatted City re-cased+2 more
CLM-424752	CLM	Harold Rios	1982-09-28	UHC-13868-34	4829563325	2214 Harbor Blvd, Minneapolis, MN, 55447	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405421	CLM	Sophia Nunez	1963-05-12	UHC-17485-17	4773925452	9531 Cedar Ln, Austin, TX, 78766	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-431474	CLM	Henry Jacobs	1962-05-18	UHC-84856-83	6456662726	6411 Forest Ave, Las Vegas, NV, 89188	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422793	CLM	Carlos Evans	1979-12-27	UHC-89882-16	6617140876	3299 Main St, Tucson, AZ, 85741	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413348	CLM	Frances Carpenter	1989-07-13	—	2789370578	1399 Mountain View Dr, Plano, TX, 75046	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416730	CLM	Thomas D Black	1962-10-13	UHC-99272-93	3425569863	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-400813	CLM	Hiroshi X Armstrong	1952-10-13	UHC-54673-76	5022261479	9809 Lincoln Way, Scottsdale, AZ, 85299	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-426454	CLM	Margaret F Weaver	1989-04-17	—	3792112495	3370 Mountain View Dr, Phoenix, AZ, 85092	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420629	CLM	Stephanie Ross	1998-02-27	UHC-95518-50	4375058933	504 Sunset Blvd, Austin, TX, 78795	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415281	CLM	Frank Price	1939-07-26	UHC-85448-95	8906727350	2566 Jefferson Ave, Denver, CO, 80200	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420220	CLM	Rtuh M Pierce	2002-09-13	—	9432526053	640 Pine Dr, Nashville, TN, 37252	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431267	CLM	Alice Ortiz	1971-04-13	—	6908508979	152 Maple Ave, Seattle, WA, 98195	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-416341	CLM	Amanda Watkins	1955-12-16	UHC-36888-31	3977396522	6908 Pine Dr, Tampa, FL, 33655	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410317	CLM	Kimberly H Dixon	1998-09-20	UHC-91029-41	4928315701	7851 Oak St, Scottsdale, AZ, 85254	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428627	CLM	Diana B Mills	1972-11-19	UHC-74388-14	8517641826	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-401739	CLM	Jack Clark	1994-03-13	UHC-43129-98	4248191784	8960 Union St, Seattle, WA, 98188	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410826	CLM	Dorothy Garcia	1949-05-15	UHC-92624-48	8249323499	4613 Bayshore Dr, San Antonio, TX, 78280	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407913	CLM	Arthur Ryan	1989-10-28	UHC-78348-45	2705068038	2752 River Rd, Tampa, FL, 33651	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425003	CLM	Lucia Daniels	1982-11-22	UHC-83430-16	2228456416	6113 Market St, Las Vegas, NV, 89147	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400263	CLM	Madison Boyd	1997-10-09	—	4957631430	5761 Central Ave, Nashville, TN, 37230	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401484	CLM	Bryan McDonald	1943-01-28	UHC-55577-57	4758629058	5985 Grand Ave, Atlanta, GA, 30348	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420116	CLM	Jose Mejia	1978-12-13	—	9849050168	4197 Indian School Rd, Fresno, CA, 93711	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-417655	CLM	Roy Powell	1957-05-17	UHC-89409-50	5362413046	5845 Main St, Dallas, TX	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
CLM-415801	CLM	Andrea Gardner	1963-03-19	UHC-52556-83	5507783275	78 Church St, Nashville, TN, 37214	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404877	CLM	Gary P Burton	1988-01-22	UHC-41264-81	3255307505	—	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-427132	CLM	Nathan I Lawrenec	1955-07-04	—	5932962649	6668 Park Pl, Eden Prairie, MN, 55393	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414380	CLM	Alice Morris	1990-01-24	UHC-76598-76	5165131138	1934 Indian School Rd, Mesa, AZ, 85252	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425914	CLM	Ruth Z Ross	1970-04-21	—	5392567651	3071 Canyon Rd, Phoenix, AZ, 85096	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-404653	CLM	Hannah Wood	1982-10-02	—	3356137914	8882 Harbor Blvd, Houston, TX, 77005	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-415020	CLM	Laura Stone	1995-02-17	UHC-10518-92	8614098541	9078 Canyon Rd, Tampa, FL, 33658	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432669	CLM	Teresa A Howell	1959-10-07	UHC-92058-49	5502159435	6315 Oak St, Austin, TX, 78713	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404719	CLM	Karen Walker	1964-08-19	—	4455396447	8920 Grand Ave, Denver, CO	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-424735	CLM	Joe Thomas	1975-10-17	UHC-78254-13	8457618659	9108 Washington St, San Antonio, TX, 78215	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

11,960 rows, page 115 of 240Previous Next