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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405607	CLM	Josh T Johnston	2000-11-19	UHC-20659-99	7685883071	6768 Jefferson Ave, Eden Prairie, MN, 55369	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429457	CLM	Harold Barnes	1995-04-05	—	8725208417	683 Hillcrest Rd, Jacksonville, FL	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
CLM-431467	CLM	Heather Kim	2006-01-04	UHC-33481-45	6318587406	4203 Harbor Blvd, Tempe, AZ, 85255	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-411099	CLM	Catherine Cunningham	1972-06-16	—	2168886127	615 River Rd, Sacramento, CA, 95837	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400060	CLM	Joyce A Contreras	1966-07-03	UHC-09400-72	6224547008	2980 Park Pl, Mesa, AZ, 85212	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-412739	CLM	Harold Patterzon	1940-03-26	UHC-04603-36	3754075325	226 Harbor Blvd, San Antonio, TX, 78260	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-419982	CLM	Joseph S Carroll	1970-10-05	UHC-92686-44	3109269965	56 River Rd, Scottsdale, AZ, 85218	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-418661	CLM	Sean Montgomery	1939-06-25	UHC-97339-65	7949253606	284 Jefferson Ave, Charlotte, NC, 28298	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402417	CLM	Kayla Hart	1950-06-27	UHC-56881-49	—	7021 Highland Ave, Mesa, AZ, 85211	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-420353	CLM	Ralph Harrison	1982-05-22	UHC-94145-62	7274481723	7695 Union St, Austin, TX, 78783	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-430172	CLM	Lucia Ryees	1967-05-26	—	9887346573	7826 Mountain View Dr, Fresno, CA, 93757	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-431786	CLM	Philip F Castro	1977-04-13	UHC-67143-84	4479213897	6768 Bayshore Dr, Columbus, OH, 43217	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-431813	CLM	Alexis McCoy	1984-03-02	—	6277050590	4642 Forest Ave, Las Vegas, NV, 89104	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-419724	CLM	Aisha Russell	1961-08-03	—	2556679446	824 Indian School Rd, Nashville, TN, 37239	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-420972	CLM	Brittany J Hduson	1966-07-21	UHC-45710-24	8086786462	1462 Canyon Rd, Minneapolis, MN, 55447	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-408208	CLM	Madison Lopez	1970-08-17	UHC-62337-01	4813102984	3579 Willow Ct, Miami, FL, 33104	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-427220	CLM	Carlos Lane	2005-05-06	UHC-39751-43	—	8291 Desert Sky Blvd, Nashville, TN, 37244	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-415300	CLM	Lawrence Nichols	1941-03-26	UHC-23434-16	5985970939	2895 Canyon Rd, Las Vegas, NV, 89183	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421720	CLM	Mateo Silva	2008-01-02	—	6333523061	4577 Camelback Rd, Columbus, OH, 43210	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416941	CLM	Gabriel Delgado	1993-11-22	UHC-19497-55	—	7840 Spring St, Phoenix, AZ, 85045	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-409054	CLM	Noah Robinson	1979-07-12	—	2777164398	6750 River Rd # 878, Denver, CO, 80238	0.72	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-411252	CLM	Nancy Espinoza	1995-02-11	—	4277564789	1313 Oak St, Eden Prairie, MN, 55361	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425175	CLM	Jaes Richardson	1943-05-17	UHC-80635-16	—	4127 Highland Ave, Gilbert, AZ, 85229	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-415575	CLM	Samuel E Kelley	1969-12-07	—	3918742582	9612 Spring St, Orlando, FL, 32857	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-419116	CLM	Zachary Grant	1965-07-14	UHC-82010-72	6386267663	7471 Jefferson Ave, Houston, TX, 77089	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411780	CLM	Sofia Weaver	1995-10-15	UHC-52569-74	4065747796	7535 Mesa Dr, Orlando, FL, 32814	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-415906	CLM	Nathan Campbell	1958-01-12	—	8123458389	6555 Palm Dr, Charlotte, NC, 28231	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-419589	CLM	Nathan Robertson	1997-07-22	UHC-93478-47	9166607192	8063 Meadow Ln, Mesa, AZ, 85274	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-416154	CLM	Priya Weelch	1991-08-20	—	8995936937	8413 Ocean Ave, Nashville, TN, 37244	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400160	CLM	Jluie R Wilson	1965-12-07	UHC-58931-70	—	766 Washington St, Austin, TX	0.72	Name re-cased Date of birth reformatted Member ID reformatted State code upper-cased+4 more
CLM-429088	CLM	Thomas Gray	1996-09-03	UHC-10187-67	9105355447	6470 Baseline Rd, Atlanta, GA, 30340	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-411011	CLM	Teresa Richards	1985-08-22	UHC-83111-34	2689870712	808 Canyon Rd, Tampa, FL, 33661	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-404425	CLM	Loi White	1992-07-07	UHC-54572-42	4158799681	2314 Park Pl, Gilbert, AZ, 85203	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-418756	CLM	Camila Tran	1958-03-13	UHC-16446-89	9355912289	1343 Forest Ave, Phoenix, AZ, 85032	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431947	CLM	Jacqueline Sandoval	1954-11-17	—	7052189275	1902 Canyon Rd, Dallas, TX, 75237	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-401768	CLM	Walter I Washington	1944-03-04	UHC-14561-26	4324385636	2644 Hillcrest Rd, San Diego, CA, 92127	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428243	CLM	Jacqueline West	1985-05-28	—	4976766841	9211 Park Pl, Fresno, CA, 93702	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418108	CLM	Murphy A Mason	1990-01-13	UHC-29550-43	—	6170 Ridge Rd, Seattle, WA, 98159	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-425381	CLM	Eric Li	1942-04-03	UHC-31120-87	2816377947	3044 Park Pl, Denver, CO, 80212	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-413799	CLM	Angela Mitchell	1938-07-05	UHC-96967-57	2655440593	2801 Jefferson Ave, Tucson, AZ, 85771	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409095	CLM	Emma D Carter	1943-02-15	UHC-30598-22	—	2898 Church St, Austin, TX, 78758	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-427505	CLM	Jesse Miller	1943-04-13	UHC-45991-10	4624821279	1014 Jefferson Ave, Seattle, WA, 98126	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-406044	CLM	Nicole Sullivan	2005-09-21	—	5616350718	5598 Valley View Dr, Tempe, AZ, 85235	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416600	CLM	Lawrence Williams	1987-07-11	—	8988804967	7519 Highland Ave, Minneapolis, MN, 55461	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425183	CLM	Henry Ruiz	1973-01-02	—	8145226501	662 Willow Ct, Las Vegas, NV, 89154	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427209	CLM	Rachel Flores	2006-02-05	UHC-97143-27	8643566599	5831 Sunset Blvd, Plano, TX, 75080	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-410159	CLM	Deborah Evans	1948-06-12	UHC-93956-02	—	7216 Harbor Blvd, Gilbert, AZ, 85270	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-401936	CLM	Christopher Thompson	1979-06-23	—	2906522763	3057 Bayshore Dr, Columbus, OH, 43261	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-405543	CLM	William Rose	1961-12-13	UHC-42141-56	8953102756	4362 Ocean Ave, Fresno, CA, 93762	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-414439	CLM	Teresa Gerene	1969-02-17	—	5322112437	3387 Mountain View Dr, Los Angeles, CA, 90004	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

18,771 rows, page 130 of 376Previous Next