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

All sources, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62703	TPA	Patricia Colleman	1958-05-18	—	6429868458	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-418339	CLM	Aaron Torres	2005-10-11	—	—	6393 Mountain View Dr, Minneapolis, MN, 55468	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430008	CLM	Jacqueline Hansen	1998-02-28	—	—	7272 Forest Ave, Minneapolis, MN, 55437	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111082	ENR	Anthony Henderson	1989-01-09	UHC-92935-47	2262270341	3140 Central Ave, Tucson, AZ, 85701	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402164	CLM	Brenda Campbell	2004-07-04	UHC-47470-58	5679285712	9082 Lincoln Way, Houston, TX, 77028	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-115252	ENR	Laura A Ramirez	1953-01-09	UHC-52343-50	3184484349	2889 Pine Dr, Miami, FL, 33194	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402109	CLM	Emily Adams	2000-07-22	—	4666348658	9365 Sage Ct, Orlando, FL, 32823	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132217	ENR	Mei Alexander	1941-04-04	UHC-21643-14	9242715819	9152 Camelback Rd, Jacksonville, FL, 32279	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-50118	TPA	Jean Vargas	1994-08-16	—	—	8065 Meadow Ln, Chandler, AZ, 85265	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-23082	PRV	Jeffrey N Simmons	1977-03-08	UHC-64891-47	8809483626	6175 River Rd, Tempe, AZ, 85240	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131962	ENR	Alexander Y Meyer	1985-05-24	UHC-60817-83	9144369142	6475 Main St, Glendale, AZ, 85327	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400927	CLM	Priya Chen	1999-03-03	UHC-87411-86	—	6678 Ridge Rd, Nashville, TN, 37262	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-135242	ENR	Richard Vega	2002-06-22	UHC-70100-40	9814598868	6662 Union St, Columbus, OH, 43200	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104579	ENR	Patricia Bowman	1989-02-14	UHC-82448-60	4585137889	201 Hillcrest Rd, Columbus, OH	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted ZIP missing+2 more
TPA-59000	TPA	Logan Welch	1980-07-17	—	4845052970	585 Washington St, Mesa, AZ, 85208	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108989	ENR	Maria I Wang	1985-07-12	UHC-73454-26	2064639828	483 Ocean Ave, Las Vegas, NV, 89143	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410384	CLM	Mark Patterson	1976-09-13	—	—	6095 Desert Sky Blvd, Denver, CO, 80289	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53659	TPA	Gary West	1998-01-17	—	9816612400	6358 Ocean Ave, Columbus, OH, 43278	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-414197	CLM	Kathryn A Ortiz	1976-06-15	—	8023072830	2638 Indian School Rd, Austin, TX, 78777	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-119792	ENR	Kathy C Mason	1960-02-27	UHC-94661-33	3305979501	8572 Valley View Dr, Tampa, FL, 33620	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25238	PRV	Wei G Harris	1954-03-16	UHC-52056-94	5394748760	5028 Ridge Rd, Columbus, OH, 43212	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-118415	ENR	Russell G Le	1946-09-18	UHC-78818-18	9612759075	509 Central Ave, Dallas, TX, 75275	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131476	ENR	Ralph M Espinoza	1938-09-14	UHC-65631-51	9568026018	2235 Highland Ave, Tempe, AZ, 85211	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54055	TPA	Matthew R Romero	1972-07-08	—	7653375419	138 Market St, Tempe, AZ, 85226	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136788	ENR	Sullivan R Mariana	2000-07-03	UHC-16030-06	9187708132	175 Washington St, Charlotte, NC, 28293	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406690	CLM	Raymnd Rodriguez	—	UHC-81501-18	7043124628	—	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Email lower-cased+2 more
ENR-127055	ENR	Judy V Perkins	1944-02-12	UHC-50913-42	5309016462	9836 Apache Blvd, Dallas, TX, 75260	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404803	CLM	Kyle Romero	1943-05-03	—	—	7259 Lincoln Way, Minneapolis, MN, 55484	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136483	ENR	Logan V Patterson	1962-09-14	UHC-77830-85	5196254018	9384 Lincoln Way, Minneapolis, MN, 55467	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-130286	ENR	Virginia C Boyd	2006-01-27	UHC-21870-52	2878654580	7938 Harbor Blvd, San Antonio, TX, 78239	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119557	ENR	Harold Ryan	1988-11-28	UHC-44392-49	4394191715	8369 Oak St, Gilbert, AZ, 85222	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22403	PRV	Sarah V Hudson	2008-11-07	—	8229772895	3760 Willow Ct, Denver, CO, 80207	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131859	ENR	Linda G Scott	1987-10-28	UHC-16616-27	9024578990	1462 Main St, Scottsdale, AZ, 85223	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-115112	ENR	Lucia O Bailey	1938-08-26	UHC-99380-89	6599635095	5146 Meadow Ln, Plano, TX, 75054	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-428335	CLM	Joyce Z Wong	1947-06-23	UHC-83210-22	9502079885	3082 Meadow Ln, San Diego, CA, 92164	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62101	TPA	Justin Ruiz	1980-04-22	—	2867171441	6445 Jefferson Ave, Austin, TX, 78715	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122263	ENR	Amber Vasquez	1950-05-03	UHC-16493-18	2847358059	3362 Pine Dr, San Antonio, TX, 78252	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117641	ENR	Hiroshi Black	1965-05-07	UHC-45278-92	4599583599	4931 Forest Ave, Mesa, AZ, 85267	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136771	ENR	Amber Cruz	1943-10-18	UHC-42078-47	8548477408	7339 Oak St, Austin, TX, 78707	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108959	ENR	Patricia Ross	1974-04-27	—	2336634295	6260 Market St, Eden Prairie, MN, 55398	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128498	ENR	Henry Allen	1971-08-01	UHC-76663-03	8587768212	8503 Pine Dr, Columbus, OH, 43254	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-113934	ENR	Joe K Vargas	1953-12-19	UHC-78473-84	7454133124	7745 Ocean Ave, San Diego, CA, 92101	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113935	ENR	Joe K Vargas	1953-12-19	UHC-78473-84	7454133124	7745 Ocean Ave, San Diego, CA, 92101	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112163	ENR	Marcus Edwards	1950-04-19	UHC-56679-42	7275149764	1077 Park Pl, Las Vegas, NV, 89138	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429857	CLM	Noah Campbell	1961-12-01	UHC-25272-68	3033863621	7910 Harbor Blvd, Orlando, FL, 32880	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-102008	ENR	Deborah Wright	1997-11-24	UHC-99995-15	8386554709	7683 Market St, Orlando, FL, 32813	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23771	PRV	Kayla Reid	2003-09-12	—	9277256579	2115 Market St, Sacramento, CA, 95845	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-23403	PRV	Mary L Castro	1960-07-19	UHC-41566-60	—	7608 Ocean Ave, Seattle, WA, 98125	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-23734	PRV	Robert Bradlay	1977-07-08	—	—	—	0.64	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+2 more
ENR-136383	ENR	Mark Valdez	1980-03-27	UHC-55520-85	6958144014	9126 Main St, Orlando, FL, 32880	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

9,980 rows, page 102 of 200Previous Next