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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130631	ENR	Evelyn Mendez	1978-12-23	UHC-76939-77	6123965463	1285 Sage Ct, Gilbert, AZ, 85232	0.42	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+7 more
ENR-136546	ENR	Charlotte A Powell	1987-10-20	UHC-60454-65	7032493841	2491 Washington St, Nashville, TN	0.42	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-110863	ENR	Sarah A Robertson	1966-04-14	UHC-40324-67	2789414185	4444 Jefferson Ave, Columbus, OH, 43258	0.42	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+1 more
ENR-139821	ENR	Ann Williamson	1963-02-12	UHC-79164-18	5907757710	567 Meadow Ln, Atlanta, GA, 30322	0.42	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-139822	ENR	Ann Williamson	1963-02-12	UHC-79164-18	5907757710	567 Meadow Ln, Atlanta, GA, 30322	0.42	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-405164	CLM	Bian Fernandez	1989-07-08	UHC-94270-72	—	7051 Lincoln Way # 655, Orlando, FL	0.42	Phone missing area code Unit split from street ZIP missing Gender normalised+1 more
ENR-133650	ENR	Albert Freeman	1967-11-21	UHC-38009-44	5953976960	587 Willow Ct, Nashville, TN, 37240	0.42	Two-digit birth year Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-107391	ENR	Lauren Q Hakins	—	UHC-71458-08	6494807881	6596 Elm St, Denver, CO, 80298	0.42	Date of birth missing Street suffix standardised Address re-cased State name converted to code+1 more
ENR-109136	ENR	Eric B Bishop	1951-02-13	UHC-06958-31	9337482880	1104 Hillcrest Rd, Minneapolis, MN	0.42	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-108796	ENR	Charlotte Perry	1999-02-08	UHC-98299-40	2319123024	5053 Jefferson Ave, Las Vegas, NV, 89167	0.42	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-118070	ENR	Mateo B Ramirez	1994-05-14	UHC-28099-67	4642423455	249 Mountain View Dr, San Antonio, TX, 78279	0.42	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-50092	TPA	Kayla Park	1963-12-07	—	—	976 Camelback Rd, Los Angeles, CA, 90001	0.42	Two-digit birth year Phone missing area code State name converted to code Gender normalised+1 more
CLM-406926	CLM	Jose K Medina	—	UHC-85752-84	—	4922 Sunset Blvd, San Diego, CA, 92110	0.42	Name split from “Last, First”Date of birth missing ZIP+4 trimmed Gender normalised+1 more
ENR-119513	ENR	Sarah X Grant	1939-06-16	UHC-62692-11	3072641073	5840 Valley View Dr, Tucson, AZ, 85712	0.42	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
PRV-26115	PRV	Donna Burns	1948-08-23	UHC-39950-67	3666538883	4001 Meadow Ln, Scottsdale, AZ, 85223	0.42	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+7 more
PRV-22167	PRV	Zachary Hughes	1988-02-18	UHC-96105-20	—	4613 Canyon Rd, Seattle, WA, 98121	0.42	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
TPA-57573	TPA	Carlos I Berry	—	—	—	2017 Palm Dr, Mesa, AZ, 85295	0.42	Middle initial moved out of first name Date of birth unreadable State name converted to code Gender normalised+1 more
CLM-428685	CLM	Cynthia V Fuller	1974-01-03	—	—	2479 Park Pl Apt 3, Charlotte, NC, 28299	0.42	Name split from “Last, First”Unit split from street ZIP+4 trimmed Gender normalised+1 more
ENR-128280	ENR	Diana Webb	1967-05-27	UHC-08113-64	7994065836	5776 Oak St Apt 25, Scottsdale, AZ, 85244	0.42	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-412922	CLM	Lucia Little	2008-01-04	UHC-70129-25	9542185645	5507 Mesa Dr, Miami, FL, 33115	0.42	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-109895	ENR	Joshua Turner	2005-08-27	UHC-57288-86	4086696990	7345 Cedar Ln, Eden Prairie, MN, 55377	0.42	Name split from “Last, First”Phone reformatted SSN last four extracted State name converted to code+1 more
ENR-125407	ENR	Kathleen E Santos	1956-12-09	UHC-88039-83	7267525817	367 Oak St, Nashville, TN, 37296	0.42	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-426209	CLM	Zachary Schultz	1966-05-06	UHC-17530-09	—	9272 River Rd, Seattle, WA, 98170	0.42	Name split from “Last, First”State name converted to code ZIP+4 trimmed Gender normalised+1 more
ENR-139687	ENR	Alice Daniels	1990-03-12	UHC-83756-81	4567062248	4225 Sunset Blvd, Tucson, AZ, 85793	0.42	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-21056	PRV	Michelle Hamilton	1990-01-02	—	4618363358	7834 Grand Ave, Austin, TX, 78772	0.44	Name re-cased Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-120680	ENR	Margaret Bailley	1998-02-27	UHC-26153-91	—	3713 Cedar Ln, Gilbert, AZ	0.44	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+6 more
PRV-21506	PRV	Willie Lucas	—	UHC-42851-65	4033989050	3884 Palm Dr, Jacksonville, FL, 32294	0.44	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+6 more
TPA-50201	TPA	Christina U Holmes	1943-10-03	—	2219124993	1045 Indian School Rd, Houston, TX, 77090	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-132620	ENR	Nancy Z Rios	1978-08-03	UHC-35917-23	6233587537	5048 Hillcrest Rd, Jacksonville, FL, 32223	0.44	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+6 more
ENR-112788	ENR	Helen Ward	1998-10-21	UHC-75310-08	—	1861 Jefferson Ave, Charlotte, NC, 28240	0.44	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+6 more
PRV-24037	PRV	Mason Rios	1950-09-14	UHC-34110-11	2208220528	8770 Washington St Apt 16, Glendale, AZ, 85340	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
ENR-113563	ENR	Bruce C Morris	1986-01-18	UHC-33350-17	7646439587	6865 Mesa Dr, Gilbert, AZ, 85258	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-103074	ENR	Frank Santiago	1946-02-25	UHC-15366-30	2686214170	4144 Desert Sky Blvd, Tampa, FL, 33686	0.44	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+6 more
ENR-121051	ENR	Bily Ortiz	2006-10-20	UHC-78085-15	7948078515	3156 Bayshore Dr, Eden Prairie, MN, 55357	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-29575	PRV	Maria Fields	1944-03-23	—	4249872474	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-23726	PRV	Megan Wilson	1956-03-14	UHC-27377-95	6733016707	9499 Market St, Denver, CO, 80247	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-103718	ENR	Diego Valdez	1962-04-06	UHC-00431-81	—	315 Palm Dr, Tucson, AZ	0.44	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+6 more
ENR-111554	ENR	Timothy P Weber	2001-09-27	UHC-91272-09	—	3400 Park Pl, Scottsdale, AZ	0.44	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+6 more
ENR-105768	ENR	Jeremy Chapman	1985-12-26	UHC-44520-76	3586643307	5814 Forest Ave, Miami, FL, 33159	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-420844	CLM	Jacob Jensen	1942-01-19	UHC-74692-41	4237326649	5608 Meadow Ln, Denver, CO	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-119488	ENR	Isabella U Burton	1980-11-25	UHC-09055-50	7938588103	3009 Apache Blvd # 188, Tempe, AZ, 85238	0.44	Phone reformatted Unit split from street Street suffix standardised Address re-cased+6 more
PRV-25231	PRV	Carlos S McCoy	1981-10-23	—	2367526035	4191 Grand Ave, Plano, TX, 75061	0.44	Name re-cased Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-116127	ENR	Juie Sullivan	1979-09-27	UHC-95420-85	—	5655 Union St, Las Vegas, NV	0.44	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+6 more
PRV-27018	PRV	Benjamin Cox	1983-03-07	UHC-68145-78	4019548847	2173 Main St, San Antonio, TX, 78230	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-406009	CLM	Gerald Richardson	1957-04-11	UHC-52791-35	2998825660	1747 Sage Ct # 324, Gilbert, AZ, 85254	0.44	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+6 more
CLM-412268	CLM	David W Hansen	2004-02-20	UHC-62023-76	8323597913	8251 Apache Blvd, Jacksonville, FL, 32255	0.44	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+6 more
ENR-106044	ENR	Randy Murray	2001-09-26	UHC-92433-34	9045989786	1777 Central Ave, Miami, FL, 33117	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-423639	CLM	Eugene Morales	1976-03-11	UHC-18419-70	5559934176	7390 Bayshore Dr Apt 30, Austin, TX, 78766	0.44	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+6 more
CLM-413217	CLM	Mark F Maldonado	1990-06-11	UHC-07588-91	5335139184	925 Central Ave, Eden Prairie, MN, 55325	0.44	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-120279	ENR	Scott Guzman	1989-02-04	UHC-03230-14	3716428266	2262 Cedar Ln, Tampa, FL	0.44	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more

16,828 rows, page 24 of 337Previous Next