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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402907	CLM	Peter Brooks	1965-09-18	—	2474697906	2138 Union St, Seattle, WA, 98164	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-114201	ENR	Dorothy Q Mason	1997-01-28	UHC-16584-13	—	8937 Desert Sky Blvd, Glendale, AZ, 85340	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50080	TPA	Albert Mongomery	1971-02-03	—	—	7534 Cedar Ln, Glendale, AZ	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-135387	ENR	Martha P Jenkins	1987-01-15	UHC-38108-73	2944769082	8650 Apache Blvd, Sacramento, CA, 95821	0.50	Name re-cased Phone reformatted SSN last four extracted State name converted to code+3 more
CLM-400842	CLM	Nancy Lane	1944-12-15	UHC-50508-51	8012862661	7624 Main St, Columbus, OH	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55544	TPA	Sadra Nelson	1965-05-01	—	—	699 Desert Sky Blvd, Fresno, CA, 93771	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-424868	CLM	Hiroshi Brooks	1990-08-15	UHC-65032-33	4385737130	2677 Washington St, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-64095	TPA	Jacqueline Sandoval	1955-11-17	UHC-05415-48	7052189275	1902 Canyon Rd, Dallas, TX, 75237	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-423629	CLM	Joan Knight	1997-11-15	UHC-05751-15	9414703845	3802 Highland Ave, Fresno, CA, 93796	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-20117	PRV	Christine Bennett	1991-08-23	UHC-46148-59	6425155425	1835 Sunset Blvd, Glendale, AZ, 85304	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-143021	ENR	Tyler S Anderson	2002-09-16	UHC-60331-66	—	7392 Main St, Sacramento, CA	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-53566	TPA	Carlos M Thomas	1983-01-24	—	—	1777 Highland Ave, Houston, TX, 77034	0.50	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-107863	ENR	Roger Gonzalez	1979-03-28	UHC-13173-01	—	4584 Central Ave, Los Angeles, CA, 90057	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-107864	ENR	Roger Gonzalez	1979-03-28	UHC-13173-01	—	4584 Central Ave, Los Angeles, CA, 90057	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-422993	CLM	Betty G Gomez	1977-06-09	—	3774138090	347 Main St, Tampa, FL, 33632	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-102909	ENR	Christina Y Bradley	1958-08-26	UHC-61892-18	9852474058	934 Apache Blvd Apt 11, Plano, TX, 75078	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+3 more
TPA-63089	TPA	Heather Rodriguez	1942-02-16	—	3008083557	460 Washington St, Mesa, AZ, 85276	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-423634	CLM	Carol M Franklin	1938-04-22	UHC-98866-30	—	8103 Union St, Tempe, AZ, 85292	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-52904	TPA	Nancy Andrews	1983-12-26	—	—	627 Grand Ave, Glendale, AZ, 85355	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-407545	CLM	Juan Tran	2007-06-20	—	4312024556	354 Central Ave Apt 33, Plano, TX	0.50	Name re-cased Phone reformatted Unit split from street ZIP missing+3 more
TPA-57953	TPA	Rachel Q Jacobs	1997-04-04	—	—	8448 Camelback Rd # 179, Gilbert, AZ, 85206	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
PRV-22456	PRV	Mark Sanchez	1989-03-12	UHC-08088-38	3526111154	7775 Desert Sky Blvd, Columbus, OH, 43278	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100667	ENR	Hiroshi I Payne	1973-06-23	UHC-37270-06	8092524500	6131 Apache Blvd, Austin, TX, 78777	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61080	TPA	Paul Price	2001-03-20	—	8032190290	6131 Jefferson Ave, Glendale, AZ, 85325	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50914	TPA	Jack Arnold	1950-10-23	—	—	6818 Spring St, Columbus, OH, 43276	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406320	CLM	Stephanie Vargas	1954-12-15	—	7878145246	5974 Desert Sky Blvd, Fresno, CA, 93745	0.50	Name split from “Last, First”Two-digit birth year City re-cased State code upper-cased+3 more
ENR-132948	ENR	Ryan Davis	1968-07-03	UHC-16030-43	—	3316 Hillcrest Rd, Sacramento, CA	0.50	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+3 more
PRV-24196	PRV	Jess Simpson	1942-12-23	UHC-26563-44	3628912877	6565 Jefferson Ave, Seattle, WA	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-58836	TPA	Mark Lewis	1995-06-14	—	—	1859 Indian School Rd Apt 6, Austin, TX, 78766	0.50	Unit split from street Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-56013	TPA	David Luna	1939-04-12	—	—	6507 Sunset Blvd Apt 37, Orlando, FL	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-123103	ENR	Jeffrey K Singh	2008-10-28	UHC-30073-49	9054588942	3844 Cedar Ln, Las Vegas, NV	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126934	ENR	Alan P Rice	1997-11-15	UHC-77693-50	7126101939	1231 Desert Sky Blvd, Phoenix, AZ, 85087	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126933	ENR	Alan P Rice	1997-11-15	UHC-77693-50	7126101939	1231 Desert Sky Blvd, Phoenix, AZ, 85087	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112399	ENR	Bobby Harper	1991-12-14	UHC-24069-93	2702784382	516 Park Pl, Fresno, CA, 93701	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53337	TPA	Diana I Oilver	2002-03-10	—	9045452654	7663 Maple Ave # 921, Columbus, OH, 43222	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-426792	CLM	Scott Vazquez	1997-04-28	UHC-50406-76	3305732909	7201 Sunset Blvd, Charlotte, NC, 28225	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426791	CLM	Scott Vazquez	1997-04-28	UHC-50406-76	3305732909	7201 Sunset Blvd, Charlotte, NC, 28225	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407023	CLM	Ruth Weaver	1986-01-08	UHC-27012-03	—	7988 Mesa Dr Apt 4, San Antonio, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-424854	CLM	Thomas Butler	—	UHC-27322-96	2342784349	7572 Central Ave, Scottsdale, AZ, 85242	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-411426	CLM	Tim Rice	1953-04-19	—	9814006920	7553 Desert Sky Blvd, Tucson, AZ, 85723	0.50	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-429063	CLM	Michael Mills	1996-08-15	—	—	1624 Mountain View Dr Apt 5, Nashville, TN, 37273	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-59202	TPA	Jessica Romero	1959-11-02	—	6048115514	2273 Lincoln Way, Nashville, TN, 37264	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408448	CLM	Joshua Walsh	1988-08-25	UHC-33244-92	—	3529 Union St # 381, Eden Prairie, MN, 55349	0.50	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-107762	ENR	Kevin Franklin	1974-07-23	UHC-68794-85	4983975282	8025 Valley View Dr, Gilbert, AZ, 85242	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404482	CLM	Maria Fields	2000-02-10	—	4563813806	9137 Ocean Ave, Sacramento, CA, 95838	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418056	CLM	Brittany W Nunez	2006-06-06	UHC-13686-89	5748079358	2966 Cedar Ln, Seattle, WA, 98195	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133868	ENR	Nathan A Alvarez	1999-11-21	UHC-29311-43	7384171614	3534 Mesa Dr, Seattle, WA, 98176	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125096	ENR	Debra S Coleman	1946-01-26	UHC-23801-02	—	9237 Washington St, Miami, FL, 33147	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-109063	ENR	Amber O Delgado	1998-09-15	UHC-52060-85	7168981217	6469 Market St # 734, Minneapolis, MN, 55401	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-125433	ENR	Rachel Long	1996-07-12	UHC-84625-21	3238832800	5552 Spring St Apt 24, Tampa, FL	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more

71,257 rows, page 96 of 1,426Previous Next