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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412814	CLM	Brian Burke	1995-01-24	UHC-07880-32	—	6480 Valley View Dr # 134, Austin, TX	0.34	Name split from “Last, First”Member ID reformatted Unit split from street Street suffix standardised+5 more
ENR-106277	ENR	Zachary G Martin	1995-08-22	UHC-34627-10	2603394512	8900 River Rd # 376, Minneapolis, MN	0.34	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-100783	ENR	Nathan Crawford	1989-03-21	UHC-53019-67	9413427409	9154 Forest Ave Apt 12, Gilbert, AZ	0.34	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-104438	ENR	Brian S Flores	1958-06-18	UHC-90942-53	5573422779	9152 Lincoln Way, Las Vegas, NV, 89162	0.34	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-138915	ENR	Nancy Watkins	2000-11-16	UHC-11052-08	2298610700	2027 Mesa Dr, Mesa, AZ, 85204	0.34	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-413373	CLM	Logan Y Gonzales	1986-07-13	UHC-19729-25	6133580109	6025 River Rd, Orlando, FL, 32899	0.34	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+5 more
CLM-413372	CLM	Logan Y Gonzales	1986-07-13	UHC-19729-25	6133580109	6025 River Rd, Orlando, FL, 32899	0.34	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+5 more
ENR-103404	ENR	Aaron Munoz	1943-12-09	UHC-15982-66	7337486742	4673 Palm Dr, Glendale, AZ	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-141262	ENR	Pamela Sandoval	1945-05-07	UHC-92873-42	—	6572 Union St, Gilbert, AZ, 85225	0.34	Two-digit birth year Phone missing area code SSN last four extracted Street suffix standardised+5 more
PRV-20881	PRV	Ralph Shaw	1955-09-18	—	—	6408 Central Ave, San Antonio, TX	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-60788	TPA	Christine Hnut	1990-01-18	UHC-64394-43	—	81 Palm Dr, Houston, TX, 77053	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-58585	TPA	Willie Garcia	1939-05-09	—	—	2073 Church St, Sacramento, CA	0.36	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-134848	ENR	Arjun Wright	1982-09-07	UHC-27547-79	8177112189	8140 Washington St # 371, Charlotte, NC	0.36	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-111706	ENR	Samantha Henderson	2008-04-15	UHC-92747-18	—	5466 Oak St, Nashville, TN	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-427612	CLM	Banks Keith	1985-08-09	—	7187738586	6227 Park Pl, Charlotte, NC, 28200	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-24335	PRV	Eugene Fowler	1938-11-03	—	7253341434	5011 Desert Sky Blvd # 617, Phoenix, AZ	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-137406	ENR	Hannah Q Nelson	1987-03-10	UHC-54516-18	9654875248	7495 Mesa Dr, Tampa, FL, 33646	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-403597	CLM	Isabella Griffin	1958-12-20	—	8117320200	2457 Willow Ct, Dallas, TX, 75237	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-125268	ENR	Anthony U Wells	1955-06-12	UHC-46535-81	8936221346	8883 Central Ave, Glendale, AZ, 85336	0.36	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-125844	ENR	Steven O Bailey	1940-08-18	UHC-71166-61	—	2206 Spring St, Denver, CO, 80284	0.36	Phone missing area code Street suffix standardised Address re-cased City re-cased+4 more
ENR-119229	ENR	Logen Banks	1938-12-17	UHC-24747-10	8369589018	135 Harbor Blvd, Scottsdale, AZ, 85212	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-407410	CLM	Cynthia Nguyan	1972-07-05	—	—	4251 Desert Sky Blvd Apt 34, Seattle, WA, 98116	0.36	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+4 more
ENR-103867	ENR	Joan Mason	1986-06-01	UHC-52113-23	2026648412	3372 Hillcrest Rd, Gilbert, AZ	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-129949	ENR	Vincent A Taylor	1938-01-18	UHC-06216-10	7912512014	9608 Baseline Rd, Jacksonville, FL, 32263	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-103488	ENR	Frances Berry	1944-11-28	UHC-94512-88	5878188656	1982 Desert Sky Blvd, Dallas, TX, 75231	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130683	ENR	Cerlos Palmer	1983-09-21	UHC-59918-07	4607233450	9440 Palm Dr # 638, Tampa, FL, 33651	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-120761	ENR	Jerry Brooks	2006-11-13	UHC-31314-44	9304291308	9445 Market St, Glendale, AZ	0.36	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-135829	ENR	Helen Chn	1941-09-22	UHC-44782-12	7802985905	6943 Spring St # 730, Tucson, AZ, 85725	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-124615	ENR	Russell Luna	1991-11-16	UHC-49314-26	4494539858	3367 Elm St Apt 35, Columbus, OH, 43218	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-61150	TPA	Amy Fisher	1975-05-19	—	—	653 Washington St, Chandler, AZ, 85259	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
CLM-432421	CLM	Kayla Roberts	1945-04-24	—	6387169774	7104 Main St, Mesa, AZ	0.36	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+4 more
CLM-405372	CLM	Jennifer Berry	1935-05-01	—	—	6932 Ocean Ave Apt 9, Chandler, AZ, 85295	0.36	Unit split from street Street suffix standardised Address re-cased City re-cased+4 more
ENR-112318	ENR	Ann Wilson	—	UHC-79631-53	—	8805 Forest Ave, Austin, TX, 78775	0.36	Date of birth missing Street suffix standardised Address re-cased City re-cased+4 more
CLM-423163	CLM	Carolyn Wood	1988-03-10	UHC-07649-64	6736242975	900 Union St Apt 21, Charlotte, NC	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
PRV-27352	PRV	Kathryn Mejia	1938-02-19	UHC-64570-80	—	3998 Lake View Rd, Seattle, WA	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
CLM-420850	CLM	Julia McDunald	1990-11-24	UHC-03252-20	3606643257	7526 Hillcrest Rd # 470, Plano, TX, 75052	0.36	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+4 more
ENR-119225	ENR	Kenneth Fields	—	UHC-20026-06	6419990987	8295 Jefferson Ave, Orlando, FL, 32875	0.36	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+4 more
ENR-124539	ENR	Billy Weaver	1953-05-24	UHC-92169-35	6538022577	1760 Pine Dr, Sacramento, CA, 95874	0.36	Street suffix standardised Address re-cased City re-cased State name converted to code+4 more
ENR-110479	ENR	Madion Castro	1960-12-26	UHC-28128-60	2275667996	5257 Hillcrest Rd, Orlando, FL	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-110478	ENR	Madion Castro	1960-12-26	UHC-28128-60	2275667996	5257 Hillcrest Rd, Orlando, FL	0.36	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-52786	TPA	Kathryn Lawson	1959-08-08	—	—	6646 Canyon Rd, Orlando, FL, 32893	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-420293	CLM	Christian Lopez	1953-01-23	—	3562728870	2080 Ocean Ave, Las Vegas, NV, 89141	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-403127	CLM	Sean Howrad	2003-03-02	UHC-69785-40	—	1024 Lincoln Way, Gilbert, AZ, 85274	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-412504	CLM	Jennifer Bailey	2002-08-03	UHC-38553-30	3067842481	8575 Indian School Rd, Dallas, TX	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-103246	ENR	Anna K Harris	1959-01-20	UHC-92449-15	6842441378	942 Park Pl, Seattle, WA, 98116	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138397	ENR	Dennis Meyer	1988-09-15	UHC-24695-90	2874045819	9097 Spring St, Seattle, WA	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-419627	CLM	Timothy Perry	2008-05-20	—	—	7814 Highland Ave, Miami, FL, 33136	0.36	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
ENR-118273	ENR	Carlos Ford	—	UHC-87691-23	9445580344	728 Washington St, Austin, TX, 78750	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-411487	CLM	Vincent Carlson	1953-01-24	UHC-79092-72	—	5373 Forest Ave, Jacksonville, FL	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
PRV-25571	PRV	Ronald Long	1972-07-10	UHC-17595-06	5102469841	3301 Oak St # 281, Charlotte, NC, 28270	0.36	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+4 more

17,850 rows, page 5 of 357Previous Next