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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405822	CLM	Kenneth Q Freeman	1957-09-19	UHC-86967-68	6284005044	8864 Palm Dr, Plano, TX, 75032	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402191	CLM	Stephen I Burke	1948-02-12	UHC-69911-23	—	1851 Highland Ave, Columbus, OH, 43267	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417328	CLM	Michael R Flores	2000-05-13	—	7163171886	7802 Oak St, Charlotte, NC	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420024	CLM	Kayla Richards	1976-01-10	UHC-42568-66	—	2779 Pine Dr, Dallas, TX, 75256	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425766	CLM	Anthony Hernandez	—	—	5736512891	9401 Central Ave, Orlando, FL, 32845	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-403837	CLM	Christopher H Walsh	1987-01-11	UHC-69478-96	6935055116	5458 Indian School Rd, Scottsdale, AZ, 85286	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-406876	CLM	Eugene Fisher	1969-09-25	UHC-45550-42	—	8143 Baseline Rd, Chandler, AZ, 85258	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402423	CLM	Margaret D Franklin	1941-10-02	UHC-75474-29	8007245347	4443 Central Ave, Gilbert, AZ, 85274	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423355	CLM	Cynhia A Luna	1962-05-06	UHC-52161-93	—	8928 Oak St, Gilbert, AZ, 85267	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-413394	CLM	Elliott Tyler	1954-01-14	UHC-10283-58	6192587292	6868 Hillcrest Rd, Plano, TX, 75038	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-432811	CLM	Valentina Jacobs	1974-08-06	UHC-49399-41	8957016616	7801 Spring St, Las Vegas, NV, 89133	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425613	CLM	Lauren Ray	1956-01-12	UHC-59761-26	3568097738	9749 Meadow Ln, Orlando, FL, 32822	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429578	CLM	Jacob Peters	1997-09-09	UHC-44382-28	—	7610 Highland Ave, Denver, CO, 80256	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-423049	CLM	Alan Adams	1967-08-10	—	2804951766	3569 Meadow Ln, Minneapolis, MN, 55480	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-412707	CLM	Randy Dixon	1991-08-06	UHC-17679-69	—	6924 Willow Ct, Atlanta, GA, 30381	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-406322	CLM	Terry Dunn	1970-06-22	UHC-54521-89	—	1568 Cedar Ln, San Antonio, TX, 78202	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400280	CLM	Heather F Foster	2000-04-09	UHC-18247-46	8226072896	7943 Central Ave, Miami, FL, 33108	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422899	CLM	Joan Hayes	2007-06-19	—	—	1258 Oak St, Tucson, AZ, 85722	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421853	CLM	Eric Watson	2005-01-05	UHC-38780-55	6615613429	—	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-410913	CLM	Diana Chapman	—	—	6322272810	5964 Apache Blvd, Tucson, AZ, 85771	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-424307	CLM	Wei Morrison	1956-07-26	UHC-11160-33	—	5478 Canyon Rd, Plano, TX, 75031	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411968	CLM	Brian Hoffman	1965-06-22	—	—	3389 Baseline Rd Apt 30, Gilbert, AZ, 85245	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431673	CLM	Jacqueline Singh	2006-02-07	—	5796103169	4215 Church St, Tampa, FL, 33693	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-414596	CLM	Sean N Sandoval	1955-05-28	UHC-11554-69	—	8736 Harbor Blvd, Gilbert, AZ, 85203	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-423929	CLM	Ethan Wood	1961-04-06	UHC-73564-91	3819228901	5108 Lincoln Way, Nashville, TN, 37258	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419079	CLM	Randy Harrison	—	UHC-87479-89	2592509132	7261 Hillcrest Rd, Denver, CO, 80221	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-426988	CLM	Walter J Sandoval	1977-11-24	—	—	6499 Canyon Rd # 545, Tampa, FL, 33690	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-415111	CLM	Dylan Carpenter	1997-09-04	UHC-57619-60	3898777707	2472 Ridge Rd, Minneapolis, MN, 55452	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406185	CLM	Eugene Sanchez	2000-07-06	UHC-18080-63	8858148913	2820 Palm Dr Apt 34, Fresno, CA, 93729	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-414214	CLM	Helen Griffin	1980-06-25	UHC-02984-29	—	543 Mesa Dr, Houston, TX, 77091	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408255	CLM	Kayla Chen	1967-01-25	—	—	8289 Main St Apt 21, Nashville, TN, 37244	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-418317	CLM	Joan Anderson	1968-07-17	UHC-17288-64	—	3501 Washington St Apt 23, Orlando, FL, 32868	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-425262	CLM	Omar Mendez	—	UHC-18365-70	8877150749	6109 Broadway, Phoenix, AZ, 85004	0.62	Name re-cased Date of birth unreadable Phone reformatted Address re-cased+3 more
CLM-408581	CLM	Burns Stevn	1978-08-12	UHC-52339-52	7487036743	6845 Elm St, Charlotte, NC, 28272	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-429436	CLM	Scutt Collins	1983-05-19	UHC-15395-64	2825757427	6546 Market St, Las Vegas, NV, 89179	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-431080	CLM	Mei Vega	2008-01-22	—	4669632303	641 Highland Ave, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430724	CLM	Mateo Salazar	1965-05-19	—	8103428509	4525 Highland Ave, Mesa, AZ, 85215	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431348	CLM	Ryan Anderson	1999-10-17	UHC-78959-95	—	1852 Main St, Las Vegas, NV, 89111	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415445	CLM	Tyler Rojas	1994-06-27	UHC-99681-64	8467739005	4070 Main St, Scottsdale, AZ, 85263	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-428574	CLM	Nicholas Tran	2001-01-25	—	—	4942 Hillcrest Rd, Austin, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-431402	CLM	Gary O Matthews	1945-11-13	—	—	4842 Pine Dr, Charlotte, NC, 28266	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416588	CLM	Debra Wagner	1967-06-21	UHC-54439-28	7785471930	4557 Canyon Rd, San Antonio, TX, 78240	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415533	CLM	Jerry Dunn	1939-06-05	—	4936428640	658 Washington St, Columbus, OH, 43295	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406799	CLM	Teresa Hunt	1976-08-13	UHC-72508-09	8098077514	6343 Lake View Rd, Chandler, AZ, 85206	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-428026	CLM	Deborah Carlson	—	—	—	3493 Mountain View Dr, Sacramento, CA, 95894	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
CLM-413735	CLM	Santiago N Hudson	1951-09-25	UHC-21919-41	—	6607 Meadow Ln, Houston, TX, 77077	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431519	CLM	Samantha Cook	1946-05-07	UHC-28805-55	—	3442 Hillcrest Rd, Denver, CO	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-411508	CLM	Juan Bell	1953-01-03	—	—	8862 Hillcrest Rd, Phoenix, AZ, 85021	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-421706	CLM	Aisha Bishop	1987-05-26	—	3303496472	7135 Baseline Rd, Charlotte, NC, 28235	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431490	CLM	Alexis Richardson	1966-10-20	UHC-21092-12	—	8579 Baseline Rd Apt 7, Nashville, TN, 37202	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more

13,120 rows, page 33 of 263Previous Next