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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403936	CLM	Christina Crzu	1986-09-05	UHC-96388-39	3087113051	4501 Jefferson Ave, Eden Prairie, MN, 55391	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405225	CLM	Katherine Soto	1956-09-18	UHC-31504-63	9447521887	1461 Ridge Rd, Mesa, AZ, 85235	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402705	CLM	Jordan McDonald	2006-11-16	UHC-22206-80	3655266403	8883 Spring St, Jacksonville, FL, 32224	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417480	CLM	Diana U Bell	1962-10-11	UHC-78952-19	—	3912 Mountain View Dr, Phoenix, AZ, 85032	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-425431	CLM	Larry Mendoza	1992-09-08	—	9434462190	2548 Willow Ct, Orlando, FL, 32809	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429781	CLM	Frances X Lawson	1986-07-22	—	7098138335	4507 Sage Ct, Gilbert, AZ	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-405854	CLM	Kally P Aguilar	1938-11-04	UHC-52255-77	—	5312 Ridge Rd, San Antonio, TX, 78246	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-427710	CLM	Julie Bell	1987-02-03	UHC-17025-41	4117614121	8754 Indian School Rd, Mesa, AZ, 85208	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-427709	CLM	Julie Bell	1987-02-03	UHC-17025-41	4117614121	8754 Indian School Rd, Mesa, AZ, 85208	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-404192	CLM	Carolyn Contreras	1947-02-12	—	—	6368 Maple Ave, Austin, TX, 78786	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424565	CLM	Gary Padilla	1974-09-27	UHC-39739-91	7197654650	5977 Indian School Rd, Scottsdale, AZ, 85285	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416782	CLM	Karen Meyer	1970-12-09	—	—	211 Ridge Rd, Atlanta, GA, 30338	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425560	CLM	Luis Moore	2008-09-11	UHC-48649-21	9679336671	9374 Ridge Rd, Houston, TX, 77083	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-403404	CLM	Keith Lawrence	1973-01-22	UHC-56811-34	—	7530 Maple Ave, Denver, CO, 80247	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407543	CLM	Maria Cooer	1963-02-22	UHC-53767-89	—	7528 Desert Sky Blvd, Miami, FL, 33160	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428868	CLM	Daniel Marshall	1940-12-06	UHC-91743-60	8664121691	6761 Hillcrest Rd, Nashville, TN, 37286	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-431800	CLM	Judy Banks	1995-10-25	—	—	6291 Canyon Rd, Tempe, AZ, 85204	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-401001	CLM	Diana Stevens	1981-11-16	UHC-59010-76	7858443304	7736 Valley View Dr, Nashville, TN, 37249	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-429396	CLM	Alexis Price	1997-10-10	UHC-53316-85	2034729259	300 Bayshore Dr, Atlanta, GA, 30358	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418931	CLM	Carl Andrews	1941-01-28	UHC-08966-48	3166548207	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-426536	CLM	Adam Singh	1948-02-03	UHC-56507-16	—	1814 Broadway, Tucson, AZ, 85761	0.78	Date of birth reformatted Phone missing area code City re-cased Whitespace trimmed+1 more
CLM-428029	CLM	Kaern Clark	1956-01-28	UHC-04799-83	—	7273 Mesa Dr, Orlando, FL, 32814	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420824	CLM	George Foster	1972-01-04	—	—	1130 Mesa Dr, Orlando, FL, 32826	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411707	CLM	Adnrea Guerrero	1953-09-12	—	4084500877	345 Hillcrest Rd Apt 22, Jacksonville, FL, 32217	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-407906	CLM	Adam Walsh	1972-11-01	UHC-68037-68	9416385838	7280 Ocean Ave, Plano, TX, 75020	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-414686	CLM	Alice Gutierrez	2008-02-02	UHC-29633-39	—	8084 Baseline Rd, Tampa, FL, 33626	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-414549	CLM	Diana S Mendez	1997-04-20	UHC-96329-81	—	9376 Pine Dr, Jacksonville, FL, 32260	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-427387	CLM	Laurn Nguyen	1959-09-25	UHC-00209-76	—	7758 Desert Sky Blvd, Orlando, FL, 32807	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430153	CLM	Diane Carter	1973-06-22	UHC-52209-86	3799179824	663 Main St, San Diego, CA, 92173	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-409497	CLM	Rebecca Campbell	1953-05-09	—	—	5109 Indian School Rd, Dallas, TX, 75253	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-404503	CLM	Kathleen Sandoval	1962-05-14	UHC-84252-16	—	5904 Central Ave, Tempe, AZ, 85242	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430796	CLM	Jacob Rose	1989-01-02	UHC-83239-78	4309787580	—	0.78	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-422900	CLM	Dorothy Price	2007-01-05	—	6098274604	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-406984	CLM	Natalie C Greene	1994-06-18	UHC-30098-68	4132333035	2081 Apache Blvd, Jacksonville, FL, 32259	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-415979	CLM	Megan C Burton	1962-12-19	UHC-70543-77	—	2945 Hillcrest Rd, Columbus, OH, 43222	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400672	CLM	Mariana Berry	1988-03-20	UHC-67182-96	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-429698	CLM	Douglas Banks	1983-01-06	UHC-51125-18	—	1901 Mountain View Dr, Sacramento, CA, 95895	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424248	CLM	Richard Murphy	1992-02-22	UHC-66444-91	6824514806	546 Lincoln Way, Chandler, AZ	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
CLM-420457	CLM	Samantha Torres	1954-08-20	—	—	5874 Sunset Blvd, Austin, TX, 78717	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421761	CLM	Anna Ortiz	1964-08-20	UHC-88523-20	5929068658	1887 Central Ave, Charlotte, NC, 28209	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403081	CLM	Jean Stone	1977-03-22	—	7498428446	2544 Market St, Seattle, WA, 98195	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417301	CLM	Russell Long	1993-02-19	UHC-26038-09	—	1286 Broadway, Glendale, AZ, 85356	0.78	Name split from “Last, First”Date of birth reformatted Address re-cased City re-cased+1 more
CLM-406541	CLM	Walter Phillips	1997-01-14	—	—	4901 Forest Ave, Jacksonville, FL, 32255	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-423116	CLM	Samantha Dean	2004-11-26	—	7555663797	8064 Indian School Rd, Dallas, TX, 75280	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-419256	CLM	—Junk	2001-06-20	UHC-49869-26	—	—	0.78	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared+1 more
CLM-419754	CLM	Terry Rojas	1983-04-10	UHC-70197-41	6077968128	8350 Willow Ct, Tucson, AZ, 85706	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413186	CLM	Steven Wagner	1938-02-24	UHC-58486-02	2649432064	2800 Highland Ave, Los Angeles, CA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-429386	CLM	Madison B Graham	1948-02-25	UHC-92091-04	6534897342	1690 Forest Ave, Glendale, AZ, 85369	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-416295	CLM	Jerry J Watkins	1957-07-07	UHC-20153-72	9407703748	2207 Washington St, Los Angeles, CA, 90098	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-432580	CLM	Zachary Mitchell	1987-08-27	—	4269049941	5449 Jefferson Ave, Charlotte, NC, 28278	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

10,559 rows, page 101 of 212Previous Next