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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431473	CLM	Henry Jacobs	1962-05-18	UHC-84856-83	—	6411 Forest Ave, Las Vegas, NV, 89188	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-405129	CLM	Sofia Obren	1966-03-16	UHC-11144-41	—	7485 Ridge Rd, Jacksonville, FL, 32286	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-411383	CLM	Brandon Vazquez	1956-10-03	UHC-22701-62	—	2328 Elm St, Austin, TX, 78789	0.66	Name split from “Last, First”Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-417855	CLM	Joan Kennedy	1999-02-03	UHC-90448-89	—	1032 Highland Ave, Minneapolis, MN, 55478	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-404442	CLM	Gregory Ward	1981-01-22	UHC-42600-61	4227143570	886 Bayshore Dr Apt 31, Miami, FL, 33159	0.66	Unit split from street State name converted to code Plan code upper-cased Whitespace trimmed+1 more
CLM-403887	CLM	Gabriel Fisher	—	—	3335423218	3157 Baseline Rd, Chandler, AZ, 85283	0.66	Name re-cased Date of birth missing Phone reformatted State name converted to code+1 more
CLM-420793	CLM	Diane Lewis	2003-08-05	UHC-27291-77	7765354065	566 Baseline Rd # 329, Atlanta, GA, 30328	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
CLM-409118	CLM	Freeman Joe	2007-11-17	UHC-44075-78	—	7788 Meadow Ln, Miami, FL, 33128	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-407978	CLM	Edward X Cunningham	1941-03-16	UHC-34122-98	6177554470	2332 Broadway, Dallas, TX, 75240	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-416880	CLM	Richard Grant	—	UHC-86197-76	6118038166	7735 Market St, Houston, TX, 77089	0.66	Date of birth unreadable Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-404860	CLM	Virginia Munoz	1964-08-23	UHC-21025-48	—	4537 Oak St, Los Angeles, CA, 90018	0.66	Member ID reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-400945	CLM	Amy Torres	1959-05-04	UHC-10546-53	7654556388	5688 Cedar Ln, Austin, TX, 78783	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422156	CLM	Douglas Jensen	1974-04-27	UHC-04832-19	7262998344	3849 Valley View Dr, San Diego, CA, 92169	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-409650	CLM	Billy J Homles	1941-01-13	—	—	1950 Valley View Dr, Charlotte, NC, 28241	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-403125	CLM	Nick Carter	1938-12-23	—	—	8213 Apache Blvd, Orlando, FL, 32843	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-402730	CLM	Ronald P Howard	1974-04-01	UHC-34914-04	—	3729 Sage Ct, Glendale, AZ, 85322	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-430611	CLM	Alan Perkins	1961-10-26	—	—	3907 Desert Sky Blvd, Eden Prairie, MN, 55336	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-428301	CLM	Albert Hawkins	2000-08-08	UHC-89653-70	6843975202	6537 Mesa Dr, Dallas, TX, 75254	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-411131	CLM	Lisa Black	1961-12-27	UHC-50463-40	—	5705 Lincoln Way, Austin, TX, 78753	0.66	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+1 more
CLM-400865	CLM	Yuki V Knight	1961-10-06	—	—	4572 Harbor Blvd, Tucson, AZ, 85777	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423944	CLM	Michelle Martin	1980-04-09	UHC-00811-86	—	4748 Central Ave, Jacksonville, FL, 32263	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407112	CLM	Emma Tucker	1955-10-18	UHC-67045-13	3596116766	4116 Market St, Mesa, AZ, 85245	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-410058	CLM	Cheryl Carroll	1967-02-19	UHC-80042-98	6004780411	6440 Union St, San Antonio, TX, 78213	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-414416	CLM	Roger Graham	1985-04-21	UHC-31502-30	—	8975 Sage Ct, Phoenix, AZ, 85046	0.66	City re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-405745	CLM	Margaret Bryant	1965-09-06	UHC-79598-73	—	1180 Union St, Houston, TX, 77099	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-420520	CLM	Judith Ford	1949-12-12	UHC-34094-33	—	4967 Cedar Ln, Chandler, AZ, 85263	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-412313	CLM	Priya Warren	1987-11-26	UHC-51416-35	5596504206	9787 Park Pl, Glendale, AZ, 85331	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
CLM-411306	CLM	Ronald Riec	1946-09-19	UHC-31859-37	—	2525 Forest Ave, Mesa, AZ, 85289	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-421943	CLM	Ryan Nunez	1950-10-06	UHC-12863-64	6953116420	3715 River Rd, Sacramento, CA, 95819	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-403131	CLM	AishaJunk	1945-08-08	UHC-81067-89	—	593 Harbor Blvd, Nashville, TN, 37245	0.66	Date of birth reformatted Member ID reformatted State name converted to code Placeholder values cleared+1 more
CLM-429744	CLM	Tyler Munoz	1972-05-15	UHC-99999-10	—	3918 Indian School Rd, Los Angeles, CA, 90031	0.66	Date of birth reformatted Member ID reformatted State name converted to code Gender normalised+1 more
CLM-415441	CLM	Eric Cole	1986-10-13	UHC-82550-35	7849853245	5747 Washington St, Dallas, TX, 75299	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-402059	CLM	Alexander Carlson	1940-06-07	UHC-21277-93	8522695169	5227 Ridge Rd, Fresno, CA, 93742	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-412276	CLM	Simpson Catherine	1979-08-26	—	5538124807	2256 Oak St, Tempe, AZ, 85270	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
CLM-413784	CLM	Gerald Scott	1942-08-24	UHC-63185-93	—	8050 Washington St, Chandler, AZ, 85281	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-414931	CLM	Abby Phillips	1964-04-10	UHC-38548-43	—	6592 Baseline Rd, San Antonio, TX, 78211	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-427337	CLM	Kelly Tucker	1999-01-03	UHC-00488-72	—	4186 Central Ave, Chandler, AZ, 85219	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-430847	CLM	Maateo L Grant	1969-10-22	UHC-05095-06	—	2240 Hillcrest Rd, Fresno, CA, 93736	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-402211	CLM	Harold Singh	1949-12-22	UHC-27892-54	—	7435 Lake View Rd, San Antonio, TX, 78285	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415166	CLM	Daniel Hunter	1990-12-19	—	7019672836	3802 Mesa Dr, Nashville, TN, 37296	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-409525	CLM	Elziabeth Greene	1950-01-08	UHC-43618-30	2412458741	4344 Central Ave, Atlanta, GA, 30336	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-431944	CLM	Madison Wilson	1946-10-13	UHC-30657-32	—	6433 Pine Dr, Scottsdale, AZ, 85201	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-403843	CLM	Kimberly T Cruz	1967-03-18	UHC-50312-75	5488227857	8056 Camelback Rd, Columbus, OH, 43228	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
CLM-404838	CLM	Elizabeth Simmons	1938-07-15	—	6992704178	6495 Harbor Blvd, Houston, TX, 77097	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-421031	CLM	Ruth Peters	1939-10-27	—	—	1093 Meadow Ln, Scottsdale, AZ, 85262	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429236	CLM	Ken Barnes	1982-10-20	UHC-22269-87	—	737 Oak St, Chandler, AZ, 85240	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418279	CLM	Beverly Moreno	1955-04-28	UHC-40140-87	—	5553 Grand Ave, Glendale, AZ, 85348	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-403585	CLM	Luis Ramos	2006-08-19	—	7167034310	3844 Ridge Rd, San Antonio, TX, 78248	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-432225	CLM	Fatima Jacobs	1974-02-04	UHC-41356-33	3107560870	4275 Union St, Mesa, AZ, 85206	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-409012	CLM	Raymond N Marshall	1962-04-13	UHC-07714-18	—	495 Apache Blvd, San Antonio, TX, 78298	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more

2,633 rows, page 37 of 53Previous Next