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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406146	CLM	Joyce Griffin	1968-07-25	—	—	6425 Ocean Ave, Tampa, FL, 33676	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422687	CLM	Heather P Cook	1973-01-10	—	—	6040 Mountain View Dr, Tampa, FL, 33672	0.66	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed+1 more
CLM-411697	CLM	Jean G Oliver	1943-02-20	UHC-69298-44	—	6181 Sunset Blvd, Nashville, TN	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-423494	CLM	Rachel Carr	1969-09-16	UHC-98318-41	—	6128 Central Ave, Seattle, WA, 98165	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400606	CLM	Marcus Hall	1947-12-15	UHC-89525-68	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-430926	CLM	Patricia P King	1967-06-23	UHC-26700-94	—	3113 River Rd, Orlando, FL, 32841	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-405839	CLM	Ruth Stephens	1956-11-26	UHC-49733-39	—	3218 Grand Ave, Denver, CO, 80292	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-429199	CLM	Daniel N Alexander	1961-03-27	—	—	100 Oak St, Nashville, TN, 37228	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417679	CLM	Janice Marquez	1938-09-08	UHC-17144-80	6509737372	8672 Cedar Ln, Chandler, AZ, 85253	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414068	CLM	Maria Jordan	1956-08-02	UHC-38848-23	—	9605 Cedar Ln, Austin, TX, 78745	0.66	Member ID reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-406607	CLM	Nancy Andrews	1983-12-26	UHC-15983-34	—	627 Grand Ave, Glendale, AZ, 85355	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416049	CLM	Raymond Thomas	—	UHC-02723-41	—	7605 Harbor Blvd, Phoenix, AZ, 85007	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407386	CLM	Katherine James	2001-09-14	UHC-01774-66	—	6636 Highland Ave, Miami, FL, 33180	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-428047	CLM	Roger R Arnold	1998-06-21	UHC-95060-50	—	1890 Meadow Ln, Fresno, CA, 93709	0.66	Two-digit birth year State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-410796	CLM	Nancy Carroll	1979-05-04	UHC-31589-42	—	6414 Meadow Ln, Phoenix, AZ, 85091	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404826	CLM	Marcus Hart	1983-11-13	—	4373526442	3873 Lincoln Way, Gilbert, AZ, 85279	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-405636	CLM	Brandon Snyder	1968-12-04	—	—	8063 Pine Dr Apt 28, Nashville, TN, 37248	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409710	CLM	Denise F Lopez	1984-03-27	UHC-94618-30	—	5822 Hillcrest Rd, Minneapolis, MN	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-429763	CLM	Nicole C Le	1987-04-18	—	—	9757 Church St, Mesa, AZ, 85277	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-410989	CLM	Gerald Robertson	1950-10-09	—	7873326872	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-425070	CLM	Joan Fowler	1983-10-14	—	7126109526	7025 Sage Ct, Fresno, CA, 93722	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-419581	CLM	Tran Vincent	—	UHC-61998-96	—	3950 Harbor Blvd, San Diego, CA, 92172	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401009	CLM	Andrea Meyer	1993-04-13	—	—	1916 Mountain View Dr, Los Angeles, CA, 90007	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409801	CLM	Debra Lee	—	UHC-96470-57	7693478346	2601 Hillcrest Rd, Jacksonville, FL, 32231	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431901	CLM	Margaret F Fernandez	1938-09-28	—	—	1878 Ocean Ave, Atlanta, GA	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-431900	CLM	Margaret F Fernandez	1938-09-28	—	—	1878 Ocean Ave, Atlanta, GA	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-402623	CLM	Luis Vega	1938-07-28	—	—	2560 Ocean Ave # 314, Minneapolis, MN, 55458	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430249	CLM	BettyJunk	1959-02-22	—	—	6648 Mountain View Dr, Tucson, AZ, 85710	0.66	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared+1 more
CLM-411473	CLM	Amanda F Morris	1994-05-17	UHC-04270-36	—	—	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-411472	CLM	Amanda F Morris	1994-05-17	UHC-04270-36	—	—	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-422546	CLM	Pamela Tran	1947-06-05	UHC-02051-22	—	4889 Spring St Apt 37, Sacramento, CA, 95828	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411746	CLM	Ashley Perry	1987-02-07	UHC-75552-09	—	3205 Ridge Rd, Atlanta, GA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-422692	CLM	Richard Santiago	1986-05-09	UHC-26774-18	6607451570	9782 Bayshore Dr, Austin, TX, 78722	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400788	CLM	Alice Knight	1958-06-21	UHC-58125-21	—	6465 Pine Dr Apt 11, Orlando, FL, 32859	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421025	CLM	Janice B Wheeler	1997-09-12	UHC-26426-40	—	3263 Central Ave Apt 34, Glendale, AZ, 85363	0.66	Date of birth reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-419775	CLM	Noah Washington	1978-09-03	UHC-11037-22	—	—	0.66	Name split from “Last, First”Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
CLM-403439	CLM	Sofia Jimenez	2000-07-28	UHC-48462-32	2117655769	1804 Canyon Rd, Orlando, FL, 32855	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431225	CLM	Christian Lynch	1982-04-12	UHC-89218-09	4735622060	2724 Central Ave # 869, San Antonio, TX, 78248	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419779	CLM	Virginia Santos	1963-04-24	UHC-04585-66	—	4794 Mountain View Dr, Miami, FL, 33175	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419778	CLM	Virginia Santos	1963-04-24	UHC-04585-66	—	4794 Mountain View Dr, Miami, FL, 33175	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410580	CLM	Jack Henderson	1954-06-16	—	—	5249 Union St, Fresno, CA, 93775	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402818	CLM	Beth Porter	1971-02-24	—	—	4206 Indian School Rd, Gilbert, AZ, 85274	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401789	CLM	Walter F Harris	1955-10-03	UHC-38852-43	—	7654 River Rd, Plano, TX, 75018	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-404240	CLM	Martha Romero	1971-12-09	—	4078120453	4012 Broadway, Sacramento, CA	0.66	Two-digit birth year Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-432066	CLM	David Green	1962-05-06	UHC-37765-37	—	3728 Jefferson Ave, Tucson, AZ, 85733	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431341	CLM	Adam Schultz	1975-10-28	UHC-81014-14	—	442 Main St, Dallas, TX, 75225	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-401369	CLM	Eric Cole	1992-11-06	—	—	360 Apache Blvd, Tempe, AZ, 85296	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-410304	CLM	Emma Wagner	1944-08-22	—	—	5589 Broadway, Orlando, FL, 32855	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-427371	CLM	Wayne Brown	1946-04-03	UHC-91030-40	—	7841 River Rd, Columbus, OH, 43280	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-422770	CLM	Gregory Le	1939-12-05	UHC-77243-54	—	3244 Spring St, San Diego, CA, 92114	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more

18,771 rows, page 110 of 376Previous Next