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-407090	CLM	Sofia Crawford	1998-03-01	UHC-53642-74	—	8260 Church St, Nashville, TN, 37279	0.54	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-417179	CLM	Donald Harper	1975-11-02	UHC-72323-54	—	499 Lincoln Way, Fresno, CA	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
CLM-431758	CLM	Charlotte Jacobs	1947-07-01	UHC-75072-89	—	2840 Cedar Ln, Scottsdale, AZ	0.54	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+1 more
CLM-426292	CLM	Helen Munoz	1951-03-02	UHC-11640-38	—	6368 Washington St, Gilbert, AZ	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
CLM-431604	CLM	Wayne Rodriguez	—	—	—	257 Market St, Plano, TX, 75040	0.54	Date of birth missing Street suffix standardised Address re-cased State name converted to code+1 more
CLM-419936	CLM	Doris Q Jordan	1991-06-26	UHC-58784-91	6248597258	7210 Canyon Rd, Charlotte, NC, 28275	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-430897	CLM	Martha Tran	1979-12-14	UHC-27532-54	—	9876 Broadway, Seattle, WA, 98147	0.54	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-411964	CLM	Frances Porter	1962-08-20	UHC-44995-70	—	9881 Lincoln Way, Las Vegas, NV	0.54	Date of birth reformatted State name converted to code ZIP missing Gender normalised+1 more
CLM-412308	CLM	Angela T Richardson	1947-10-24	UHC-54092-76	—	7082 Oak St, Houston, TX, 77046	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-430601	CLM	Randy Coko	1977-02-14	—	—	185 Highland Ave, Chandler, AZ, 85201	0.54	Name split from “Last, First”State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402720	CLM	Stephen Harvey	2002-05-23	—	—	3008 Mountain View Dr # 740, Fresno, CA, 93794	0.54	Unit split from street State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-401889	CLM	Valentina Obrien	1965-06-13	UHC-50153-59	—	5035 Oak St, Los Angeles, CA, 90086	0.54	Name re-cased State name converted to code ZIP+4 trimmed Gender normalised+1 more
CLM-419339	CLM	Fatima Espinoza	1987-11-15	—	—	27 Central Ave, Miami, FL, 33180	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-430154	CLM	Diane Carter	1974-06-22	UHC-52209-86	—	663 Main St, San Diego, CA, 92173	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-402711	CLM	Kayla Gardner	1963-11-25	—	9552960036	7259 Sunset Blvd, Phoenix, AZ, 85005	0.54	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+1 more
CLM-413505	CLM	Julie B Parker	1969-01-20	—	6027967580	5927 Camelback Rd, Minneapolis, MN, 55402	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-412977	CLM	Ruth Vazquez	2006-09-08	UHC-11615-56	2439617794	1207 Lincoln Way, Charlotte, NC, 28244	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-427425	CLM	Bradley Elliott	1981-03-20	—	—	8883 Mesa Dr, Tucson, AZ, 85737	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-428409	CLM	Nancy Rojas	2007-10-03	UHC-59612-31	8799502293	309 Ocean Ave, Austin, TX, 78700	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-405452	CLM	Austin Simmons	1962-02-28	UHC-19960-78	6445305003	1678 Palm Dr, Scottsdale, AZ, 85249	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-406093	CLM	Amber Valdez	1954-09-28	UHC-35139-26	7809788208	7773 Highland Ave, Miami, FL, 33103	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-423053	CLM	Dennis G Ward	—	—	—	9793 Harbor Blvd, Plano, TX, 75067	0.54	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+1 more
CLM-411493	CLM	Gerald Marquez	1943-05-27	—	—	7247 Valley View Dr, Tempe, AZ, 85279	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407074	CLM	Angela Sanders	1975-04-10	—	—	2301 Grand Ave, Jacksonville, FL, 32217	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-419188	CLM	Zachary Payne	1948-03-24	UHC-70686-74	—	4827 Baseline Rd, Eden Prairie, MN, 55398	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407888	CLM	Rebecca F Hughes	1982-04-18	UHC-55608-51	—	6044 Palm Dr, San Diego, CA, 92170	0.54	Two-digit birth year State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-406827	CLM	Samuel Murphy	1938-03-23	UHC-88511-69	6496299727	5850 Main St, San Diego, CA, 92114	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429369	CLM	Dona Cook	1944-02-16	UHC-09751-96	2563339851	599 Washington St, Fresno, CA, 93712	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-420102	CLM	Luis Cooper	—	UHC-43368-79	—	3847 Maple Ave # 829, San Diego, CA, 92139	0.54	Date of birth unreadable Unit split from street City re-cased State name converted to code+1 more
CLM-421261	CLM	Dorothy Bradley	1952-09-12	UHC-61130-89	6219104998	634 Canyon Rd, Seattle, WA, 98100	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421814	CLM	Abigail Allen	1999-01-07	UHC-78813-14	—	2171 Oak St # 361, Tampa, FL, 33683	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
CLM-405352	CLM	Santiago Gardner	1988-07-05	—	—	628 Oak St, San Antonio, TX	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
CLM-428446	CLM	Michael K Holmes	1999-05-15	—	—	6651 Broadway, Dallas, TX, 75263	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-420917	CLM	Sam Ward	1988-04-23	UHC-59135-15	—	2150 Church St, Gilbert, AZ	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
CLM-430240	CLM	Austin Robinson	1955-04-05	UHC-83901-95	2439902597	1519 Ridge Rd, Tampa, FL, 33661	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-406467	CLM	Elizabeth Fox	2005-12-07	—	—	9575 Ocean Ave, Los Angeles, CA, 90057	0.54	State name converted to code ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
CLM-431970	CLM	John Wood	1978-07-17	UHC-22176-71	6953917643	2517 Park Pl, Mesa, AZ, 85213	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-428757	CLM	Gabirel Sanders	2006-05-23	—	9645939670	1842 Broadway, Jacksonville, FL, 32249	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
CLM-428758	CLM	Gabirel Sanders	2006-05-23	—	9645939670	1842 Broadway, Jacksonville, FL, 32249	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased+1 more
CLM-400905	CLM	Adam Walsh	1956-08-01	UHC-75549-63	6756220001	6706 Lincoln Way, Denver, CO, 80221	0.56	Two-digit birth year State name converted to code Gender normalised Whitespace trimmed
CLM-413141	CLM	Serah Olson	2002-10-06	UHC-21778-67	7564019099	6116 Willow Ct, Fresno, CA, 93786	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-416950	CLM	Denise X Padilla	—	UHC-97647-24	—	1651 Hillcrest Rd, Denver, CO	0.56	Date of birth unreadable State name converted to code ZIP missing Placeholder values cleared
CLM-422424	CLM	Judy A Carroll	2006-05-24	UHC-24401-98	—	2492 Mountain View Dr, San Diego, CA, 92157	0.56	Name split from “Last, First”State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-403000	CLM	Bruce Y Jones	1971-05-22	UHC-03857-67	7869575176	5240 Washington St, Charlotte, NC, 28234	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-419177	CLM	Marilyn Barnes	1957-12-23	UHC-48806-49	—	4785 Apache Blvd, San Diego, CA, 92164	0.56	Two-digit birth year Street suffix standardised Address re-cased State name converted to code
CLM-406099	CLM	Evelyn Jensen	1954-02-11	UHC-28520-62	—	640 Central Ave, Dallas, TX, 75228	0.56	Street suffix standardised Address re-cased State name converted to code Gender normalised
CLM-403071	CLM	Diego West	1962-07-26	UHC-45695-22	—	3822 Baseline Rd, Dallas, TX, 75235	0.56	Name split from “Last, First”State name converted to code Gender normalised Placeholder values cleared
CLM-424972	CLM	Luis Cole	1976-05-18	UHC-54865-68	—	1216 Grand Ave, Charlotte, NC	0.56	State name converted to code ZIP missing Gender normalised Placeholder values cleared
CLM-420412	CLM	Jason Espinoza	1959-09-06	UHC-11220-61	—	7502 Central Ave, Miami, FL, 33109	0.56	Name split from “Last, First”Two-digit birth year State name converted to code Placeholder values cleared
CLM-422635	CLM	Juan Banks	1967-11-12	UHC-97584-08	—	9425 Mesa Dr, Fresno, CA, 93762	0.56	Name split from “Last, First”State name converted to code Gender normalised Placeholder values cleared

2,633 rows, page 19 of 53Previous Next