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-412890	CLM	Andrea Harvey	1975-10-09	—	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-422780	CLM	Kimberly Armstrong	1958-04-08	UHC-44215-61	3578593661	1214 Palm Dr, Tucson, AZ, 85739	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-424069	CLM	Jacqueline Yang	1938-05-18	UHC-73644-33	—	2563 Central Ave, Chandler, AZ, 85216	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-420175	CLM	Jess G Marquez	1995-02-23	—	5697120059	2107 Sunset Blvd, Gilbert, AZ, 85212	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-428880	CLM	Larry Butler	1993-09-21	UHC-48440-51	6504481068	6795 Grand Ave, Orlando, FL, 32826	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-432782	CLM	Mateo V Simpson	1998-02-15	UHC-48188-73	—	9683 Canyon Rd, Minneapolis, MN, 55409	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-432783	CLM	Mateo V Simpson	1998-02-15	UHC-48188-73	—	9683 Canyon Rd, Minneapolis, MN, 55409	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-414718	CLM	Brandon Fernandez	1986-09-06	—	—	4574 Canyon Rd, Seattle, WA, 98186	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-424675	CLM	Patricia Gibson	1979-12-07	UHC-40185-58	4874149509	7601 Hillcrest Rd Apt 37, Atlanta, GA, 30327	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-402908	CLM	Peter K Brooks	1965-09-18	—	—	2138 Union St, Seattle, WA, 98164	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-430645	CLM	Rebecca Gardner	1948-03-04	UHC-93513-53	4163847386	9408 Union St, Eden Prairie, MN, 55377	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418418	CLM	Henry Wells	1938-11-01	—	2087534582	539 Lincoln Way, Plano, TX, 75092	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415710	CLM	George Weaver	1982-06-25	UHC-02449-55	4384378463	1304 Bayshore Dr, Nashville, TN, 37281	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429005	CLM	Denise L Tran	1994-09-08	UHC-63547-06	8364470391	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-415167	CLM	Ana Gutierrez	1962-01-24	UHC-95156-71	—	4154 Valley View Dr, Columbus, OH, 43243	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428505	CLM	Sam Pierce	2004-03-28	UHC-33483-59	—	4847 Valley View Dr, Houston, TX, 77001	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-412058	CLM	Randy Graham	1965-11-03	UHC-32783-43	—	4838 Highland Ave, Fresno, CA, 93785	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420771	CLM	Jonathan Marquez	1953-08-07	—	—	9006 Willow Ct, Phoenix, AZ, 85048	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-425479	CLM	Virginia F Graham	1965-09-01	—	—	4219 Mesa Dr, Austin, TX, 78789	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400918	CLM	Carl Y Cruz	1948-04-12	UHC-48607-37	—	8758 Spring St, Charlotte, NC, 28252	0.78	Name split from “Last, First”Date of birth reformatted City re-cased State code upper-cased+1 more
CLM-415138	CLM	Mei Jordan	1974-06-14	—	7322813810	8501 Canyon Rd, Tampa, FL, 33632	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420513	CLM	Mariana Cooper	1991-01-18	UHC-00105-56	—	3910 Willow Ct, Seattle, WA, 98127	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403254	CLM	Jean Contreras	1943-06-21	—	2555930153	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-415528	CLM	Amy Y Wright	1956-06-01	—	—	295 Meadow Ln # 518, Tucson, AZ, 85737	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-412546	CLM	Rachel Coleman	1949-10-19	UHC-34040-77	—	935 Meadow Ln, Atlanta, GA, 30376	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415865	CLM	Scott Cox	1940-09-18	UHC-67372-25	7692414322	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-421831	CLM	Carl Santos	1988-03-04	—	3092747997	967 Valley View Dr, Tempe, AZ, 85227	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402913	CLM	Doris R Coleman	2007-01-26	UHC-38524-53	7166325665	3965 Market St, Columbus, OH, 43279	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-417129	CLM	Diego Q Wood	1998-05-03	—	7676343463	7733 Mountain View Dr, Minneapolis, MN, 55444	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
CLM-411586	CLM	Laura Ramirez	1953-01-09	UHC-52343-50	—	2889 Pine Dr, Miami, FL, 33194	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414600	CLM	Amy Lane	1961-05-10	UHC-24923-31	—	8713 Camelback Rd, Tempe, AZ, 85274	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-411441	CLM	Jean Ramos	1962-04-03	—	6334280425	2365 Jefferson Ave, Seattle, WA, 98157	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-425397	CLM	Omar Castro	1951-12-07	—	—	7219 Oak St, Miami, FL, 33180	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Plan code upper-cased+1 more
CLM-406539	CLM	Elizabeth Knight	1982-02-21	—	—	8604 Apache Blvd, Scottsdale, AZ, 85219	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405064	CLM	Austin Berry	2007-04-07	UHC-63286-32	5375701799	9431 Central Ave, Eden Prairie, MN, 55329	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-405440	CLM	Jesse Hughes	1956-06-22	—	2996991175	4783 Valley View Dr, Phoenix, AZ, 85059	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-405746	CLM	Anna Meyer	1938-09-23	UHC-27108-48	—	1046 Palm Dr, Houston, TX, 77007	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409263	CLM	Joan Phillips	1945-04-28	UHC-75598-35	—	1773 Mesa Dr, Austin, TX, 78782	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409264	CLM	Joan Phillips	1945-04-28	UHC-75598-35	—	1773 Mesa Dr, Austin, TX, 78782	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413048	CLM	Brian K Peterson	1984-01-16	UHC-97293-31	—	1670 Market St, Plano, TX, 75009	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-406363	CLM	Jordan K Richards	1964-04-15	UHC-99630-40	8915290762	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400563	CLM	Arjun Hughes	1995-09-25	UHC-32299-75	—	9134 Canyon Rd, Nashville, TN, 37280	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-432341	CLM	Walter P Rice	1977-12-07	—	6658608479	5345 Maple Ave, San Diego, CA, 92113	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417899	CLM	Elizabeth U Hanson	1962-04-16	—	6326090474	1298 Meadow Ln, Glendale, AZ, 85328	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409927	CLM	Brittany Crawford	1950-05-27	—	—	9286 Highland Ave, Charlotte, NC, 28201	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425617	CLM	Aaron Nunez	1987-02-13	UHC-75381-08	—	4931 Market St, Tucson, AZ, 85739	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-416836	CLM	Terry B Gomez	1945-07-27	UHC-19314-17	8334702911	9617 Lake View Rd, Denver, CO	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-425985	CLM	Michelle Jimenez	1994-09-17	—	6563898913	5351 Hillcrest Rd, Scottsdale, AZ, 85255	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408525	CLM	Gabriel Vazquez	1954-02-21	UHC-21481-63	—	529 Baseline Rd, Austin, TX, 78780	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-427023	CLM	Natalie Cruz	2001-08-03	UHC-78014-98	—	1185 Desert Sky Blvd, Charlotte, NC, 28200	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

10,559 rows, page 126 of 212Previous Next