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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430883	CLM	Austin Espinoza	2003-02-23	UHC-00961-08	3133468698	2063 Valley View Dr, Minneapolis, MN, 55483	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413172	CLM	AliceJunk	1970-09-28	—	9418507322	8729 Park Pl, Houston, TX, 77078	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+2 more
CLM-427555	CLM	Kymberly Wood	1984-10-03	—	—	6099 Cedar Ln, Tucson, AZ, 85708	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400335	CLM	Terry Edwards	1951-05-18	—	9146355492	1429 Desert Sky Blvd Apt 15, Miami, FL, 33169	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402492	CLM	Danielle Bishop	1974-09-14	—	—	5050 Desert Sky Blvd, Houston, TX, 77067	0.52	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-404273	CLM	Adam Clark	1994-12-09	UHC-19041-57	2088420531	4456 Park Pl, Denver, CO, 80201	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431768	CLM	Hiroshi B Day	1998-11-02	—	—	9870 Apache Blvd Apt 30, Mesa, AZ, 85278	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402930	CLM	Gregory Morales	1942-12-05	UHC-11323-44	3389600893	999 Jefferson Ave, Chandler, AZ, 85271	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431654	CLM	Kenneth Sims	1975-11-15	UHC-21958-69	—	4019 Baseline Rd, Minneapolis, MN, 55434	0.52	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418817	CLM	Henry R Jordan	1968-05-02	—	3612431772	3607 Ridge Rd, Tampa, FL, 33646	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
CLM-416778	CLM	Adam Li	1945-01-18	UHC-03793-43	—	51 Oak St, Houston, TX, 77050	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410940	CLM	Carl Boyd	1942-12-18	UHC-08601-36	—	8407 Washington St, Mesa, AZ, 85269	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402786	CLM	Luis Wallace	1939-02-04	UHC-03439-03	4455931112	6713 Main St, Columbus, OH, 43232	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418790	CLM	Elijah Ruiz	1981-01-18	UHC-16462-61	2414150805	1368 Grand Ave, Mesa, AZ, 85249	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428459	CLM	Martha Henderzon	1970-11-08	—	—	4102 Forest Ave Apt 19, Chandler, AZ, 85278	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421357	CLM	Larry Bradley	2001-01-13	—	—	3299 Pine Dr, Eden Prairie, MN, 55391	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425307	CLM	Gloria King	1976-07-02	—	—	932 Ocean Ave, Denver, CO, 80271	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-413376	CLM	Aisha Hamilton	1952-12-06	UHC-91392-64	3953081587	7189 Valley View Dr, Miami, FL, 33181	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408393	CLM	Arjun Chavez	1958-07-21	—	7752777863	3309 Elm St, Charlotte, NC, 28276	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424207	CLM	Linda S Wong	1986-02-05	—	6142896788	2390 Apache Blvd, Tampa, FL, 33681	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426899	CLM	Ethan Rogers	1938-12-18	—	—	1672 Spring St, San Antonio, TX, 78251	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
CLM-414698	CLM	Nicholas Elis	1982-03-16	UHC-59410-03	3344927136	7082 Willow Ct # 712, Mesa, AZ, 85298	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-410619	CLM	Ronald Sanders	1978-08-24	UHC-31632-29	—	7520 Church St, Minneapolis, MN, 55414	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-411983	CLM	Fuller Christian	1993-07-18	—	—	7702 Harbor Blvd, Minneapolis, MN, 55431	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-404963	CLM	Gary Hughes	1947-06-17	UHC-42310-56	5145358130	6761 Cedar Ln, Mesa, AZ, 85235	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431751	CLM	Alan Gilbert	1966-08-18	UHC-57392-18	—	5697 Camelback Rd, Charlotte, NC, 28248	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-412643	CLM	Andrea Sanders	1976-03-15	—	8756613660	6103 Market St, Columbus, OH, 43248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426586	CLM	Diana Garrett	1962-01-07	UHC-79807-80	—	2079 Ocean Ave, Nashville, TN, 37283	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-427819	CLM	Andrea Armstrong	1958-04-28	UHC-90391-35	—	1343 Willow Ct, Tampa, FL, 33602	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429119	CLM	Herrera G Jim	—	—	—	4491 Church St Apt 16, Denver, CO, 80228	0.52	Name re-cased Date of birth unreadable Unit split from street ZIP+4 trimmed+2 more
CLM-429138	CLM	Roger Lawrence	—	UHC-53970-06	3713574526	305 Pine Dr, Las Vegas, NV, 89108	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429527	CLM	Frances Bryant	1943-02-02	—	—	1254 Jefferson Ave, Tampa, FL, 33688	0.52	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-401809	CLM	Joyce Carlson	1956-07-15	UHC-05360-87	—	2610 Baseline Rd, Glendale, AZ, 85327	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420696	CLM	Sarah Hill	1954-06-20	—	7535001484	9678 Market St, Charlotte, NC, 28281	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424290	CLM	Martha Y Patterson	1991-05-22	—	9523905351	7089 River Rd, Tempe, AZ, 85239	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401697	CLM	Stephen Jensen	1981-11-03	—	—	5564 Washington St, Minneapolis, MN, 55430	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-423854	CLM	Lawrence Braynt	1966-11-21	UHC-35899-60	6164498097	7082 Central Ave, Austin, TX, 78784	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-432086	CLM	Arthur Wilson	—	—	—	8847 Ridge Rd, Chandler, AZ, 85284	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-421837	CLM	Billy Griffin	1963-04-04	UHC-50393-25	—	4415 Union St, Las Vegas, NV, 89120	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413806	CLM	Willie Robinson	1967-08-05	—	—	5548 Valley View Dr, Jacksonville, FL, 32295	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-421895	CLM	Ethan L Jackson	—	UHC-62313-89	—	801 Main St, San Antonio, TX, 78269	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425086	CLM	Joan Z Bennett	1943-02-10	UHC-27960-11	—	6070 Union St, San Diego, CA, 92146	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431215	CLM	Sophia Daniels	1983-05-06	—	—	9788 Jefferson Ave, Denver, CO, 80275	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419817	CLM	Doris Elliott	1948-06-26	—	—	7824 Lake View Rd, Chandler, AZ, 85222	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-417167	CLM	Matthew Williamson	1955-12-05	—	—	4340 Harbor Blvd, Houston, TX, 77052	0.52	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-423035	CLM	Camila J Guerrero	1977-02-06	—	—	3791 Ridge Rd, Charlotte, NC, 28218	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420489	CLM	Abigail Peters	—	—	4145309293	8838 Elm St, Atlanta, GA, 30373	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432005	CLM	Virginia Gordon	1975-11-08	UHC-62470-62	—	3974 Willow Ct, Gilbert, AZ, 85245	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-426477	CLM	Gregory Day	1959-02-20	—	5348763142	195 Meadow Ln, Charlotte, NC, 28266	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-415201	CLM	Emily X Contreras	1984-11-12	—	—	1247 Baseline Rd, San Antonio, TX, 78220	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more

2,352 rows, page 11 of 48Previous Next