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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415660	CLM	Jerry Cox	1957-06-05	—	—	1970 Baseline Rd, Columbus, OH, 43233	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-415888	CLM	Alan Mills	1998-02-18	—	—	6345 Church St # 156, Eden Prairie, MN	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-413549	CLM	Rachel Richardson	1991-01-22	—	—	2199 Hillcrest Rd # 533, Denver, CO, 80255	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-415558	CLM	Russell X Burton	1948-06-02	—	3338492696	5524 Valley View Dr # 484, Seattle, WA, 98152	0.50	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+3 more
CLM-428018	CLM	Andrew M James	1938-01-24	UHC-35033-47	7675307555	7426 Forest Ave, Jacksonville, FL	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404436	CLM	Charlotte U Day	1981-10-02	—	8648823337	948 Valley View Dr, Glendale, AZ, 85303	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+3 more
CLM-426958	CLM	Joan Sanders	2008-11-07	—	8307096442	3502 Forest Ave, Chandler, AZ	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400903	CLM	Emma Z Rogers	1970-04-14	UHC-12078-57	6834028241	156 Lake View Rd Apt 22, Fresno, CA, 93727	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405906	CLM	Gregory Webb	1977-01-26	—	5949277879	462 Meadow Ln, Miami, FL	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
CLM-423577	CLM	Peter Y Hernandez	—	—	8894600573	7574 Baseline Rd, Gilbert, AZ, 85204	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405115	CLM	Jesse Carroll	1995-04-15	UHC-51047-78	9658492887	291 Bayshore Dr, Houston, TX, 77017	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426278	CLM	Nancy Valdez	2002-06-24	—	—	3019 Park Pl, Tucson, AZ, 85734	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-419532	CLM	Jack Vazquez	2006-09-18	—	7237437229	7549 Broadway Apt 24, San Antonio, TX, 78282	0.50	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+3 more
CLM-403147	CLM	Margaret James	1943-09-04	—	—	831 Grand Ave, Tempe, AZ, 85240	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-431165	CLM	Rachel Walker	1993-07-16	—	—	5745 Willow Ct, Denver, CO	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-400140	CLM	Sofia Nunez	1980-07-22	UHC-92875-98	2684198246	277 Lake View Rd, Nashville, TN	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424059	CLM	Kyle Black	1992-11-16	—	—	7088 Hillcrest Rd, San Antonio, TX, 78245	0.50	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+3 more
CLM-410377	CLM	Arjun Lerson	1991-01-24	UHC-89929-24	9854405454	1443 Mesa Dr, Plano, TX, 75059	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407063	CLM	Christopher Duncan	2003-06-26	UHC-75482-87	8705889502	5806 Oak St, Dallas, TX, 75223	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410672	CLM	Jeffrey Simmons	1977-03-08	UHC-64891-47	8809483626	6175 River Rd, Tempe, AZ, 85240	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426518	CLM	Clark Peetr	1938-10-16	—	—	3744 Sunset Blvd, Eden Prairie, MN, 55375	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-426346	CLM	Carolyn Wilson	1964-04-24	UHC-81583-75	4756896287	2570 Valley View Dr Apt 30, Jacksonville, FL, 32243	0.50	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410406	CLM	Mei Rose	1951-02-06	UHC-33521-18	—	6585 Forest Ave, Atlanta, GA, 30314	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-405859	CLM	Sara King	1996-12-15	UHC-68504-05	—	4661 Central Ave, Tucson, AZ, 85706	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-418017	CLM	Gray Rodriguez	1987-10-28	—	—	1022 Park Pl # 477, Fresno, CA, 93751	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407283	CLM	Dylan Rojas	1974-10-07	—	8122884690	4391 Camelback Rd, Austin, TX, 78762	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-432078	CLM	Terry Ward	1946-01-15	UHC-07080-31	—	7505 Elm St, Tampa, FL, 33604	0.50	Phone missing area code Street suffix standardised Address re-cased City re-cased+3 more
CLM-402733	CLM	Justin X Murphhy	1997-05-06	UHC-71276-28	—	176 Lake View Rd Apt 13, Gilbert, AZ, 85253	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-412462	CLM	Samuel Wong	1947-11-23	UHC-13804-81	—	3726 Hillcrest Rd Apt 14, Fresno, CA, 93740	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422256	CLM	Bobby Santos	1965-03-28	UHC-83369-97	—	7250 Apache Blvd, Dallas, TX, 75217	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-432559	CLM	Amanda Bennett	2004-01-08	UHC-35446-77	—	6065 Union St, Columbus, OH, 43251	0.50	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
CLM-418910	CLM	Ronald Ray	1980-08-21	UHC-88813-34	—	1776 Park Pl, Houston, TX, 77001	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-417701	CLM	Margaret Morales	1955-04-15	UHC-83089-06	5502968008	3331 Jefferson Ave, Miami, FL, 33161	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-401620	CLM	Diaana Rice	2002-10-03	—	—	4811 Maple Ave # 691, Fresno, CA, 93701	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418843	CLM	David Masson	—	UHC-84212-31	7909647933	4860 Mountain View Dr, Jacksonville, FL, 32255	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-426102	CLM	Diana V Walker	1939-03-20	UHC-90580-27	2614152543	2920 Park Pl, Dallas, TX, 75236	0.50	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+3 more
CLM-427141	CLM	Shirley Powell	1949-02-22	UHC-95313-90	9009977902	7038 Main St Apt 36, Sacramento, CA, 95859	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418204	CLM	Tommy Barnes	1958-12-14	UHC-50248-95	—	4530 Ridge Rd, Plano, TX, 75041	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-432620	CLM	Walter Rios	1956-10-13	UHC-18644-99	9203596047	3523 Broadway Apt 36, Chandler, AZ, 85261	0.50	Name re-cased Unit split from street City re-cased State name converted to code+3 more
CLM-419163	CLM	Sofia Weber	1987-11-14	UHC-90595-76	—	9275 Union St, Sacramento, CA	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-432242	CLM	Priya S Williams	1972-03-23	UHC-70691-50	—	6515 Willow Ct, Charlotte, NC, 28247	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-421703	CLM	Paul Bryant	1975-01-19	—	—	7916 Meadow Ln, Denver, CO	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-407407	CLM	Susan Padilla	1981-03-01	UHC-73638-75	—	2782 Central Ave, Seattle, WA, 98182	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-420839	CLM	Raymond X Muunoz	1976-05-13	UHC-91631-69	—	8454 Apache Blvd, Scottsdale, AZ, 85248	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-431916	CLM	Amy H Pena	1939-08-28	UHC-89660-26	3843460863	9258 Hillcrest Rd # 611, Houston, TX, 77040	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-414541	CLM	Bobby Carroll	1998-09-03	UHC-56827-60	4596140892	8355 Palm Dr Apt 24, Chandler, AZ, 85254	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-429829	CLM	Nancy Porter	1940-07-15	UHC-71964-53	—	6331 Ocean Ave, Dallas, TX, 75291	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-426928	CLM	Sean Howell	1979-03-20	—	—	1203 Sage Ct # 897, Sacramento, CA, 95889	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-426583	CLM	Stephen QJunk	1990-04-08	UHC-69270-12	—	580 Grand Ave, Scottsdale, AZ, 85217	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-413820	CLM	Nicholas Wells	1972-01-06	—	—	8075 Indian School Rd, Glendale, AZ, 85384	0.50	Phone missing area code Street suffix standardised Address re-cased City re-cased+3 more

5,235 rows, page 9 of 105Previous Next