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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-408408	CLM	Doris Nguyen	1955-02-12	UHC-74700-92	9038843351	4996 Highland Ave, Atlanta, GA, 30356	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-413552	CLM	Deborah Rose	1998-08-11	UHC-81029-42	—	1463 Mountain View Dr, Phoenix, AZ, 85039	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-410323	CLM	Tyler Perkins	1941-01-20	—	—	4711 Mountain View Dr, Columbus, OH, 43249	0.78	Name re-cased Phone missing area code Plan code upper-cased Whitespace trimmed+1 more
CLM-412301	CLM	Jacbo Evans	1966-12-02	—	9006880173	7447 Baseline Rd, Fresno, CA, 93759	0.78	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-403023	CLM	Santiago Montgomery	1957-05-16	UHC-14592-19	—	6139 Sunset Blvd, Plano, TX, 75047	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-421299	CLM	Amber Palmeer	1958-05-09	UHC-28566-35	5904203006	5064 Church St, Austin, TX, 78748	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-406557	CLM	Nicholas Larson	1993-08-09	UHC-90661-50	—	9895 Sunset Blvd, Minneapolis, MN, 55448	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-423513	CLM	Anan Perkins	1979-03-11	UHC-36201-53	—	4332 Forest Ave, Gilbert, AZ, 85229	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-431896	CLM	Melissa Medina	1972-12-23	—	—	670 Sage Ct # 324, Glendale, AZ, 85359	0.78	Name re-cased Unit split from street Plan code upper-cased Whitespace trimmed+1 more
CLM-429933	CLM	Walter Flores	1947-07-06	UHC-24155-05	—	9510 Grand Ave, Los Angeles, CA, 90056	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-405402	CLM	Carolyn Wallake	1999-01-07	UHC-49684-67	—	2659 Grand Ave, Tampa, FL, 33668	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-412691	CLM	Ralph U Weaver	1945-03-16	UHC-96928-89	—	2447 Washington St, Orlando, FL, 32886	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-411565	CLM	Steven Ray	1978-07-26	UHC-45059-06	8342654357	4497 Forest Ave, Gilbert, AZ, 85255	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418668	CLM	Kenneth Stephens	2000-10-23	UHC-04652-94	6348161951	2225 Willow Ct, Miami, FL, 33147	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-424809	CLM	Ann X Murphy	1939-06-17	UHC-58244-17	7748950284	5847 Park Pl # 513, Eden Prairie, MN, 55381	0.78	Phone reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
CLM-416344	CLM	Amanda Watkins	1955-12-16	UHC-36888-31	—	6908 Pine Dr, Tampa, FL, 33655	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-416343	CLM	Amanda Watkins	1955-12-16	UHC-36888-31	—	6908 Pine Dr, Tampa, FL, 33655	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-403832	CLM	Jaacob W Burke	1963-06-07	UHC-45904-82	—	4350 Highland Ave, Chandler, AZ, 85258	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-419559	CLM	Harper F Wayne	1964-10-28	UHC-30787-33	—	—	0.78	Member ID reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-430407	CLM	Denise U Stevens	1970-11-16	UHC-98801-28	4665565436	7600 Mountain View Dr, Houston, TX, 77053	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Plan code upper-cased+1 more
CLM-426378	CLM	John Padilla	1991-03-22	UHC-53391-76	—	6058 Ocean Ave, Tucson, AZ, 85798	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-407592	CLM	Kyle L Jordan	1983-08-28	UHC-37874-23	—	794 Mountain View Dr, Tempe, AZ, 85272	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-403020	CLM	Willie Woods	2001-02-18	—	—	6332 Broadway, Phoenix, AZ, 85019	0.78	Date of birth reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-410467	CLM	Nicole L Munoz	2006-06-19	UHC-35202-88	—	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
CLM-428946	CLM	Pamela Baker	1947-03-10	UHC-97391-25	—	8610 Baseline Rd, Dallas, TX, 75212	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-429570	CLM	Justin K Matthews	2008-02-18	UHC-38023-50	—	5546 Maple Ave, Charlotte, NC, 28255	0.78	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-401884	CLM	Sean Ramirez	2007-05-18	UHC-19509-62	—	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
CLM-411927	CLM	Kimberly Le	1994-11-24	—	—	3232 Mountain View Dr, Dallas, TX, 75272	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-425250	CLM	Ethan S Sims	1969-05-08	—	—	6288 Elm St # 903, Plano, TX, 75005	0.78	Date of birth reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
CLM-407375	CLM	Santiago Elliott	1989-06-01	UHC-52585-76	—	5848 Elm St, Orlando, FL, 32832	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-407713	CLM	Natalie N Wagner	1965-07-26	UHC-26872-91	—	9743 Sunset Blvd, Orlando, FL, 32818	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-404886	CLM	Alan Castillo	1954-06-12	UHC-85083-26	—	—	0.78	Name re-cased Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-413146	CLM	Ann M McCoy	1972-11-10	—	5182481203	—	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-409313	CLM	Dougls Pierce	1939-01-26	UHC-16964-87	3945648784	2467 Church St Apt 6, Glendale, AZ, 85304	0.78	Date of birth reformatted Phone reformatted Unit split from street Plan code upper-cased+1 more
CLM-416219	CLM	Kyle Rogers	1941-02-15	UHC-43750-48	5772038067	—	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-416220	CLM	Kyle Rogers	1941-02-15	UHC-43750-48	5772038067	—	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-416879	CLM	Jacob Y Little	1974-07-12	UHC-14867-13	—	2649 Indian School Rd # 514, Houston, TX, 77023	0.78	Name re-cased Unit split from street Plan code upper-cased Whitespace trimmed+1 more
CLM-410607	CLM	Billy King	1969-08-10	UHC-12485-82	—	7862 Highland Ave, Chandler, AZ, 85280	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-432678	CLM	Bruce Bennett	1966-04-06	UHC-40458-10	2022203023	1262 Union St, Miami, FL, 33108	0.78	Phone reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
CLM-420281	CLM	Maria Carter	1941-07-21	—	9365847459	4284 Pine Dr, Gilbert, AZ, 85297	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-400149	CLM	Katherine James	1979-08-09	UHC-89876-40	—	8854 Highland Ave, Tempe, AZ, 85251	0.78	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+1 more
CLM-416866	CLM	Angela Garrett	1948-05-06	UHC-27727-94	—	—	0.78	Date of birth reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-426774	CLM	Bradley Weber	1991-06-17	—	7224829611	6986 Pine Dr, Miami, FL, 33102	0.78	Phone reformatted ZIP+4 trimmed Plan code upper-cased Whitespace trimmed+1 more
CLM-415470	CLM	Natalie V Wilson	2007-08-19	—	7332813887	3918 Broadway, Tempe, AZ, 85255	0.78	Address re-cased Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-423757	CLM	Bradley N Hughes	1996-05-25	UHC-90029-18	—	6130 Lincoln Way, San Antonio, TX, 78234	0.78	Name re-cased Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-428952	CLM	Lori Miller	1942-02-11	—	—	138 Harbor Blvd, Nashville, TN, 37242	0.78	Name re-cased State name converted to code Plan code upper-cased Whitespace trimmed+1 more
CLM-404664	CLM	Roger Payne	2005-04-06	UHC-87094-74	—	2210 Ridge Rd, Chandler, AZ, 85210	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-414575	CLM	Doald M Luna	1971-01-26	UHC-91905-46	—	9766 Washington St, San Diego, CA, 92137	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415386	CLM	Sara Wlech	1959-09-27	UHC-01909-90	9613363370	8470 Pine Dr, Miami, FL	0.78	Name re-cased Phone reformatted ZIP missing Plan code upper-cased+1 more
CLM-422828	CLM	Camila Larson	1954-08-12	UHC-67351-26	—	9175 Maple Ave, Nashville, TN	0.78	City re-cased ZIP missing Plan code upper-cased Whitespace trimmed+1 more

825 rows, page 10 of 17Previous Next