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-402396	CLM	Brittany S Watkins	1940-07-23	UHC-36211-47	5227907510	642 Sage Ct, Chandler, AZ, 85280	0.64	Phone reformatted Member ID reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-421759	CLM	Isabella Kennedy	1951-08-10	—	4052366527	2989 Ridge Rd, Chandler, AZ, 85217	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413144	CLM	Christina V Carter	1943-10-03	UHC-20494-29	—	6427 Pine Dr, Scottsdale, AZ, 85266	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-416549	CLM	Henry K Wlker	1949-05-17	UHC-07090-42	7967168117	9002 Oak St, Sacramento, CA, 95823	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416878	CLM	Jake Little	1974-07-12	UHC-14867-13	—	2649 Indian School Rd, Houston, TX, 77023	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-425451	CLM	Ray Grant	1957-06-21	—	5254095899	9859 Elm St, Miami, FL, 33170	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406966	CLM	Laura Burke	1972-11-18	—	—	5085 Market St, Seattle, WA, 98185	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431001	CLM	Judy D Oliver	1939-04-05	UHC-16714-15	6075564845	9763 Harbor Blvd, Plano, TX, 75089	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408534	CLM	Billy K Rice	1949-02-24	—	—	3279 Lake View Rd, Miami, FL, 33183	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404198	CLM	Christine Knight	1999-07-12	—	—	2960 Valley View Dr, Tampa, FL, 33632	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-423845	CLM	Nicole Mejia	1962-05-14	UHC-35763-47	—	3685 Baseline Rd, Minneapolis, MN, 55469	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-424575	CLM	Ann White	1957-06-19	—	—	159 Hillcrest Rd, Nashville, TN, 37295	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-410883	CLM	Sandra Z Dominguez	1971-11-14	—	—	7249 Canyon Rd, Orlando, FL, 32818	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-403342	CLM	Rachel Gonzalez	1973-10-17	UHC-89828-42	—	2830 Valley View Dr, Orlando, FL, 32893	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430726	CLM	Wesst Janice	1955-07-13	UHC-37336-21	—	6528 Main St, Scottsdale, AZ, 85235	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-401142	CLM	Garza Rebecca	1976-06-04	UHC-50074-12	—	5159 Mountain View Dr, Gilbert, AZ, 85272	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401141	CLM	Garza Rebecca	1976-06-04	UHC-50074-12	—	5159 Mountain View Dr, Gilbert, AZ, 85272	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431559	CLM	Bryan Payne	1960-09-21	UHC-76306-90	3424340781	3458 Camelback Rd, Orlando, FL, 32860	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428380	CLM	Stephanie N Evans	2005-06-17	UHC-34729-41	—	8831 Baseline Rd, Houston, TX, 77092	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased+2 more
CLM-411243	CLM	Henry Rodriguez	1959-05-24	UHC-67679-87	6267414210	8981 Bayshore Dr, Atlanta, GA, 30313	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-429004	CLM	Virginia Johnston	1978-09-20	—	—	6385 Ridge Rd, Nashville, TN, 37271	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405062	CLM	Austin Berry	2007-04-07	UHC-63286-32	—	4427 Washington St, Nashville, TN, 37276	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-418868	CLM	Barbara Castillo	1940-11-11	UHC-29086-90	7644619224	2447 Mesa Dr, Columbus, OH, 43292	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430969	CLM	Sharon Webb	1974-10-26	—	—	6290 Cedar Ln, Denver, CO, 80269	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411876	CLM	Theresa W Cruz	1962-06-06	—	—	8152 Camelback Rd, Jacksonville, FL, 32280	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424085	CLM	Jean Owenns	1956-07-14	UHC-67566-52	—	4511 Cedar Ln, San Diego, CA, 92156	0.64	Name re-cased City re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-415937	CLM	Ralph Lynch	1951-05-27	—	—	7455 Cedar Ln, Chandler, AZ, 85246	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-402663	CLM	Yuki Herrera	1996-01-20	UHC-52366-24	—	301 Elm St, San Diego, CA, 92148	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418781	CLM	Doris Powell	1996-12-12	UHC-43897-58	3435112823	2154 Main St, Sacramento, CA, 95825	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-423124	CLM	Sandra Reynols	1946-09-26	UHC-58865-76	—	5433 Meadow Ln, Phoenix, AZ, 85035	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417693	CLM	Joan X Kelley	1998-02-01	UHC-58059-63	3764787600	8796 Sage Ct, Minneapolis, MN, 55459	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404511	CLM	Daniel Allen	1944-11-27	UHC-80230-70	—	9804 Camelback Rd, Houston, TX, 77018	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425666	CLM	Alexis O Vasquez	1968-08-12	UHC-44563-43	7719250588	6026 Ocean Ave, Chandler, AZ, 85241	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400708	CLM	Karen T Rojas	1996-05-21	UHC-95344-65	9038384737	6039 Sage Ct, Miami, FL, 33184	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410474	CLM	Cheryl Moore	1945-05-15	UHC-22464-21	—	861 Ocean Ave, Scottsdale, AZ, 85210	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-418076	CLM	Salazar Niccole	1999-06-23	UHC-15589-83	—	2170 Harbor Blvd, Sacramento, CA, 95838	0.64	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+2 more
CLM-401572	CLM	Jeffrey Q Myers	1950-09-19	UHC-03305-03	—	7510 Hillcrest Rd, Austin, TX, 78777	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432568	CLM	Willie Reyse	1967-07-18	UHC-22077-99	—	9120 Mountain View Dr, Nashville, TN, 37225	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-409870	CLM	Addam Owens	1968-12-11	—	6608132403	1894 Lake View Rd, Fresno, CA, 93711	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-430151	CLM	Logan F McDonald	1979-12-13	UHC-23240-38	—	900 Sunset Blvd, San Antonio, TX, 78209	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-427873	CLM	Amanda Ford	1946-05-22	UHC-93605-25	6678105602	251 Baseline Rd, Tucson, AZ, 85726	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-410316	CLM	Debra G Green	2007-10-20	UHC-25289-02	—	4502 Spring St, Miami, FL, 33199	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411530	CLM	Beverly Herrera	1980-11-28	UHC-28703-46	6635678952	7783 Elm St, Fresno, CA, 93726	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-404560	CLM	David Daniels	2001-05-25	UHC-45682-55	—	9352 Maple Ave, Houston, TX, 77043	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430920	CLM	Megan Montgomery	1958-12-25	UHC-67886-41	—	3088 Ocean Ave, Tempe, AZ, 85264	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402152	CLM	Isabella Padilla	1985-11-09	UHC-80057-92	—	9572 Forest Ave, Jacksonville, FL, 32207	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-414527	CLM	Nancy Cole	2002-04-25	UHC-89188-42	—	8672 Bayshore Dr, Atlanta, GA, 30324	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-406230	CLM	Mkie Murphy	1979-09-25	UHC-74131-37	—	4048 Broadway, Chandler, AZ, 85251	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted ZIP+4 trimmed+2 more
CLM-400490	CLM	Frances Bailey	1977-09-15	UHC-79037-98	—	4314 Mountain View Dr, Jacksonville, FL, 32293	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407133	CLM	Sofia C Thomas	2001-05-06	—	—	4069 River Rd, Mesa, AZ, 85254	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

2,352 rows, page 23 of 48Previous Next