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-427679	CLM	Margaret Yang	1987-12-28	UHC-98394-52	—	45 Park Pl, Tucson, AZ, 85717	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-413200	CLM	Anna Waalsh	1957-03-01	UHC-93358-69	7363634028	1738 Sunset Blvd, Jacksonville, FL, 32295	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412258	CLM	Charlutte Espinoza	2002-11-21	UHC-63127-60	3986085252	2513 Oak St, Los Angeles, CA, 90042	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417041	CLM	Lawrence Greene	—	UHC-33689-73	—	2538 Sage Ct, Austin, TX, 78736	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-412106	CLM	Marilyn H Li	1995-02-24	—	3593209189	2881 Camelback Rd, Phoenix, AZ, 85052	0.64	Two-digit birth year Phone reformatted City re-cased Gender normalised+2 more
CLM-407309	CLM	Rachel Watson	1942-09-23	UHC-77213-11	—	1928 Camelback Rd, San Diego, CA, 92132	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407308	CLM	Rachel Watson	1942-09-23	UHC-77213-11	—	1928 Camelback Rd, San Diego, CA, 92132	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413593	CLM	Mark C Arnold	2004-12-05	—	—	3979 Camelback Rd, Los Angeles, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-401926	CLM	Danny U Mendez	—	—	9114552537	2559 Jefferson Ave, Gilbert, AZ, 85299	0.64	Date of birth unreadable Phone reformatted City re-cased State name converted to code+2 more
CLM-432248	CLM	Alan Lynch	1959-07-02	UHC-97250-45	—	7020 Elm St, Orlando, FL, 32886	0.64	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-405112	CLM	Sophia Wilson	1958-01-14	UHC-22018-02	9446933110	3631 Market St, Nashville, TN, 37219	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407555	CLM	John Ray	1943-10-02	UHC-32122-35	—	4554 Meadow Ln # 153, Phoenix, AZ	0.64	Name re-cased Unit split from street City re-cased ZIP missing+2 more
CLM-424486	CLM	Samuel Simmons	1945-05-25	UHC-47169-69	8474100580	519 Grand Ave, Orlando, FL, 32885	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419217	CLM	Jerry Martin	—	—	—	1696 Highland Ave, Jacksonville, FL, 32223	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-432431	CLM	Yki Dominguez	1975-05-28	UHC-43448-72	7019235765	6273 Bayshore Dr, Charlotte, NC, 28262	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
CLM-400000	CLM	Judy Herrera	1977-04-07	—	—	2759 Sage Ct, Mesa, AZ, 85264	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407209	CLM	Henry X Roberts	1969-10-21	UHC-17992-75	6856078523	7955 Sage Ct Apt 12, Chandler, AZ, 85285	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418114	CLM	Kimberly Burns	1982-01-20	—	—	3423 Camelback Rd Apt 19, Tempe, AZ, 85256	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413926	CLM	Austin Y Patel	1972-10-22	—	—	1655 Baseline Rd, Atlanta, GA, 30387	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-416320	CLM	Gabriel Carr	2007-02-14	—	6693611473	2015 Jefferson Ave, Tempe, AZ, 85272	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407271	CLM	Graham M Mason	1983-02-26	UHC-31696-70	—	4232 Desert Sky Blvd, Charlotte, NC, 28201	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-420140	CLM	Diane Hughes	2002-11-27	UHC-73105-62	—	5255 River Rd, Seattle, WA, 98134	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420114	CLM	Roger Wang	1971-06-16	UHC-11203-29	—	932 Park Pl, Denver, CO	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-426506	CLM	Jordan Walker	1988-02-19	UHC-96381-04	2524509237	3465 Union St # 959, Columbus, OH, 43291	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-424141	CLM	Donald R Hudson	1976-01-19	UHC-43303-53	—	6764 Baseline Rd # 526, Charlotte, NC, 28284	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428506	CLM	Albert Kim	1960-05-01	UHC-94099-84	8179101715	7346 Spring St, Las Vegas, NV, 89151	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-424368	CLM	Billy Burns	1994-09-28	—	—	1909 River Rd, Columbus, OH, 43251	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-400588	CLM	Alan L Contreras	1939-06-09	UHC-96866-71	—	7196 Bayshore Dr, Tampa, FL, 33627	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-420269	CLM	Diana D Jordan	1939-05-18	UHC-93994-77	3214722415	9225 Camelback Rd, Atlanta, GA, 30364	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-427529	CLM	Janet Dixon	1983-02-25	UHC-86590-78	—	6872 Palm Dr, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-411181	CLM	Beverly Wilson	—	UHC-95133-67	—	554 Pine Dr, Atlanta, GA, 30349	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-419521	CLM	Peter Castillo	2007-04-06	—	4918611411	237 Canyon Rd, San Antonio, TX, 78286	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405861	CLM	Heather Allen	1952-07-21	UHC-48091-12	—	9064 Grand Ave, Nashville, TN	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-401587	CLM	Lucia Perkins	1968-10-09	UHC-64440-21	—	9799 Washington St, Denver, CO, 80247	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-401588	CLM	Lucia Perkins	1968-10-09	UHC-64440-21	—	9799 Washington St, Denver, CO, 80247	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-428116	CLM	Priya Lopez	1947-04-09	—	2076566795	6000 Harbor Blvd, Chandler, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-430549	CLM	Rachel Griffin	1997-03-14	UHC-52956-07	—	8748 Hillcrest Rd, Atlanta, GA, 30390	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-428410	CLM	Luaren K Phillips	1966-01-01	UHC-19206-41	—	8819 Sunset Blvd, Seattle, WA, 98177	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-408674	CLM	Maiana Z Morrison	1960-07-23	UHC-48094-21	8743343898	8632 Mesa Dr, Chandler, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420590	CLM	Emma A Sanders	1948-08-06	—	2228543447	6865 Sage Ct, Nashville, TN, 37297	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-419891	CLM	Elijah Aadms	1968-01-13	UHC-50533-10	—	4148 Highland Ave, Denver, CO	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP missing+2 more
CLM-413778	CLM	Mark Ross	1997-07-21	UHC-63530-22	5974027658	1949 Mountain View Dr, Los Angeles, CA, 90028	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-414013	CLM	Karen Lucas	1976-10-28	UHC-73213-28	—	7119 Palm Dr, Dallas, TX, 75261	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-431925	CLM	Justin Hernandze	1939-02-15	UHC-93913-12	—	4617 Willow Ct, Gilbert, AZ, 85260	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-414547	CLM	George Diaz	1971-08-22	UHC-75475-51	—	2001 Washington St, Fresno, CA, 93778	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-402262	CLM	Sofia Day	1938-07-28	—	—	2714 Ocean Ave, Chandler, AZ, 85245	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-419631	CLM	Shirley Torres	1992-01-21	UHC-32432-85	—	5278 Harbor Blvd, San Diego, CA, 92112	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-428784	CLM	Christina Dominguez	1985-09-15	UHC-80528-85	8428256560	949 Pine Dr, Dallas, TX, 75251	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427342	CLM	Brian Jacobs	2001-11-04	UHC-22822-80	—	6051 Valley View Dr, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-406082	CLM	Fernandez R George	1959-03-23	UHC-61162-85	—	5931 Union St, Columbus, OH	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more

5,235 rows, page 35 of 105Previous Next