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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428086	CLM	Arthur Kelley	1988-04-25	UHC-28863-81	4378213411	4444 Spring St, Tempe, AZ, 85216	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-415603	CLM	Jacqueline Gonzales	1997-03-13	—	5432296178	5010 Cedar Ln, Mesa, AZ, 85226	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411370	CLM	Diana Grant	1941-09-26	UHC-53597-96	5215756151	9206 Apache Blvd, Glendale, AZ, 85350	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-427188	CLM	Priya Rodriguez	1963-11-16	UHC-00786-93	—	7200 Indian School Rd, Las Vegas, NV, 89154	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427187	CLM	Priya Rodriguez	1963-11-16	UHC-00786-93	—	7200 Indian School Rd, Las Vegas, NV, 89154	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413115	CLM	Becky Fuller	1952-05-22	UHC-12980-59	6103621757	1662 Mesa Dr, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-429877	CLM	Luis Stevens	2002-07-18	—	3082697885	7599 Grand Ave, Sacramento, CA, 95850	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-417366	CLM	Linda Z Garrett	1979-03-06	UHC-28085-18	—	9696 Pine Dr, Glendale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401440	CLM	Bruce Chavez	1940-08-25	—	—	6883 Indian School Rd, Fresno, CA, 93735	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402361	CLM	Cheryl T Henry	2000-07-14	—	5877259033	9407 Oak St, Fresno, CA, 93788	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-404396	CLM	Ryan Rojas	1967-03-17	UHC-73873-93	9157674523	3825 Apache Blvd, San Diego, CA, 92125	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-429820	CLM	Mateo Chen	1996-08-28	—	—	2874 Ocean Ave, Charlotte, NC, 28257	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-426840	CLM	Gary Hlmes	1991-05-26	UHC-63810-47	—	8860 Lincoln Way, Orlando, FL, 32833	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
CLM-401257	CLM	Linda O Carr	1950-10-05	UHC-14169-74	8186480228	27 Forest Ave, Columbus, OH, 43209	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413981	CLM	Kayla H Watkins	1977-02-06	—	—	5154 Harbor Blvd, Mesa, AZ, 85267	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-407665	CLM	Carolyn J Shaw	1950-11-15	UHC-40375-01	6667622497	1489 Cedar Ln, Tampa, FL, 33694	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425629	CLM	Lius Green	1964-04-24	UHC-57723-18	—	873 Indian School Rd, Fresno, CA, 93783	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-407129	CLM	Christian Yang	1945-08-01	UHC-31026-34	9002477102	8005 Willow Ct, Austin, TX, 78785	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402140	CLM	Bruce Johsnton	1975-08-10	—	2452831145	3273 Harbor Blvd, Dallas, TX, 75275	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409849	CLM	Madison C Washington	1976-11-19	UHC-75175-92	—	8244 Hillcrest Rd, Glendale, AZ, 85391	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-411407	CLM	Nancy Castillo	1967-03-21	UHC-50056-60	—	8927 Pine Dr, Tucson, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-416273	CLM	Santiago Jensen	1992-05-26	UHC-40660-07	7917563574	8713 Meadow Ln Apt 26, Seattle, WA, 98137	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-430635	CLM	Frances Burke	2000-04-23	UHC-81574-06	7667435344	2627 Desert Sky Blvd # 492, Mesa, AZ, 85270	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-425554	CLM	Eimly White	1942-09-14	UHC-52127-72	8232470038	208 Apache Blvd, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-428770	CLM	Sandra Bradley	1970-05-25	—	7829315135	216 Lake View Rd, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411057	CLM	Doris E Yang	1968-12-03	UHC-09369-79	2282448221	3736 Pine Dr Apt 39, Phoenix, AZ, 85014	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-411056	CLM	Doris E Yang	1968-12-03	UHC-09369-79	2282448221	3736 Pine Dr Apt 39, Phoenix, AZ, 85014	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-403448	CLM	Mateo Johnson	1986-09-05	UHC-24566-34	—	9534 Spring St, San Diego, CA, 92184	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400467	CLM	Wayne Carpenter	1993-02-01	—	—	6771 Bayshore Dr, Eden Prairie, MN, 55375	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422222	CLM	Heather Munoz	1971-02-03	UHC-96240-40	3296654694	2548 Washington St, Orlando, FL, 32824	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422731	CLM	Benjamin Fuller	1964-03-15	UHC-11971-67	—	4702 Spring St, Nashville, TN, 37237	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-422732	CLM	Benjamin Fuller	1964-03-15	UHC-11971-67	—	4702 Spring St, Nashville, TN, 37237	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-421589	CLM	Andrea Bennett	1946-05-13	UHC-64984-58	—	241 Spring St, Jacksonville, FL, 32292	0.64	Name re-cased Two-digit birth year Member ID reformatted State code upper-cased+2 more
CLM-432629	CLM	Margaret B Vasquez	1962-10-26	UHC-19632-97	—	7899 Church St, Scottsdale, AZ, 85294	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426913	CLM	Susan Morrison	1959-02-28	UHC-92801-47	—	2746 Apache Blvd, Denver, CO, 80252	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424212	CLM	Peter V Harris	1990-09-28	UHC-53556-75	—	7620 Highland Ave, Fresno, CA, 93717	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402881	CLM	Eugene Tran	1985-09-05	UHC-63592-24	—	7045 Forest Ave, Las Vegas, NV, 89185	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-427034	CLM	Luis Snyder	1956-03-26	UHC-14530-18	—	350 Maple Ave, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404032	CLM	Kyle Simpson	2007-04-15	—	7722251125	621 Palm Dr, Plano, TX, 75092	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-431894	CLM	Yuki Harvey	1957-05-01	—	—	4883 Oak St, Sacramento, CA, 95899	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-425805	CLM	Scott P Sullivan	—	—	—	4342 Mesa Dr, San Diego, CA, 92115	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-418964	CLM	Wei Greene	1945-01-21	—	9613863042	63 Lincoln Way, Jacksonville, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428785	CLM	Christina Dominguez	1985-09-15	UHC-80528-85	—	949 Pine Dr, Dallas, TX, 75251	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400057	CLM	Lara Hamilton	1956-01-17	—	2047051289	7386 River Rd, Las Vegas, NV, 89191	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-425777	CLM	Lnida Butler	—	UHC-41974-42	7433734203	735 Apache Blvd, Atlanta, GA, 30368	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-407799	CLM	Lisa Berry	1993-11-04	UHC-31792-15	—	1455 Harbor Blvd, Minneapolis, MN, 55495	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419662	CLM	Robert Webb	1999-07-16	UHC-71122-27	—	7762 Mountain View Dr, Las Vegas, NV	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-413774	CLM	Aaron Bailey	1938-10-12	UHC-83010-96	3414456706	3294 Elm St, Eden Prairie, MN, 55325	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412828	CLM	Charlotte Washington	2007-01-27	UHC-47321-13	—	7562 Union St, Seattle, WA, 98172	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-419020	CLM	Gregory Tucker	2003-03-19	—	—	8139 Forest Ave, San Diego, CA, 92163	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more

13,120 rows, page 54 of 263Previous Next