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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421976	CLM	Thomas Wheeler	1951-03-02	—	6272382541	5073 Market St, Chandler, AZ, 85280	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424194	CLM	David Lynch	1968-09-13	UHC-56000-70	7386679694	7366 Union St, Tempe, AZ, 85207	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431673	CLM	Jacqueline Singh	2006-02-07	—	5796103169	4215 Church St, Tampa, FL, 33693	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-423929	CLM	Ethan Wood	1961-04-06	UHC-73564-91	3819228901	5108 Lincoln Way, Nashville, TN, 37258	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419079	CLM	Randy Harrison	—	UHC-87479-89	2592509132	7261 Hillcrest Rd, Denver, CO, 80221	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-417331	CLM	Catherine Andrews	1959-08-12	—	8976250687	7499 Bayshore Dr, Denver, CO, 80272	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+3 more
CLM-420910	CLM	Christopher Castro	2005-02-27	UHC-53454-40	3014325148	1841 Maple Ave, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
CLM-415111	CLM	Dylan Carpenter	1997-09-04	UHC-57619-60	3898777707	2472 Ridge Rd, Minneapolis, MN, 55452	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402665	CLM	Yuki Herrera	1996-01-20	UHC-52366-24	8004292011	301 Elm St, San Diego, CA, 92148	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417172	CLM	Harold Simmons	1948-07-21	UHC-09892-81	9218674345	1157 Desert Sky Blvd, Gilbert, AZ, 85227	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-425262	CLM	Omar Mendez	—	UHC-18365-70	8877150749	6109 Broadway, Phoenix, AZ, 85004	0.62	Name re-cased Date of birth unreadable Phone reformatted Address re-cased+3 more
CLM-404608	CLM	Judy Long	2001-05-20	UHC-14892-64	8037129786	4143 Apache Blvd, Gilbert, AZ, 85272	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429994	CLM	Martha Hunter	1960-05-25	UHC-01122-45	2027052652	5179 Ridge Rd, Nashville, TN, 37216	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429436	CLM	Scutt Collins	1983-05-19	UHC-15395-64	2825757427	6546 Market St, Las Vegas, NV, 89179	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-431080	CLM	Mei Vega	2008-01-22	—	4669632303	641 Highland Ave, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430934	CLM	Deborah Hughes	1956-01-10	—	8689929527	7923 Lake View Rd, San Antonio, TX, 78224	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410803	CLM	Fatima Baker	1982-12-22	UHC-98242-13	7482443393	7973 Apache Blvd, Chandler, AZ, 85289	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417580	CLM	Henry Graham	1969-04-04	—	8152633479	46 Grand Ave, Plano, TX, 75023	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417579	CLM	Henry Graham	1969-04-04	—	8152633479	46 Grand Ave, Plano, TX, 75023	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-424767	CLM	Daniel Elliott	1941-12-11	UHC-11181-26	8857090985	4953 Washington St, Eden Prairie, MN, 55370	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415445	CLM	Tyler Rojas	1994-06-27	UHC-99681-64	8467739005	4070 Main St, Scottsdale, AZ, 85263	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-404304	CLM	Beverly Rodriguez	1996-06-04	UHC-85728-24	9305445767	1721 Grand Ave, Glendale, AZ, 85383	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417396	CLM	Ahmed Howard	1972-06-26	—	6456337906	8347 Church St, Las Vegas, NV, 89147	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-405273	CLM	Heather Meyer	1963-07-01	UHC-25788-86	2884500634	5511 Mountain View Dr, Dallas, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416588	CLM	Debra Wagner	1967-06-21	UHC-54439-28	7785471930	4557 Canyon Rd, San Antonio, TX, 78240	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415533	CLM	Jerry Dunn	1939-06-05	—	4936428640	658 Washington St, Columbus, OH, 43295	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406799	CLM	Teresa Hunt	1976-08-13	UHC-72508-09	8098077514	6343 Lake View Rd, Chandler, AZ, 85206	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-427460	CLM	Lori U Ellis	1947-10-21	UHC-66036-03	6647841979	7470 Bayshore Dr, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401241	CLM	Lina V Riley	1982-07-15	—	7425941177	1557 Central Ave, Seattle, WA, 98123	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406643	CLM	Joyce Robertson	1954-12-23	UHC-29622-20	7529408338	561 Ocean Ave, San Antonio, TX, 78228	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406644	CLM	Joyce Robertson	1954-12-23	UHC-29622-20	7529408338	561 Ocean Ave, San Antonio, TX, 78228	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404553	CLM	Julie Fields	1956-08-09	UHC-68737-10	3175116525	6025 Oak St, San Antonio, TX, 78241	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425897	CLM	Susan Perry	2003-07-18	UHC-84096-55	4237405827	5019 Meadow Ln, Orlando, FL, 32862	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421706	CLM	Aisha Bishop	1987-05-26	—	3303496472	7135 Baseline Rd, Charlotte, NC, 28235	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402938	CLM	Diaz Joshua	1988-04-04	UHC-17950-82	8385028773	693 Central Ave, Fresno, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-412371	CLM	Charles Y Franklin	1997-06-08	UHC-12070-16	7468042891	3188 Cedar Ln, Scottsdale, AZ, 85236	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411117	CLM	Kimberly Duncan	1999-07-10	—	6392871607	6835 Jefferson Ave, Jacksonville, FL, 32284	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-400659	CLM	Lawrence Garrett	1982-07-27	UHC-83755-59	8606774695	6007 Broadway, Tampa, FL, 33687	0.62	Date of birth reformatted Phone reformatted Address re-cased ZIP+4 trimmed+3 more
CLM-400674	CLM	Randy Myers	1966-01-11	—	6085909804	5633 Mesa Dr, San Antonio, TX, 78256	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429374	CLM	Russell Flores	1976-11-16	—	5807499523	3714 Bayshore Dr, Fresno, CA, 93750	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-420902	CLM	Nicholas Alexander	1955-02-23	UHC-81486-07	5466950028	6174 Central Ave # 438, San Diego, CA, 92154	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-423251	CLM	Larry Campbell	1950-10-28	UHC-12054-79	4665699102	5628 Ridge Rd, Nashville, TN, 37223	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410894	CLM	Julie B Perry	1941-11-10	UHC-61280-68	6024678671	7330 Canyon Rd, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424289	CLM	Mei King	1976-07-28	—	6807446414	6872 Washington St, Tucson, AZ, 85726	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412943	CLM	Gloria S Allen	1976-12-08	UHC-05703-45	3084703302	585 River Rd, Austin, TX, 78773	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403547	CLM	Teresa Wilosn	1977-09-18	UHC-45385-63	3675462817	456 Canyon Rd, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407014	CLM	Jacob L Kim	1958-07-15	UHC-18672-96	4877489624	8072 Elm St, Jacksonville, FL, 32291	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-432427	CLM	Justin Cruz	1944-09-18	UHC-59406-30	4196778148	2917 Ridge Rd, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
CLM-418346	CLM	Joan D Bishop	1960-11-01	UHC-81997-94	3766149480	2326 Canyon Rd, Tampa, FL, 33670	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404167	CLM	Rick U Matthews	1958-07-27	UHC-04859-74	8945794523	276 Ridge Rd, Orlando, FL, 32857	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more

11,960 rows, page 35 of 240Previous Next