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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-431348	CLM	Ryan Anderson	1999-10-17	UHC-78959-95	—	1852 Main St, Las Vegas, NV, 89111	0.62	Name re-cased Date of birth 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-428574	CLM	Nicholas Tran	2001-01-25	—	—	4942 Hillcrest Rd, Austin, TX	0.62	Name re-cased Street suffix standardised Address re-cased City 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-431402	CLM	Gary O Matthews	1945-11-13	—	—	4842 Pine Dr, Charlotte, NC, 28266	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address 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-428026	CLM	Deborah Carlson	—	—	—	3493 Mountain View Dr, Sacramento, CA, 95894	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+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-413735	CLM	Santiago N Hudson	1951-09-25	UHC-21919-41	—	6607 Meadow Ln, Houston, TX, 77077	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431519	CLM	Samantha Cook	1946-05-07	UHC-28805-55	—	3442 Hillcrest Rd, Denver, CO	0.62	Name re-cased Member ID 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-411508	CLM	Juan Bell	1953-01-03	—	—	8862 Hillcrest Rd, Phoenix, AZ, 85021	0.62	Name re-cased Street suffix standardised Address re-cased City 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-431490	CLM	Alexis Richardson	1966-10-20	UHC-21092-12	—	8579 Baseline Rd Apt 7, Nashville, TN, 37202	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+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-432658	CLM	Alice Hanson	1952-11-06	UHC-82049-78	—	6900 Spring St, Scottsdale, AZ, 85264	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413092	CLM	Ryan Hill	1961-04-14	UHC-29944-94	—	1721 Ridge Rd Apt 3, Las Vegas, NV, 89194	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+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-430371	CLM	Linda Burton	1956-01-25	UHC-39412-86	—	6114 Apache Blvd, Austin, TX, 78720	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-420388	CLM	Mary M Garrett	2007-12-22	—	—	2645 Lake View Rd # 668, Phoenix, AZ, 85018	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+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-415661	CLM	Jerry Cox	1957-06-05	—	—	1970 Baseline Rd, Columbus, OH	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-421289	CLM	Mrilyn Soto	1943-08-15	—	—	7701 Church St, Tempe, AZ, 85222	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+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-416510	CLM	Austin Ynag	1968-02-23	UHC-44918-67	—	1316 River Rd, Tampa, FL, 33670	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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
CLM-411987	CLM	Chris Elliott	2001-08-27	UHC-77522-55	—	6246 Church St, Austin, TX, 78704	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-424869	CLM	Nany Mills	1950-02-27	—	—	4406 Sunset Blvd, Chandler, AZ, 85251	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418175	CLM	Michael Diaz	1967-02-07	UHC-32363-72	—	7862 Indian School Rd, Eden Prairie, MN, 55318	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-416101	CLM	Yuki Marquez	1975-11-13	—	7142349949	5165 Mountain View Dr, Houston, TX, 77077	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425207	CLM	Karen Owens	2002-09-07	UHC-11443-63	—	4662 Harbor Blvd, Minneapolis, MN, 55481	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431920	CLM	Bryan Grant	—	—	5397706608	7460 Mountain View Dr, Chandler, AZ, 85254	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more

16,411 rows, page 76 of 329Previous Next