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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-416172	CLM	Arjun Torres	1986-04-21	UHC-50680-83	—	4920 Cedar Ln, Orlando, FL, 32805	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420101	CLM	Douglas Perry	1943-05-20	UHC-88700-98	—	9386 Mesa Dr, Tampa, FL, 33642	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-432140	CLM	Rgoer S Wang	1950-02-04	—	5287310709	5745 Jefferson Ave, Charlotte, NC, 28271	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406152	CLM	Donna Diaz	1997-08-21	UHC-14269-08	—	1140 Elm St, Miami, FL, 33115	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403573	CLM	Sandra Harper	1946-09-10	—	8012466003	7685 Jefferson Ave, Denver, CO, 80212	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402319	CLM	Alan Rice	1989-01-27	—	—	4973 Church St, Tucson, AZ, 85721	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402395	CLM	Randy Harrison	1985-11-20	—	—	5559 Sage Ct, Chandler, AZ, 85226	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412134	CLM	Bryan O Flores	1969-04-28	UHC-43147-53	—	8493 Market St, San Antonio, TX, 78273	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417119	CLM	Terry Snyder	2007-04-01	UHC-52224-90	7849436459	5679 Park Pl, Denver, CO, 80201	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405857	CLM	Dylan Gibson	1946-04-15	UHC-91430-31	—	3146 Forest Ave, Phoenix, AZ, 85098	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-409356	CLM	Carol Csatro	1957-07-18	UHC-89014-71	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-409929	CLM	Walter Little	1983-11-18	UHC-92544-52	5614200368	5629 Park Pl, Austin, TX, 78746	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413802	CLM	Charlotte Kelly	—	—	9854999892	3950 Lincoln Way, Atlanta, GA, 30314	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-415568	CLM	Ben P Singh	1948-11-04	—	—	747 Ocean Ave, San Antonio, TX, 78286	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-415613	CLM	Beverly Hunter	1996-11-15	—	—	121 Desert Sky Blvd, Plano, TX, 75041	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406587	CLM	Kelly Gordon	1941-07-19	—	—	8001 River Rd, Los Angeles, CA, 90020	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-403270	CLM	Julai J Simpson	1946-02-27	UHC-55962-37	—	4726 Mesa Dr, Nashville, TN, 37231	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416991	CLM	Rachel Fisher	1949-12-18	UHC-38689-22	—	3418 Palm Dr, Seattle, WA, 98120	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405692	CLM	Santiago A Mendoza	1939-10-25	—	—	4106 Central Ave, San Diego, CA, 92124	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422882	CLM	Hannah Ramos	1989-05-18	UHC-00055-77	3906755329	6381 Desert Sky Blvd # 492, Dallas, TX, 75207	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-428705	CLM	Kathryn Carlson	1939-12-07	—	5548083216	2320 Highland Ave, Las Vegas, NV, 89109	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405094	CLM	Valentina Alvarado	1953-06-20	UHC-32928-11	—	2353 Palm Dr, Orlando, FL, 32831	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-426298	CLM	Debra L Rose	1943-01-01	UHC-79132-16	5669700780	4826 Pine Dr, Houston, TX, 77085	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426297	CLM	Debra L Rose	1943-01-01	UHC-79132-16	5669700780	4826 Pine Dr, Houston, TX, 77085	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428353	CLM	Keith Thompson	1963-12-21	—	8266693309	6960 Indian School Rd, Jacksonville, FL, 32274	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-406796	CLM	Glorya Estrada	1945-01-03	UHC-90670-68	9159394695	9236 Spring St, Houston, TX, 77013	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424292	CLM	Nicole L Hamiltton	1984-12-11	UHC-96718-86	5777997311	2794 Bayshore Dr, Nashville, TN, 37271	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-405749	CLM	Rebecac Burton	1945-09-24	—	2059014534	4816 Central Ave, Orlando, FL, 32873	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428102	CLM	Cole Steven	1982-09-07	UHC-97690-65	—	5310 Sunset Blvd, Glendale, AZ, 85378	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-421480	CLM	Bradley R Armstrong	1989-03-14	—	8627684911	7832 Baseline Rd, Mesa, AZ, 85235	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403217	CLM	Priya West	2006-07-03	—	—	7070 Oak St, Charlotte, NC, 28252	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425704	CLM	Kayla Willis	1944-09-11	UHC-95285-80	—	7871 Ridge Rd, Tampa, FL, 33616	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
CLM-422493	CLM	Christian Peterson	1969-06-14	UHC-46520-71	—	2683 Indian School Rd, Eden Prairie, MN, 55358	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427991	CLM	Janice Kennedy	1948-03-14	—	5265523510	7102 Union St, Denver, CO, 80248	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-406317	CLM	Bobby Jimenez	1963-03-15	—	8914890504	8735 Ridge Rd, San Diego, CA, 92169	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-407774	CLM	Bryan Lopez	1952-11-09	UHC-88128-54	—	7665 Elm St, Denver, CO, 80287	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431064	CLM	Kathleen Jacobs	—	UHC-95648-15	4303437119	5998 Sage Ct, Nashville, TN, 37250	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+1 more
CLM-413633	CLM	Roger Guzman	1991-11-22	UHC-24096-79	—	7777 Baseline Rd, Los Angeles, CA, 90037	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410404	CLM	Debbie Smith	1955-02-11	UHC-06521-05	—	805 Market St, Plano, TX, 75081	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409563	CLM	Carolyn Berry	1961-03-20	UHC-09486-83	—	9798 Main St, Seattle, WA, 98142	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-407260	CLM	Lucia Woods	1976-07-17	—	8129798905	3667 Grand Ave, Jacksonville, FL, 32212	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418612	CLM	Douglas F Day	1946-08-13	UHC-15264-54	—	3209 Washington St, Orlando, FL, 32814	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-421572	CLM	Paamela Scott	2003-06-02	UHC-72353-94	3943944381	5921 Harbor Blvd, Tucson, AZ, 85761	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422627	CLM	Timothy Wheeler	1939-02-03	UHC-43507-18	—	3238 Jefferson Ave, San Antonio, TX, 78239	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402083	CLM	Peter Walker	1985-04-18	UHC-17729-51	—	5541 Palm Dr, Glendale, AZ, 85386	0.66	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+1 more
CLM-420288	CLM	Catherine Wong	1986-10-01	UHC-29121-35	3306524165	5747 Grand Ave, Jacksonville, FL, 32263	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-417368	CLM	Susan Bishop	1972-05-10	UHC-19257-25	5435585995	2549 Jefferson Ave, Los Angeles, CA, 90073	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416555	CLM	Christine N Stewart	1946-01-03	UHC-62819-22	6954879216	—	0.66	Name split from “Last, First”Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-407676	CLM	Christine H Carpenter	1987-07-20	UHC-18449-39	5964267462	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-413644	CLM	Lauren Hill	1970-11-09	—	—	7973 Park Pl, Denver, CO, 80283	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more

3,226 rows, page 34 of 65Previous Next