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-402500	CLM	Keith Mills	1940-08-12	UHC-71507-37	—	3588 Canyon Rd, Plano, TX, 75006	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-412991	CLM	Jason Lopez	1994-12-09	UHC-54594-32	—	5705 Desert Sky Blvd, Minneapolis, MN, 55459	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429735	CLM	Jose Lynch	1976-07-03	UHC-32183-59	3305012955	1938 Harbor Blvd, Glendale, AZ, 85330	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-426050	CLM	Sarah E Carlson	1943-02-20	—	6876115975	9655 River Rd, Gilbert, AZ, 85275	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432030	CLM	Matthew Banks	—	UHC-11963-65	—	8415 Desert Sky Blvd, Seattle, WA, 98198	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400622	CLM	Diane Hart	2008-02-04	UHC-90073-96	—	7848 Ridge Rd, Miami, FL, 33159	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-424982	CLM	Olivia King	1954-02-21	UHC-33741-51	—	6000 Cedar Ln # 653, Scottsdale, AZ, 85281	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-407238	CLM	Gerald E Pierce	1996-11-14	—	—	1752 Lake View Rd, Phoenix, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-407061	CLM	Christopher Duncan	2003-06-26	UHC-75482-87	—	5806 Oak St, Dallas, TX, 75223	0.66	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-400865	CLM	Yuki V Knight	1961-10-06	—	—	4572 Harbor Blvd, Tucson, AZ, 85777	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407532	CLM	Roger White	1948-08-05	UHC-38078-45	3374570252	1413 Meadow Ln, Miami, FL, 33135	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430042	CLM	Blly Medina	1980-05-23	UHC-03106-77	—	2742 Church St # 462, Jacksonville, FL, 32293	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-424999	CLM	Glooria Contreras	1961-05-03	UHC-42648-27	—	3733 Valley View Dr, Seattle, WA, 98156	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431913	CLM	Michelle P Gutierrez	1964-12-17	—	8915690539	118 River Rd, Mesa, AZ, 85254	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-415131	CLM	Madison M Cole	1952-05-22	UHC-18386-41	—	2211 Central Ave, Plano, TX, 75005	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415130	CLM	Madison M Cole	1952-05-22	UHC-18386-41	—	2211 Central Ave, Plano, TX, 75005	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401560	CLM	Jessica Elliis	1963-07-27	UHC-59698-55	—	1791 Palm Dr, Atlanta, GA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-401584	CLM	Wayne Santiago	1999-03-04	—	6474340187	1288 Highland Ave, Charlotte, NC, 28253	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405616	CLM	Lauren Q Hawkins	1983-10-25	UHC-71458-08	—	6596 Elm St, Denver, CO, 80298	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-411916	CLM	Nathan W Robertson	1995-01-26	UHC-43232-11	—	1798 Desert Sky Blvd, Fresno, CA, 93744	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423920	CLM	Ralph Burke	1945-09-14	—	—	7792 Lake View Rd, Denver, CO, 80262	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402509	CLM	Olivia Vasquez	1939-01-14	—	—	8259 Ocean Ave, Las Vegas, NV, 89156	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-404521	CLM	Kathryn Perez	1986-11-13	UHC-05255-47	—	1011 Indian School Rd, Seattle, WA, 98117	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404688	CLM	Ashley Bowman	1978-06-17	UHC-45993-85	—	6982 Mountain View Dr, Glendale, AZ, 85371	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-430637	CLM	Diego Fernandez	1977-01-18	UHC-16388-50	—	3175 Sunset Blvd Apt 9, Eden Prairie, MN, 55355	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-414956	CLM	Andrea Holmes	1945-11-07	UHC-14059-46	4794871495	4112 Sage Ct, Dallas, TX, 75221	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-418544	CLM	Jerry Greeen	—	UHC-67734-23	—	9486 Baseline Rd, Eden Prairie, MN, 55320	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432385	CLM	Stephen O Harris	2001-01-28	UHC-18624-69	—	6491 Grand Ave, Plano, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-415711	CLM	George Weaver	1982-06-25	UHC-02449-55	4384378463	1304 Bayshore Dr, Nashville, TN, 37281	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400159	CLM	Scott Ortega	1964-08-05	UHC-63453-39	—	7581 Ocean Ave, Tempe, AZ, 85295	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-414328	CLM	Gregory Peters	1955-04-11	UHC-87115-20	—	2462 Oak St, Dallas, TX, 75200	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-424842	CLM	John Bll	1957-01-01	UHC-95187-29	—	8461 Union St, Los Angeles, CA, 90040	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-421955	CLM	HannahJunk	1957-11-20	UHC-14893-54	—	2563 Forest Ave, Charlotte, NC, 28277	0.66	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
CLM-423496	CLM	Yuki Harris	1950-10-26	UHC-23626-39	8389277018	3874 Sage Ct, Austin, TX, 78720	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-403619	CLM	Brandon Lopez	1955-02-03	UHC-50184-15	3293167866	4254 Desert Sky Blvd, Seattle, WA, 98167	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415114	CLM	Charles Hill	1994-12-10	UHC-05062-59	—	7232 Grand Ave Apt 22, Denver, CO, 80239	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425372	CLM	Billy Welch	—	UHC-56313-40	—	1708 Hillcrest Rd, Eden Prairie, MN, 55309	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419865	CLM	Samuel Marquez	1995-12-04	UHC-23159-56	—	927 Church St, Phoenix, AZ, 85093	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416185	CLM	Laura F Little	1991-07-09	UHC-22772-24	—	5722 Grand Ave # 516, Las Vegas, NV, 89146	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-416143	CLM	Evelyn Elliott	1949-01-12	—	—	5279 Pine Dr # 498, Houston, TX, 77046	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-423152	CLM	Jeremy Wong	1939-09-08	—	—	4708 Grand Ave, Seattle, WA, 98141	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405745	CLM	Margaret Bryant	1965-09-06	UHC-79598-73	—	1180 Union St, Houston, TX, 77099	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-405562	CLM	Grace Kngiht	1976-05-11	—	—	7100 Camelback Rd, San Diego, CA, 92196	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405484	CLM	Linda Stevens	1949-05-21	UHC-29670-57	6933022129	5554 Forest Ave # 815, Dallas, TX, 75220	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-408679	CLM	Janice K Burton	1956-04-03	UHC-20074-87	2265109137	5988 Baseline Rd, Seattle, WA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-403469	CLM	Anthony Bryant	1952-09-21	—	—	5921 Valley View Dr # 783, Charlotte, NC, 28286	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-420520	CLM	Judith Ford	1949-12-12	UHC-34094-33	—	4967 Cedar Ln, Chandler, AZ, 85263	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-432572	CLM	Dorothy Gomez	1965-10-25	UHC-28888-43	8404448085	4929 Elm St, Los Angeles, CA, 90030	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408060	CLM	Sam Wheeler	1959-09-23	UHC-12175-52	—	9508 Ridge Rd, Fresno, CA, 93758	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-410979	CLM	Lauren Perez	1948-06-06	UHC-37524-53	9154335664	7080 Main St Apt 29, Fresno, CA, 93700	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more

16,411 rows, page 160 of 329Previous Next