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-432034	CLM	Valentina Y Murray	1963-06-27	UHC-04164-84	—	306 Apache Blvd, Seattle, WA, 98188	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403848	CLM	Catherine I Richardson	2005-08-26	UHC-15592-78	8617857017	2274 Church St, Scottsdale, AZ, 85238	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-403244	CLM	Ken Martinez	1966-11-26	UHC-66774-91	4136454750	6621 Sage Ct, Fresno, CA, 93735	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-427679	CLM	Margaret Yang	1987-12-28	UHC-98394-52	—	45 Park Pl, Tucson, AZ, 85717	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-430868	CLM	Dennis Brown	1944-05-22	—	—	5143 Cedar Ln, Minneapolis, MN, 55447	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-430867	CLM	Dennis Brown	1944-05-22	—	—	5143 Cedar Ln, Minneapolis, MN, 55447	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-404292	CLM	Carloos Graay	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA, 92146	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-404293	CLM	Carloos Graay	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA, 92146	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-404034	CLM	Logan Burton	1948-06-07	UHC-40551-44	—	3861 Lake View Rd, San Diego, CA, 92197	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
CLM-418503	CLM	Ralph Montgomery	1968-03-03	—	—	8841 Central Ave, Jacksonville, FL, 32223	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413200	CLM	Anna Waalsh	1957-03-01	UHC-93358-69	7363634028	1738 Sunset Blvd, Jacksonville, FL, 32295	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412258	CLM	Charlutte Espinoza	2002-11-21	UHC-63127-60	3986085252	2513 Oak St, Los Angeles, CA, 90042	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-412196	CLM	Edward Nichols	1997-04-26	UHC-26667-44	9239142340	4601 Ridge Rd, Dallas, TX, 75216	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-417041	CLM	Lawrence Greene	—	UHC-33689-73	—	2538 Sage Ct, Austin, TX, 78736	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-427451	CLM	Kathryn M Hart	1947-01-10	—	4636167714	1306 Pine Dr, Atlanta, GA, 30303	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408812	CLM	Mary J Burton	2008-01-03	—	—	6287 Palm Dr, Atlanta, GA, 30336	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
CLM-408851	CLM	Hiroshi B Welch	1962-06-24	—	—	5244 Forest Ave, Tucson, AZ, 85776	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400586	CLM	Henry Lane	1940-09-11	UHC-78055-45	—	1172 Lincoln Way, Los Angeles, CA, 90068	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415790	CLM	Walter Davis	1950-11-05	UHC-83207-26	8969590017	5197 Cedar Ln # 998, Las Vegas, NV, 89109	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-426838	CLM	Carolyn Y Jimenez	1945-05-14	—	3326457974	3996 Baseline Rd # 490, San Diego, CA, 92198	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420452	CLM	Yuki Elliott	2007-03-18	—	2832385672	6045 Oak St, Austin, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407415	CLM	Amanda Walker	1981-01-27	—	5855605844	6447 Pine Dr, Jacksonville, FL, 32214	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431504	CLM	Martha J Harvey	1988-01-08	—	8038914734	6664 Union St, Denver, CO, 80282	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428269	CLM	Willie Sanchez	1971-01-27	UHC-64820-04	6054029431	2285 Central Ave, Tucson, AZ, 85727	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428031	CLM	Kayla Perkins	1982-05-07	UHC-03779-64	2044920233	8440 Central Ave, Scottsdale, AZ, 85264	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427012	CLM	Christian Clark	1953-09-17	—	—	2938 Maple Ave, Chandler, AZ, 85239	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-407309	CLM	Rachel Watson	1942-09-23	UHC-77213-11	—	1928 Camelback Rd, San Diego, CA, 92132	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407308	CLM	Rachel Watson	1942-09-23	UHC-77213-11	—	1928 Camelback Rd, San Diego, CA, 92132	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430109	CLM	Roger Carroll	2003-09-20	UHC-99287-92	5507948842	8485 Meadow Ln, Minneapolis, MN, 55402	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413593	CLM	Mark C Arnold	2004-12-05	—	—	3979 Camelback Rd, Los Angeles, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-415754	CLM	Yuki U Mitchell	2000-09-18	—	3164967668	2935 Valley View Dr, Phoenix, AZ, 85044	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415256	CLM	Barbara Carter	1941-08-17	UHC-44811-12	8308763182	5676 Ridge Rd, Chandler, AZ, 85290	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408449	CLM	Christian J Marshall	1994-01-04	UHC-58093-69	—	5719 Sunset Blvd, Minneapolis, MN, 55478	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427762	CLM	Barbara Kim	2001-11-12	UHC-55893-69	9732999256	1784 Central Ave, Miami, FL, 33189	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430621	CLM	Angela M Brown	1946-05-27	UHC-61297-62	6324499871	7762 Mesa Dr, San Antonio, TX, 78259	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421932	CLM	Maria J Wells	2005-07-01	—	5318586325	2693 Highland Ave, Eden Prairie, MN, 55364	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401315	CLM	Abigail Berry	1966-02-26	—	—	9149 Lincoln Way # 622, Tampa, FL, 33670	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-417876	CLM	Jessica H Garza	1962-01-08	—	—	5622 Harbor Blvd, Minneapolis, MN, 55420	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431668	CLM	Jeremy Weaver	1945-04-15	UHC-70862-18	5609815679	7375 Ridge Rd, Scottsdale, AZ, 85284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408818	CLM	—Junk	1967-12-27	—	7705529903	4392 Elm St, Scottsdale, AZ, 85279	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418448	CLM	Scott Alvrado	1974-09-21	UHC-03782-04	9649297388	5896 Hillcrest Rd, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405112	CLM	Sophia Wilson	1958-01-14	UHC-22018-02	9446933110	3631 Market St, Nashville, TN, 37219	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416075	CLM	Jordan V Lee	1969-03-03	UHC-83908-16	—	3342 Grand Ave, Los Angeles, CA, 90009	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-409396	CLM	Susan Greene	1948-04-19	—	4782221577	3327 Cedar Ln, Dallas, TX, 75260	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424486	CLM	Samuel Simmons	1945-05-25	UHC-47169-69	8474100580	519 Grand Ave, Orlando, FL, 32885	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426223	CLM	Joshua Armstrong	1990-12-04	UHC-90508-70	2708896520	1069 Central Ave, Sacramento, CA, 95845	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419217	CLM	Jerry Martin	—	—	—	1696 Highland Ave, Jacksonville, FL, 32223	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-412234	CLM	Sophia Y Vazquez	1992-09-24	UHC-24298-39	9308438446	4625 Indian School Rd, Scottsdale, AZ, 85205	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402521	CLM	Mary Shaw	1961-12-27	UHC-19721-07	5165950021	3392 Forest Ave, Scottsdale, AZ, 85270	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406370	CLM	Carlos Austn	1990-08-02	—	—	7112 Mesa Dr, Phoenix, AZ, 85026	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

16,411 rows, page 119 of 329Previous Next