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-404163	CLM	Emily Rojas	1973-08-11	—	—	3655 Market St, Las Vegas, NV, 89101	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-423672	CLM	Dorothy Ryan	1973-03-15	UHC-88580-12	—	2639 Meadow Ln # 901, Miami, FL, 33185	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
CLM-432442	CLM	Kayla James	1961-06-15	UHC-27390-20	—	3880 Park Pl, Minneapolis, MN, 55421	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-409872	CLM	Ana Cunningham	1972-03-03	UHC-35095-35	—	1845 Desert Sky Blvd Apt 22, Scottsdale, AZ, 85299	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
CLM-419843	CLM	Luis Holmes	1967-11-14	UHC-39290-46	—	6193 Mesa Dr # 433, Dallas, TX, 75238	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-420711	CLM	Kathleen Castillo	1998-11-21	—	—	3704 Sage Ct, Dallas, TX	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
CLM-415022	CLM	Jeremy K Franklin	1984-05-15	UHC-73727-24	—	4598 Canyon Rd, Tempe, AZ, 85243	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
CLM-417836	CLM	Michael Lynch	1940-03-05	UHC-82219-84	8325494410	4883 Park Pl, Tempe, AZ, 85202	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416432	CLM	Douglas Burns	1994-09-24	—	—	344 Church St, Fresno, CA, 93786	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-418272	CLM	Shirley P Morgan	1997-05-16	—	—	3737 Meadow Ln, Charlotte, NC	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-409671	CLM	Jeffrey Garza	1979-09-09	UHC-77639-01	—	6249 Mesa Dr, Atlanta, GA, 30366	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-411282	CLM	Melissa Hudson	—	—	—	1991 Grand Ave, Miami, FL, 33100	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-411283	CLM	Melissa Hudson	—	—	—	1991 Grand Ave, Miami, FL, 33100	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-403945	CLM	Yuki Fox	1944-10-15	—	—	3744 Park Pl, Denver, CO, 80247	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415812	CLM	Joshua Simmons	1974-12-28	UHC-19558-30	—	1213 Main St, Seattle, WA, 98148	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415813	CLM	Joshua Simmons	1974-12-28	UHC-19558-30	—	1213 Main St, Seattle, WA, 98148	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-425919	CLM	Stephanie Martinez	1978-06-25	—	—	4964 Church St, Sacramento, CA, 95810	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-424161	CLM	Randy Maldonado	1963-10-24	UHC-17028-42	—	8563 Apache Blvd, Glendale, AZ, 85369	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-432714	CLM	Harold L Hansun	1959-12-11	UHC-26394-19	—	8336 Hillcrest Rd, Plano, TX, 75075	0.54	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-428498	CLM	Jose Powell	1975-07-26	UHC-57609-34	—	8444 Highland Ave, Chandler, AZ, 85286	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-407695	CLM	Bob U Weber	1982-03-12	UHC-94741-69	—	5930 Maple Ave # 563, Chandler, AZ, 85270	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-428051	CLM	Ethan Williamson	1984-12-10	—	—	2609 Palm Dr, Seattle, WA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-417401	CLM	Kyle Lynch	1947-10-15	UHC-65995-18	—	7672 Washington St, Phoenix, AZ, 85018	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-411617	CLM	Christopher E Peterson	2001-06-01	UHC-41454-71	4827086188	8720 Grand Ave Apt 24, Phoenix, AZ, 85090	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
CLM-400635	CLM	Stephen Ramirez	2005-10-17	UHC-34622-69	—	4006 Maple Ave # 169, Mesa, AZ, 85233	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
CLM-405207	CLM	Fatima Richardson	1959-12-19	UHC-74401-31	—	3512 Elm St, Phoenix, AZ, 85006	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-408176	CLM	Robert Maldonado	—	—	—	7388 Palm Dr, Orlando, FL, 32844	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-422296	CLM	Wei Tucker	1979-12-27	—	2356894324	5189 Valley View Dr, Nashville, TN	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-418600	CLM	Debborah Simpson	1939-04-23	—	3967030866	5622 Forest Ave, Nashville, TN, 37285	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416379	CLM	Larry Perez	1982-05-22	UHC-26253-85	3759861762	6800 Main St # 229, Gilbert, AZ, 85233	0.54	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-412578	CLM	Joe Ford	1978-09-19	UHC-43516-61	—	1902 Highland Ave Apt 17, Chandler, AZ, 85201	0.54	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-420632	CLM	Beverly Y Pierce	1977-11-04	—	—	1374 Central Ave, Austin, TX	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-404022	CLM	George Hoffman	1962-10-01	UHC-52151-87	—	1238 Palm Dr Apt 10, Houston, TX, 77012	0.54	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-407722	CLM	Ray Banks	2004-07-09	UHC-53680-51	—	2102 Central Ave, Denver, CO, 80236	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-430640	CLM	Cynthia Stone	1942-04-06	UHC-70398-69	—	3601 Canyon Rd, Fresno, CA, 93754	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408274	CLM	Nathan Olsoon	1977-08-18	UHC-73329-39	—	7553 Central Ave, Houston, TX, 77034	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428771	CLM	Sandra Bradley	1970-05-25	UHC-59697-99	7829315135	216 Lake View Rd, Denver, CO	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-407929	CLM	Bryan Ryan	—	UHC-05334-68	—	1607 Desert Sky Blvd, Sacramento, CA, 95858	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
CLM-403112	CLM	Christina Meyer	1954-03-22	UHC-19804-16	—	2100 Meadow Ln, Los Angeles, CA, 90039	0.54	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-415094	CLM	Abigail Berry	2007-12-02	—	—	1668 Harbor Blvd, Columbus, OH, 43227	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-418869	CLM	Duncan Kathryn	1966-07-24	UHC-43519-95	—	8671 Forest Ave, Atlanta, GA, 30336	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428774	CLM	Michael Duncan	—	—	—	1692 Central Ave, Charlotte, NC, 28285	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421559	CLM	Greg S Luna	1953-02-15	UHC-66734-89	—	7307 Camelback Rd, Minneapolis, MN, 55495	0.54	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+1 more
CLM-430167	CLM	Willie Chavez	1952-10-12	—	8655801575	2780 Desert Sky Blvd, Plano, TX, 75096	0.54	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-425838	CLM	Evelyn Chavez	2007-03-15	UHC-98599-23	—	9644 River Rd, Nashville, TN, 37201	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414026	CLM	Bruce Bradley	1978-04-08	UHC-17909-89	—	9096 Washington St, Glendale, AZ, 85382	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414903	CLM	Doris Carroll	1985-10-24	UHC-14268-87	—	5143 Indian School Rd, Dallas, TX, 75295	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416503	CLM	Jesse R Barnes	1969-03-23	UHC-14334-26	—	2923 Church St, Miami, FL, 33146	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422104	CLM	Jeff Dominguez	1962-05-18	UHC-23167-87	—	6186 Baseline Rd, Sacramento, CA, 95851	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-421768	CLM	Patricia Li	1970-12-22	UHC-70875-63	2878080925	7272 Palm Dr, Las Vegas, NV, 89184	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more

16,411 rows, page 52 of 329Previous Next