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-404273	CLM	Adam Clark	1994-12-09	UHC-19041-57	2088420531	4456 Park Pl, Denver, CO, 80201	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431768	CLM	Hiroshi B Day	1998-11-02	—	—	9870 Apache Blvd Apt 30, Mesa, AZ, 85278	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418121	CLM	Donald Sullivan	1972-02-12	UHC-55880-26	8174248036	9412 Main St Apt 14, Fresno, CA, 93709	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419334	CLM	Gregory F James	1971-03-22	—	—	8867 Hillcrest Rd # 519, Charlotte, NC, 28249	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420170	CLM	Maria G Armstrong	1965-02-02	UHC-58502-70	—	6800 Maple Ave, Tampa, FL, 33677	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
CLM-402268	CLM	Samantha Padilla	—	—	—	2359 Union St, Columbus, OH, 43214	0.52	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-422230	CLM	Samuel Perkins	1969-08-26	—	6179691045	514 Meadow Ln, Los Angeles, CA, 90033	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402930	CLM	Gregory Morales	1942-12-05	UHC-11323-44	3389600893	999 Jefferson Ave, Chandler, AZ, 85271	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416312	CLM	Kathleen Johnston	1964-01-05	—	6596069361	1204 Highland Ave, Los Angeles, CA	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415910	CLM	Janice Owens	—	—	—	1736 Harbor Blvd, Jacksonville, FL	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
CLM-415911	CLM	Janice Owens	—	—	—	1736 Harbor Blvd, Jacksonville, FL	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
CLM-431654	CLM	Kenneth Sims	1975-11-15	UHC-21958-69	—	4019 Baseline Rd, Minneapolis, MN, 55434	0.52	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-412332	CLM	Juan J Santiago	1988-05-17	UHC-94054-77	8593034625	166 Union St, Plano, TX, 75037	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414881	CLM	Joan Matthews	2006-02-15	—	—	2720 Bayshore Dr, Fresno, CA, 93774	0.52	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-416778	CLM	Adam Li	1945-01-18	UHC-03793-43	—	51 Oak St, Houston, TX, 77050	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411854	CLM	Christine Ortiz	1975-01-27	UHC-56393-98	—	9138 Apache Blvd, Glendale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421795	CLM	Andrew Hunt	2008-11-21	UHC-90052-31	—	7960 Meadow Ln, Mesa, AZ	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410940	CLM	Carl Boyd	1942-12-18	UHC-08601-36	—	8407 Washington St, Mesa, AZ, 85269	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429791	CLM	Ashley Coleman	1950-09-15	—	—	4299 Washington St, Los Angeles, CA, 90057	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
CLM-410547	CLM	Danielle Ford	2006-12-08	UHC-47400-49	—	9012 Central Ave # 672, Plano, TX, 75081	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-402786	CLM	Luis Wallace	1939-02-04	UHC-03439-03	4455931112	6713 Main St, Columbus, OH, 43232	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417747	CLM	Charles Richardson	1963-11-23	UHC-92117-87	—	9013 Highland Ave # 714, Minneapolis, MN, 55483	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414661	CLM	Susan Carr	2005-06-19	UHC-11023-15	—	5207 Pine Dr, Las Vegas, NV, 89177	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-417885	CLM	Betty Patel	1959-02-07	UHC-54842-23	—	1321 River Rd, Charlotte, NC, 28291	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-430497	CLM	Eric Harris	1989-03-15	UHC-75275-07	—	2516 Ridge Rd, Los Angeles, CA, 90064	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408787	CLM	Jacob D Hoffman	1997-03-25	—	—	6402 Willow Ct, Chandler, AZ, 85236	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-418790	CLM	Elijah Ruiz	1981-01-18	UHC-16462-61	2414150805	1368 Grand Ave, Mesa, AZ, 85249	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418435	CLM	Michelle Kennedy	1950-05-17	UHC-09693-82	6354812881	5675 Cedar Ln, Austin, TX, 78780	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-422973	CLM	Melissa Owens	1972-03-18	UHC-20322-63	—	7251 Sunset Blvd # 673, San Antonio, TX	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-403669	CLM	Lawrence Estrada	1944-10-22	UHC-71464-18	—	4645 Harbor Blvd, Columbus, OH, 43290	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-428459	CLM	Martha Henderzon	1970-11-08	—	—	4102 Forest Ave Apt 19, Chandler, AZ, 85278	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422244	CLM	Megan X Castillo	1955-03-05	UHC-34234-24	—	4037 River Rd # 420, San Antonio, TX, 78243	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427748	CLM	Mark Valdez	1980-03-27	—	—	9126 Main St, Orlando, FL, 32880	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-428963	CLM	Lori Johnsson	1990-01-12	—	—	6298 Forest Ave Apt 26, Charlotte, NC, 28251	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-424268	CLM	Jack Barnes	1940-07-25	UHC-58851-08	—	5734 Washington St # 920, Atlanta, GA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-409571	CLM	Harold Mason	1940-11-11	—	—	1481 Hillcrest Rd, Gilbert, AZ, 85238	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-423690	CLM	Aaron E Johnson	1978-11-04	UHC-30422-67	4347922415	9581 Indian School Rd # 523, San Antonio, TX, 78283	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-403551	CLM	Carolyn O Jacckson	2002-11-02	—	—	2843 Mesa Dr # 494, Atlanta, GA, 30305	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403552	CLM	Carolyn O Jacckson	2002-11-02	—	—	2843 Mesa Dr # 494, Atlanta, GA, 30305	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413832	CLM	Doris Dominguez	2001-12-16	UHC-82608-31	—	6256 Sunset Blvd, Scottsdale, AZ, 85220	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414318	CLM	Cheryl U Wang	1959-07-15	UHC-22851-71	6223808771	2046 River Rd, Plano, TX, 75069	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-421357	CLM	Larry Bradley	2001-01-13	—	—	3299 Pine Dr, Eden Prairie, MN, 55391	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410139	CLM	Samuel Tucker	1993-06-19	—	2689716961	5881 Apache Blvd, Chandler, AZ	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420183	CLM	Adam T Phillips	1981-10-14	UHC-19294-10	2954501523	4287 Washington St Apt 39, San Antonio, TX, 78273	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401823	CLM	Cynthia Nelson	—	—	—	4108 Forest Ave Apt 7, Orlando, FL, 32858	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
CLM-425307	CLM	Gloria King	1976-07-02	—	—	932 Ocean Ave, Denver, CO, 80271	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-409295	CLM	Stephenie Hamilton	1963-09-04	UHC-40363-22	—	6214 Baseline Rd, Columbus, OH, 43244	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-432702	CLM	Jack Kelly	1977-05-26	UHC-23475-39	—	6237 Harbor Blvd, Seattle, WA, 98176	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-410535	CLM	Ethan Morrison	1978-12-19	UHC-86725-04	4174832668	8293 Harbor Blvd, Fresno, CA, 93715	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413376	CLM	Aisha Hamilton	1952-12-06	UHC-91392-64	3953081587	7189 Valley View Dr, Miami, FL, 33181	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

16,411 rows, page 39 of 329Previous Next