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-425195	CLM	Charlotte Coleman	1973-01-26	—	—	5053 Lincoln Way, Dallas, TX, 75264	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409369	CLM	Ahmed Fernandez	1942-05-11	UHC-73996-20	—	3832 Elm St, Houston, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-414035	CLM	Christine Bryant	1964-01-02	—	3139113030	8446 Union St, Jacksonville, FL, 32234	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418915	CLM	Stephanie Lee	1974-09-03	—	9766355972	1459 Baseline Rd # 734, Glendale, AZ, 85313	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-406681	CLM	Johnny Little	1968-05-02	UHC-51193-40	—	1768 Maple Ave, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-406682	CLM	Johnny Little	1968-05-02	UHC-51193-40	—	1768 Maple Ave, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-417448	CLM	Kathleen Morgan	1994-04-23	UHC-44662-69	5535307790	5250 Spring St, Fresno, CA, 93754	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-417306	CLM	Jordan Meyer	1979-11-20	UHC-78701-38	—	2848 Sunset Blvd, Eden Prairie, MN, 55317	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-405792	CLM	Pamela T Chen	1955-10-09	UHC-59611-12	—	2159 Maple Ave, Tucson, AZ, 85749	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-408138	CLM	Joseph Scott	1975-08-21	—	—	7502 Desert Sky Blvd, Austin, TX, 78761	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-415166	CLM	Daniel Hunter	1990-12-19	—	7019672836	3802 Mesa Dr, Nashville, TN, 37296	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-409525	CLM	Elziabeth Greene	1950-01-08	UHC-43618-30	2412458741	4344 Central Ave, Atlanta, GA, 30336	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-401475	CLM	Fatima Stevens	1979-04-05	UHC-61847-88	—	715 Spring St, Scottsdale, AZ, 85250	0.66	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-408987	CLM	Betty Fields	2006-08-24	—	5478738985	2940 Cedar Ln, Scottsdale, AZ, 85273	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-424524	CLM	Roger Nguyen	1992-02-06	—	4567329041	4735 Central Ave, Eden Prairie, MN, 55355	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429520	CLM	Alexander Walker	—	—	—	545 Desert Sky Blvd, Gilbert, AZ, 85214	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-409887	CLM	Bobby F Ferguson	1954-07-24	UHC-22343-80	—	541 Hillcrest Rd, Orlando, FL, 32896	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407793	CLM	Scott Long	2005-01-19	UHC-92078-40	3365227421	333 Pine Dr, San Diego, CA, 92132	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-409019	CLM	Arjun Flores	1978-12-09	UHC-99969-24	—	2271 Elm St, Chandler, AZ, 85215	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-414880	CLM	Ryan M Daniels	1949-03-16	UHC-67026-83	2908682003	2759 Bayshore Dr, Glendale, AZ, 85331	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427237	CLM	Joseph Turner	1957-06-14	—	—	4916 Camelback Rd, Tampa, FL, 33682	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403090	CLM	Patricia Miller	1943-02-16	—	—	1760 Pine Dr, Denver, CO, 80257	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-431222	CLM	Donna Morris	2003-07-27	—	—	7992 Elm St, Nashville, TN, 37284	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-431944	CLM	Madison Wilson	1946-10-13	UHC-30657-32	—	6433 Pine Dr, Scottsdale, AZ, 85201	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-427143	CLM	Margaret Foster	1950-06-28	UHC-01099-35	—	9550 Highland Ave, Phoenix, AZ, 85045	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-412617	CLM	Diego Marquez	1993-02-10	—	—	8702 Valley View Dr Apt 34, Columbus, OH, 43264	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402044	CLM	Brian K Wong	1946-09-25	UHC-95997-72	9883648520	2639 Canyon Rd, Plano, TX, 75033	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-428648	CLM	Rebecca Eztrada	1998-01-03	UHC-94735-59	8983885406	9541 Jefferson Ave, Atlanta, GA, 30310	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-414831	CLM	Grace Coleman	1953-12-14	UHC-12213-45	6805624417	3475 Union St, Austin, TX, 78707	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421031	CLM	Ruth Peters	1939-10-27	—	—	1093 Meadow Ln, Scottsdale, AZ, 85262	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-411194	CLM	Madison Bowman	1951-08-24	UHC-02625-97	8338591309	6821 Camelback Rd # 861, Scottsdale, AZ, 85251	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411416	CLM	Diana P Howard	1956-12-13	UHC-95898-65	7584887544	1940 Apache Blvd, Fresno, CA, 93727	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425382	CLM	Ann Fernandez	1999-10-22	UHC-30255-20	—	6009 Apache Blvd, San Antonio, TX, 78230	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-404704	CLM	Jesse Walker	1941-05-04	—	—	5667 Camelback Rd, Columbus, OH, 43286	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406946	CLM	Emma I Santiago	1995-03-17	—	—	5006 Spring St # 378, Denver, CO, 80228	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-401945	CLM	Christina Nguyen	2003-04-20	UHC-52000-64	—	9150 Harbor Blvd, San Diego, CA, 92182	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427242	CLM	Stephen X Carter	1945-09-16	—	—	8200 Pine Dr, Tempe, AZ, 85245	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-412120	CLM	Virginia H Morrison	1981-02-21	—	8175804783	7046 Valley View Dr, Las Vegas, NV, 89169	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416348	CLM	Arjun Anderson	2006-04-21	—	—	7072 Desert Sky Blvd, Austin, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-419503	CLM	Andrew Freeman	1985-08-02	—	4145201517	8606 Church St, Denver, CO, 80221	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429236	CLM	Ken Barnes	1982-10-20	UHC-22269-87	—	737 Oak St, Chandler, AZ, 85240	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-408969	CLM	Megan F Bradley	1967-01-09	—	—	251 Grand Ave, Fresno, CA, 93769	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
CLM-403585	CLM	Luis Ramos	2006-08-19	—	7167034310	3844 Ridge Rd, San Antonio, TX, 78248	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429486	CLM	Stephen King	1969-01-20	UHC-15796-58	—	5493 Meadow Ln, Los Angeles, CA, 90019	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-432225	CLM	Fatima Jacobs	1974-02-04	UHC-41356-33	3107560870	4275 Union St, Mesa, AZ, 85206	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-400409	CLM	Mary Lucas	1972-07-10	—	—	6062 Harbor Blvd, San Diego, CA, 92182	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409012	CLM	Raymond N Marshall	1962-04-13	UHC-07714-18	—	495 Apache Blvd, San Antonio, TX, 78298	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-405702	CLM	Anna Q Carpenter	1952-02-03	UHC-11448-93	9069622013	5759 River Rd, Jacksonville, FL, 32288	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415861	CLM	Julie Fernandez	1941-10-24	—	—	6804 Harbor Blvd, Chandler, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-428689	CLM	Walter A Tucker	1976-12-11	UHC-36982-74	8879136632	7362 Desert Sky Blvd, Jacksonville, FL, 32253	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

16,411 rows, page 163 of 329Previous Next