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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-410136	CLM	Roger U Ray	1977-08-03	UHC-43599-50	—	4127 Apache Blvd, Mesa, AZ, 85214	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412806	CLM	Matthew B Phillips	1974-09-16	UHC-56067-41	3757864725	9725 Jefferson Ave, Austin, TX, 78755	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405152	CLM	Douglas Hrnandez	1945-10-12	UHC-13991-22	—	1934 Lincoln Way, San Antonio, TX, 78213	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-408407	CLM	Ana Gray	1969-02-06	UHC-67181-46	6554210090	887 Mountain View Dr # 367, Sacramento, CA, 95812	0.66	Name re-cased Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-423688	CLM	Aaron E Johnson	1978-11-04	—	4347922415	9581 Indian School Rd, San Antonio, TX, 78283	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411866	CLM	Helen West	—	UHC-20637-25	—	5497 Lincoln Way, Mesa, AZ	0.66	Name re-cased Date of birth unreadable ZIP missing Whitespace trimmed+1 more
CLM-419193	CLM	Joan Burton	1996-12-17	UHC-29497-54	—	4143 River Rd, Denver, CO, 80253	0.66	Two-digit birth year Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-415316	CLM	Sara K Scott	1958-06-18	—	—	9443 Broadway # 572, Tempe, AZ, 85270	0.66	Unit split from street Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-409157	CLM	Steven Gilbert	1963-12-04	UHC-22739-27	—	2769 Lincoln Way, Tampa, FL, 33611	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-432116	CLM	Andrea J Gray	1975-11-10	—	—	1001 Broadway, Gilbert, AZ	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-420500	CLM	Bruce Perkins	1973-10-17	UHC-27600-51	3244923641	8366 Lake View Rd, Los Angeles, CA, 90048	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-429780	CLM	Steve Santos	1967-05-01	—	—	7119 Mountain View Dr, San Diego, CA, 92107	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-406942	CLM	Natalie Riley	1951-12-26	—	—	9343 Ridge Rd, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-411550	CLM	Gbariel T Nguyen	1949-04-25	UHC-08946-13	—	5009 Jefferson Ave Apt 29, Chandler, AZ, 85212	0.66	Unit split from street City re-cased State name converted to code Whitespace trimmed+1 more
CLM-416623	CLM	Wayne Bailey	2007-07-10	UHC-22905-01	7077290054	8816 Forest Ave # 794, Phoenix, AZ, 85017	0.66	Name split from “Last, First”Unit split from street City re-cased Plan code upper-cased+1 more
CLM-427410	CLM	Gloria Ward	1968-09-02	—	—	2598 Hillcrest Rd, Miami, FL, 33166	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425071	CLM	Joen Fowler	1983-10-14	—	7126109526	7025 Sage Ct, Fresno, CA, 93722	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-407772	CLM	Brian M Wang	—	—	—	2019 Valley View Dr Apt 10, Eden Prairie, MN, 55356	0.66	Name re-cased Date of birth unreadable Unit split from street Whitespace trimmed+1 more
CLM-423274	CLM	Scott Hughes	1997-01-24	UHC-27255-93	—	2208 River Rd, Orlando, FL, 32840	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416642	CLM	Maggie Cole	1973-09-02	UHC-65282-20	—	6556 Lake View Rd, Las Vegas, NV, 89198	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432263	CLM	Bryan N Vargas	1991-01-19	—	—	6311 Sunset Blvd, Las Vegas, NV, 89101	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411560	CLM	Samantha Simmons	1997-02-10	UHC-59590-89	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-420982	CLM	Raymond Mendez	2005-06-03	—	7887098471	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-423427	CLM	Ralph Knight	1998-02-15	—	—	3878 Jefferson Ave, Seattle, WA, 98155	0.66	City re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-410190	CLM	Gabriel Ward	1972-06-13	—	—	2708 River Rd # 202, Austin, TX, 78738	0.66	Date of birth reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420427	CLM	Thomas Carter	1984-12-06	—	—	4427 Maple Ave, Glendale, AZ, 85304	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-414210	CLM	Danielle Webar	1961-11-12	—	—	9546 Valley View Dr, Scottsdale, AZ, 85274	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411284	CLM	Grace K Harrison	1956-10-08	UHC-04847-63	4546100957	592 Ocean Ave, Mesa, AZ, 85256	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-424592	CLM	Paul Estrada	1983-07-26	UHC-63153-81	—	5930 Ridge Rd Apt 23, Seattle, WA, 98113	0.66	Unit split from street City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-423526	CLM	Ruth Clark	1982-10-24	UHC-55596-08	—	2811 Apache Blvd, Nashville, TN, 37260	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424231	CLM	Stephanie B Porter	1974-01-20	—	—	3850 Jefferson Ave, Los Angeles, CA, 90086	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-431765	CLM	Dylan H Alexander	2003-08-15	UHC-29580-17	—	4658 Valley View Dr # 324, Los Angeles, CA, 90028	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-406184	CLM	Laura Anderson	—	UHC-07846-02	—	5977 River Rd, Nashville, TN, 37214	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
CLM-424249	CLM	Walter O Carter	1998-01-14	UHC-11426-79	—	6131 Lincoln Way, Phoenix, AZ	0.66	Two-digit birth year City re-cased ZIP missing Whitespace trimmed+1 more
CLM-413015	CLM	Gabriel Dominguez	1961-06-01	UHC-64727-36	—	3778 Spring St, Scottsdale, AZ, 85282	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420311	CLM	Sandra Kellye	1960-02-27	UHC-48028-88	—	6943 Lincoln Way, Tucson, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-423142	CLM	Olivia Tucker	1946-05-01	UHC-36764-81	5856017147	6613 Highland Ave, Tucson, AZ, 85780	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-425249	CLM	Ethan S Sims	1969-05-08	UHC-64045-26	—	6288 Elm St, Plano, TX, 75005	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422574	CLM	Samantha Reid	1944-10-26	—	6222867545	8681 River Rd, San Antonio, TX, 78273	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-414656	CLM	Ralph Hudson	1995-08-07	—	—	1667 Mountain View Dr, Jacksonville, FL, 32262	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-413053	CLM	Deborah O Godron	1941-05-26	UHC-25069-01	3398306272	6829 Ridge Rd, Houston, TX, 77007	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
CLM-425399	CLM	Isabella Lee	1954-08-09	—	—	4462 Market St, Atlanta, GA, 30368	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-419210	CLM	Judith Robertson	1974-05-11	UHC-96845-24	—	9604 Elm St, Nashville, TN	0.66	City re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-430406	CLM	Michelle Gordon	1967-03-12	—	5074035468	5834 River Rd, Minneapolis, MN	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-422348	CLM	Barbara Howard	1979-03-23	UHC-25098-80	—	3433 Highland Ave, Fresno, CA, 93736	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-402244	CLM	Nicholas Santiago	1991-10-19	UHC-71532-02	—	7444 Bayshore Dr, San Diego, CA, 92173	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-401516	CLM	Alice Le	1943-01-22	—	—	845 Bayshore Dr, Charlotte, NC	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-404170	CLM	Jean Walsh	1949-10-02	—	—	2051 Canyon Rd, Los Angeles, CA, 90059	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404690	CLM	Ahmad Vega	2002-10-16	—	—	3061 Maple Ave, Tucson, AZ, 85739	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400322	CLM	Peter C Garrett	1981-03-11	UHC-70030-79	3327854244	8443 Oak St, Fresno, CA, 93783	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more

18,771 rows, page 104 of 376Previous Next