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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409944	CLM	Gerald Carpenter	1978-05-07	—	—	6030 Meadow Ln # 400, Tucson, AZ, 85772	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-401656	CLM	Albert Salazar	1970-06-22	—	—	7410 Forest Ave, Los Angeles, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-418658	CLM	Samuel Graham	1999-05-06	UHC-97254-51	6787984350	2511 Valley View Dr, Phoenix, AZ	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415831	CLM	Sara Little	1981-10-12	UHC-34139-98	—	5850 Jefferson Ave, Plano, TX, 75086	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-426705	CLM	Gregory Palmer	1975-11-04	UHC-49414-59	—	7816 Apache Blvd Apt 34, Chandler, AZ, 85209	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-424132	CLM	Gabriel Chen	1943-12-11	UHC-95467-99	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-424131	CLM	Gabriel Chen	1943-12-11	UHC-95467-99	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-419022	CLM	Katherine Aguilar	1951-01-07	—	—	3243 Grand Ave, Las Vegas, NV, 89104	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-414914	CLM	Karen Reid	2007-11-19	—	—	8686 Bayshore Dr, Sacramento, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-411954	CLM	Ruth Howard	1974-05-10	—	—	8178 Willow Ct, Nashville, TN	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-428378	CLM	Cheryl Bradley	1981-08-26	—	—	1119 Lake View Rd, Orlando, FL	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-416628	CLM	Diana Gonzales	1968-05-22	—	5178882291	230 Harbor Blvd, San Antonio, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-413084	CLM	Hiroshi Rogers	1987-08-07	UHC-98848-91	—	3858 Baseline Rd # 604, Miami, FL, 33173	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-419833	CLM	Albert E Jacobs	1994-07-04	—	7032001297	1538 Lake View Rd, Seattle, WA, 98175	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-416436	CLM	Anna Baker	1944-10-27	UHC-10154-58	—	3705 Palm Dr, Chandler, AZ, 85289	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-412576	CLM	Joe Ford	1978-09-19	UHC-43516-61	—	1902 Highland Ave, Chandler, AZ, 85201	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410978	CLM	Lauren Perez	1949-06-06	UHC-37524-53	—	7080 Main St, Fresno, CA, 93700	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408171	CLM	Bruce Sanchez	1938-09-19	UHC-50815-51	—	7349 Highland Ave, Eden Prairie, MN, 55344	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-406239	CLM	Sharon Kelly	1943-08-28	—	4456755720	—	0.66	Date of birth reformatted SSN last four extracted Email lower-cased Gender normalised+1 more
CLM-419005	CLM	Yuki Harvey	1941-01-22	UHC-96441-04	—	334 Mountain View Dr, Miami, FL, 33167	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-413546	CLM	Isabella Payne	1990-06-09	UHC-66895-50	9306151880	2458 Forest Ave Apt 15, Houston, TX, 77019	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-413547	CLM	Isabella Payne	1990-06-09	UHC-66895-50	9306151880	2458 Forest Ave Apt 15, Houston, TX, 77019	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-430987	CLM	Julie Guerrero	1976-02-13	—	9008893494	3375 Apache Blvd, Sacramento, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-404435	CLM	CharlotteJunk	1981-10-02	UHC-46549-70	8648823337	948 Valley View Dr, Glendale, AZ, 85303	0.66	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared+1 more
CLM-427527	CLM	Ann Silva	1967-02-28	UHC-80435-97	—	1602 River Rd, Tucson, AZ, 85739	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-428314	CLM	David Romero	2006-04-11	—	—	6332 Indian School Rd, Orlando, FL, 32899	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-406283	CLM	Eric Q Reed	1967-11-15	UHC-30938-27	—	6945 Ridge Rd, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-409546	CLM	Douglas Tucker	1992-08-22	UHC-89410-87	—	5520 Desert Sky Blvd, Glendale, AZ, 85372	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403301	CLM	Dylan Stone	1961-03-05	UHC-00232-43	4332721170	1977 Market St # 466, Denver, CO, 80248	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+1 more
CLM-411689	CLM	Randy Z Malddonado	—	UHC-32441-24	—	5269 Church St, Tucson, AZ, 85782	0.66	Date of birth reformatted Date of birth unreadable Email lower-cased Gender normalised+1 more
CLM-429321	CLM	Katherine Porter	1998-09-10	UHC-66665-29	—	8284 Willow Ct, Eden Prairie, MN, 55392	0.66	Date of birth reformatted Phone missing area code SSN last four extracted City re-cased+1 more
CLM-413455	CLM	Hannha Ferguson	1991-12-11	UHC-39726-66	5204389894	3085 Jefferson Ave, Eden Prairie, MN, 55306	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-416486	CLM	Olivia W Maldonado	1959-04-02	UHC-73748-47	—	3376 Washington St, Gilbert, AZ, 85285	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-408900	CLM	Alexis A Lawson	1941-07-05	UHC-03023-14	4863082486	5486 Church St, Eden Prairie, MN, 55333	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-423043	CLM	Emily Hicks	2002-10-01	UHC-24836-71	8646049923	1755 Willow Ct, Plano, TX, 75051	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-416992	CLM	Jennifer Little	1954-06-06	UHC-31231-20	—	6996 Lincoln Way, Jacksonville, FL, 32230	0.66	Date of birth reformatted State name converted to code Email lower-cased Gender normalised+1 more
CLM-421919	CLM	Betty Griffin	1955-04-26	—	—	8221 Bayshore Dr Apt 32, Sacramento, CA, 95861	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-420355	CLM	Jessica McCoy	1952-01-10	UHC-14823-28	—	2580 Hillcrest Rd, Jacksonville, FL, 32287	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407211	CLM	Christopher N Webb	1988-01-17	UHC-62698-47	—	3164 Union St, Houston, TX, 77068	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-422566	CLM	Ryan Harrison	1958-11-16	UHC-72506-79	5703612668	2325 Washington St, Atlanta, GA, 30353	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-401760	CLM	Katherine T Russell	1954-11-01	UHC-43937-93	—	1701 Washington St, Las Vegas, NV, 89176	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-426613	CLM	Stephanie Pierce	1981-10-12	UHC-32289-79	—	7115 Camelback Rd, San Antonio, TX, 78293	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-409354	CLM	Megan Lee	2001-01-08	UHC-95660-41	9516442188	153 Bayshore Dr, Sacramento, CA, 95845	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422079	CLM	Natalie J Murphy	2002-12-24	—	7959920488	2401 Union St Apt 17, Austin, TX	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-430129	CLM	Melissa Maldonado	1971-06-16	UHC-80701-58	—	7835 Church St, San Antonio, TX, 78272	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407993	CLM	Samantha D Nunez	1990-02-28	UHC-31120-14	—	3542 Hillcrest Rd, Los Angeles, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-418268	CLM	Lucia Jensen	1961-09-25	UHC-79734-63	—	217 Park Pl, San Diego, CA, 92124	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
CLM-400464	CLM	David Coleman	1950-03-23	UHC-62709-80	—	2925 Main St, Scottsdale, AZ, 85286	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400492	CLM	Roy Butler	1975-12-16	UHC-98340-50	—	9411 Desert Sky Blvd, Glendale, AZ, 85310	0.66	Date of birth reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415923	CLM	Marcus B Alexander	1987-11-15	UHC-89293-82	—	1390 Valley View Dr Apt 6, Tempe, AZ, 85294	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more

10,559 rows, page 56 of 212Previous Next