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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430346	CLM	Hiroshi Tran	1986-02-04	—	2873701322	3262 Lincoln Way, Austin, TX, 78738	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410808	CLM	Nicole N Richardson	2008-09-22	UHC-06257-82	7257076485	2529 Canyon Rd, Houston, TX, 77064	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424509	CLM	Bruce Cruz	1918-12-23	—	7274964163	5953 Elm St, Los Angeles, CA, 90008	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423961	CLM	Aisha Y Gilbert	1971-08-08	—	5039566880	8619 Elm St, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423962	CLM	Aisha Y Gilbert	1971-08-08	—	5039566880	8619 Elm St, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408003	CLM	Dennis Gilbert	1970-04-09	—	5418724398	5790 Jefferson Ave, Denver, CO, 80291	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426230	CLM	Jack Graham	1992-03-15	UHC-08139-79	3918864067	436 Market St, Las Vegas, NV, 89139	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-431390	CLM	—Junk	1957-01-13	UHC-15907-37	2012318041	3649 Ridge Rd, Fresno, CA, 93718	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413225	CLM	Charlotte Tomas	1985-04-14	UHC-46370-05	9346024650	8922 Spring St Apt 5, Mesa, AZ, 85232	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-429409	CLM	Martha Carpenter	2001-04-23	UHC-56556-79	5298798361	5056 Lincoln Way, Fresno, CA, 93726	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407732	CLM	Beverly Padilla	1954-10-26	UHC-35803-15	5395348170	6136 Park Pl, Mesa, AZ, 85225	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421297	CLM	Jerry O McDonald	1969-01-06	UHC-06839-06	8545136054	9110 Jefferson Ave, San Diego, CA, 92160	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-408379	CLM	Ralph Graham	1981-01-27	—	4014409012	3792 Palm Dr Apt 22, San Diego, CA, 92127	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-402479	CLM	Lawrence Hansen	1979-06-08	—	4719034526	7582 Valley View Dr, Austin, TX, 78768	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404194	CLM	Jason Green	1941-11-27	—	5939084146	7548 Harbor Blvd, Tucson, AZ, 85738	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430374	CLM	Jacqueline Gomez	1967-02-17	UHC-57063-16	9254703763	1869 Palm Dr, Charlotte, NC, 28246	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-426281	CLM	Nathan Crawford	2002-06-03	—	8377377459	9803 Baseline Rd, Tempe, AZ, 85248	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430455	CLM	Ralph Phillips	1983-08-09	—	4636004576	6178 Park Pl, Austin, TX, 78712	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409668	CLM	Barara Hansen	1980-06-28	—	9656635875	8572 Bayshore Dr Apt 2, Dallas, TX, 75218	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409667	CLM	Barara Hansen	1980-06-28	—	9656635875	8572 Bayshore Dr Apt 2, Dallas, TX, 75218	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418683	CLM	Willyam Reid	2005-08-01	—	8777096726	7293 Elm St, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-419054	CLM	Randy Flores	1949-04-14	UHC-96097-03	8879728592	9683 Indian School Rd Apt 4, Orlando, FL, 32876	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425721	CLM	Kethleen Day	1966-11-21	—	4146753098	3932 Meadow Ln Apt 11, Tampa, FL, 33660	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-416500	CLM	Gary Vazquez	1974-01-17	—	9332571941	9390 Bayshore Dr, Austin, TX, 78720	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-424706	CLM	Nathan E Yang	1957-05-21	UHC-79738-91	4949271401	4848 Hillcrest Rd, Los Angeles, CA, 90002	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416284	CLM	Jason Montgomery	1998-09-24	UHC-17328-72	8256252792	8845 Park Pl, Orlando, FL, 32891	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-428642	CLM	Carlos Henry	1980-07-13	UHC-01106-07	7703973382	1706 Jefferson Ave, Minneapolis, MN, 55419	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-431743	CLM	Judith Mendez	1988-03-27	—	7708364556	6691 Meadow Ln, Miami, FL, 33171	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404456	CLM	Brittany KJunk	1943-04-15	UHC-13360-01	7207147632	199 Grand Ave, Scottsdale, AZ, 85268	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-400243	CLM	Pamela Gonzalez	1996-12-18	UHC-32865-94	8298741320	2138 Highland Ave, San Diego, CA, 92148	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-428531	CLM	Virginia Kim	1945-08-11	UHC-47194-23	9334591023	4941 Mesa Dr, Las Vegas, NV	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423366	CLM	Yuki Z Wright	1986-02-22	UHC-59968-86	9466835588	9017 Pine Dr, Jacksonville, FL, 32241	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-411311	CLM	Alexander Y Reynolds	1990-08-03	—	6993042577	7344 Cedar Ln Apt 7, Glendale, AZ, 85333	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
CLM-421348	CLM	Michelle Cooper	1958-06-26	—	6757570847	3137 Sunset Blvd # 723, Houston, TX, 77098	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-402698	CLM	Carl George	1959-08-09	UHC-98825-70	9338891224	—	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-402699	CLM	Carl George	1959-08-09	UHC-98825-70	9338891224	—	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
CLM-412544	CLM	Shirley Ryan	1986-10-27	—	6283490014	4300 Grand Ave, Tempe, AZ, 85243	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400869	CLM	Frances O Bennett	1993-09-12	—	9585675063	3911 Jefferson Ave, San Diego, CA, 92117	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410512	CLM	Brandon Sandoval	1947-03-07	—	3475981600	5758 Baseline Rd, Minneapolis, MN, 55492	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402271	CLM	Katherine Y Marquez	1976-01-17	UHC-21181-70	9236390778	6413 Grand Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408394	CLM	Vincent Moreno	1975-02-13	UHC-16686-40	9019744288	9606 Pine Dr, Jacksonville, FL, 32278	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408348	CLM	Stehen Reyes	1960-07-03	—	6667724835	6423 Harbor Blvd, Mesa, AZ, 85269	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418142	CLM	Alexis Ortega	1967-10-25	—	5729478817	8143 Palm Dr, San Diego, CA, 92152	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429464	CLM	George F Walker	2006-09-14	UHC-22901-24	8729423605	4176 Washington St, Sacramento, CA, 95864	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400349	CLM	Bruce Herny	2001-02-18	UHC-59684-25	9738491510	415 Palm Dr, Nashville, TN, 37202	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410800	CLM	Amy Baer	1941-03-15	UHC-09542-03	2475612191	1815 Oak St, Atlanta, GA, 30331	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432677	CLM	Rachel Espinoza	1979-08-22	—	2998087562	7895 Park Pl, Gilbert, AZ, 85219	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414840	CLM	Elijah Ferguson	1965-08-27	UHC-23904-16	8288159443	1718 River Rd, Fresno, CA, 93792	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430033	CLM	Keith Rogers	1963-04-17	—	9016188778	4996 Palm Dr # 286, Jacksonville, FL, 32283	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-404896	CLM	Wayne N Weaver	1954-08-08	UHC-84816-21	2849344569	8045 Main St, Austin, TX, 78710	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more

11,960 rows, page 47 of 240Previous Next