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-412991	CLM	Jason Lopez	1994-12-09	UHC-54594-32	—	5705 Desert Sky Blvd, Minneapolis, MN, 55459	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-411131	CLM	Lisa Black	1961-12-27	UHC-50463-40	—	5705 Lincoln Way, Austin, TX, 78753	0.66	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+1 more
CLM-400865	CLM	Yuki V Knight	1961-10-06	—	—	4572 Harbor Blvd, Tucson, AZ, 85777	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-409577	CLM	Kathryn Guzman	1939-11-14	—	3979915488	200 River Rd, Scottsdale, AZ, 85260	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-430637	CLM	Diego Fernandez	1977-01-18	UHC-16388-50	—	3175 Sunset Blvd Apt 9, Eden Prairie, MN, 55355	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-414956	CLM	Andrea Holmes	1945-11-07	UHC-14059-46	4794871495	4112 Sage Ct, Dallas, TX, 75221	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414328	CLM	Gregory Peters	1955-04-11	UHC-87115-20	—	2462 Oak St, Dallas, TX, 75200	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421955	CLM	HannahJunk	1957-11-20	UHC-14893-54	—	2563 Forest Ave, Charlotte, NC, 28277	0.66	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
CLM-407112	CLM	Emma Tucker	1955-10-18	UHC-67045-13	3596116766	4116 Market St, Mesa, AZ, 85245	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-423152	CLM	Jeremy Wong	1939-09-08	—	—	4708 Grand Ave, Seattle, WA, 98141	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403469	CLM	Anthony Bryant	1952-09-21	—	—	5921 Valley View Dr # 783, Charlotte, NC, 28286	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-427678	CLM	Ann Salazar	1960-10-10	—	—	288 Hillcrest Rd, Plano, TX, 75089	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-411306	CLM	Ronald Riec	1946-09-19	UHC-31859-37	—	2525 Forest Ave, Mesa, AZ, 85289	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-421224	CLM	Logan Howard	2004-10-26	—	—	3883 Bayshore Dr, Austin, TX, 78745	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-420896	CLM	Deniel Hernandez	1951-02-04	UHC-42476-16	—	2788 Ocean Ave, Minneapolis, MN, 55423	0.66	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+1 more
CLM-413770	CLM	Maria Mills	2002-02-20	UHC-87139-79	9558996113	4692 Park Pl, Columbus, OH, 43211	0.66	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
CLM-419944	CLM	Rob Price	1967-04-12	UHC-60747-77	—	1156 Meadow Ln, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-430582	CLM	Nancy O Carpenter	1980-06-07	UHC-82726-77	—	7629 Ocean Ave # 431, Dallas, TX, 75246	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-403131	CLM	AishaJunk	1945-08-08	UHC-81067-89	—	593 Harbor Blvd, Nashville, TN, 37245	0.66	Date of birth reformatted Member ID reformatted State name converted to code Placeholder values cleared+1 more
CLM-429744	CLM	Tyler Munoz	1972-05-15	UHC-99999-10	—	3918 Indian School Rd, Los Angeles, CA, 90031	0.66	Date of birth reformatted Member ID reformatted State name converted to code Gender normalised+1 more
CLM-402830	CLM	Bruce Marshall	1955-08-22	UHC-40229-12	—	14 Meadow Ln, Charlotte, NC, 28202	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415803	CLM	Brian Daniels	1991-04-27	UHC-77710-35	2985199675	1346 Grand Ave # 369, Mesa, AZ, 85253	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-409277	CLM	Samuel Harrison	1979-07-20	UHC-41931-54	—	2689 Mountain View Dr, Charlotte, NC, 28247	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-432384	CLM	Gary F Santos	1957-03-08	UHC-60618-10	2328547760	947 Grand Ave, Miami, FL, 33168	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415294	CLM	Lucia Schmidt	1955-03-08	—	—	6822 Church St, Glendale, AZ, 85372	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-408319	CLM	Raymond McDonald	1965-06-24	—	—	8053 Broadway, San Antonio, TX, 78293	0.66	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-408587	CLM	Joshua D Gordon	1983-11-03	UHC-19807-30	—	7170 Willow Ct, Sacramento, CA, 95817	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-420796	CLM	Aaron Pierce	1942-09-19	—	—	7423 Park Pl Apt 12, Houston, TX	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP missing+1 more
CLM-415909	CLM	Alexis Reynolds	1988-03-04	—	—	5890 Harbor Blvd, Glendale, AZ, 85387	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430847	CLM	Maateo L Grant	1969-10-22	UHC-05095-06	—	2240 Hillcrest Rd, Fresno, CA, 93736	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-402211	CLM	Harold Singh	1949-12-22	UHC-27892-54	—	7435 Lake View Rd, San Antonio, TX, 78285	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422512	CLM	Joseph Hamilton	1978-12-24	UHC-75523-93	4727693584	9649 Harbor Blvd, Los Angeles, CA, 90036	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-413119	CLM	Yuki U Ortega	1976-05-26	—	—	9570 Cedar Ln, Los Angeles, CA, 90089	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-403843	CLM	Kimberly T Cruz	1967-03-18	UHC-50312-75	5488227857	8056 Camelback Rd, Columbus, OH, 43228	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+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-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-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-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-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-427385	CLM	Debbie Perry	1941-09-28	UHC-90537-38	4816085049	1929 Oak St, Fresno, CA, 93777	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-426911	CLM	Susaan Morrison	1959-02-28	—	—	—	0.66	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+1 more
CLM-415958	CLM	Joan T Lee	1994-08-13	—	—	4173 Apache Blvd, Jacksonville, FL, 32226	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-420158	CLM	—Junk	1946-11-05	UHC-87019-89	—	3708 Apache Blvd, Scottsdale, AZ	0.66	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared+1 more
CLM-420748	CLM	Walter Hernandez	2001-11-13	—	—	2225 Ridge Rd, Nashville, TN	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-423215	CLM	Ana U Nunez	2003-12-07	UHC-27580-31	9778153177	183 Main St, Orlando, FL, 32840	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-430127	CLM	Melissa B Maldonado	1971-06-16	UHC-80701-58	6604987788	7835 Church St, San Antonio, TX, 78272	0.66	Date of birth reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-411921	CLM	Kyle Kennedy	1942-03-20	UHC-01849-87	—	5973 Meadow Ln, Orlando, FL, 32876	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415929	CLM	Hawkins Lucia	2008-01-14	—	—	6889 Ocean Ave, Tempe, AZ, 85218	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-400684	CLM	Elizabeth C Bailey	1992-07-17	UHC-28857-39	—	2559 Main St, Dallas, TX, 75202	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-410524	CLM	Ann W Hudson	1944-06-11	—	—	1546 Highland Ave, Nashville, TN, 37278	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more

10,559 rows, page 60 of 212Previous Next