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-403304	CLM	David Garcia	2008-01-09	UHC-62582-34	2635653685	6698 Mesa Dr, San Diego, CA, 92147	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-407930	CLM	Diego Bryant	1939-09-25	—	8308195467	1522 Willow Ct, Eden Prairie, MN, 55334	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416043	CLM	Christian Edwards	1977-03-19	UHC-82513-35	4458577107	5119 Maple Ave, Plano, TX, 75090	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-403334	CLM	Janice B Harper	1981-07-04	—	9302924478	9455 Canyon Rd, Gilbert, AZ, 85287	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-413259	CLM	Dennis P Brooks	1956-10-04	UHC-34952-16	2699782765	4878 Camelback Rd Apt 28, Austin, TX, 78767	0.50	Name split from “Last, First”Phone reformatted Unit split from street State code upper-cased+3 more
CLM-408911	CLM	Megan P Wheeler	1971-03-12	UHC-61260-06	8858709815	8380 Sunset Blvd Apt 40, Houston, TX, 77060	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-420854	CLM	Don Baker	1982-01-10	UHC-82382-16	8504186524	9253 Apache Blvd, Seattle, WA, 98135	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426927	CLM	Fatima Oliver	1962-01-25	UHC-11964-30	4875021630	3457 Harbor Blvd, Miami, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404642	CLM	Billy Tucker	1987-12-20	UHC-60679-14	5508771851	6369 Indian School Rd, Tampa, FL	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-418497	CLM	Isabella P McDonald	1967-08-02	UHC-60298-72	4816262445	7667 Pine Dr Apt 20, Columbus, OH, 43247	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-429692	CLM	Ashely O Ryan	1981-05-26	—	2359843599	5777 Grand Ave, Fresno, CA, 93780	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
CLM-428170	CLM	Kevin Matthews	1965-08-15	—	6616038237	6609 Mesa Dr, Houston, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-413684	CLM	Janice Robinson	—	UHC-21270-03	7003879475	5220 River Rd, Columbus, OH, 43244	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-431916	CLM	Amy H Pena	1939-08-28	UHC-89660-26	3843460863	9258 Hillcrest Rd # 611, Houston, TX, 77040	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-411917	CLM	Olivia Anderson	1990-05-17	UHC-15283-69	9216922501	4847 Bayshore Dr # 745, Tucson, AZ	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-414541	CLM	Bobby Carroll	1998-09-03	UHC-56827-60	4596140892	8355 Palm Dr Apt 24, Chandler, AZ, 85254	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-405130	CLM	Sofia Obrien	1967-03-16	UHC-11144-41	7613603371	7485 Ridge Rd, Jacksonville, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418700	CLM	George Shaw	1984-10-02	UHC-36004-77	7996539568	6572 Bayshore Dr # 840, Tucson, AZ, 85780	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
CLM-429734	CLM	Ralph Reyes	2001-05-26	—	7286496804	9795 Union St, Fresno, CA, 93719	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417453	CLM	Rachel Webb	2001-04-13	UHC-11876-86	3127625131	5298 Maple Ave Apt 9, Atlanta, GA, 30378	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-414502	CLM	Brandon Torres	1955-11-27	—	2868874840	4878 Canyon Rd Apt 9, Chandler, AZ, 85267	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-429099	CLM	Benjamin Thompson	1990-07-25	UHC-19802-15	8269830599	6913 Park Pl, Las Vegas, NV, 89103	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-408817	CLM	Vicky S Franklin	—	UHC-84410-24	6586858299	5345 Valley View Dr, Denver, CO, 80259	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-423466	CLM	Ana Thomas	1983-07-19	—	3284916761	8738 Camelback Rd, Scottsdale, AZ, 85228	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411007	CLM	Jeffrey Stewart	1995-03-24	UHC-18721-55	2069538887	6049 Grand Ave, Columbus, OH, 43289	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-419431	CLM	Christine Stevens	1983-06-13	—	4159441739	9540 Broadway, San Antonio, TX, 78215	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Address re-cased+3 more
CLM-423982	CLM	Jerry Dominguez	—	UHC-34607-27	9319780105	8695 Indian School Rd, Austin, TX, 78784	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424445	CLM	Charles Reynolds	1961-09-26	—	2975574630	6382 Apache Blvd, Orlando, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428815	CLM	Betty Stephens	2006-12-15	UHC-08557-91	8869139445	6241 Lincoln Way Apt 40, Eden Prairie, MN, 55345	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-417835	CLM	Hannah Z Porter	1991-06-15	UHC-63800-64	3564612216	5730 Palm Dr, Miami, FL, 33199	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422305	CLM	Kayla Walsh	1967-03-10	—	6857711358	8522 Lake View Rd, Tucson, AZ, 85705	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405934	CLM	Thomas W Schmidt	1960-08-05	—	4057942500	968 Canyon Rd, Fresno, CA, 93742	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422224	CLM	William Mroales	1997-12-01	—	9632818563	342 Grand Ave # 276, Miami, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-419104	CLM	Joan Cooper	1994-06-27	UHC-48751-84	8585513148	572 Forest Ave, Scottsdale, AZ	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417478	CLM	Willie R Woods	1981-12-09	—	2994757233	9597 Main St, Austin, TX, 78752	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429327	CLM	Carl Yang	1971-09-16	—	5732709126	7828 Central Ave, Plano, TX, 75017	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400070	CLM	Ambber Wells	1979-06-25	—	2665950799	299 Meadow Ln, Houston, TX, 77014	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421422	CLM	Katherine Hughes	1964-08-18	UHC-58411-53	9573748697	3745 Maple Ave # 784, San Diego, CA, 92114	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-406860	CLM	Green Luis	1980-09-23	—	8744117899	1792 Mountain View Dr, San Antonio, TX, 78270	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
CLM-422395	CLM	Joshua Payne	1938-09-03	—	2893105697	5146 Cedar Ln, Sacramento, CA, 95871	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-410833	CLM	Edward Daniels	1985-10-27	UHC-52432-11	3343172163	8035 Central Ave # 267, Tampa, FL, 33615	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429941	CLM	Patrick Sanders	2005-09-06	—	3583540598	4835 Apache Blvd, San Diego, CA, 92193	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424239	CLM	—Junk	1985-12-02	UHC-44550-43	5239443816	2515 Palm Dr, Tucson, AZ, 85767	0.50	Phone reformatted Street suffix standardised Address re-cased Gender normalised+3 more
CLM-415269	CLM	Jesse Murray	1963-12-17	UHC-00502-63	8948422268	2900 Lincoln Way, Jacksonville, FL, 32253	0.50	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+3 more
CLM-428129	CLM	Ruth Meyer	2004-06-19	UHC-88349-27	8647358107	8704 Central Ave, Glendale, AZ, 85341	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-401340	CLM	Catherine X Ellis	1939-12-19	UHC-05992-19	7513768712	3991 Park Pl, Chandler, AZ, 85202	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403110	CLM	Andrea Fuller	2005-03-01	—	3177411713	8857 Camelback Rd # 513, Tucson, AZ, 85737	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431476	CLM	Walter Schmidt	1969-06-01	UHC-99198-91	8942487529	8499 Elm St, Charlotte, NC	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-410745	CLM	Vega P Joan	1975-02-05	—	7459971291	2744 Market St, Glendale, AZ, 85331	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412466	CLM	Alexis Watkins	1946-10-08	UHC-25813-01	6234631535	3596 Elm St, Orlando, FL, 32861	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

11,960 rows, page 15 of 240Previous Next