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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431906	CLM	Melissa Hudson	2007-09-06	UHC-49229-90	—	1746 Grand Ave, Gilbert, AZ, 85210	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-411413	CLM	Scott N Elliott	1983-11-11	UHC-82085-28	5012428848	5169 Broadway, Austin, TX, 78704	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-431730	CLM	Elizabeth Pierce	1970-02-24	UHC-88301-75	8745917377	1754 Union St, Atlanta, GA, 30337	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-428275	CLM	Pamela Edwards	2002-04-27	UHC-56282-29	7928686247	6075 Meadow Ln, Mesa, AZ, 85215	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-431220	CLM	Donna Morris	2003-07-27	UHC-81537-62	5336851073	7992 Elm St, Nashville, TN, 37284	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-431221	CLM	Donna Morris	2003-07-27	UHC-81537-62	5336851073	7992 Elm St, Nashville, TN, 37284	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-428487	CLM	Randy Meyer	1955-09-16	UHC-67823-81	3629519984	7951 Valley View Dr, Nashville, TN, 37248	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
CLM-420799	CLM	Carlos Maldonado	1990-01-17	—	5779465880	4567 Cedar Ln, Mesa, AZ, 85218	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-400450	CLM	Margaret Chavez	1951-03-19	UHC-92419-11	—	5663 Spring St, Minneapolis, MN, 55457	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-421599	CLM	Jacob Ramirez	1979-06-01	—	—	6959 Willow Ct, Tempe, AZ, 85296	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-424579	CLM	Austin Bell	1993-05-10	—	6619454875	1433 Maple Ave, Miami, FL, 33150	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-408735	CLM	Bryan Wheeler	2000-01-22	—	—	9384 Mountain View Dr, Nashville, TN, 37209	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-427785	CLM	Shirley Vasquez	1997-08-15	UHC-77814-68	7012862573	9094 Apache Blvd, Atlanta, GA, 30320	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-429705	CLM	Joshua Park	1943-06-03	—	8369592846	5944 Church St, Austin, TX, 78727	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-429704	CLM	Joshua Park	1943-06-03	—	8369592846	5944 Church St, Austin, TX, 78727	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-428773	CLM	Aaron Rojas	1962-10-06	—	7882917186	2380 Central Ave, Austin, TX, 78766	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-417796	CLM	Jacob Schmidt	1969-03-25	UHC-25356-26	—	7946 Oak St, Columbus, OH, 43211	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-405103	CLM	Arthur Greene	2006-06-20	—	—	4014 Cedar Ln, Atlanta, GA, 30392	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-412741	CLM	Harold P Patterson	1940-03-26	—	—	226 Harbor Blvd, San Antonio, TX, 78260	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-428944	CLM	Lawrence Duncan	1938-05-06	UHC-36484-66	7224584491	2923 Apache Blvd, Las Vegas, NV, 89179	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-405545	CLM	Bradley Morrison	1982-11-11	UHC-89051-37	4197127965	461 Central Ave, Tucson, AZ, 85713	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-408527	CLM	Cheryl Griffin	1971-06-03	UHC-95521-19	5197996313	9790 Grand Ave, Fresno, CA, 93705	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-413434	CLM	Andrew Bell	1964-08-20	UHC-15391-25	—	5494 Union St, San Antonio, TX, 78287	0.78	Member ID reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-408841	CLM	Carolyn Clark	2000-02-04	UHC-25927-01	—	7512 Meadow Ln, Tampa, FL, 33629	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-422317	CLM	Sandra B Grant	1979-05-21	UHC-89882-02	—	9883 Bayshore Dr, Phoenix, AZ, 85070	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-415500	CLM	Sharon Z Simmons	2005-02-04	—	—	3873 Hillcrest Rd, Miami, FL, 33126	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-418009	CLM	Sophia U Butler	1987-10-25	UHC-99861-22	—	8857 Washington St, Orlando, FL, 32847	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
CLM-410061	CLM	Jerry Flores	1995-09-19	—	—	9045 Indian School Rd, Glendale, AZ, 85390	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-426582	CLM	Roy Powell	1980-11-27	UHC-17581-40	5032571479	482 Broadway, Plano, TX, 75010	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-427565	CLM	Brian Patel	1955-12-13	—	8403111600	2765 Lincoln Way, Charlotte, NC, 28200	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-410395	CLM	Jeff Contreras	1985-03-18	UHC-49087-19	8444373158	1184 Main St, San Diego, CA, 92196	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-424732	CLM	Joe Olson	1951-01-23	—	4554462453	8346 Desert Sky Blvd, San Diego, CA, 92115	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-424733	CLM	Joe Olson	1951-01-23	—	4554462453	8346 Desert Sky Blvd, San Diego, CA, 92115	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-404241	CLM	Martha Romero	1971-12-09	UHC-86120-37	—	4012 Broadway, Sacramento, CA, 95809	0.78	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+1 more
CLM-424615	CLM	Roger Sanchez	1966-03-16	UHC-37942-63	—	7701 Lake View Rd, Columbus, OH, 43295	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-414927	CLM	Margaret Turner	1983-02-11	UHC-64447-70	7704076777	4357 Highland Ave, Tucson, AZ, 85797	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-430225	CLM	Judith Delgado	1972-05-25	UHC-80944-63	—	6836 Camelback Rd, Los Angeles, CA, 90065	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-431311	CLM	Arjun D Miller	1981-04-27	UHC-66412-84	—	810 Spring St, Phoenix, AZ, 85040	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-407193	CLM	Gregory Freeman	1995-12-19	UHC-12093-91	7859233068	2761 Forest Ave, Miami, FL, 33177	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-428633	CLM	Christopher Young	1993-07-09	UHC-27607-79	—	1866 Church St, Chandler, AZ, 85269	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-416604	CLM	Amy Hudson	1939-09-27	UHC-71705-45	9684682806	5584 Harbor Blvd, Tucson, AZ, 85715	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-401910	CLM	Kyle Phillips	1975-06-05	UHC-18502-69	4723023202	8886 Broadway, Dallas, TX, 75204	0.78	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-416722	CLM	Brittany Flors	1952-04-15	—	—	795 Broadway, Jacksonville, FL, 32204	0.78	Name re-cased Date of birth reformatted Address re-cased State name converted to code+1 more
CLM-402977	CLM	Mason E Santos	1964-03-21	UHC-10432-64	4643040276	8308 Canyon Rd, Glendale, AZ, 85385	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-428952	CLM	Lori Miller	1942-02-11	—	—	138 Harbor Blvd, Nashville, TN, 37242	0.78	Name re-cased State name converted to code Plan code upper-cased Whitespace trimmed+1 more
CLM-410763	CLM	Diane Henderson	1946-12-20	UHC-09074-03	3942601676	6357 Oak St, Phoenix, AZ, 85000	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-424580	CLM	Austin Bell	1993-05-10	UHC-37864-18	6619454875	1433 Maple Ave, Miami, FL, 33150	0.78	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-428716	CLM	Jonathan Harrison	1979-05-07	UHC-92177-58	8552796314	4160 Sage Ct, Atlanta, GA, 30320	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
CLM-409090	CLM	Jose Espinoza	1997-08-14	—	—	8225 Market St, Seattle, WA, 98129	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-430945	CLM	Richard Park	2000-11-22	—	—	3576 Lincoln Way, Orlando, FL, 32872	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more

2,633 rows, page 45 of 53Previous Next