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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414751	CLM	Juan E Lopez	1968-10-05	—	—	8639 Highland Ave Apt 33, Columbus, OH, 43244	0.64	Name re-cased Unit split from street City re-cased ZIP+4 trimmed+2 more
CLM-419433	CLM	Singh Jennifer	1962-11-02	UHC-83847-54	—	4343 River Rd, Minneapolis, MN, 55413	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400327	CLM	Rebecca F Little	1942-01-15	UHC-55146-08	—	7903 Desert Sky Blvd, Austin, TX, 78722	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413147	CLM	Ann McCoy	1972-11-10	UHC-89695-64	—	1589 Mesa Dr, Columbus, OH, 43235	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407782	CLM	Mark Harper	1987-01-24	—	—	6905 Ocean Ave, Seattle, WA, 98186	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-422195	CLM	Luis P Freeman	1990-03-27	UHC-20455-14	2946618712	3146 Canyon Rd # 789, Gilbert, AZ, 85274	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-419567	CLM	Bradley Patterson	1990-01-05	UHC-69031-53	—	859 Valley View Dr, Scottsdale, AZ, 85241	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-407667	CLM	Kevin R Sott	1977-09-05	—	—	4444 Willow Ct Apt 33, Nashville, TN, 37251	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-422108	CLM	Megan Park	1948-12-04	—	—	3187 Maple Ave, Seattle, WA, 98184	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-420866	CLM	Steephen Harrison	1955-03-22	UHC-14162-85	3752847338	9547 Indian School Rd, San Antonio, TX, 78226	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418338	CLM	Dorothy Griffin	—	UHC-53734-03	—	3855 Spring St, Orlando, FL, 32886	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-418337	CLM	Dorothy Griffin	—	UHC-53734-03	—	3855 Spring St, Orlando, FL, 32886	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-422763	CLM	Omar Freeman	1968-07-21	UHC-21072-58	—	6603 Highland Ave, Seattle, WA, 98178	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414553	CLM	Grace Stone	1991-10-07	UHC-67144-84	—	8990 Elm St, San Antonio, TX, 78248	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-430842	CLM	Katherine Gonzalez	—	—	—	3627 Highland Ave, Tampa, FL, 33637	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-425541	CLM	Jason Rose	1967-10-22	UHC-44955-22	—	4069 Pine Dr, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416605	CLM	Abigail Palmer	2007-09-23	UHC-54190-01	—	5914 Palm Dr, Dallas, TX, 75235	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429547	CLM	Jacob C Coleman	1952-08-26	—	—	7965 Palm Dr Apt 38, Jacksonville, FL, 32268	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418464	CLM	Betty Z Gilbert	2008-10-14	UHC-74971-33	5663013126	9021 Broadway Apt 16, Phoenix, AZ, 85005	0.64	Name re-cased Date of birth reformatted Unit split from street Address re-cased+2 more
CLM-427515	CLM	Catherine Chen	1914-03-06	UHC-58328-78	—	3233 Sunset Blvd, Plano, TX, 75041	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406017	CLM	Deborah Riley	2002-05-03	—	3746756614	6318 Palm Dr, Glendale, AZ, 85338	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-424315	CLM	Michelle Luna	2005-10-19	UHC-78389-73	7233244238	6521 Spring St, Columbus, OH, 43299	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405869	CLM	Ralph R Williamson	1987-07-26	UHC-12735-84	—	1667 Palm Dr, Scottsdale, AZ, 85254	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-405870	CLM	Ralph R Williamson	1987-07-26	UHC-12735-84	—	1667 Palm Dr, Scottsdale, AZ, 85254	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-408257	CLM	Wayne Franklin	1967-01-01	—	—	8723 Baseline Rd, Tempe, AZ, 85252	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404213	CLM	Kevin Baker	2001-01-12	UHC-06930-27	8966871486	9150 Church St, Jacksonville, FL, 32225	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412543	CLM	Melissa R Rivera	1960-04-26	UHC-44304-88	4159307452	2772 Park Pl, Atlanta, GA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400300	CLM	Wayne Anderson	1962-01-16	UHC-02479-04	—	3004 Main St, Denver, CO, 80262	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400299	CLM	Wayne Anderson	1962-01-16	UHC-02479-04	—	3004 Main St, Denver, CO, 80262	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429684	CLM	Donald Carr	2007-07-24	UHC-61234-06	—	3247 Valley View Dr, Atlanta, GA, 30313	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429683	CLM	Donald Carr	2007-07-24	UHC-61234-06	—	3247 Valley View Dr, Atlanta, GA, 30313	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417578	CLM	Angela P Hamilton	1960-09-08	UHC-96995-64	—	1326 Valley View Dr, Houston, TX, 77096	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-406966	CLM	Laura Burke	1972-11-18	—	—	5085 Market St, Seattle, WA, 98185	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420068	CLM	Lauren Kelly	2003-11-07	UHC-96244-64	2879291810	1212 Hillcrest Rd, Chandler, AZ, 85240	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408534	CLM	Billy K Rice	1949-02-24	—	—	3279 Lake View Rd, Miami, FL, 33183	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425536	CLM	Beverly K Cunningham	1961-03-23	—	4317146211	5678 Meadow Ln, Miami, FL, 33173	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423100	CLM	Arthur Jimenez	2001-02-01	UHC-75581-43	—	4586 Lake View Rd, Eden Prairie, MN, 55342	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-406653	CLM	Kayla N Chapman	1951-09-02	UHC-86296-21	—	4741 Hillcrest Rd, Los Angeles, CA, 90023	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-418343	CLM	Carol Kelly	1939-10-17	UHC-09522-48	—	1796 Maple Ave, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-430809	CLM	Jordan P Evans	1991-12-13	UHC-87973-57	4886798562	6438 Sage Ct, Columbus, OH, 43256	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410182	CLM	Cheryl Murray	2004-09-04	UHC-17856-63	—	8800 Union St, Nashville, TN, 37293	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-401867	CLM	Dennis Henderson	2006-02-18	UHC-96738-49	—	9816 Washington St, Fresno, CA, 93791	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-423845	CLM	Nicole Mejia	1962-05-14	UHC-35763-47	—	3685 Baseline Rd, Minneapolis, MN, 55469	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-431927	CLM	Isabella White	1963-09-10	—	—	9080 Canyon Rd, Tampa, FL, 33636	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408332	CLM	Jessica Vega	1967-09-05	—	—	8510 Ridge Rd, Dallas, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410883	CLM	Sandra Z Dominguez	1971-11-14	—	—	7249 Canyon Rd, Orlando, FL, 32818	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422040	CLM	Patrick Nichols	1945-08-01	—	5875690437	6749 Hillcrest Rd, Sacramento, CA, 95837	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413003	CLM	Mateo Barnes	1954-02-13	—	—	7827 Hillcrest Rd, Atlanta, GA, 30335	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426113	CLM	Emily Lucas	—	UHC-93210-78	5197220647	664 Hillcrest Rd, Atlanta, GA, 30325	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-403660	CLM	Nahan Morrison	1976-10-19	—	—	1788 Valley View Dr # 194, Seattle, WA	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP missing+2 more

13,120 rows, page 49 of 263Previous Next