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-413898	CLM	Mason Vasquez	1967-05-27	—	—	3053 Central Ave, Los Angeles, CA, 90066	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-412651	CLM	Evelyn Stewart	1997-03-04	—	—	8320 Union St, Atlanta, GA, 30332	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-401873	CLM	Patrick P Olson	1966-04-06	—	—	6165 Main St, San Diego, CA, 92167	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418378	CLM	Rebecca Fuller	1939-08-19	UHC-58010-49	6327349378	3291 Valley View Dr, Las Vegas, NV, 89143	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-415042	CLM	Yuki Russell	1942-02-14	—	—	4736 Ridge Rd, Mesa, AZ, 85223	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428960	CLM	Yuki Vazquez	1960-04-08	UHC-48005-22	—	6603 Camelback Rd, Miami, FL, 33192	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417000	CLM	Daniel X Jimenez	1959-01-18	—	—	5471 Sage Ct, Eden Prairie, MN, 55340	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-419687	CLM	Diego Nguyen	1963-10-15	UHC-76302-57	—	4782 Lake View Rd, Las Vegas, NV, 89185	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+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-425192	CLM	Keith A Perez	1944-10-15	UHC-42466-08	7706526800	1839 Indian School Rd # 109, Dallas, TX, 75262	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-401658	CLM	Fatima T Taylor	1979-11-28	—	—	9519 Desert Sky Blvd, San Antonio, TX, 78283	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404209	CLM	Katherine D Robinson	1975-05-01	UHC-61326-69	—	7828 Church St, Plano, TX, 75087	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426532	CLM	Ralph Armstrong	1957-02-11	—	—	7059 Desert Sky Blvd, Glendale, AZ, 85367	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+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-406490	CLM	Ralph Nguyen	1958-05-12	—	7184633452	2076 Lake View Rd, Scottsdale, AZ, 85216	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430270	CLM	Anna Knight	1952-02-05	UHC-17139-80	—	523 Valley View Dr, Sacramento, CA, 95866	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413310	CLM	Maria P Dean	2007-10-07	—	—	6450 Lincoln Way, Tempe, AZ, 85296	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-407760	CLM	Paul P Ortega	1951-04-19	—	7929831343	7282 Cedar Ln, Los Angeles, CA, 90033	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-402935	CLM	James Reid	2008-10-13	UHC-04022-72	—	5685 Sage Ct Apt 13, Scottsdale, AZ, 85269	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427502	CLM	Vincent Bishop	1981-04-20	UHC-95571-57	—	2787 Sage Ct, Austin, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416456	CLM	Henry Duncan	1948-07-01	UHC-37120-86	—	7478 Oak St, Phoenix, AZ, 85025	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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-417650	CLM	Jacob Walker	1998-02-27	UHC-50958-96	—	2767 Highland Ave, Scottsdale, AZ, 85250	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407671	CLM	Chris Diaz	1940-11-27	UHC-69730-93	—	3368 Oak St, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-419683	CLM	Dorothy Lawrence	1966-04-11	—	—	1167 Canyon Rd, Los Angeles, CA, 90087	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413144	CLM	Christina V Carter	1943-10-03	UHC-20494-29	—	6427 Pine Dr, Scottsdale, AZ, 85266	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+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-408585	CLM	Doris West	1939-12-09	—	—	9597 Camelback Rd, Tempe, AZ, 85259	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406021	CLM	Nicholas Gomez	1984-01-17	UHC-98466-97	9724228730	2392 Willow Ct, Chandler, AZ, 85278	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-404198	CLM	Christine Knight	1999-07-12	—	—	2960 Valley View Dr, Tampa, FL, 33632	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400046	CLM	Olivia Mejia	1996-01-27	UHC-99227-11	6248894352	1802 Forest Ave, Atlanta, GA, 30389	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+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-421663	CLM	Benjamin Wong	1948-10-12	UHC-60828-17	3405970565	1782 Pine Dr # 137, Mesa, AZ, 85217	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-408920	CLM	Alexis Lane	1966-10-02	UHC-83946-95	3509547239	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-426574	CLM	Joyce Wells	1988-11-18	—	—	3694 Sage Ct, Dallas, TX, 75215	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424575	CLM	Ann White	1957-06-19	—	—	159 Hillcrest Rd, Nashville, TN, 37295	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-427751	CLM	Melissa Simmons	1993-10-05	—	—	3474 Sage Ct # 190, Atlanta, GA, 30381	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+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-402890	CLM	Grace Hawkins	1938-07-27	—	—	1559 Willow Ct, Fresno, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403342	CLM	Rachel Gonzalez	1973-10-17	UHC-89828-42	—	2830 Valley View Dr, Orlando, FL, 32893	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421923	CLM	Theresa Henry	1991-12-11	—	—	8184 Meadow Ln, San Diego, CA, 92175	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+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
CLM-411804	CLM	Keith Bll	1942-12-10	UHC-34516-56	—	2197 Oak St, Eden Prairie, MN, 55370	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426498	CLM	Wayne Rodriguez	1962-01-02	UHC-24236-32	—	1949 Lake View Rd, Denver, CO	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401080	CLM	Joan Castillo	1960-04-13	UHC-72136-56	—	53 Apache Blvd, Seattle, WA, 98111	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426275	CLM	Alan O Greene	1943-11-23	UHC-55208-95	—	9748 Oak St Apt 8, Columbus, OH, 43243	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403592	CLM	Stevens H Kevin	1947-11-12	UHC-74291-02	—	2398 River Rd, San Antonio, TX, 78255	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

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