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-432675	CLM	Wei Mason	1982-09-01	UHC-68321-28	—	9839 Palm Dr, Seattle, WA	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-410209	CLM	Sarah B Edwards	1940-04-27	—	—	7813 Main St, San Diego, CA, 92118	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-413044	CLM	Brandon Kim	1962-06-04	—	—	4843 Meadow Ln, Fresno, CA, 93719	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-426450	CLM	Evelyn Palmer	1997-04-03	UHC-50583-39	—	8011 Church St, Tucson, AZ, 85758	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-417424	CLM	James Crawford	1974-01-28	UHC-30066-13	—	3463 Washington St, Tampa, FL, 33670	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401570	CLM	David X Graham	2003-09-12	—	—	2470 Lincoln Way, Plano, TX, 75031	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-424638	CLM	Charles Griffin	2003-10-08	UHC-79368-12	—	6431 Oak St, Eden Prairie, MN	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-427145	CLM	Priya D Coleman	1979-02-22	UHC-29997-83	—	8189 Canyon Rd, Phoenix, AZ, 85027	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-422747	CLM	Elizabeth S Reeyes	1944-11-12	—	—	6171 Spring St, Fresno, CA, 93733	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-409270	CLM	Sam Hernandez	1980-10-22	UHC-94074-24	7997228805	6839 Jefferson Ave, Orlando, FL, 32889	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-428023	CLM	Saron S Day	1962-01-26	—	—	4771 Indian School Rd, Charlotte, NC, 28232	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-430237	CLM	Joan Meyer	1992-11-20	UHC-56059-70	—	483 Desert Sky Blvd, Charlotte, NC, 28211	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-425952	CLM	Jennifer Graham	1962-09-18	—	8744961988	8552 Highland Ave, Houston, TX, 77064	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-406508	CLM	Jordan V Garcia	1983-04-26	—	—	8139 Harbor Blvd, Chandler, AZ, 85267	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406662	CLM	Pamela Q Black	1969-01-06	UHC-33930-18	—	8059 Park Pl, Denver, CO, 80257	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-431933	CLM	Austin Bradley	1943-08-01	—	7626066429	9838 Palm Dr Apt 21, Austin, TX, 78799	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-408461	CLM	Brenad Garrett	1985-09-28	UHC-01984-24	—	3668 Ridge Rd, Phoenix, AZ, 85018	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Plan code upper-cased+1 more
CLM-429776	CLM	Danielle H Stevens	1944-02-13	—	—	4873 Ocean Ave, Chandler, AZ, 85215	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416994	CLM	William Gonzales	1977-08-17	UHC-92544-37	—	2689 Market St, Minneapolis, MN, 55475	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-423525	CLM	Pamela Patel	1970-03-25	—	—	5691 Palm Dr, San Antonio, TX, 78230	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418266	CLM	Brenda Soto	1938-11-18	UHC-22397-55	6445396041	508 Forest Ave, Miami, FL, 33158	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-411649	CLM	Cynthia Baker	1940-05-26	UHC-09215-77	—	2238 Grand Ave # 807, Nashville, TN, 37263	0.66	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+1 more
CLM-413399	CLM	Ethan Cook	2003-03-18	UHC-76119-12	—	9366 Mesa Dr, Tucson, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-407164	CLM	Logan Lane	1953-01-13	UHC-29585-43	—	8325 River Rd, San Antonio, TX, 78264	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-425456	CLM	Edward Reyes	2004-09-24	UHC-07461-95	—	8191 Pine Dr, Denver, CO, 80204	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-418894	CLM	Aisha Morrison	2006-04-13	UHC-15863-85	3559735208	3540 Maple Ave # 540, Houston, TX, 77081	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-418150	CLM	Santiago Q Warren	1976-10-01	UHC-97597-12	—	542 Harbor Blvd, Mesa, AZ, 85248	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-420101	CLM	Douglas Perry	1943-05-20	UHC-88700-98	—	9386 Mesa Dr, Tampa, FL, 33642	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-406152	CLM	Donna Diaz	1997-08-21	UHC-14269-08	—	1140 Elm St, Miami, FL, 33115	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-423025	CLM	Santiago Allen	—	UHC-39555-75	—	2932 Ocean Ave, Nashville, TN, 37213	0.66	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-402319	CLM	Alan Rice	1989-01-27	—	—	4973 Church St, Tucson, AZ, 85721	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-432273	CLM	Richard Bishoop	1948-01-13	UHC-11474-59	6127340011	4532 Jefferson Ave, San Antonio, TX, 78256	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+1 more
CLM-405857	CLM	Dylan Gibson	1946-04-15	UHC-91430-31	—	3146 Forest Ave, Phoenix, AZ, 85098	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-422617	CLM	Stephanie Day	1968-05-02	UHC-13402-27	—	5173 Highland Ave, Atlanta, GA, 30361	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-409356	CLM	Carol Csatro	1957-07-18	UHC-89014-71	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-418072	CLM	Zachary Maldonado	1987-02-22	UHC-14103-56	—	3999 Union St, Houston, TX, 77083	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-402353	CLM	Ralph Woods	1967-07-26	—	—	6887 Spring St, Tampa, FL, 33671	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415568	CLM	Ben P Singh	1948-11-04	—	—	747 Ocean Ave, San Antonio, TX, 78286	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-428805	CLM	Douglas Stewart	1987-03-07	UHC-98736-64	7734107976	4478 Cedar Ln, Dallas, TX, 75222	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-403270	CLM	Julai J Simpson	1946-02-27	UHC-55962-37	—	4726 Mesa Dr, Nashville, TN, 37231	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401246	CLM	Aisha Holmes	2002-05-07	—	—	6354 Lincoln Way, San Diego, CA	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-401245	CLM	Aisha Holmes	2002-05-07	—	—	6354 Lincoln Way, San Diego, CA	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-428705	CLM	Kathryn Carlson	1939-12-07	—	5548083216	2320 Highland Ave, Las Vegas, NV, 89109	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-405094	CLM	Valentina Alvarado	1953-06-20	UHC-32928-11	—	2353 Palm Dr, Orlando, FL, 32831	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-427115	CLM	Jesse O Armstrong	1982-08-05	UHC-51454-66	4453022607	2532 Oak St # 979, Scottsdale, AZ	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
CLM-404583	CLM	Donna Austin	1975-05-22	—	—	6301 Valley View Dr, Tucson, AZ	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
CLM-428102	CLM	Cole Steven	1982-09-07	UHC-97690-65	—	5310 Sunset Blvd, Glendale, AZ, 85378	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403339	CLM	Paul Little	1984-11-06	UHC-44878-82	2127981973	3698 Bayshore Dr, Los Angeles, CA, 90010	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-429715	CLM	Gloriia Martin	1989-09-15	—	—	6216 Canyon Rd, Miami, FL, 33155	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425704	CLM	Kayla Willis	1944-09-11	UHC-95285-80	—	7871 Ridge Rd, Tampa, FL, 33616	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+1 more

10,559 rows, page 58 of 212Previous Next