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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411189	CLM	Dot T Richardson	1948-07-07	—	—	9509 Indian School Rd Apt 35, Charlotte, NC, 28278	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-409048	CLM	Ralph Simpson	1938-03-20	UHC-13940-20	—	4591 Park Pl, Phoenix, AZ, 85087	0.36	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-400627	CLM	Jesse Price	—	UHC-05475-09	—	5432 Highland Ave, Mesa, AZ	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-404297	CLM	—Junk	1965-03-12	—	6817966665	9269 Grand Ave, Houston, TX, 77086	0.36	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-425438	CLM	Donna Hicks	1952-04-13	UHC-61983-32	2439311212	2177 Highland Ave # 112, Tempe, AZ, 85215	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-430517	CLM	Carol Carter	1974-11-05	UHC-97175-90	—	6492 Washington St, Chandler, AZ	0.36	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-416025	CLM	Brenda Nelson	1946-06-04	UHC-04067-06	—	1315 Market St, Gilbert, AZ, 85222	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
CLM-400427	CLM	Heather Hunt	2001-05-18	UHC-54458-17	8444312433	4288 Baseline Rd, Sacramento, CA, 95890	0.36	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417435	CLM	Angela Sullivan	1962-09-08	UHC-92117-15	8249232096	173 Indian School Rd, Minneapolis, MN	0.36	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
CLM-401794	CLM	Grace James	1987-11-21	—	3673634599	6385 River Rd # 597, Las Vegas, NV, 89188	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-420725	CLM	Jean L Scott	1974-06-25	UHC-25460-52	—	4107 Park Pl, Los Angeles, CA, 90029	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-423075	CLM	Shirley Obrien	1969-06-05	UHC-62601-51	—	5922 Maple Ave, Sacramento, CA	0.36	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+4 more
CLM-400639	CLM	Russell Cox	1996-09-22	—	—	4322 Market St, Jacksonville, FL, 32256	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-414246	CLM	Bradley Arnold	1957-01-14	UHC-47803-30	5625892100	525 Lake View Rd # 201, Gilbert, AZ, 85271	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-421510	CLM	Anna Greene	1986-02-14	UHC-19124-93	—	9359 Lake View Rd, Denver, CO, 80222	0.36	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+4 more
CLM-415200	CLM	Santiago Padilla	1982-11-04	UHC-48047-31	7254187784	6082 Grand Ave, San Diego, CA	0.36	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
CLM-411129	CLM	Nicole Hughes	2001-10-12	—	—	5263 Willow Ct, Columbus, OH, 43271	0.36	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-427364	CLM	Peter Austin	—	UHC-85220-86	4504836905	6884 Maple Ave, Gilbert, AZ, 85265	0.36	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414601	CLM	Samuel Ortiz	—	UHC-72440-13	—	691 Mesa Dr, Orlando, FL, 32878	0.36	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
CLM-416215	CLM	Alan Maldonado	1940-09-18	UHC-40405-98	9648640740	3947 Willow Ct # 416, Fresno, CA, 93760	0.36	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+4 more
CLM-432017	CLM	Nicholas Cunningham	1971-07-18	UHC-89997-78	—	7483 Canyon Rd, Phoenix, AZ	0.36	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
CLM-405712	CLM	Lis Richardson	1990-06-10	UHC-29830-20	—	7253 Elm St # 117, Los Angeles, CA, 90080	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-409511	CLM	Logan Turner	1972-06-01	UHC-66944-79	—	3235 Central Ave, San Antonio, TX	0.36	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-412180	CLM	Stephanie Y Ruiz	1999-01-26	UHC-28633-53	—	1752 Main St, Eden Prairie, MN, 55329	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-422425	CLM	Lawrence Sooto	1974-08-02	UHC-60682-84	5823902790	6232 Willow Ct Apt 30, Tempe, AZ, 85269	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413461	CLM	Natalie Wang	1942-05-17	—	—	5516 Market St Apt 23, Austin, TX, 78786	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413958	CLM	Diana Hamilton	1951-05-28	—	—	6681 Apache Blvd Apt 22, Charlotte, NC, 28235	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-420814	CLM	Lauren Johnson	1955-02-23	UHC-97366-63	2549616595	8349 Harbor Blvd, Minneapolis, MN, 55440	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-410040	CLM	Jason Mills	1986-04-22	UHC-72396-45	—	2460 Grand Ave # 759, Tampa, FL, 33639	0.38	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-419829	CLM	Judy Andrews	1986-09-07	UHC-49978-58	3546582910	6785 Pine Dr, Sacramento, CA, 95845	0.38	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+3 more
CLM-413916	CLM	Dorothy Wods	1942-01-03	UHC-01218-90	5562839603	5620 Indian School Rd, Houston, TX, 77069	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419379	CLM	Albert Ellis	2001-08-08	—	—	860 Ocean Ave, Houston, TX, 77050	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-424267	CLM	Jack Barnes	1940-07-25	—	—	5734 Washington St, Atlanta, GA, 30356	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-412435	CLM	Maria McDonald	—	—	—	8439 Elm St, Houston, TX, 77044	0.38	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+3 more
CLM-405215	CLM	Dorothy A Gray	1945-08-20	UHC-28039-87	—	9607 Meadow Ln # 871, Las Vegas, NV, 89155	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-424718	CLM	Paul Gordon	1954-05-19	—	6838472125	9470 Camelback Rd, Miami, FL, 33165	0.38	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-409898	CLM	Ethan Maldonado	1948-10-25	—	—	6746 Central Ave, Glendale, AZ	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-428297	CLM	Michael Carpenter	1995-07-11	—	—	8019 Market St, Plano, TX	0.38	Two-digit birth year City re-cased State name converted to code ZIP missing+3 more
CLM-403215	CLM	Priya West	2006-07-03	UHC-15513-78	2154121453	7070 Oak St, Charlotte, NC, 28252	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418909	CLM	Cheryl Wells	2002-03-22	UHC-16740-01	—	4094 Apache Blvd, Los Angeles, CA, 90085	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-408673	CLM	Mariana Z Morrison	—	UHC-48094-21	—	8632 Mesa Dr, Chandler, AZ	0.38	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+3 more
CLM-404095	CLM	Joshua Mendoza	1954-10-27	—	9532876576	650 Valley View Dr Apt 15, Houston, TX, 77067	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410548	CLM	Danielle Ford	—	—	—	9012 Central Ave # 138, Plano, TX, 75081	0.38	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
CLM-403642	CLM	Emily V Le	1997-12-09	UHC-71304-15	9219277847	9284 Meadow Ln, Atlanta, GA	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424237	CLM	Becky Myers	—	—	—	2515 Palm Dr, Tucson, AZ	0.38	Date of birth missing Street suffix standardised Address re-cased ZIP missing+3 more
CLM-405212	CLM	Katherine Lucas	2000-07-16	—	8872470565	9123 Bayshore Dr, Plano, TX, 75047	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-430397	CLM	Keith G Crawford	1975-06-10	UHC-72967-12	—	239 Grand Ave, Fresno, CA, 93703	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-414689	CLM	Olivia Franklin	1955-09-28	—	2213349739	6531 Hillcrest Rd, San Diego, CA, 92125	0.38	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
CLM-410911	CLM	Russell Gutierrez	1963-10-20	—	6777497359	3087 Apache Blvd, Mesa, AZ, 85252	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417893	CLM	Justin P Tran	1941-03-07	—	4994592312	3195 Market St, Mesa, AZ, 85232	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

5,465 rows, page 4 of 110Previous Next