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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409452	CLM	Rachel Walker	1968-02-06	UHC-21212-52	7669910293	6585 Maple Ave, Chandler, AZ, 85266	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410914	CLM	Diana Chapman	2000-02-08	—	—	1885 Pine Dr, Dallas, TX, 75277	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421476	CLM	Ahmed Perkins	1948-08-28	UHC-16952-84	4799482546	3105 Main St, Glendale, AZ, 85324	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412357	CLM	Marcus Cooper	1952-08-23	UHC-91372-60	—	1213 Indian School Rd, Glendale, AZ	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
CLM-405359	CLM	Keith P Guzman	1998-01-10	UHC-44567-20	6027198695	6289 Main St, Phoenix, AZ, 85062	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-410653	CLM	Scott Chapman	1985-07-03	UHC-81314-71	—	1910 Washington St, Scottsdale, AZ, 85297	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406219	CLM	Frank Armstrong	1977-11-07	UHC-73728-14	4797228556	8373 Mesa Dr, Seattle, WA, 98100	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-422478	CLM	Teresa Fox	1981-12-23	UHC-90462-01	—	4557 Palm Dr, Orlando, FL, 32865	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415536	CLM	Charles Kelly	2006-07-14	—	—	25 Jefferson Ave, Scottsdale, AZ, 85226	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415977	CLM	Megan Burton	1962-12-19	UHC-70543-77	—	2945 Hillcrest Rd, Columbus, OH, 43222	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416498	CLM	Alice Larson	1979-03-07	UHC-47376-36	8753120016	5606 Palm Dr, Austin, TX, 78736	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-405494	CLM	Lori A Fowler	1972-10-21	—	—	194 Church St, Tampa, FL, 33640	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416214	CLM	Aan O Maldonado	1940-09-18	UHC-40405-98	—	3947 Willow Ct, Fresno, CA, 93760	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-413181	CLM	Vincnet McDonald	1971-06-09	—	9578139017	6869 Washington St, Tucson, AZ, 85755	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-428643	CLM	Melissa Y Phillips	2008-08-03	—	—	9369 Sage Ct # 529, Seattle, WA, 98167	0.66	Name split from “Last, First”Unit split from street City re-cased Email lower-cased+1 more
CLM-427616	CLM	Matthew Walker	1971-05-21	—	—	8815 Harbor Blvd, Minneapolis, MN, 55477	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-419797	CLM	Tyler I Rice	1994-08-12	UHC-71226-29	—	9763 Spring St, Orlando, FL, 32855	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401742	CLM	Larry Gutierrez	1974-05-23	UHC-44338-82	—	8354 Indian School Rd, Houston, TX, 77012	0.66	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420840	CLM	Wayne B Medina	2006-04-08	UHC-58594-37	4859006756	—	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-415424	CLM	Ahmed Hernandez	1942-04-15	—	8757447817	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-401326	CLM	Keith Brooks	1986-03-26	UHC-63341-37	—	5724 Pine Dr, Denver, CO, 80299	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-410376	CLM	Arujn Larson	1991-01-24	UHC-89929-24	9854405454	1443 Mesa Dr, Plano, TX, 75059	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418125	CLM	Donald Weber	1977-01-24	UHC-71132-52	8047608422	4064 Indian School Rd, Minneapolis, MN, 55460	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410754	CLM	Jordan George	1969-09-21	—	—	274 Desert Sky Blvd, Austin, TX, 78770	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408508	CLM	Brenda P Obrien	2004-09-12	—	—	2758 Jefferson Ave, Denver, CO, 80263	0.66	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+1 more
CLM-403133	CLM	Jose Richardson	1960-08-27	UHC-61622-11	6046186708	9388 Cedar Ln, Nashville, TN, 37275	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430823	CLM	Roy Coleman	1950-10-13	—	2213393572	8107 Camelback Rd, Phoenix, AZ, 85040	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416069	CLM	Rachel Coleman	1981-12-28	UHC-96750-71	6609535067	93 Ocean Ave, Jacksonville, FL, 32262	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415372	CLM	Jennifer Hansen	1966-04-08	UHC-70639-44	—	5187 Main St, Atlanta, GA, 30345	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411994	CLM	Maria Hoffman	2004-02-01	—	4172852297	7344 Apache Blvd, Gilbert, AZ, 85295	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428055	CLM	Barbara D Rojas	1989-01-04	UHC-46818-78	—	5644 Forest Ave, Nashville, TN, 37287	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-429538	CLM	Jeffrey Phillips	1977-06-27	UHC-08341-30	—	8994 Highland Ave, Phoenix, AZ, 85065	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-411729	CLM	Lucia Ryan	1987-05-06	UHC-61623-91	—	5920 Elm St, Columbus, OH, 43294	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-407552	CLM	Samantha W Greene	1976-09-02	—	—	1516 Highland Ave, San Diego, CA, 92151	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423483	CLM	Donna Holmes	1958-03-17	UHC-94194-30	6802240241	8953 Main St, Glendale, AZ, 85308	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408183	CLM	Alice Wang	1938-03-05	UHC-19783-63	—	9104 River Rd, Austin, TX, 78739	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400532	CLM	Christian W Carpenter	1947-09-17	—	—	8062 Canyon Rd, Los Angeles, CA, 90082	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-408345	CLM	Brenda Stephens	1963-11-26	UHC-21755-58	—	5273 Church St, Tempe, AZ, 85256	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-424873	CLM	Alice Porter	1985-07-23	—	7509572811	5235 Lake View Rd, Tempe, AZ, 85232	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429032	CLM	Isabella McDonald	1965-02-03	UHC-42587-12	—	4192 Willow Ct, Orlando, FL, 32816	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405231	CLM	Evelyn Riley	1986-12-18	UHC-04663-24	5263498308	2147 Desert Sky Blvd, Mesa, AZ, 85284	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422386	CLM	Gregory Kennedy	1991-09-21	UHC-80526-03	2637599103	6903 Sunset Blvd, Dallas, TX, 75246	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-422387	CLM	Gregory Kennedy	1991-09-21	UHC-80526-03	2637599103	6903 Sunset Blvd, Dallas, TX, 75246	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-407486	CLM	Abigail Hicks	2001-04-05	UHC-46842-79	—	251 Hillcrest Rd, Seattle, WA, 98176	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-414842	CLM	Sara Jimenez	1968-08-07	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-402650	CLM	Carolyn Lawson	1945-04-13	UHC-41652-56	8882533046	7320 Elm St, Charlotte, NC, 28255	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422138	CLM	Russell Nunez	1987-06-15	UHC-92246-28	—	9308 River Rd, Jacksonville, FL, 32287	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422137	CLM	Russell Nunez	1987-06-15	UHC-92246-28	—	9308 River Rd, Jacksonville, FL, 32287	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428601	CLM	Aisha Rojas	1956-12-18	UHC-94886-33	2988219286	6374 Ocean Ave, Dallas, TX, 75208	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410523	CLM	Charlotte Y Patel	2008-08-11	UHC-45528-19	—	2247 Mountain View Dr, Los Angeles, CA, 90024	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more

3,226 rows, page 37 of 65Previous Next