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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-425975	CLM	Edward Willis	1999-11-25	—	—	6430 Willow Ct, San Antonio, TX, 78246	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-432149	CLM	Benjamin Cooper	1968-06-14	—	4894411550	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-411860	CLM	Nathan Olson	1993-12-09	UHC-91260-88	6933433510	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-426063	CLM	Sophia Garrett	1956-05-14	UHC-00711-30	—	6424 Oak St, Scottsdale, AZ, 85222	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402994	CLM	Margaret Gutierrez	1961-10-06	UHC-64472-08	6784883519	2129 Forest Ave, Scottsdale, AZ, 85257	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430176	CLM	Ehtan Gardner	1961-03-01	UHC-07381-68	—	8361 Indian School Rd, Nashville, TN, 37248	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-412260	CLM	Jsoeph B Singh	1961-03-14	—	7285645672	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400232	CLM	Austin Stone	1949-11-17	—	4625530574	4169 Jefferson Ave, Chandler, AZ, 85252	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426316	CLM	Janet Harris	1943-04-01	UHC-75532-63	—	6699 Union St, Houston, TX, 77031	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430250	CLM	Nicholas Wright	1948-05-06	UHC-74572-59	—	9424 Park Pl, Columbus, OH, 43204	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-416837	CLM	Terry B Gomez	1945-07-27	—	—	9617 Lake View Rd, Denver, CO, 80255	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406708	CLM	Mariana T Ortega	1999-07-03	—	7376615042	119 Park Pl, Eden Prairie, MN, 55307	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-414598	CLM	Luis Jenkins	1958-10-19	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-413665	CLM	Joshua T Cooper	1962-10-20	UHC-54359-82	—	8269 Pine Dr, Nashville, TN, 37234	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-418668	CLM	Kenneth Stephens	2000-10-23	UHC-04652-94	6348161951	2225 Willow Ct, Miami, FL, 33147	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-426408	CLM	David L Hoffman	—	UHC-13903-09	—	6380 Central Ave, San Antonio, TX, 78260	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
CLM-424809	CLM	Ann X Murphy	1939-06-17	UHC-58244-17	7748950284	5847 Park Pl # 513, Eden Prairie, MN, 55381	0.78	Phone reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
CLM-412316	CLM	John C Burke	1977-07-17	—	4536671365	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-415410	CLM	Harold Vasquez	2002-04-18	UHC-05206-24	—	4231 Lake View Rd, Mesa, AZ, 85252	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426772	CLM	Amber Hicks	1986-03-13	UHC-79648-21	6965463475	6384 Mesa Dr, Gilbert, AZ, 85230	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428157	CLM	Gerald M Garza	1945-04-09	UHC-07051-35	—	3829 Main St, Denver, CO, 80234	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428890	CLM	Helen Woods	1954-04-09	—	—	6556 Desert Sky Blvd, Chandler, AZ, 85222	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405237	CLM	Robert Ross	1997-08-18	UHC-39201-16	3817295403	6404 Central Ave, Gilbert, AZ, 85224	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413406	CLM	—Junk	1960-05-26	UHC-40615-31	2306384043	—	0.78	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared+1 more
CLM-413371	CLM	Stevens Vicky	1971-12-19	UHC-07139-26	3618387929	—	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-420546	CLM	Ashley Hart	1950-03-20	—	3355531298	6932 Baseline Rd, San Antonio, TX, 78222	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400859	CLM	Luis Scott	1945-06-14	—	—	9227 Jefferson Ave, Scottsdale, AZ, 85212	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-425337	CLM	Thomas Matthews	2002-08-28	UHC-58466-91	—	8141 Mountain View Dr, Miami, FL, 33161	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430450	CLM	Henry Riley	1989-05-22	—	9583325527	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-423691	CLM	Deborah D Henderson	2008-03-10	—	—	2283 Grand Ave, Scottsdale, AZ, 85238	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416344	CLM	Amanda Watkins	1955-12-16	UHC-36888-31	—	6908 Pine Dr, Tampa, FL, 33655	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-416343	CLM	Amanda Watkins	1955-12-16	UHC-36888-31	—	6908 Pine Dr, Tampa, FL, 33655	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-430201	CLM	Philip Olson	2007-09-07	—	—	—	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
CLM-423674	CLM	Albert Santos	1975-05-16	—	7459294057	7865 Hillcrest Rd, Austin, TX, 78726	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-412471	CLM	Emily Harrison	1973-01-15	—	—	6778 Valley View Dr, Las Vegas, NV, 89180	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400450	CLM	Margaret Chavez	1951-03-19	UHC-92419-11	—	5663 Spring St, Minneapolis, MN, 55457	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-407363	CLM	Arthur Gilbert	1963-09-27	—	4344045344	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-419363	CLM	Sofia Y Wallace	1989-07-10	UHC-07269-10	—	1093 Ocean Ave, Orlando, FL, 32845	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403832	CLM	Jaacob W Burke	1963-06-07	UHC-45904-82	—	4350 Highland Ave, Chandler, AZ, 85258	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-405669	CLM	Diego Johnston	1957-02-16	UHC-82913-21	—	4385 Highland Ave, Sacramento, CA, 95852	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400124	CLM	Joan McDonald	1963-02-27	UHC-70439-68	—	9124 Meadow Ln, Jacksonville, FL, 32212	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400713	CLM	Matthew Hayes	1993-02-07	UHC-78677-80	4649219132	5670 River Rd, Denver, CO, 80220	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428862	CLM	Arthur Johnson	1954-04-15	—	8954334474	58 Spring St, Houston, TX, 77035	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419837	CLM	Teresa Dixon	1970-04-03	UHC-78294-80	7039456181	5177 Camelback Rd, Dallas, TX, 75270	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421599	CLM	Jacob Ramirez	1979-06-01	—	—	6959 Willow Ct, Tempe, AZ, 85296	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-410351	CLM	Sophia Riley	1997-09-13	—	6092529332	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-405630	CLM	Judith Meyer	2002-04-23	UHC-98459-56	7408426301	6103 Ridge Rd, Orlando, FL, 32872	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409474	CLM	Douglas Robinson	1974-11-27	UHC-58278-39	5426819497	9031 Apache Blvd, Nashville, TN, 37242	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402370	CLM	Hnanah Rios	1942-01-25	UHC-28062-83	5449632042	4788 Main St, Plano, TX, 75046	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-408349	CLM	Stephen Reyes	1960-07-03	UHC-57936-49	—	6423 Harbor Blvd, Mesa, AZ, 85269	0.78	Name re-cased Phone missing area code Member ID reformatted Whitespace trimmed+1 more

18,771 rows, page 187 of 376Previous Next