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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-422809	CLM	Carlos Daniels	1975-11-06	—	7292072607	7882 Harbor Blvd, San Diego, CA, 92132	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422302	CLM	Frank A Payne	1995-07-16	UHC-69731-21	—	7646 Washington St, Phoenix, AZ, 85070	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411824	CLM	Willie Balck	2001-09-22	UHC-22972-70	—	4399 Sunset Blvd, Tucson, AZ, 85789	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420564	CLM	Vincent Gutieerrez	1950-01-08	—	8202806153	5152 Washington St, Orlando, FL, 32829	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-413991	CLM	Gabriel Luna	1959-09-13	UHC-01468-90	8934771411	3187 Oak St Apt 13, San Antonio, TX, 78278	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-413507	CLM	Scott Fuller	1965-02-05	—	—	7273 Mountain View Dr, Miami, FL, 33115	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-431775	CLM	Dorothy P Freeman	1996-01-26	—	5957202061	7184 Market St, Tucson, AZ, 85782	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
CLM-409347	CLM	Aissha Gonzalez	1950-12-05	UHC-12855-78	—	1930 Forest Ave, Tempe, AZ, 85216	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-414347	CLM	Henry Jenkisn	1952-06-23	—	—	8487 Washington St, San Diego, CA, 92100	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403151	CLM	Diego K Jones	1981-07-13	—	4194872571	—	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
CLM-426659	CLM	Laura Q Collins	1953-05-24	UHC-74766-94	—	9697 Ridge Rd, Scottsdale, AZ, 85292	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-414922	CLM	Jessica Cunningham	1978-09-04	UHC-94194-72	—	6160 Central Ave, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-423433	CLM	Valentina Freeman	1967-01-26	UHC-64211-41	6844721103	5602 Harbor Blvd, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-414304	CLM	Knight Kathleen	1981-08-22	—	2336873624	3149 Park Pl, Dallas, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-406401	CLM	Elijah X West	1967-12-05	UHC-13763-06	—	1172 Mesa Dr, Tampa, FL, 33658	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-429395	CLM	Alexis Price	1997-10-10	UHC-53316-85	2034729259	300 Bayshore Dr # 703, Atlanta, GA, 30358	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-417521	CLM	Dick E Kelley	1963-12-07	UHC-11767-95	—	68 Desert Sky Blvd, Tucson, AZ, 85719	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404856	CLM	Bobby D Romero	2001-02-09	UHC-25052-40	—	8742 Park Pl, Seattle, WA, 98154	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-427184	CLM	Albert U Johnston	1961-05-09	UHC-58242-57	5548778504	5512 Highland Ave, Tucson, AZ, 85750	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416749	CLM	Lauren Riley	1952-01-08	UHC-01311-77	—	1156 Hillcrest Rd, Minneapolis, MN	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428588	CLM	Ana Carr	1981-08-17	—	5898373919	3689 Pine Dr, Los Angeles, CA, 90074	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426191	CLM	Rebecca Hoffman	1965-07-25	—	6915617525	218 Apache Blvd # 191, Las Vegas, NV, 89176	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405320	CLM	Amy Washington	1964-07-27	UHC-41659-76	—	8281 Mountain View Dr, Fresno, CA, 93710	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417276	CLM	Wei Hamilton	—	UHC-96684-93	—	449 Grand Ave, Jacksonville, FL, 32209	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-423399	CLM	Virginia Guerrero	1945-06-21	UHC-61356-39	5128171485	6889 Oak St, Gilbert, AZ, 85265	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429525	CLM	Carol A Shaw	2002-10-06	UHC-74988-59	5447173992	1968 Willow Ct, Orlando, FL, 32826	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-422391	CLM	Josh Payne	1938-09-03	UHC-40350-50	2893105697	5146 Cedar Ln, Sacramento, CA, 95871	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430769	CLM	Gerald Simpson	1942-12-15	UHC-08297-98	—	3721 Jefferson Ave, Nashville, TN, 37267	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429848	CLM	Samuel Daniels	1977-11-16	UHC-29400-17	—	8484 Meadow Ln, Tampa, FL, 33641	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411033	CLM	Alice Jamas	—	UHC-50230-34	—	1005 Forest Ave # 764, Phoenix, AZ, 85036	0.64	Name re-cased Date of birth unreadable Member ID reformatted Unit split from street+2 more
CLM-403523	CLM	Diego Castillo	2007-02-09	UHC-69309-44	8524490456	3312 Maple Ave, Houston, TX, 77038	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-417607	CLM	Jonathan Reinolds	1976-03-22	UHC-90138-55	—	2310 Lincoln Way, Eden Prairie, MN, 55385	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401225	CLM	Ann S Lopez	1940-11-23	—	8609596207	61 Sunset Blvd, Plano, TX, 75061	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418953	CLM	Oar Hunt	1938-05-20	UHC-97434-51	4543629865	9314 Bayshore Dr, Los Angeles, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424228	CLM	Michael Porer	2003-09-12	UHC-50791-32	—	5538 Elm St, Houston, TX, 77079	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407621	CLM	Teressa Z Porter	1983-10-23	—	7316388441	8615 Hillcrest Rd, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402177	CLM	Arthur Reynolds	1984-05-13	—	—	9016 Elm St, Tampa, FL, 33696	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-409065	CLM	Kenneth X Carroll	1972-07-18	—	2776674397	5265 Maple Ave, Dallas, TX, 75298	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414947	CLM	Donna Austin	1956-02-08	UHC-08695-42	—	3198 Maple Ave, Fresno, CA, 93784	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-405030	CLM	Christopher Cunningham	1946-04-04	—	2956630065	3285 River Rd, Charlotte, NC	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407017	CLM	David G Henry	1964-01-25	UHC-48679-36	—	4431 Harbor Blvd, Charlotte, NC, 28202	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416243	CLM	Joyce Hanson	1944-01-14	—	—	2684 Grand Ave, Plano, TX, 75062	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429280	CLM	Christine Hughes	1964-05-10	UHC-27448-55	3112840799	3921 Bayshore Dr, Orlando, FL, 32893	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
CLM-407214	CLM	Kimberly Munoz	2007-12-22	—	—	5212 Spring St, Jacksonville, FL, 32237	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-425060	CLM	Debra Schmidt	1941-08-21	UHC-39182-52	6785129037	1984 Jefferson Ave, Tempe, AZ, 85232	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416175	CLM	Rebecca B Collins	1972-06-13	UHC-41980-63	—	7226 Maple Ave # 130, Houston, TX, 77076	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409305	CLM	Lori V Ellis	2005-08-15	UHC-21885-66	—	5821 Union St, Orlando, FL, 32879	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413969	CLM	Maria Young	1981-05-21	UHC-57966-63	7747603813	4044 Maple Ave, Charlotte, NC, 28215	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-402343	CLM	Brandon W Russell	1988-12-24	UHC-06169-41	3012852333	—	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
CLM-411962	CLM	David R Bishup	1973-10-26	UHC-19805-32	9476202863	1186 Harbor Blvd, Seattle, WA, 98117	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised+2 more

13,120 rows, page 64 of 263Previous Next