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-423359	CLM	Billy Fisher	1981-08-20	—	9354351554	696 Union St, Nashville, TN, 37259	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404007	CLM	Eugene Young	1983-07-25	UHC-39535-18	2538700296	4495 River Rd, Dallas, TX, 75204	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419806	CLM	Linda Mrtin	2006-09-27	UHC-16338-39	4667239904	1063 Union St, Dallas, TX, 75262	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414259	CLM	Bryan Graham	1952-04-08	UHC-91389-39	7733559998	238 Jefferson Ave, San Antonio, TX, 78204	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419032	CLM	Catherine Fuller	1961-02-27	UHC-08698-57	—	3944 Oak St, Denver, CO, 80224	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408382	CLM	Nick Obrien	1959-09-02	UHC-77329-14	5115297318	4628 Sunset Blvd, Las Vegas, NV, 89125	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405029	CLM	George Jensen	1941-11-06	UHC-11856-62	5812019278	5394 Forest Ave, Plano, TX, 75074	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422619	CLM	Danielle Lee	1975-10-25	—	8745331126	7026 Jefferson Ave, Atlanta, GA, 30306	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-432379	CLM	Melissa Gibson	1946-03-15	UHC-27893-59	9548196908	8469 Oak St, Columbus, OH, 43204	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419139	CLM	Keith Berry	2006-04-02	—	5234439026	810 Valley View Dr, Mesa, AZ, 85262	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403870	CLM	Wong Z Kyle	1953-12-09	UHC-64030-81	2042196423	1353 Lake View Rd, Mesa, AZ, 85242	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429506	CLM	Douglas Alvarado	2000-03-27	—	6735118205	1453 Indian School Rd, Jacksonville, FL, 32253	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423069	CLM	Nathan Riiley	1998-05-18	—	4856663464	1023 River Rd, Orlando, FL, 32865	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416390	CLM	Eric Schmidt	1945-11-23	—	7504715846	3720 Pine Dr, Miami, FL, 33118	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-427341	CLM	Janice Moore	1982-07-13	UHC-20558-92	2056336310	7643 Union St, Houston, TX, 77017	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-423218	CLM	Eric M Spencer	1967-07-21	—	7916402907	9811 Oak St, Minneapolis, MN, 55438	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423243	CLM	Kyle Harper	1997-08-03	UHC-68942-57	2679801331	1435 Jefferson Ave, Gilbert, AZ, 85294	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-426336	CLM	Janet Eavns	1955-07-18	UHC-24100-32	9832490350	9834 Palm Dr, Minneapolis, MN, 55476	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419774	CLM	Noah Washington	1978-09-03	UHC-11037-22	—	4831 Apache Blvd, Nashville, TN, 37255	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420207	CLM	Albert T Sandoval	1941-10-21	UHC-70056-48	3167710019	9266 Forest Ave, Tampa, FL, 33615	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-430047	CLM	Martha Powell	2008-12-24	—	2216068204	6225 Church St, Nashville, TN, 37214	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425366	CLM	Janet Davis	1974-06-07	UHC-23902-55	9444432708	—	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-423791	CLM	Cox Y Samantha	1974-01-03	UHC-42367-19	2772901430	7598 Oak St, Dallas, TX, 75291	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403311	CLM	Justin Palmer	1950-09-24	UHC-44225-20	8417209064	7502 Pine Dr, Phoenix, AZ, 85043	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425083	CLM	Peter Smith	1974-03-13	UHC-20983-31	9274995109	1657 Highland Ave, Fresno, CA, 93778	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424556	CLM	Carlos Hoffman	1963-08-01	—	8923658676	559 Mesa Dr, Austin, TX, 78768	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415986	CLM	Pat Fisher	1985-08-03	—	7773295953	8910 Camelback Rd, Plano, TX, 75099	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420885	CLM	Brtitany Guerrero	1991-10-24	UHC-24257-81	9442937989	6190 Spring St, Dallas, TX, 75282	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-428191	CLM	Rebecca O Campbell	1938-06-11	UHC-89802-47	5877750928	7151 Church St, Austin, TX, 78776	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405641	CLM	Andrew Davis	1980-03-19	UHC-87127-13	9404659477	1983 Oak St, Tucson, AZ, 85725	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405640	CLM	Andrew Davis	1980-03-19	UHC-87127-13	9404659477	1983 Oak St, Tucson, AZ, 85725	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420252	CLM	Keith I Gordon	1965-09-11	UHC-14722-66	3936293122	9536 Lake View Rd, Dallas, TX, 75240	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429592	CLM	Marcus Russell	1975-05-21	UHC-96252-01	—	1187 Church St, Gilbert, AZ, 85212	0.74	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased+3 more
CLM-404410	CLM	Matt Y White	1973-02-19	—	4784644206	8059 Valley View Dr, Gilbert, AZ, 85224	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431317	CLM	Edward Burton	2004-10-20	UHC-96686-35	8339089193	1763 Palm Dr, Mesa, AZ, 85244	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-400366	CLM	Aisha Martinez	1982-02-27	UHC-74899-52	7212464143	6467 Broadway, Orlando, FL, 32886	0.74	Name re-cased Phone reformatted Member ID reformatted Address re-cased+3 more
CLM-403464	CLM	Noah Burke	2002-02-16	UHC-77481-12	—	7480 Jefferson Ave, Charlotte, NC, 28240	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-429770	CLM	Jonathan Stone	1972-10-13	UHC-16634-98	3329001655	1046 Palm Dr, Las Vegas, NV, 89176	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403174	CLM	Jesse Willis	1979-10-02	UHC-62058-95	2529526326	3195 Mesa Dr, Las Vegas, NV, 89112	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402480	CLM	Paul Ortega	1985-04-12	UHC-74684-62	9052809397	8222 Ridge Rd, Orlando, FL, 32813	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432687	CLM	Ralph Fisher	1941-07-02	UHC-50500-74	2418801879	9548 Harbor Blvd, Miami, FL, 33126	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-417505	CLM	Austin Green	1938-03-12	UHC-95563-02	7577690207	676 River Rd, Scottsdale, AZ, 85281	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415235	CLM	Nancy Marshall	1995-12-28	—	9857475674	5026 Forest Ave, Houston, TX, 77043	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411998	CLM	Lisa Walker	1960-01-24	—	—	3284 Mesa Dr, Atlanta, GA, 30361	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430096	CLM	Jason Smith	1972-06-13	UHC-71718-91	2555095294	6480 River Rd, Glendale, AZ, 85315	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410210	CLM	Sarah B Edwards	1940-04-27	UHC-84878-58	2369776893	7813 Main St # 870, San Diego, CA, 92118	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-404195	CLM	Jason Green	1941-11-27	UHC-39484-68	5939084146	7548 Harbor Blvd, Tucson, AZ, 85738	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431531	CLM	Shirley Perez	1954-06-19	UHC-31141-31	4557545893	7317 Sage Ct, Jacksonville, FL, 32276	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403043	CLM	Brittany Kim	1958-12-16	UHC-44063-25	—	6440 Central Ave, Houston, TX, 77010	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-424850	CLM	Judith Martinez	1993-09-16	UHC-48517-88	6608294651	9374 Hillcrest Rd, Phoenix, AZ, 85043	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

13,120 rows, page 89 of 263Previous Next