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

All sources, flag “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28395	PRV	Brittany Fuller	1965-12-07	UHC-81567-13	5543874972	799 Elm St, Las Vegas, NV, 89109	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415931	CLM	Jacob Ramos	1964-07-27	UHC-86970-92	3269450818	7741 Market St, Houston, TX, 77000	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407603	CLM	Anthony Murphy	1959-01-19	UHC-88733-62	—	3553 Harbor Blvd, Gilbert, AZ, 85240	0.72	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-22590	PRV	Sullivan E Michelle	1950-10-26	—	6344746191	2442 Market St, Dallas, TX, 75255	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120064	ENR	Natahn L Cole	1988-06-19	UHC-73438-95	3365112392	2027 Sage Ct, Denver, CO, 80288	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
CLM-406085	CLM	Santiago Phillips	1962-11-01	—	—	9067 Forest Ave, San Antonio, TX, 78242	0.72	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-142415	ENR	Anthony C Morrison	1987-09-13	UHC-63513-43	8556818361	2796 Pine Dr, San Antonio, TX, 78297	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59890	TPA	Theresa Franklin	1944-11-18	—	4046862638	7509 Willow Ct, Seattle, WA, 98149	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113167	ENR	Lawrence Howard	1945-12-13	UHC-07588-78	8189305682	9438 Valley View Dr, Los Angeles, CA, 90077	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-62378	TPA	Sophia Wilson	1977-08-04	—	6138291128	242 Main St, Chandler, AZ, 85202	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138238	ENR	Arjun Dominguez	1985-07-22	UHC-91705-75	6394848074	7632 Camelback Rd, Nashville, TN, 37245	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-119163	ENR	Mariaana C Roberts	1964-05-14	UHC-24113-38	8964119895	8309 Lincoln Way, Scottsdale, AZ, 85268	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140796	ENR	Kathleen T Jacobs	1948-11-11	UHC-95648-15	4303437119	5998 Sage Ct, Nashville, TN, 37250	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-115155	ENR	Michelle Hudon	1939-08-23	UHC-39161-56	—	3593 Main St, Los Angeles, CA, 90017	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-25422	PRV	Laura Chavez	2006-02-02	—	—	1179 Lake View Rd, Denver, CO, 80251	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-140318	ENR	Charlotte Le	1948-04-01	UHC-73579-53	8793365418	9232 Harbor Blvd, Phoenix, AZ, 85024	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-111060	ENR	Walter Crewford	1999-10-02	UHC-83187-18	6415089019	6940 Oak St, Gilbert, AZ, 85240	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
TPA-56238	TPA	Ana A Willis	1954-03-06	—	9596045540	7807 Apache Blvd, Chandler, AZ, 85210	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59758	TPA	Sara Carpenter	1962-11-06	—	6303851522	4233 Park Pl, Nashville, TN, 37275	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20633	PRV	Luis R Freeman	1981-07-01	—	4378136234	147 Central Ave, Tucson, AZ, 85797	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25301	PRV	Paul Lucas	1946-06-15	—	7796597606	3616 Camelback Rd, Jacksonville, FL, 32262	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106096	ENR	Larry Q Barnes	1983-06-16	UHC-44053-64	—	2439 Oak St, Gilbert, AZ, 85247	0.72	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-122896	ENR	Evelyn T Jensen	2005-05-28	UHC-72278-72	5616577951	9886 Sage Ct, Phoenix, AZ, 85052	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-26902	PRV	Grace B Davis	1944-10-19	UHC-06537-09	5339720897	7504 Ridge Rd, Austin, TX, 78794	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56216	TPA	Jesse Wad	2002-03-04	—	2216734126	1208 Elm St, Nashville, TN, 37290	0.72	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-138263	ENR	Aisha I Powell	1963-07-22	UHC-80579-39	—	7207 Palm Dr, Sacramento, CA, 95899	0.72	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-111321	ENR	Deborah Jenkins	2002-05-05	UHC-33274-11	—	8137 Central Ave, Houston, TX, 77004	0.72	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-132472	ENR	Sofia T Lucas	1969-04-12	UHC-89122-72	6606442234	9873 Union St, Austin, TX, 78744	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124336	ENR	Jonathan Franklin	1946-11-26	UHC-43187-68	6024857554	5396 Central Ave, Minneapolis, MN, 55443	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101677	ENR	Frrank Y Park	1940-10-09	UHC-71024-06	—	9254 Cedar Ln, Sacramento, CA, 95886	0.72	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-109441	ENR	Mason B Harper	1996-05-08	UHC-52064-23	4629989619	6142 Hillcrest Rd, Fresno, CA, 93764	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21134	PRV	Steven Guzman	2001-11-20	UHC-15163-18	6762258210	6461 Mesa Dr, Las Vegas, NV, 89120	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-427281	CLM	Boyd George	1977-11-23	UHC-29797-34	4318058304	9125 River Rd, Denver, CO, 80288	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-27446	PRV	Patrick Collins	1974-11-27	—	7308391245	1406 Maple Ave, Jacksonville, FL, 32222	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-57834	TPA	Jacob M Ferguson	1950-01-07	—	—	846 Lake View Rd, Mesa, AZ, 85238	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-400083	CLM	Fatima Lynch	2001-08-22	UHC-78829-59	3518682231	7675 Harbor Blvd, Columbus, OH, 43200	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-114817	ENR	Jacqueline T Vasquez	1948-10-02	UHC-66201-13	9056302197	800 Sunset Blvd, San Diego, CA, 92120	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61479	TPA	Arjun Fernandez	1950-04-22	—	—	3885 Park Pl, Minneapolis, MN, 55436	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-410554	CLM	Joe Green	1980-10-16	UHC-41373-96	—	3650 Union St, Fresno, CA, 93785	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-22995	PRV	Kathy S Simmons	1985-07-17	UHC-12054-24	3328713836	1289 Main St, Scottsdale, AZ, 85260	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-142722	ENR	Amber J Burton	2001-09-17	UHC-56560-03	9259346575	1680 Spring St, San Diego, CA, 92152	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-63983	TPA	Michael Howard	1947-06-26	—	7095995372	2431 Park Pl, Las Vegas, NV, 89151	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123620	ENR	Lori Parker	1989-05-13	—	2246029121	9876 Church St, Atlanta, GA, 30379	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103138	ENR	Josh Turner	1948-07-10	UHC-50096-50	2783506599	8193 Harbor Blvd, Mesa, AZ, 85203	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-126118	ENR	Charles H Watson	1957-05-22	UHC-39319-89	6903054815	8858 Union St, San Diego, CA, 92154	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56695	TPA	Julia Kelly	1974-10-24	—	3745237414	271 Lake View Rd, Las Vegas, NV, 89143	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
PRV-26083	PRV	Samantha G Fowler	1947-10-17	—	9442115222	5051 Mountain View Dr, Gilbert, AZ, 85228	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428619	CLM	Jack Yang	1943-06-04	UHC-59751-23	3408163035	2958 Camelback Rd, Las Vegas, NV, 89194	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27368	PRV	Aaron Lopez	2003-04-10	UHC-79349-76	2832008018	2613 Palm Dr, Fresno, CA, 93785	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409200	CLM	Angela Murphy	1948-09-05	—	9646761889	5389 Harbor Blvd, Glendale, AZ, 85341	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

4,010 rows, page 33 of 81Previous Next