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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109758	ENR	Jose X Mroris	1962-08-02	UHC-54627-11	—	9421 Cedar Ln, Eden Prairie, MN, 55331	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-108856	ENR	Lisa Q McCoy	1991-08-11	UHC-79039-57	—	977 Indian School Rd, Glendale, AZ, 85359	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407760	CLM	Paul P Ortega	1951-04-19	—	7929831343	7282 Cedar Ln, Los Angeles, CA, 90033	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22950	PRV	Robert Hansen	1939-12-07	—	6248344740	9514 Washington St, Gilbert, AZ, 85279	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406017	CLM	Deborah Riley	2002-05-03	—	3746756614	6318 Palm Dr, Glendale, AZ, 85338	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-424315	CLM	Michelle Luna	2005-10-19	UHC-78389-73	7233244238	6521 Spring St, Columbus, OH, 43299	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60598	TPA	Rebecca D Garza	1983-04-05	—	—	9302 Harbor Blvd, Glendale, AZ, 85305	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-62618	TPA	Nathan Bryant	1962-12-05	—	6468089364	6883 Main St, Jacksonville, FL, 32216	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-402396	CLM	Brittany S Watkins	1940-07-23	UHC-36211-47	5227907510	642 Sage Ct, Chandler, AZ, 85280	0.64	Phone reformatted Member ID reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-100441	ENR	Keith F Collins	1956-11-21	UHC-13066-46	—	9739 Market St, Nashville, TN, 37208	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-130714	ENR	Jordan Meyer	1946-01-10	UHC-72377-28	8734188330	2555 Valley View Dr, Los Angeles, CA, 90060	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103609	ENR	Linda T Mason	1956-03-16	UHC-62931-23	9068358812	7958 Grand Ave, Seattle, WA, 98190	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-405869	CLM	Ralph R Williamson	1987-07-26	UHC-12735-84	—	1667 Palm Dr, Scottsdale, AZ, 85254	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-405870	CLM	Ralph R Williamson	1987-07-26	UHC-12735-84	—	1667 Palm Dr, Scottsdale, AZ, 85254	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-109730	ENR	Matt X Valdez	2002-06-14	UHC-71925-83	9127981519	4853 Maple Ave, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+2 more
ENR-132879	ENR	Camila Y Perkins	1956-04-14	UHC-34726-01	3359232099	9569 Main St, Seattle, WA, 98164	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
CLM-408257	CLM	Wayne Franklin	1967-01-01	—	—	8723 Baseline Rd, Tempe, AZ, 85252	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-142818	ENR	Liz F Santos	1954-09-06	UHC-22491-86	6284174398	596 Elm St, Scottsdale, AZ, 85222	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425281	CLM	Susan Adams	1989-09-14	UHC-28024-94	—	1582 Lake View Rd, Tampa, FL, 33644	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
TPA-52202	TPA	Paul U Garza	1981-06-15	—	—	1297 Central Ave, San Antonio, TX, 78286	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-50219	TPA	Jacob G Goez	1951-07-05	—	5034133742	3679 Union St, Sacramento, CA, 95811	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-129447	ENR	Donald E Armstrong	1956-03-18	UHC-34654-92	9649114494	3391 Lincoln Way Apt 31, Glendale, AZ, 85380	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-112032	ENR	Sean Y Phillips	1946-11-03	UHC-68068-92	2476165218	5157 Apache Blvd, Mesa, AZ, 85269	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21010	PRV	Sandra N Harper	1946-09-10	UHC-48277-68	—	7685 Jefferson Ave, Denver, CO, 80212	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124024	ENR	Evelyn Evans	1988-03-04	—	8108481036	549 Grand Ave, Gilbert, AZ, 85249	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-64309	TPA	Douglas Weaver	2008-03-14	—	7586783104	1360 Jefferson Ave, Las Vegas, NV, 89105	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-107040	ENR	Sean G Collins	1995-06-27	UHC-91688-56	8065619254	3968 Elm St, Chandler, AZ, 85206	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29332	PRV	Margaret Fernandez	1938-09-28	—	—	1878 Ocean Ave, Atlanta, GA, 30309	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429684	CLM	Donald Carr	2007-07-24	UHC-61234-06	—	3247 Valley View Dr, Atlanta, GA, 30313	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429683	CLM	Donald Carr	2007-07-24	UHC-61234-06	—	3247 Valley View Dr, Atlanta, GA, 30313	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-118948	ENR	Raymond T Wegner	1982-05-17	UHC-58396-99	9412265879	3582 Ocean Ave, Denver, CO, 80228	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114709	ENR	Megan W Walker	1980-07-16	UHC-67305-49	2714035977	9447 Ridge Rd Apt 14, Gilbert, AZ, 85213	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-129027	ENR	Albert Rivera	2004-06-04	—	2494907660	3812 Ridge Rd, Tucson, AZ, 85725	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111253	ENR	Linda V Stevens	2006-10-05	UHC-86754-83	9233154263	6800 Maple Ave, Nashville, TN, 37260	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431426	CLM	Lucia Fooster	1941-02-06	—	—	9138 Lincoln Way, Las Vegas, NV, 89127	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
ENR-111917	ENR	Sara Schmidt	1983-10-15	UHC-29342-37	2524864766	6820 Willow Ct, Nashville, TN, 37275	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-134995	ENR	Isabella Q Fuller	2002-06-26	UHC-89963-39	—	6088 Pine Dr, Nashville, TN, 37284	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61030	TPA	Nicholas Cook	1946-11-08	—	—	7035 Grand Ave, Columbus, OH, 43208	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
CLM-420068	CLM	Lauren Kelly	2003-11-07	UHC-96244-64	2879291810	1212 Hillcrest Rd, Chandler, AZ, 85240	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129140	ENR	Amy Y Mills	1996-12-02	UHC-26865-47	3303423122	2109 Sunset Blvd, Gilbert, AZ, 85237	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425536	CLM	Beverly K Cunningham	1961-03-23	—	4317146211	5678 Meadow Ln, Miami, FL, 33173	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125648	ENR	Laura Flores	1974-03-11	UHC-25734-32	3973653833	7067 Cedar Ln, Phoenix, AZ, 85018	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411794	CLM	Cheryl Li	1995-05-19	—	2793293215	2801 Apache Blvd, Scottsdale, AZ, 85262	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430809	CLM	Jordan P Evans	1991-12-13	UHC-87973-57	4886798562	6438 Sage Ct, Columbus, OH, 43256	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101404	ENR	Pamela Roberts	1974-04-03	UHC-83499-60	8539965085	6379 Cedar Ln, San Diego, CA, 92199	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406021	CLM	Nicholas Gomez	1984-01-17	UHC-98466-97	9724228730	2392 Willow Ct, Chandler, AZ, 85278	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-24105	PRV	Danielle Andrews	1952-11-02	UHC-05813-34	3413261209	247 Camelback Rd, Eden Prairie, MN, 55393	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-63939	TPA	Christian Hnry	1946-10-11	UHC-60838-89	—	1252 Jefferson Ave, Scottsdale, AZ, 85203	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-113373	ENR	Lori Mendoza	1966-08-07	UHC-22182-46	3858180499	9878 Willow Ct, San Antonio, TX, 78266	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110888	ENR	Linda A Herrera	2006-10-23	UHC-61389-52	5965702528	9034 Washington St, Seattle, WA, 98139	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

16,828 rows, page 150 of 337Previous Next