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
CLM-420500	CLM	Bruce Perkins	1973-10-17	UHC-27600-51	3244923641	8366 Lake View Rd, Los Angeles, CA, 90048	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-123568	ENR	Babara Martinez	1947-03-08	UHC-41208-77	9494507178	5465 Main St, Miami, FL, 33180	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429780	CLM	Steve Santos	1967-05-01	—	—	7119 Mountain View Dr, San Diego, CA, 92107	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-136685	ENR	Helen K Brooks	1940-10-17	UHC-28936-05	6613048589	1516 Main St, Eden Prairie, MN, 55312	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135679	ENR	Debra Butler	1954-04-20	UHC-87048-43	4996967388	2380 Oak St, Nashville, TN	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-119607	ENR	Alert James	1962-11-11	UHC-00467-13	8357572854	2638 Forest Ave # 327, Tempe, AZ, 85266	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-125003	ENR	Mark I Hofffman	1993-10-18	UHC-03519-46	3723763077	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-124168	ENR	Lawrence George	1996-12-12	UHC-17614-13	5134305184	6604 Indian School Rd, Fresno, CA, 93721	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-426034	CLM	Kayla Cole	2008-02-27	UHC-60226-22	—	2740 Highland Ave, Nashville, TN, 37276	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129235	ENR	Martha Duncan	1975-04-24	UHC-83149-68	9658702824	7161 Hillcrest Rd, San Diego, CA, 92135	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-102268	ENR	Brian E Lane	2000-09-03	UHC-38550-29	3575123780	5264 Sunset Blvd, Dallas, TX, 75257	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-407514	CLM	Timothy S McDonald	1984-02-20	UHC-03894-18	—	—	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
TPA-55933	TPA	Cynthia Sandoval	2002-04-06	—	—	9753 Lake View Rd, Austin, TX, 78787	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55174	TPA	Christopher Hoffman	1946-05-04	—	—	6080 Baseline Rd, Houston, TX, 77022	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-402030	CLM	Robert T Chen	1981-09-28	UHC-20989-04	9444041252	3700 Willow Ct, Las Vegas, NV, 89139	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-141010	ENR	Diego Moreno	1957-09-05	UHC-06269-70	5869119057	8878 Central Ave, Chandler, AZ, 85268	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56386	TPA	Jordan Porter	2001-04-17	—	—	2631 Highland Ave, Austin, TX, 78707	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108086	ENR	Katherine H Stephnes	1941-09-05	UHC-94512-44	7707153349	2233 Pine Dr, Scottsdale, AZ, 85283	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-425071	CLM	Joen Fowler	1983-10-14	—	7126109526	7025 Sage Ct, Fresno, CA, 93722	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-126170	ENR	Wei Jackson	2004-09-16	UHC-16036-11	4383109963	218 Ridge Rd, Charlotte, NC, 28222	0.66	Name split from “Last, First”Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-117776	ENR	Sophia V Roberts	1977-02-18	UHC-64051-25	6162537893	2565 Forest Ave, Plano, TX, 75065	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134658	ENR	Carol D King	1980-12-06	UHC-51452-61	6226563870	4013 Union St, Nashville, TN, 37285	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-403160	CLM	Diana Reid	2000-02-01	—	—	9358 Desert Sky Blvd Apt 25, Sacramento, CA, 95844	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
ENR-120724	ENR	Nancy B Myers	1991-06-05	UHC-82208-74	—	5117 Indian School Rd, Minneapolis, MN, 55429	0.66	Phone missing area code City re-cased Gender normalised Whitespace trimmed+1 more
ENR-115416	ENR	Danielle Romero	1957-12-04	UHC-39500-83	6017669330	4258 Bayshore Dr, Atlanta, GA, 30383	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52603	TPA	Anna Gonzalez	1984-04-25	—	—	425 Elm St, Denver, CO, 80241	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-103024	ENR	Philip Fox	1939-12-22	UHC-70122-50	3515121697	2501 Valley View Dr, Tampa, FL, 33629	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-409371	CLM	Gerald W Ramirez	1975-05-28	UHC-09097-49	—	7735 Ridge Rd, Nashville, TN, 37236	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108260	ENR	Philip Z Barry	1944-09-03	UHC-06254-11	3583435972	1544 Pine Dr, Sacramento, CA, 95812	0.66	City re-cased State name converted to code Email lower-cased Gender normalised+1 more
ENR-123246	ENR	Jordan Duncan	1994-04-05	UHC-98291-52	6474868687	3252 Ridge Rd, Houston, TX, 77060	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
PRV-21477	PRV	Jonathan Bell	1988-02-22	UHC-75396-89	—	4740 Forest Ave, Sacramento, CA, 95896	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407208	CLM	Ruse Brenda	1958-08-04	UHC-21607-07	7147314899	6353 Apache Blvd, Miami, FL, 33144	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138212	ENR	Margaret Z Freeman	2007-05-19	UHC-69240-19	—	2160 Sunset Blvd, Tucson, AZ, 85789	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-122769	ENR	Olivia Morgan	1954-04-18	UHC-69683-92	6516959529	4590 Grand Ave, Las Vegas, NV, 89113	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108735	ENR	Mary O Vazquez	1982-03-12	UHC-64707-24	8814085262	9688 Elm St, Austin, TX, 78706	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-100031	ENR	Janice Z Patterson	1995-04-03	UHC-67938-73	8716311335	7423 Mesa Dr, Gilbert, AZ, 85209	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55075	TPA	Lawrence Mills	1946-01-24	—	—	1067 Jefferson Ave, Seattle, WA, 98195	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-137123	ENR	Albert Hawkins	2000-08-08	UHC-89653-70	6843975202	6537 Mesa Dr, Dallas, TX, 75254	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-107053	ENR	Ronald Sims	1983-08-21	UHC-85514-63	7753208593	2231 Church St, Fresno, CA, 93729	0.66	Name re-cased Two-digit birth year Email lower-cased Gender normalised+1 more
CLM-411560	CLM	Samantha Simmons	1997-02-10	UHC-59590-89	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-136656	ENR	Charlotte G Wells	1985-06-05	UHC-61324-56	—	7601 Mesa Dr, Eden Prairie, MN, 55317	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58754	TPA	Bryan Remirez	1996-01-11	—	—	9889 Indian School Rd, Plano, TX, 75009	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-108865	ENR	Diana James	1952-05-22	UHC-12444-24	3729253890	3640 Sage Ct, Glendale, AZ, 85358	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-420982	CLM	Raymond Mendez	2005-06-03	—	7887098471	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-423427	CLM	Ralph Knight	1998-02-15	—	—	3878 Jefferson Ave, Seattle, WA, 98155	0.66	City re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-29136	PRV	Ashley Diaz	1976-12-18	UHC-49500-48	7967096069	6737 Oak St, Minneapolis, MN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-420427	CLM	Thomas Carter	1984-12-06	—	—	4427 Maple Ave, Glendale, AZ, 85304	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-53909	TPA	Gebriel O Mejia	1961-12-12	—	—	1816 Forest Ave, Orlando, FL, 32826	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-402863	CLM	Timothy Le	1982-07-08	UHC-27033-98	—	1198 Washington St, Phoenix, AZ	0.66	Name re-cased Member ID reformatted ZIP missing Gender normalised+1 more
PRV-24219	PRV	Christiian Ortega	1989-10-28	UHC-60388-18	3683619780	4157 Desert Sky Blvd, Tempe, AZ, 85254	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+1 more

16,828 rows, page 185 of 337Previous Next