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

Provider network, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24474	PRV	Lisa Carpenter	1948-11-22	—	—	6990 Pine Dr, Tucson, AZ, 85725	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28490	PRV	Teresa P Ramos	1998-03-26	—	7627983861	5696 Sunset Blvd, Las Vegas, NV, 89186	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-25842	PRV	Olivai Arnold	1940-05-23	—	—	824 Forest Ave, Plano, TX, 75049	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-23128	PRV	Edward Daaniels	1985-10-27	UHC-52432-11	3343172163	8035 Central Ave Apt 10, Tampa, FL, 33615	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
PRV-25931	PRV	Jeremy Roberts	1994-12-02	UHC-19875-43	5318715301	9863 Sage Ct, Columbus, OH, 43260	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-28121	PRV	Barbara Z Barnes	2006-09-12	—	4883656405	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-28120	PRV	Barbara Z Barnes	2006-09-12	—	4883656405	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-28675	PRV	Richard Carpenter	1973-01-14	—	7212280784	1751 Elm St, Fresno, CA, 93766	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
PRV-22731	PRV	Anna Thompson	1973-04-05	UHC-22617-58	6345069772	3663 Willow Ct, Sacramento, CA, 95859	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-24502	PRV	Pamela Fuller	1926-07-15	—	3507003668	3814 Market St, San Diego, CA, 92154	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-20000	PRV	Laura Alvarado	1939-03-06	—	2082046344	4347 Church St, Plano, TX, 75086	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26524	PRV	Isabella Kelly	1959-02-25	—	4505933422	2733 Sunset Blvd, Dallas, TX, 75215	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25565	PRV	Amy Torres	1995-01-01	UHC-25276-49	6413517923	206 Lincoln Way, Tampa, FL, 33620	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-23568	PRV	Harold U Rogers	—	UHC-54307-35	4666518737	955 Lake View Rd, Eden Prairie, MN, 55301	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25099	PRV	Willie Elliott	1943-01-20	UHC-22957-69	4236107302	9782 Ridge Rd, Tempe, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-20453	PRV	Hannah Patterson	1981-05-01	UHC-91930-09	4365168470	801 Hillcrest Rd, Los Angeles, CA, 90072	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-23063	PRV	Carol Hart	1945-05-28	UHC-35612-34	—	7981 Pine Dr, Austin, TX, 78789	0.66	Date of birth reformatted SSN last four extracted State name converted to code Email lower-cased+1 more
PRV-20001	PRV	Laura Alvarado	1939-03-06	—	—	4347 Church St Apt 36, Plano, TX, 75086	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25258	PRV	Robert Palmer	1977-11-13	—	8903221400	2089 Ocean Ave, Miami, FL	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-24239	PRV	Emma McDonald	2004-12-11	—	3473094169	2008 Central Ave, Jacksonville, FL, 32217	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
PRV-25185	PRV	Mark Larson	—	UHC-26773-88	4224014953	7442 Indian School Rd, Scottsdale, AZ, 85223	0.66	Name re-cased Date of birth missing Phone reformatted Gender normalised+1 more
PRV-21451	PRV	Peter Wallace	1974-02-10	UHC-28274-41	—	—	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-25880	PRV	Noeh Hunt	2004-06-14	UHC-24276-37	4369389818	3532 Highland Ave # 266, Seattle, WA, 98117	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-21367	PRV	Morgan Benjamin	1941-05-03	—	—	8904 Main St Apt 25, Fresno, CA, 93709	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23220	PRV	Jean Thomas	1942-09-05	—	2299208257	2362 Mesa Dr, Tempe, AZ, 85209	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-25854	PRV	Julia Sanchez	2004-12-07	—	2687424897	5416 Forest Ave, Glendale, AZ, 85343	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-26042	PRV	Ashley Ramos	1994-03-27	—	9385921902	1140 Forest Ave, Jacksonville, FL, 32283	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20578	PRV	Hill Joyce	1955-12-15	—	4304080892	4645 Park Pl, Scottsdale, AZ, 85281	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
PRV-21474	PRV	Janice Cox	1955-09-19	UHC-66627-67	4294239462	6590 Elm St, Eden Prairie, MN, 55304	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21591	PRV	Valentina B Dnucan	1952-02-08	UHC-28239-76	3317667418	5220 Indian School Rd, Los Angeles, CA, 90089	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-26407	PRV	Cynthia Q Ortega	1943-02-04	—	4387570627	8531 Mountain View Dr, Atlanta, GA	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-26471	PRV	Ryan Nuneez	1950-10-06	—	6953116420	3715 River Rd, Sacramento, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-27443	PRV	Lawrence Moris	2001-02-01	—	—	3862 Meadow Ln, Denver, CO	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
PRV-23173	PRV	Mateo I Weber	1955-04-19	—	—	3648 Elm St, Miami, FL, 33184	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21543	PRV	Ralph Castro	1969-02-21	—	2253705592	1774 Elm St # 851, Mesa, AZ, 85227	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-21164	PRV	Ahmed Y Perez	—	—	9662242443	3435 Broadway, Sacramento, CA, 95811	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Whitespace trimmed+1 more
PRV-29008	PRV	Andrea N Kim	1939-01-18	UHC-58093-27	2789198035	152 Market St, Houston, TX, 77022	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-28974	PRV	Maria Alexander	1979-05-05	UHC-74312-70	—	7164 Camelback Rd, Houston, TX, 77037	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20687	PRV	Russell U Jensen	1960-08-26	UHC-60553-97	8646283416	3170 Main St, Scottsdale, AZ, 85274	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24784	PRV	Victoria Mitchell	1998-08-11	—	—	2965 Forest Ave, Chandler, AZ, 85264	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24828	PRV	Jonathan Weaver	—	—	8689333157	7790 Park Pl, Nashville, TN, 37221	0.66	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+1 more
PRV-28954	PRV	—Junk	1968-08-11	UHC-98509-15	2576519807	2551 Willow Ct, Seattle, WA, 98154	0.66	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared+1 more
PRV-27517	PRV	Ruth Rose	1997-12-20	—	9529317242	5846 Washington St, Miami, FL, 33143	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-21047	PRV	Matthew Snyer	2004-11-13	UHC-33098-14	6039445723	7898 Sage Ct, Miami, FL, 33143	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-20701	PRV	Debra Bennett	1990-11-07	UHC-53451-24	9208313051	6161 Union St, Sacramento, CA, 95838	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
PRV-25266	PRV	Jose Scott	1979-05-02	—	7915452789	1716 Ridge Rd, Nashville, TN	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-27073	PRV	Maria V Vazquez	1990-06-01	UHC-44744-44	8449166831	7929 Union St, Charlotte, NC, 28230	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-20838	PRV	Justin Vega	1963-07-18	—	7118533690	8801 Washington St, Austin, TX, 78794	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25449	PRV	David M Larson	1986-04-27	UHC-94457-68	5044796623	5735 Valley View Dr, Houston, TX, 77007	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-26565	PRV	Richard Morales	2008-06-20	—	—	3133 Indian School Rd, Gilbert, AZ, 85267	0.66	Phone missing area code City re-cased Gender normalised Whitespace trimmed+1 more

9,344 rows, page 68 of 187Previous Next