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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25285	PRV	Mike S Lynch	1940-03-05	UHC-82219-84	8325494410	4883 Park Pl, Tempe, AZ, 85202	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-24816	PRV	Larry Z Richardson	1968-09-23	—	9896256904	397 Oak St, Orlando, FL, 32811	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24559	PRV	Noah Bryant	1949-03-15	—	6768815208	8174 Pine Dr, Jacksonville, FL, 32262	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
PRV-24433	PRV	Nathan Burton	1997-10-09	—	9856764577	3629 Union St, Atlanta, GA, 30308	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26494	PRV	Philip Olson	1949-06-10	UHC-04127-27	7279844001	3574 Lake View Rd, Chandler, AZ, 85210	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27598	PRV	Harold Porter	1942-05-01	—	2698621952	2658 Grand Ave, Glendale, AZ, 85372	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26798	PRV	Isabella Watson	1977-02-03	UHC-11528-25	6795711721	6426 Washington St, Houston, TX, 77066	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Placeholder values cleared
PRV-25537	PRV	Jack Clark	1967-02-09	—	6474522331	9312 Sage Ct, Jacksonville, FL, 32243	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20459	PRV	Henry Jordan	1964-09-22	—	6607726878	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25202	PRV	Heen Thomas	1941-02-13	—	4405197634	3663 Sage Ct, Tempe, AZ, 85295	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-23382	PRV	Jeffrey Wagner	1981-04-19	—	7676570707	8796 River Rd, Nashville, TN, 37299	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22080	PRV	Donna Garza	1997-09-22	—	3375663352	8852 Maple Ave, Columbus, OH, 43299	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-27879	PRV	Megan Sandoval	2004-12-05	UHC-35590-27	8978076545	8968 Highland Ave, Atlanta, GA, 30327	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26067	PRV	Jerry Martin	1939-03-08	UHC-90262-15	3515603725	8116 Ridge Rd, Nashville, TN, 37256	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22089	PRV	Katherine Hernandez	1940-11-01	UHC-76710-68	9479167005	3537 Broadway Apt 38, Glendale, AZ, 85349	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
PRV-20946	PRV	David F Garcia	2008-01-09	UHC-62582-34	2635653685	6698 Mesa Dr, San Diego, CA, 92147	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-29544	PRV	Timothy Q Bryant	1980-04-17	UHC-71520-19	5316043515	4466 Ridge Rd, Phoenix, AZ, 85009	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-23665	PRV	Ralh U Weaver	1945-03-16	UHC-96928-89	8495346181	2322 Hillcrest Rd, Miami, FL, 33123	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22384	PRV	Joan Morris	2007-12-21	UHC-13242-98	6462704805	7097 Pine Dr, San Diego, CA, 92140	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25328	PRV	John Herrison	1981-08-09	—	5978210577	5170 Church St, Tempe, AZ, 85260	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23999	PRV	Ryan Johnson	1997-09-28	—	8576361853	3038 Desert Sky Blvd, Tempe, AZ, 85210	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-29535	PRV	Sara Richardson	1969-10-24	UHC-63949-90	3028815493	7411 Lake View Rd, Houston, TX, 77089	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
PRV-26863	PRV	Cynthia Nunez	1966-08-17	—	3119155397	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20688	PRV	Pamela Vazquez	1976-04-22	UHC-24088-91	2657718014	2062 Park Pl, Fresno, CA, 93758	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
PRV-27413	PRV	Stephanie J Wagner	1966-09-22	UHC-41796-51	3656963373	—	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
PRV-20238	PRV	Kenneth Stewart	1995-03-25	—	2322345091	2211 Mesa Dr, Denver, CO, 80273	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-28291	PRV	Richard Z Bailey	1969-05-08	UHC-89724-56	8244678316	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-21657	PRV	Danielle Oliver	1955-07-21	UHC-04683-72	3966354197	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23053	PRV	Victoria J Simmons	1960-11-19	—	4066128057	9567 Highland Ave, Los Angeles, CA, 90089	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22814	PRV	Patrick Fields	1940-10-02	UHC-41766-43	9084046090	3044 Canyon Rd, San Diego, CA, 92138	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22583	PRV	Ronald U Alvarez	1994-03-19	UHC-65432-23	7483421406	1061 Spring St, Fresno, CA, 93709	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-23952	PRV	Ahmed Ryan	1980-04-17	—	4033404537	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20402	PRV	Joan Scott	2000-03-05	—	4948813247	4392 Desert Sky Blvd, Chandler, AZ, 85209	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22409	PRV	Lucia Cox	1983-07-14	UHC-14104-68	4206251798	7864 Harbor Blvd, Fresno, CA, 93710	0.80	Phone reformatted Email lower-cased Gender normalised Placeholder values cleared
PRV-27308	PRV	Austin C Gray	1995-04-07	—	6172155226	305 Canyon Rd Apt 13, Denver, CO, 80220	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-27282	PRV	Kelly B Willis	1971-12-19	—	3036865245	8540 Sage Ct, Los Angeles, CA, 90029	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28064	PRV	Bruce Peteron	1945-11-18	UHC-86369-01	3947361826	6573 Harbor Blvd, Gilbert, AZ, 85294	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20691	PRV	Ethan Black	2006-05-10	—	7625812027	4513 Washington St, Columbus, OH, 43285	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24245	PRV	Raymond Ward	1972-06-13	UHC-67172-96	4636369559	—	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
PRV-20941	PRV	Peter K Adams	2003-05-10	—	3706468573	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28615	PRV	Christian Lane	1977-09-16	UHC-80877-08	3742011782	4761 Ocean Ave, Scottsdale, AZ, 85270	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20194	PRV	Debra M Ortiz	1977-11-15	—	2466732668	2295 Highland Ave, San Antonio, TX, 78205	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
PRV-28350	PRV	Michael Bailey	1962-12-12	—	4582418069	3103 Lake View Rd, San Diego, CA, 92146	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20424	PRV	Arjun Gardner	1987-08-28	—	4878303467	7270 Bayshore Dr, Denver, CO, 80286	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-20425	PRV	Arjun Gardner	1987-08-28	—	4878303467	7270 Bayshore Dr, Denver, CO, 80286	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-24974	PRV	Nancy W Hansen	1975-08-24	—	5874052485	8671 Harbor Blvd, Charlotte, NC, 28282	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22551	PRV	Stephen Munoz	1971-04-11	—	5838556176	4303 Maple Ave, Scottsdale, AZ, 85280	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-22436	PRV	Watson V Andrea	1950-09-10	UHC-73165-75	7375795304	8190 Apache Blvd, Plano, TX, 75029	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20068	PRV	Diane Lucas	1950-03-12	—	9809946134	3522 Jefferson Ave, Tampa, FL, 33637	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
PRV-21849	PRV	Mason Wagner	1962-08-16	—	9143182055	1593 Church St, San Antonio, TX, 78215	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared

5,906 rows, page 83 of 119Previous Next