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-28659	PRV	Betty Murray	1986-04-20	UHC-79482-59	5942915107	6683 Market St, Columbus, OH, 43273	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-25192	PRV	Jose Ryan	1948-06-08	—	7073531374	5976 Market St, Gilbert, AZ, 85281	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23555	PRV	Ralph Salazar	1996-04-23	—	9403806927	1632 Pine Dr, Glendale, AZ, 85335	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21411	PRV	Ryan T Rose	1940-10-15	UHC-20347-39	5939827627	3781 Lake View Rd, Nashville, TN, 37221	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25209	PRV	Fatima Daniels	2007-06-08	UHC-51636-63	6599382100	500 Desert Sky Blvd, Plano, TX, 75014	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23774	PRV	Alexis I Willis	1980-05-20	—	3188242364	2662 Valley View Dr, Tempe, AZ, 85267	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-28695	PRV	Gabriel Howell	1943-02-05	UHC-87332-44	5866676679	2866 Harbor Blvd, Seattle, WA, 98157	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23575	PRV	Bobby Schultz	1958-07-18	UHC-06876-95	2563073168	1371 Maple Ave, Seattle, WA, 98198	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-22649	PRV	Megan Bradley	1967-01-09	UHC-27109-52	3104679452	251 Grand Ave, Fresno, CA, 93769	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22855	PRV	Santiago Munoz	2005-03-19	UHC-00179-07	3053367010	6165 Palm Dr, Chandler, AZ, 85262	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24863	PRV	Theresa Gutierrez	1996-02-01	—	8984441622	2091 Harbor Blvd, Minneapolis, MN, 55445	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22474	PRV	Aisha H Scott	1950-09-05	UHC-97838-17	9789081586	8705 Ridge Rd, Orlando, FL, 32885	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
PRV-29553	PRV	Isabella Gonzales	1983-10-21	—	3885238477	4192 Apache Blvd, Fresno, CA, 93704	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-20618	PRV	Valentina H Cunningham	1949-12-02	—	6748773395	5317 Mesa Dr, Atlanta, GA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
PRV-22199	PRV	Patricia Hayes	2000-07-03	—	9128890503	5615 Grand Ave, Jacksonville, FL, 32275	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27928	PRV	Barbara Carr	2000-03-19	—	5953887054	4270 Jefferson Ave, Orlando, FL, 32845	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-20726	PRV	Camila Woods	1994-01-23	UHC-11477-78	5385908180	1429 Lincoln Way, Jacksonville, FL, 32284	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-21467	PRV	Jason Waker	1958-07-11	UHC-52858-40	9198299272	8763 Lincoln Way, Orlando, FL, 32826	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
PRV-26742	PRV	Russell F Lee	1966-02-19	UHC-71483-82	5723182318	336 Forest Ave, Denver, CO, 80279	0.78	Phone reformatted Member ID reformatted Email lower-cased Gender normalised+1 more
PRV-21398	PRV	Steven Estrada	1940-10-15	UHC-77984-19	8139704382	6415 Baseline Rd, Houston, TX, 77090	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27001	PRV	Vigrinia Maldonado	—	—	8846301812	4553 Main St, Sacramento, CA, 95889	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-28979	PRV	Hiroshi Sims	1972-10-22	—	8352798010	393 Lincoln Way, Fresno, CA, 93766	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29091	PRV	Alexis B Murray	1990-12-15	UHC-07375-77	5808016873	5747 Camelback Rd, San Diego, CA, 92131	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22800	PRV	Alert P Hayes	1944-07-03	—	7195431617	7339 Hillcrest Rd, Plano, TX, 75091	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21822	PRV	Natalie Hanson	1962-09-17	UHC-59968-41	9593110005	5459 Broadway, Seattle, WA, 98151	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
PRV-22821	PRV	Alan Ramos	1971-09-24	UHC-81866-57	9793426863	34 Washington St, Seattle, WA, 98132	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-20735	PRV	Douglas Morgan	1974-01-02	UHC-20227-50	7783900003	4328 Grand Ave, Chandler, AZ, 85207	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-25837	PRV	Chrs Morgan	2007-09-01	—	3988679277	469 Pine Dr, Austin, TX, 78759	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23149	PRV	Chreyl Kennedy	1982-09-19	UHC-14493-37	3162792853	2547 Washington St, Plano, TX, 75005	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28327	PRV	Evelyn Simpson	1979-01-11	UHC-33527-89	3386129001	6787 Forest Ave, Dallas, TX, 75241	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24968	PRV	Chris Thompson	1939-09-01	—	2637976993	9639 Broadway, Mesa, AZ, 85258	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
PRV-23503	PRV	Laura Alvarado	1944-03-03	—	5424878919	1141 Jefferson Ave, Houston, TX, 77096	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23405	PRV	Roy T Ellis	1948-12-11	UHC-77583-75	4656640157	4326 Camelback Rd, Houston, TX, 77063	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-20410	PRV	Ann Lynch	1985-05-23	—	3372873236	3431 Camelback Rd, Eden Prairie, MN, 55324	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-22450	PRV	Julia Jenseen	1958-06-21	UHC-89834-38	3894618707	8583 Sage Ct, Fresno, CA, 93784	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-25324	PRV	Lori Parker	1989-05-13	—	2246029121	—	0.78	Name re-cased Phone reformatted Email lower-cased Gender normalised+1 more
PRV-28055	PRV	Kathryn Hart	1947-01-10	—	4636167714	1306 Pine Dr, Atlanta, GA, 30303	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28410	PRV	Gabriel Riley	1973-07-26	UHC-30685-65	7886189483	7975 Washington St, Miami, FL, 33140	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-20215	PRV	Yuki Nichols	2006-11-24	—	3827090440	2072 Lincoln Way, Denver, CO, 80237	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-21835	PRV	William M Gibson	1955-09-23	—	9477235664	9176 Church St, Nashville, TN, 37264	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21449	PRV	Billy Mendez	1959-05-15	—	7938147936	1872 Willow Ct, Miami, FL, 33100	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-29083	PRV	Pamela Z Bailey	1976-09-06	UHC-35929-69	4677602086	3492 Meadow Ln, Eden Prairie, MN, 55373	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20074	PRV	Madison Boyd	1997-10-09	—	4957631430	5761 Central Ave, Nashville, TN, 37230	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-25465	PRV	Aaron Bell	1965-07-04	—	5996254481	5517 Desert Sky Blvd, Miami, FL, 33162	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-27872	PRV	Robert Harper	1995-09-18	UHC-35694-15	6283139197	4989 Main St, Chandler, AZ, 85219	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28001	PRV	Mary N Coleman	1995-06-14	—	5556313855	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21380	PRV	Natalie L Welch	1981-10-07	UHC-77444-76	6436189753	218 Valley View Dr # 844, Tempe, AZ, 85274	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-27307	PRV	Raymond W Tores	1938-10-14	—	7448457649	3104 Desert Sky Blvd, Los Angeles, CA, 90033	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23450	PRV	Christine M Wallace	1942-08-13	UHC-77178-03	6246353466	7864 Union St, Houston, TX, 77048	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28279	PRV	Diane Little	1956-02-14	—	6253177654	9056 Washington St, Orlando, FL, 32845	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,906 rows, page 70 of 119Previous Next