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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27722	PRV	Judy Nelson	1952-10-02	—	7873525343	5320 River Rd, Tucson, AZ, 85710	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26869	PRV	Denise Vargas	1949-10-23	—	6146730135	4158 Central Ave, Nashville, TN, 37205	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-27469	PRV	Isabella Lynch	1973-11-09	—	8597405922	7754 Valley View Dr # 446, Gilbert, AZ, 85235	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-20805	PRV	Mark Ray	1947-03-25	—	7596828658	7803 Valley View Dr, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-21069	PRV	Austin Mendoza	1939-04-11	—	9407987779	4656 Baseline Rd, Chandler, AZ, 85245	0.60	Name re-cased Date of birth reformatted City re-cased State code upper-cased+4 more
PRV-21236	PRV	Stephen Hicks	2003-03-01	—	3595564090	2494 Oak St, Austin, TX, 78782	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29463	PRV	Nicole Ortega	2003-03-20	UHC-23371-21	8305037171	2244 Maple Ave # 939, Fresno, CA	0.60	Name re-cased Phone reformatted Unit split from street City re-cased+4 more
PRV-27132	PRV	Petter O Wells	1946-05-19	—	3055104175	2917 Mesa Dr, Miami, FL, 33128	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27887	PRV	Keith Watson	1991-02-08	UHC-99757-95	7104688661	907 Central Ave, San Antonio, TX, 78265	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24295	PRV	Santiago J Wong	1981-08-16	UHC-46520-40	—	7006 Mesa Dr, Jacksonville, FL, 32243	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-24588	PRV	Ethan Welch	1991-03-18	UHC-78275-78	6135024126	3867 Highland Ave, Miami, FL, 33199	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-24132	PRV	Carlos U Daniels	1943-06-12	—	4954171444	7763 Main St, Gilbert, AZ, 85218	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-29066	PRV	Aaron Freeman	1945-07-07	—	9792565843	6995 Oak St, Mesa, AZ, 85216	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27569	PRV	Day O Kathleen	1966-11-21	—	4146753098	3932 Meadow Ln Apt 31, Tampa, FL, 33660	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-24779	PRV	Joshua Porter	1966-08-05	—	—	6813 Maple Ave, Scottsdale, AZ, 85226	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-26170	PRV	Nick Alexander	1955-02-23	UHC-81486-07	5466950028	6174 Central Ave, San Diego, CA, 92154	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21463	PRV	Diana O Harrison	1966-08-06	—	4013185529	7744 Central Ave, Gilbert, AZ, 85264	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28840	PRV	Chris Ortega	1970-12-12	UHC-45995-18	7923763304	3105 Oak St, Charlotte, NC, 28278	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27044	PRV	Banks W Angela	1989-12-03	UHC-53594-04	7295688487	6844 Oak St, Fresno, CA, 93778	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29164	PRV	Carl Sims	1964-06-26	UHC-22625-51	8967386776	3056 Indian School Rd, Tucson, AZ, 85781	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20908	PRV	Ann Taylor	1945-09-03	—	4299117742	7489 Valley View Dr, Scottsdale, AZ, 85213	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-23680	PRV	Jack Z Arnold	2007-11-16	—	7019661203	2516 Central Ave, Denver, CO, 80212	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-26822	PRV	Arthur Jimenez	2001-02-01	UHC-75581-43	7044303301	4586 Lake View Rd, Eden Prairie, MN, 55342	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-29167	PRV	Carl Sims	1964-06-26	UHC-22625-51	8967386776	3056 Indian School Rd, Tucson, AZ	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-29166	PRV	Carl Sims	1964-06-26	UHC-22625-51	8967386776	3056 Indian School Rd, Tucson, AZ	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-21605	PRV	Sara Y Carr	2001-07-14	UHC-62944-73	5049452051	1350 Market St, Scottsdale, AZ, 85238	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27855	PRV	Sandra Martin	—	—	9778538341	5929 Indian School Rd, Columbus, OH, 43227	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-20496	PRV	Sandra K Boyd	1973-03-18	UHC-29823-55	7297898421	1044 Spring St, Tucson, AZ, 85737	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20697	PRV	Jacob Black	1992-12-02	—	3687801602	8159 Canyon Rd, Sacramento, CA, 95831	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20698	PRV	Jacob Black	1992-12-02	—	3687801602	8159 Canyon Rd, Sacramento, CA, 95831	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22180	PRV	Daniel M Garcia	1961-06-10	—	4136142747	7755 Washington St, Mesa, AZ, 85270	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26790	PRV	Jordan Oliver	1981-11-21	—	3197505190	4263 Spring St Apt 35, Las Vegas, NV, 89178	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-25763	PRV	Cheryl F Rivera	1943-05-15	UHC-22669-61	5642154559	2517 Baseline Rd, Tempe, AZ, 85257	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20921	PRV	Fatima Schmidt	1943-10-08	—	3442240097	3998 Palm Dr, Denver, CO	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-22969	PRV	Sarh Wright	2007-07-09	UHC-88130-96	—	3671 Sunset Blvd, Nashville, TN, 37271	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-24359	PRV	Randy Meyer	1984-07-26	UHC-39293-88	7072619905	2773 Mountain View Dr, Tucson, AZ, 85753	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29197	PRV	Denise Pena	2001-09-06	—	6838444648	5007 Pine Dr, Miami, FL, 33107	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20814	PRV	Omar Vazquz	1953-09-15	UHC-33790-46	—	753 Camelback Rd Apt 21, Tucson, AZ, 85752	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
PRV-27455	PRV	Arthur P Carter	1953-09-20	—	5048582651	7582 Washington St, Chandler, AZ, 85272	0.60	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-25681	PRV	Timothy Clark	1959-09-22	UHC-35369-94	3883590899	1801 Mountain View Dr, Orlando, FL, 32874	0.60	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
PRV-23788	PRV	Anthony Lawson	1994-06-11	—	7758864925	4179 Sunset Blvd, Jacksonville, FL, 32288	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27735	PRV	Ahmed B Lewis	1971-06-27	UHC-60945-08	9306282183	6845 Indian School Rd, Columbus, OH, 43216	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25366	PRV	Brian Price	1958-10-20	UHC-78316-88	7703849318	2834 Broadway, Las Vegas, NV, 89171	0.60	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
PRV-22161	PRV	Hiroshi R Harper	2008-03-06	—	7746266530	6123 Baseline Rd, Nashville, TN	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28059	PRV	Ruth L Flores	1999-02-18	—	4807777238	7256 Valley View Dr, Gilbert, AZ, 85292	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25797	PRV	Sarah S Hawkins	1991-12-19	—	8364227329	4993 Ocean Ave, Charlotte, NC, 28234	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27878	PRV	Virginia Green	1963-10-26	—	2292047499	8700 Sunset Blvd, San Diego, CA, 92126	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29589	PRV	Alan Mendez	1979-10-25	UHC-71838-76	5805988097	7393 Central Ave, Eden Prairie, MN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20420	PRV	Justin Rodriguez	1953-06-15	—	8384529521	8205 Baseline Rd, Chandler, AZ, 85267	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-24061	PRV	Nancy Millls	1981-07-20	UHC-00702-28	4706389323	7380 Oak St, Charlotte, NC, 28244	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more

1,737 rows, page 6 of 35Previous Next