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-28035	PRV	Deborah Perry	1941-09-28	UHC-90537-38	4816085049	1929 Oak St, Fresno, CA, 93777	0.82	Phone reformatted City re-cased State name converted to code
PRV-28036	PRV	Deborah Perry	1941-09-28	UHC-90537-38	4816085049	1929 Oak St, Fresno, CA, 93777	0.82	Phone reformatted City re-cased State name converted to code
PRV-28186	PRV	Emma Clark	2005-11-07	UHC-74207-75	7826977088	8762 River Rd # 169, Phoenix, AZ, 85083	0.82	Unit split from street City re-cased Placeholder values cleared
PRV-22318	PRV	Roger X Stephens	1991-01-11	—	9248808854	8151 Indian School Rd, Jacksonville, FL	0.82	City re-cased ZIP missing Placeholder values cleared
PRV-24703	PRV	Aaron T Simpson	2005-05-22	—	—	659 Washington St, Miami, FL, 33175	0.82	City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-26568	PRV	Janice R Wong	1966-03-21	—	—	3914 Sunset Blvd, Fresno, CA, 93741	0.82	City re-cased Gender normalised Placeholder values cleared
PRV-22657	PRV	Anthony Jackson	1944-11-05	UHC-65660-68	9219517579	561 Main St, Los Angeles, CA, 90035	0.82	City re-cased State name converted to code Placeholder values cleared
PRV-29460	PRV	Melissa Gibson	1946-03-15	—	9548196908	8469 Oak St, Columbus, OH, 43204	0.82	Two-digit birth year City re-cased Placeholder values cleared
PRV-22202	PRV	Elijah Aguilar	1996-12-19	UHC-11836-39	—	1294 Sage Ct, Jacksonville, FL, 32292	0.82	City re-cased State name converted to code Placeholder values cleared
PRV-28926	PRV	Robert Jordan	1972-11-19	UHC-91338-54	—	913 Hillcrest Rd, Chandler, AZ, 85295	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
PRV-25119	PRV	Robert Jacobs	1957-03-14	—	5642961872	6001 Canyon Rd, Jacksonville, FL, 32224	0.82	City re-cased State name converted to code Placeholder values cleared
PRV-27594	PRV	Gary Kelly	1970-12-25	—	—	9565 Valley View Dr, San Antonio, TX, 78237	0.82	City re-cased Gender normalised Placeholder values cleared
PRV-22507	PRV	Don Fialds	1981-05-24	UHC-22806-16	4973747885	7784 Broadway, Houston, TX, 77076	0.82	City re-cased State name converted to code Placeholder values cleared
PRV-27075	PRV	Vicky Schmidt	1993-04-02	—	—	82 Canyon Rd, Orlando, FL, 32861	0.82	Phone missing area code City re-cased Placeholder values cleared
PRV-23460	PRV	Angela Grene	1952-05-01	—	—	3078 Sage Ct, San Antonio, TX	0.82	City re-cased ZIP missing Placeholder values cleared
PRV-26642	PRV	Helen Williams	1978-04-25	UHC-69324-22	3814271921	1803 Bayshore Dr, San Antonio, TX, 78208	0.82	City re-cased State name converted to code Placeholder values cleared
PRV-27012	PRV	Dennis Alvarez	1979-08-21	—	—	3110 Desert Sky Blvd, Plano, TX, 75063	0.82	City re-cased State name converted to code Placeholder values cleared
PRV-23832	PRV	Luis I Rodriguez	2003-04-28	UHC-22104-96	7622578773	2126 Main St, Fresno, CA, 93734	0.82	Middle initial moved out of first name Phone reformatted City re-cased
PRV-29001	PRV	Larry Hansen	1999-08-13	—	4752587529	5799 Union St, Tucson, AZ, 85752	0.84	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
PRV-23067	PRV	Stephen Smith	1942-12-05	UHC-26563-91	7103129215	2624 Mountain View Dr, San Diego, CA, 92113	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-25110	PRV	Carolyn F Munoz	1980-10-27	UHC-01180-77	5032763388	9026 Maple Ave, San Antonio, TX, 78219	0.86	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
PRV-23089	PRV	Aaron Reid	1996-12-22	—	7123040949	9152 Jefferson Ave, Mesa, AZ, 85276	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-23017	PRV	Melissa P Stevens	1956-02-18	UHC-08975-82	2935934937	4400 Broadway, Plano, TX, 75091	0.86	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+3 more
PRV-26922	PRV	Amber L Roberts	1973-04-15	UHC-83489-16	—	9583 Broadway, Tempe, AZ, 85295	0.88	Name re-cased Address re-cased City re-cased State code upper-cased+2 more
PRV-23407	PRV	Ashley Reyes	1948-10-05	—	5437765037	6513 Central Ave, Scottsdale, AZ, 85236	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-27797	PRV	Evelyn P Palmer	1997-04-03	—	6092390924	8011 Church St, Tucson, AZ, 85758	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
PRV-22626	PRV	Mariana Mason	1965-12-17	—	4572467847	7478 Mountain View Dr, Jacksonville, FL, 32270	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-28272	PRV	Timothy L Walker	1987-09-04	UHC-34814-20	5833028834	9048 Washington St, Plano, TX, 75044	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-27635	PRV	Kathryn Warren	1959-03-12	UHC-71018-94	3167136460	6289 Jefferson Ave, Los Angeles, CA, 90013	0.88	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
PRV-21147	PRV	Lauren Wong	1955-10-13	—	5612442592	7046 Lincoln Way, Eden Prairie, MN, 55329	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-23327	PRV	Betty A Roe	2004-02-14	UHC-23050-58	8767136718	1454 Grand Ave, Glendale, AZ, 85332	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-23683	PRV	Omar K Ortega	1966-08-02	—	3453747533	724 Washington St, San Antonio, TX, 78224	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-22876	PRV	Jeremy James	1956-12-08	UHC-33338-98	3452840548	4486 Union St, Eden Prairie, MN, 55334	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-29180	PRV	Vincent E Herrera	1954-11-26	—	2224323252	6704 Lincoln Way, Charlotte, NC, 28229	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-25187	PRV	Richard E Kelley	1963-12-07	—	2502272678	68 Desert Sky Blvd, Tucson, AZ, 85719	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-25309	PRV	Valentina M Hayes	1952-04-28	UHC-86120-56	2417407827	6380 Washington St, Scottsdale, AZ, 85229	0.88	Date of birth reformatted Member ID reformatted City re-cased Email lower-cased+2 more
PRV-24728	PRV	Daniel Ramirez	1992-09-15	UHC-57427-66	6727715403	815 Sunset Blvd, Miami, FL, 33128	0.88	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
PRV-20029	PRV	Nancy B Morrison	1972-05-15	—	5985164419	9818 Camelback Rd, Houston, TX, 77089	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-24168	PRV	Betty Pena	1953-10-03	UHC-15755-28	5886663083	8194 Maple Ave, Nashville, TN, 37272	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-25612	PRV	Denise Garza	1982-10-16	—	4135593814	7798 Central Ave, Phoenix, AZ, 85027	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-26947	PRV	Kevin O Singh	1994-08-20	UHC-44191-84	6593986444	8045 Broadway, Mesa, AZ, 85252	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-26125	PRV	Gregory Pena	1998-08-02	UHC-97760-95	6476280949	8328 Bayshore Dr, Dallas, TX, 75250	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-24347	PRV	Christine Garcia	1960-03-06	—	3934424041	2995 Broadway, Minneapolis, MN, 55477	0.88	Name re-cased Phone reformatted Address re-cased City re-cased+2 more
PRV-22531	PRV	Diane A Butler	1984-02-05	UHC-36876-56	4077191224	309 Hillcrest Rd, Charlotte, NC, 28299	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-21258	PRV	Joe M Flores	1977-12-18	—	6988253862	8481 River Rd, Plano, TX, 75008	0.88	Name re-cased Phone reformatted City re-cased Plan code upper-cased+2 more
PRV-23933	PRV	Rachel Lee	1939-11-02	UHC-20804-03	2993997503	3132 Meadow Ln, Las Vegas, NV, 89139	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-25741	PRV	Rebecca N Munoz	2001-02-01	UHC-92686-75	7662838843	7527 Maple Ave, Scottsdale, AZ, 85219	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-24930	PRV	Carlos Ford	1973-06-22	UHC-51499-08	8544796446	3488 Palm Dr, Tucson, AZ, 85712	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-25592	PRV	Henry Jordan	1968-05-02	UHC-15997-66	3612431772	3607 Ridge Rd, Tampa, FL, 33646	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
PRV-27898	PRV	Kathryn J Thompson	1989-02-25	—	3849909239	9214 Forest Ave, Minneapolis, MN, 55416	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more

1,737 rows, page 30 of 35Previous Next