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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25312	PRV	Fatima K Grant	1940-04-28	UHC-54519-79	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23738	PRV	Bryan Murray	1995-11-15	UHC-67709-72	4107677508	6402 Mesa Dr # 507, Chandler, AZ, 85239	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
PRV-27377	PRV	Gregory V Weaver	1940-03-01	—	—	2147 Hillcrest Rd, Denver, CO	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
PRV-21984	PRV	Patricia Mendez	2004-07-01	—	—	7575 Union St, Minneapolis, MN, 55404	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
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-21394	PRV	Joe Anderson	1948-09-01	UHC-12753-63	9243463238	2779 Baseline Rd, Houston, TX, 77064	0.84	Gender normalised Whitespace trimmed
PRV-21803	PRV	—Junk	1946-03-19	UHC-94319-73	9755294351	—	0.84	Whitespace trimmed No usable name (quarantined)
PRV-26095	PRV	Linda McDonald	1980-04-09	UHC-70228-56	6556550558	6056 Highland Ave, Atlanta, GA, 30385	0.84	State name converted to code Whitespace trimmed
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-21088	PRV	Adrea U Brown	1977-01-22	UHC-38340-41	3447577223	2828 Desert Sky Blvd, San Diego, CA, 92105	0.86	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+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-25105	PRV	Mariana Taylor	2005-04-02	UHC-39730-46	2036779596	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-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-29252	PRV	Blily R Fisher	1980-06-20	UHC-98030-27	6996269135	1611 Hillcrest Rd, Seattle, WA, 98155	0.88	Name re-cased Date of birth reformatted Member ID reformatted Email lower-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-23854	PRV	Susan L King	1980-11-07	UHC-87239-11	5216262677	7530 Apache Blvd, Scottsdale, AZ, 85212	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-20469	PRV	Alice Le	1943-01-22	UHC-49554-66	5785317456	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-23146	PRV	Priya Jimenez	1962-12-10	UHC-55791-82	7085574452	1209 Central Ave, Dallas, TX, 75242	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-22928	PRV	Bob Hunter	1967-12-10	UHC-35728-26	9448457328	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-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-21345	PRV	Roger Payne	2005-04-06	UHC-87094-74	2286699152	2210 Ridge Rd, Chandler, AZ, 85210	0.88	Name re-cased Phone reformatted Member ID reformatted Email lower-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-28683	PRV	Kevin Burton	1974-02-28	UHC-40231-03	8846081503	6383 Mountain View Dr, Gilbert, AZ, 85246	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-20649	PRV	Gloria Hamilton	2008-01-22	UHC-19298-24	9117047508	—	0.88	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+2 more
PRV-22770	PRV	Mariana O Johnson	1997-03-21	UHC-60276-16	4404821064	1867 Mountain View Dr, Dallas, TX, 75206	0.88	Name re-cased Phone reformatted State code upper-cased Email lower-cased+2 more
PRV-24590	PRV	Brian S Larson	1984-01-01	—	7875491229	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
PRV-22471	PRV	Ronald Dunn	1949-01-14	UHC-38783-47	7947678863	1118 Desert Sky Blvd, Fresno, CA, 93772	0.88	Phone reformatted Member ID reformatted State code upper-cased Email lower-cased+2 more
PRV-21709	PRV	Madison Foster	1955-03-28	UHC-63068-07	6799727683	8828 Spring St, Atlanta, GA, 30393	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-20923	PRV	Ann Elliott	1990-05-15	—	2843122218	3996 Broadway, Glendale, AZ, 85361	0.88	Date of birth reformatted Phone reformatted Email lower-cased Plan code upper-cased+2 more
PRV-20700	PRV	Helen Harvey	1942-02-24	—	3364512165	9675 Broadway, Nashville, TN, 37203	0.88	Name re-cased Phone reformatted Address re-cased Email lower-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-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-22627	PRV	Bradley Baker	1997-02-18	—	2687916853	5704 Broadway, Sacramento, CA, 95852	0.88	Date of birth reformatted Phone reformatted Address re-cased Email lower-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-20474	PRV	Maria P Peterson	1984-06-19	UHC-70195-31	8104349538	9048 Lake View Rd, Tempe, AZ, 85271	0.88	Name re-cased Phone reformatted State code upper-cased Email lower-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

5,467 rows, page 88 of 110Previous Next