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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22445	PRV	Russell Meyer	1974-02-15	—	9374545520	9097 Elm St, Austin, TX, 78738	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-27031	PRV	Nunez Omar	1982-10-16	UHC-16297-37	9632593298	518 Baseline Rd, Mesa, AZ, 85227	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24709	PRV	Diego Lane	1943-06-06	—	6715745117	1277 Baseline Rd, San Diego, CA, 92186	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24064	PRV	Mariana Santiago	2007-11-22	UHC-36282-56	5317807023	4386 Jefferson Ave, Tucson, AZ, 85737	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25234	PRV	Cynthia Ford	1986-06-11	—	—	3753 Lincoln Way, Fresno, CA, 93791	0.78	Name re-cased Street suffix standardised Address re-cased 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-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-28622	PRV	Mason Walsh	1973-11-18	UHC-13566-73	—	3634 Meadow Ln, San Antonio, TX, 78263	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21932	PRV	Heather Hawkins	1940-09-04	—	7528600942	4643 Apache Blvd, Tempe, AZ, 85234	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+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-24600	PRV	Ray R Priya	1962-05-28	—	—	7268 Cedar Ln, Gilbert, AZ, 85287	0.78	Name re-cased Street suffix standardised Address re-cased City 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-26029	PRV	Theresa Green	1989-06-17	—	—	3471 Hillcrest Rd, Chandler, AZ, 85238	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+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-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-20659	PRV	William Taylor	2007-10-14	UHC-44116-66	9714944605	5581 Ridge Rd, Las Vegas, NV, 89142	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+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-21873	PRV	Maria Marquez	1967-08-01	UHC-91326-09	3512180185	8371 Spring St, Atlanta, GA, 30325	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-21872	PRV	Maria Marquez	1967-08-01	UHC-91326-09	3512180185	8371 Spring St, Atlanta, GA, 30325	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-29458	PRV	Teresa Woods	1968-09-17	—	—	4912 Hillcrest Rd, Chandler, AZ, 85221	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-26953	PRV	Janet Hawkins	1996-03-26	UHC-30047-18	5695896314	7647 Mesa Dr, Tucson, AZ, 85704	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25203	PRV	Mariana Gutierrez	1999-07-23	—	—	8486 Central Ave, Mesa, AZ, 85228	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+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-22975	PRV	Omar V Estrada	1955-07-13	—	—	5347 Sunset Blvd, Minneapolis, MN, 55405	0.78	Date of birth reformatted Street suffix standardised Address re-cased 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-21519	PRV	Ryan Green	1995-12-03	—	5993419936	1735 Sunset Blvd, Phoenix, AZ, 85035	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22884	PRV	Mateo S Simpson	1938-10-27	UHC-06246-32	7148458844	2852 Camelback Rd, Columbus, OH, 43292	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+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-25220	PRV	Austin K Matthews	1990-10-24	UHC-02623-23	9675973970	7181 River Rd, San Diego, CA, 92180	0.78	Member ID 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-21426	PRV	Bobby Rodriguez	1953-05-08	UHC-68797-41	3869332186	2710 Lincoln Way, Fresno, CA, 93791	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-29259	PRV	Amber G Walker	1987-09-21	—	—	6375 River Rd, Miami, FL, 33158	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address 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-25416	PRV	Megan Pena	1960-01-27	—	—	2843 Oak St, Plano, TX, 75015	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+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-24973	PRV	Anthony Jackson	1996-11-11	—	7084971104	7175 Mesa Dr, Dallas, TX, 75263	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21013	PRV	Harold Adams	1940-04-08	—	—	2472 Spring St, Atlanta, GA, 30396	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-25823	PRV	Jacob Herrera	1962-03-22	—	—	8167 Highland Ave, Nashville, TN, 37298	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-20764	PRV	Gregory Richardson	1960-04-11	—	2909667947	1687 Palm Dr, Dallas, TX, 75271	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-24742	PRV	Jesse Kelley	1954-06-03	—	9762097230	6169 Camelback Rd, San Antonio, TX, 78217	0.78	Date of birth reformatted Street suffix standardised Address re-cased 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

5,405 rows, page 88 of 109Previous Next