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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28161	PRV	Walter Willis	1941-06-12	UHC-67611-72	8569997249	9245 Ocean Ave, Las Vegas, NV, 89150	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26234	PRV	Francas Diaz	1972-11-19	UHC-60722-75	6888686172	5477 Hillcrest Rd, Houston, TX	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-22565	PRV	Willie Webb	2006-09-24	—	3536897247	7251 Willow Ct, Miami, FL, 33199	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-20440	PRV	Larry Ortega	1970-10-10	UHC-13292-28	3102216691	6320 Baseline Rd, Eden Prairie, MN, 55358	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28048	PRV	Martha Campbell	1970-12-14	UHC-78455-90	4176077919	3970 Harbor Blvd, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24114	PRV	Jon I Estrada	2004-11-27	—	—	1699 Hillcrest Rd, Miami, FL, 33123	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address 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-28519	PRV	Carol Henry	1999-11-03	UHC-64577-07	4805727690	2837 Broadway, Orlando, FL, 32847	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-20296	PRV	Peter U Carter	1999-02-24	UHC-21483-29	5982547530	8215 Market St, Fresno, CA, 93755	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20786	PRV	Lucia Gonzales	1955-04-17	UHC-58807-87	3995271271	2783 Sage Ct, San Antonio, TX, 78241	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
PRV-29098	PRV	Ahmed O Coleman	1975-03-03	—	5126065971	4581 Forest Ave, Columbus, OH, 43255	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20412	PRV	Chris P Espinoza	1994-09-18	UHC-74983-53	8208831326	5093 Lake View Rd, Eden Prairie, MN, 55378	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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-27766	PRV	Carl Q Porter	1982-09-09	—	9712830586	7075 Willow Ct, Miami, FL, 33172	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-26297	PRV	Dyln L Bowman	1983-06-22	—	4386976432	2383 Cedar Ln, Jacksonville, FL, 32237	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28207	PRV	Rachel Alexander	2008-03-24	—	7002753367	7317 Apache Blvd # 596, Nashville, TN, 37288	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-21858	PRV	Betty Ramos	1944-01-17	UHC-55325-32	8826606445	9450 Valley View Dr, Tucson, AZ, 85774	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-26927	PRV	Tyler Taylor	1957-10-27	—	4296298195	4037 Indian School Rd, Las Vegas, NV, 89163	0.60	Name re-cased 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-25103	PRV	Arthur T Burke	1969-01-09	UHC-65754-38	3563516373	9271 Desert Sky Blvd, Dallas, TX, 75216	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20518	PRV	Arthur N Mason	1975-07-11	UHC-95789-74	3373974367	5652 Jefferson Ave, San Antonio, TX, 78266	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25541	PRV	Heather Mitchell	1979-10-22	UHC-85304-14	3157239515	9293 Apache Blvd Apt 12, Chandler, AZ, 85240	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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
PRV-24060	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
PRV-21592	PRV	Valeentina B Duncan	1952-02-08	—	3317667418	5220 Indian School Rd, Los Angeles, CA, 90089	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23859	PRV	Gary Miller	1993-04-20	—	2112920633	6416 Harbor Blvd, Los Angeles, CA, 90038	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23609	PRV	Brandon Banks	1955-04-16	UHC-97066-54	5904177591	41 Central Ave, Houston, TX, 77073	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27494	PRV	Charles Rojas	2001-12-27	UHC-80561-02	3305238014	7847 Camelback Rd Apt 17, Los Angeles, CA, 90003	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-26246	PRV	Alexis Payne	1960-09-09	UHC-05678-36	8432121327	309 Indian School Rd, Phoenix, AZ, 85062	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25838	PRV	Jen Guerrero	1942-11-07	UHC-50155-20	9665290172	8528 Washington St, Fresno, CA, 93701	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26809	PRV	Teresa Chavez	1980-12-08	—	3717833852	2318 Harbor Blvd, Mesa, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23786	PRV	William X Rodriguez	1968-09-04	—	2233375882	5466 Church St, Gilbert, AZ, 85239	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24715	PRV	Timothy Robertson	1952-01-06	UHC-04478-97	4249515029	2331 Valley View Dr, Orlando, FL, 32820	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24822	PRV	Edward K Cox	1978-07-11	—	4298913946	8251 Sage Ct, Houston, TX, 77023	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-26038	PRV	Sean Padilla	1952-08-23	UHC-71398-04	2802396017	1293 Harbor Blvd, Eden Prairie, MN, 55346	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-21973	PRV	Madison Hamilton	1990-02-09	—	2217902733	2720 Forest Ave, Scottsdale, AZ, 85288	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20305	PRV	Joan Singh	1960-03-25	—	7248919613	5676 Palm Dr, Eden Prairie, MN, 55317	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23166	PRV	Willie V Dunn	1967-09-07	UHC-04570-88	2374412395	7513 Jefferson Ave, Minneapolis, MN, 55476	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-28507	PRV	Steven Cunningham	1982-11-19	UHC-73884-40	5426180439	9570 Palm Dr, Jacksonville, FL, 32217	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-25572	PRV	Theresa Austin	1996-09-22	UHC-47101-37	8906088000	8576 Canyon Rd, Mesa, AZ, 85245	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22765	PRV	Bobby Perz	2005-02-16	—	6677276081	669 Ridge Rd, Plano, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25789	PRV	Henry C Brooks	1980-08-28	UHC-09209-87	2086981397	9799 Pine Dr, Denver, CO, 80217	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25262	PRV	Wayne D Castro	1950-09-06	—	8149912985	2524 Baseline Rd Apt 24, Sacramento, CA, 95862	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-23978	PRV	Ethan Morgan	1939-03-26	—	8378715781	6874 Baseline Rd, Fresno, CA, 93715	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
PRV-27934	PRV	Jon Weber	1998-03-17	—	8673342688	4212 Maple Ave, Gilbert, AZ, 85239	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-26393	PRV	Thomas Rodriguez	1948-09-10	—	8356459710	6430 Maple Ave, Minneapolis, MN, 55497	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25332	PRV	Dylan Watkins	1957-02-07	UHC-98153-10	6263297888	7577 Highland Ave, Glendale, AZ, 85378	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

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