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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-29472	PRV	Rebecca Howard	1998-06-19	UHC-89882-71	7955729868	7322 Camelback Rd, Austin, TX, 78751	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-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-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-22756	PRV	Brandon P Mejia	1994-12-12	—	3879324177	3682 Cedar Ln, Minneapolis, MN, 55463	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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-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-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-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-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-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-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-29334	PRV	Sean Watson	1998-06-23	UHC-89921-87	9307044332	9192 Apache Blvd, Columbus, OH, 43218	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27907	PRV	Philip Thomas	1993-02-09	UHC-59106-02	9676717345	4175 Apache Blvd, Orlando, FL, 32868	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27606	PRV	Luis Willis	1981-11-19	UHC-03152-84	4072630254	8903 Desert Sky Blvd, Denver, CO, 80210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27703	PRV	Patricia Thompson	1945-12-24	UHC-18570-72	6438668849	2201 Desert Sky Blvd, Jacksonville, FL, 32245	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-28000	PRV	Charlotte Q Sullivan	1954-08-24	UHC-97098-75	9856593353	1460 Willow Ct, Austin, TX, 78770	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
PRV-21601	PRV	Wayne Gutierrez	1982-11-13	—	4287131616	7979 Park Pl, Miami, FL, 33196	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23047	PRV	Harodl P Rojas	1972-04-17	—	4998740265	8669 Union St, Tempe, AZ, 85224	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20965	PRV	Rachel Hughes	1969-06-06	—	5384126473	3782 Meadow Ln, Glendale, AZ, 85328	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27509	PRV	Virginia F Graham	1965-09-01	UHC-41763-34	2764573892	4219 Mesa Dr, Austin, TX	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+3 more
PRV-20729	PRV	Lauren Nunez	1976-04-15	UHC-81063-83	5876623640	8700 Oak St, Sacramento, CA, 95864	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26399	PRV	Richard Montgomery	1974-09-26	UHC-73151-29	4444215030	5204 Lincoln Way, Sacramento, CA, 95802	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22135	PRV	Richard Medina	1988-06-20	—	5669552739	9218 Highland Ave, Eden Prairie, MN, 55378	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21040	PRV	Janice Ramirez	1973-02-17	UHC-60736-65	2633376732	4673 Sunset Blvd, Eden Prairie, MN, 55358	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21039	PRV	Janice Ramirez	1973-02-17	UHC-60736-65	2633376732	4673 Sunset Blvd, Eden Prairie, MN, 55358	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26025	PRV	Michelle Spencer	2002-07-28	—	7833940461	4328 Pine Dr, Plano, TX, 75094	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-25882	PRV	Margaret G Chavez	1972-11-16	UHC-76634-70	9282038691	27 Sage Ct, Seattle, WA, 98131	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28539	PRV	Peter Carlson	1949-05-26	UHC-51214-95	2592701194	206 Maple Ave, Tempe, AZ, 85230	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24242	PRV	William R Allen	1953-06-12	—	3647074187	430 Highland Ave, Dallas, TX, 75267	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28912	PRV	Hannah Morrison	1983-07-12	UHC-56979-48	4438803052	3111 Grand Ave, Austin, TX, 78728	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
PRV-21408	PRV	Yuki Nguyen	1955-01-22	UHC-27496-70	8686306366	1631 Jefferson Ave, Orlando, FL, 32805	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23836	PRV	Frances Fields	1951-11-04	—	4146613290	565 Main St, Tempe, AZ, 85239	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23835	PRV	Frances Fields	1951-11-04	—	4146613290	565 Main St, Tempe, AZ, 85239	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20818	PRV	Catherine Cook	1990-06-20	UHC-04400-74	6793246419	9282 Church St, Atlanta, GA, 30369	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+3 more
PRV-25504	PRV	Ashley Thompson	1999-11-22	UHC-62776-77	4078435113	8765 Central Ave, Eden Prairie, MN	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+3 more
PRV-22844	PRV	Anthony S Phillips	1950-01-11	UHC-18242-24	5786686154	6503 Lake View Rd, Charlotte, NC, 28260	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21636	PRV	Willie Schmidt	1978-04-21	UHC-26025-53	4779530898	5446 Forest Ave, Charlotte, NC, 28201	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27982	PRV	Bryan O Burke	1998-09-15	UHC-45325-26	7426339903	8698 Bayshore Dr, Dallas, TX, 75228	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23355	PRV	Kayla L Ramos	1946-06-04	—	4414144068	7515 Market St, Charlotte, NC, 28233	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21312	PRV	Jacob Simpson	2000-01-24	UHC-02926-18	6627987381	4452 Maple Ave, Charlotte, NC, 28267	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21372	PRV	Brandon Garrett	1991-01-28	—	7403791532	1797 Park Pl, Houston, TX, 77087	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27629	PRV	Eric Robertson	2008-07-10	UHC-01745-78	2186271767	3096 Union St, Fresno, CA, 93766	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-29513	PRV	Jeremy H Stevens	1952-01-07	UHC-47173-61	4222332187	473 Market St, Plano, TX, 75072	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-29233	PRV	Wayne Rios	1985-10-01	—	5787018798	4228 Market St, San Antonio, TX, 78253	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22336	PRV	Tlyer Long	1981-04-15	—	4175177821	277 Jefferson Ave, Dallas, TX, 75286	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23719	PRV	Marcus Burke	2008-04-17	UHC-79080-92	8573819812	4628 River Rd, San Antonio, TX, 78278	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27195	PRV	Ralph A Ruiz	1950-05-14	—	8179605979	5738 Valley View Dr, Mesa, AZ, 85298	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

957 rows, page 7 of 20Previous Next