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-28403	PRV	Larry Bishop	1967-05-20	UHC-45766-39	5288871754	3231 Mountain View Dr # 403, Mesa, AZ, 85261	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-21963	PRV	Keith Dixon	2004-11-24	—	2945856444	8405 Meadow Ln, Las Vegas, NV, 89176	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-24984	PRV	Kathy Howard	1986-01-21	—	7907765295	3370 Oak St, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-20756	PRV	Sofia B Li	1948-12-18	—	3213585049	1674 Ridge Rd, Jacksonville, FL, 32294	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26625	PRV	Amanda Alexander	1938-02-27	UHC-10695-82	9336832337	879 Sunset Blvd, Houston, TX	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-26174	PRV	Patrick Henderson	1968-09-17	UHC-63091-04	7089560937	5981 Park Pl, Tampa, FL	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23612	PRV	Marrcus Stephens	1983-05-18	—	8114622134	3957 Sage Ct Apt 22, Eden Prairie, MN, 55338	0.60	Date of birth reformatted Phone reformatted Unit split from street 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-29298	PRV	WJunk	1989-03-17	UHC-21985-17	8814692770	8197 Mesa Dr, Tempe, AZ, 85263	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24311	PRV	Alexander C Washington	1959-07-09	—	2614249268	5736 River Rd, San Antonio, TX, 78247	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22973	PRV	Dylan F Wheeler	2000-01-26	UHC-34756-24	7058103344	5635 Palm Dr, Eden Prairie, MN, 55303	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26173	PRV	Willie S Park	1944-02-21	UHC-43463-73	2909473765	3730 Elm St, Denver, CO, 80249	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-29352	PRV	Ralph R Andrews	1985-06-10	—	—	3086 Desert Sky Blvd, Fresno, CA, 93728	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-22694	PRV	Dick Mendez	1960-12-03	—	7587854571	2643 Desert Sky Blvd Apt 33, Gilbert, AZ, 85235	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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-21516	PRV	Thomas Boyd	1984-09-28	—	4789265496	7546 Sunset Blvd, Sacramento, CA, 95883	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24092	PRV	Kayla P Patel	1964-09-08	UHC-00656-58	4189011716	4595 Bayshore Dr, Tampa, FL	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23695	PRV	Ralph Jenkins	2001-12-18	UHC-92101-65	5222883803	525 Sage Ct # 882, Fresno, CA, 93709	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-27169	PRV	Sofia Patel	2000-03-25	—	2619156113	5736 Ocean Ave # 100, Chandler, AZ, 85298	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-21812	PRV	Kathryn Ramirez	1944-05-02	—	8616212548	9294 Park Pl, Gilbert, AZ, 85281	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24757	PRV	Melissa Rodriguez	1943-03-11	UHC-87826-91	6044501001	2585 Ocean Ave, Charlotte, NC, 28287	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-27081	PRV	Grace W Cooper	1975-11-17	—	3647852882	5629 Palm Dr, Glendale, AZ, 85321	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23010	PRV	Sophia Jenkins	1964-12-06	UHC-20692-63	9223981116	1597 Bayshore Dr # 231, Miami, FL, 33141	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-21292	PRV	Bryan N Freeman	1951-11-21	—	7866862770	7670 Valley View Dr, Plano, TX, 75079	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 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-27304	PRV	Joshua Morales	1994-08-01	—	7135402824	9767 Sunset Blvd # 107, Phoenix, AZ, 85004	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-20339	PRV	Angela Mills	1973-10-09	UHC-64081-98	7142756815	3753 Harbor Blvd, Tucson, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25822	PRV	Arthur Sanders	1946-01-06	—	7082885927	8522 Main St # 670, Orlando, FL, 32809	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+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-29583	PRV	Steve Marquez	2002-01-24	UHC-20259-21	8772854623	1142 Hillcrest Rd, Sacramento, CA, 95864	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25189	PRV	Jeremy Young	1981-06-24	—	9063797467	4942 Main St, Las Vegas, NV, 89132	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27060	PRV	Cynthia N Elliott	2006-11-12	—	3158330590	9783 Grand Ave, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27729	PRV	Lauren Nunz	1981-10-25	—	7892727876	4391 Oak St, Nashville, TN, 37213	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-28709	PRV	Michael Romero	1944-04-01	—	9586948183	118 Washington St, Tucson, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-26868	PRV	Sean S James	1978-05-06	—	9112757314	7309 Mountain View Dr, Tucson, AZ, 85758	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24830	PRV	Jerry P Weaver	1993-07-21	UHC-19409-86	3339887182	1888 Union St, Charlotte, NC, 28240	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29088	PRV	Jose Chapman	1986-04-28	UHC-83579-02	6678876082	4506 Park Pl, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+3 more
PRV-25564	PRV	Kathyn X Mills	2008-02-24	—	9339949389	2641 Ocean Ave, Miami, FL, 33111	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23085	PRV	Joshua Rogers	1964-01-23	—	7892493354	7625 Maple Ave, San Diego, CA, 92187	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27680	PRV	Logan T Snyder	1966-08-02	UHC-28743-44	7504947853	6657 Jefferson Ave, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22416	PRV	Anthony Torres	1940-10-14	—	8453167535	6430 Palm Dr Apt 8, Sacramento, CA, 95812	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-28026	PRV	Gregry Sandoval	1980-02-21	—	3753785007	1634 Mesa Dr, Jacksonville, FL, 32266	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23418	PRV	Juan Coleman	2008-05-26	—	9683616772	8188 Desert Sky Blvd, Sacramento, CA, 95880	0.62	Date of birth reformatted 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-27572	PRV	Kathleen Day	1966-11-21	UHC-04206-33	4146753098	3932 Meadow Ln, Tampa, FL, 33660	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24153	PRV	Bradley Arnold	1957-01-14	—	—	525 Lake View Rd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27852	PRV	Julie Hart	1940-08-25	—	—	3705 Harbor Blvd, Mesa, AZ, 85245	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-28616	PRV	Andrew Brown	1975-10-17	—	6199336966	7476 Apache Blvd # 576, San Diego, CA, 92144	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-25208	PRV	Fatima Daniels	2007-06-08	—	6599382100	500 Desert Sky Blvd, Plano, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22271	PRV	Janet Fox	1996-07-05	UHC-69968-18	4845099574	9667 Mesa Dr, Columbus, OH	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more

3,124 rows, page 10 of 63Previous Next