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

All sources, 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
CLM-410974	CLM	Nicholas Aguilar	1977-02-10	—	5384671894	4295 Park Pl, Austin, TX, 78773	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20525	PRV	Douglas K Moore	1956-08-04	UHC-27864-05	6942089813	1328 Pine Dr, Denver, CO, 80266	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53512	TPA	Judy Lawrence	2008-01-26	—	—	6788 Lincoln Way, Miami, FL, 33197	0.64	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+2 more
TPA-57840	TPA	Shirley Jackson	1969-06-04	—	—	9537 Spring St, Plano, TX, 75009	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24707	PRV	Mei S Luna	1959-07-22	—	3703387982	6214 Pine Dr, Dallas, TX, 75285	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117280	ENR	Joe D Burns	1999-02-22	UHC-36384-52	4819426737	4862 Central Ave, Jacksonville, FL, 32251	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131032	ENR	Terry G Bishop	1994-02-15	UHC-02714-33	6156223904	6872 Church St, Austin, TX, 78741	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129800	ENR	Andrea Gomez	1987-10-27	UHC-49598-70	7345869631	9419 Sunset Blvd, Tucson, AZ, 85762	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106063	ENR	Deborah Vazquez	2002-04-08	UHC-47652-65	9415419807	7172 Bayshore Dr, Tucson, AZ, 85785	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28893	PRV	Anthony Elliott	1979-10-12	—	3165187063	9411 Cedar Ln, Plano, TX, 75072	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105536	ENR	Pamlea M Andrews	1970-01-20	UHC-69557-11	3043157677	9644 Apache Blvd, Houston, TX, 77032	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20473	PRV	Ronald G Gonzales	1951-05-19	UHC-77889-07	—	2738 Central Ave, Jacksonville, FL, 32239	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-430552	CLM	Julie Wilson	1948-09-17	UHC-32209-85	3343421054	6180 Canyon Rd, Orlando, FL, 32839	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118401	ENR	Elijah K Hudson	1967-07-17	UHC-28101-71	3532080370	4748 Apache Blvd, Nashville, TN, 37226	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124979	ENR	Samuel F Powell	1952-04-19	UHC-90652-31	3263348253	7828 Willow Ct, Scottsdale, AZ	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+2 more
TPA-62371	TPA	Lisa Hoffman	1942-01-28	UHC-60324-02	—	1890 Apache Blvd, Eden Prairie, MN, 55342	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416508	CLM	Andrew Griffin	1956-09-07	UHC-72617-99	4723649707	644 Palm Dr Apt 35, Atlanta, GA, 30388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-416507	CLM	Andrew Griffin	1956-09-07	UHC-72617-99	4723649707	644 Palm Dr Apt 35, Atlanta, GA, 30388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-25450	PRV	Sean K Jordan	1968-11-12	UHC-98220-61	3269638291	6969 Canyon Rd, Jacksonville, FL, 32234	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-430025	CLM	Natalie I Long	1945-08-09	—	9265518396	7118 Pine Dr, Gilbert, AZ, 85291	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136121	ENR	Marilyn Y George	1956-07-01	UHC-28198-68	9725383490	4851 Desert Sky Blvd, Jacksonville, FL, 32249	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28873	PRV	Patrick Robinson	1971-12-01	—	5963355452	1715 Ridge Rd, Denver, CO, 80231	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54322	TPA	Shirley Jimenez	2002-02-10	UHC-16328-46	4272179330	2890 Ocean Ave, Minneapolis, MN, 55473	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-134361	ENR	Hannah Martinez	1944-05-13	UHC-52664-14	—	6560 Lincoln Way, San Diego, CA, 92159	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-132135	ENR	Roy T Vargas	1967-08-07	UHC-26736-82	9003522427	2645 Baseline Rd, Dallas, TX, 75265	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111990	ENR	Nicole Q Jensen	1995-11-22	UHC-78290-10	5034682713	7398 Indian School Rd, Phoenix, AZ, 85066	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-58406	TPA	Henry Simpson	1985-11-04	—	6326315741	3244 Park Pl, Fresno, CA, 93772	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412706	CLM	Randy Dixon	1991-08-06	UHC-17679-69	8345020074	6924 Willow Ct, Atlanta, GA, 30381	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401252	CLM	Carlos Scott	1943-08-20	—	3766814639	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-415841	CLM	Teresa Little	1971-08-18	UHC-60625-51	—	5852 Sage Ct, Nashville, TN, 37234	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-62442	TPA	Jeffrey Simpson	1943-04-16	—	6005883898	4147 Indian School Rd, Miami, FL, 33101	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419148	CLM	Laura Morrs	1955-05-12	UHC-18122-11	—	6637 Washington St, San Antonio, TX, 78233	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-59002	TPA	Shirley B Washington	2008-04-16	UHC-05301-16	—	5417 Valley View Dr, San Diego, CA, 92163	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-22274	PRV	Harold D Mitchell	2005-12-08	UHC-40615-47	—	5445 Union St, Los Angeles, CA, 90049	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-403024	CLM	Alice Wallace	1939-07-04	—	—	1501 Main St, Orlando, FL, 32875	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22284	PRV	Jacqueline Peters	1986-06-16	—	4364646550	9069 Forest Ave, Jacksonville, FL, 32228	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424118	CLM	Judy Watkins	1973-04-08	UHC-12017-24	7947686283	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-112345	ENR	Ralph Pierce	1962-10-19	UHC-49727-75	2063445570	7815 Desert Sky Blvd, Nashville, TN, 37251	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115876	ENR	Daniel Palmer	1976-01-03	UHC-83334-25	—	5385 Broadway, Eden Prairie, MN	0.64	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased+2 more
PRV-27626	PRV	Billy Hudson	1996-07-06	—	2773051095	7901 Market St, Chandler, AZ, 85249	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-421380	CLM	Alexis Hilll	1952-02-12	—	6143904329	4089 River Rd, Tucson, AZ, 85788	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-54719	TPA	Jacqueline Rice	1965-03-03	—	3648347640	8134 Lake View Rd, Atlanta, GA, 30349	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-55886	TPA	Natalie Reid	1961-02-05	—	—	9381 Hillcrest Rd Apt 38, Chandler, AZ, 85209	0.64	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+2 more
TPA-60844	TPA	Carol B Stone	1953-09-17	UHC-11495-79	6042875545	1957 Lake View Rd, Los Angeles, CA, 90011	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-412634	CLM	Mateo Estrada	1981-01-25	—	9019565774	3838 Mountain View Dr, Glendale, AZ, 85344	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-131404	ENR	Ethan Rose	1999-07-01	UHC-74572-28	2127712693	3894 Grand Ave, Charlotte, NC, 28241	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-113674	ENR	Chris James	1949-11-18	UHC-33225-10	7769818609	—	0.64	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+2 more
CLM-425049	CLM	Mark Johnson	1989-09-14	UHC-68075-73	—	3957 Willow Ct, Scottsdale, AZ, 85265	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
PRV-22923	PRV	Melissa Reyes	1989-06-10	UHC-62424-65	2579676112	8766 Hillcrest Rd, Los Angeles, CA, 90034	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-122393	ENR	Christina G Stone	1983-04-02	UHC-45212-97	6774408686	2805 Highland Ave, Fresno, CA, 93799	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

9,980 rows, page 87 of 200Previous Next