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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26221	PRV	Jeremy Garcia	1967-05-14	UHC-83726-54	6663163964	5842 Forest Ave, Sacramento, CA, 95862	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-430285	CLM	Deborah Grodon	1995-09-18	—	—	5176 Mesa Dr, San Diego, CA, 92158	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-58301	TPA	Ethan Reid	1958-02-10	—	7423328602	123 Park Pl, Los Angeles, CA, 90017	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114578	ENR	Gary Fisher	1962-11-10	UHC-83061-20	—	3740 Forest Ave, Dallas, TX, 75244	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102121	ENR	Pamela Gonzales	1975-11-08	UHC-32319-29	4529523413	9831 Main St, Mesa, AZ, 85280	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102291	ENR	Omar Z Cruz	1940-12-22	UHC-43088-14	—	6656 Desert Sky Blvd, Fresno, CA, 93740	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-423491	CLM	Mariana Flores	1977-09-19	UHC-75178-35	7913273035	8810 Elm St, Gilbert, AZ, 85254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-426345	CLM	Omar Weaver	2002-02-28	UHC-71491-85	7039799708	4595 Sage Ct, Fresno, CA, 93782	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124411	ENR	Evelyn Weber	1997-01-23	UHC-07516-18	4799553598	603 Mesa Dr, Los Angeles, CA, 90068	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115363	ENR	Ralph U Arnold	1951-08-10	UHC-50091-38	7419684318	1384 Canyon Rd, Plano, TX, 75089	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137435	ENR	Nancy Miller	1980-01-18	UHC-71193-39	7974238421	1408 Central Ave, Charlotte, NC, 28268	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132429	ENR	Daniel Larson	1993-07-09	UHC-49984-06	6389552147	2456 Market St, Charlotte, NC, 28277	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118225	ENR	Nancy X Murray	1976-09-03	UHC-72199-70	6068535308	2773 Maple Ave, Scottsdale, AZ, 85243	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141900	ENR	Juan G Myers	2000-11-12	UHC-57612-75	9623449518	5401 Park Pl, Dallas, TX, 75281	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-134332	ENR	Dorothy F Collins	1942-04-11	UHC-66552-94	4869286027	8752 Broadway, Orlando, FL	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Address re-cased+4 more
ENR-138076	ENR	Stephen E Fuller	1966-02-27	UHC-14276-03	5912434363	3178 Valley View Dr, San Antonio, TX, 78223	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
CLM-424255	CLM	Scott N Anedrson	1987-07-26	—	2314012079	4712 Hillcrest Rd, Glendale, AZ, 85348	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-52133	TPA	Julie Brooks	2000-01-15	—	—	2139 Park Pl, Scottsdale, AZ, 85269	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-21375	PRV	Lisa Jimenez	1985-04-16	UHC-89522-53	4492953475	8398 Indian School Rd, Los Angeles, CA, 90009	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-52028	TPA	Angela Chapman	1938-05-15	—	4899362928	2648 Cedar Ln, San Antonio, TX, 78264	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425603	CLM	Lauren Wang	1963-08-19	—	8896251698	6246 Park Pl, Nashville, TN, 37252	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-111022	ENR	Camila Lucas	1959-11-09	UHC-50549-37	—	4364 Maple Ave, Chandler, AZ, 85205	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-135449	ENR	Wayne Boyd	1966-06-01	UHC-37084-54	4284496491	3787 Apache Blvd, Miami, FL, 33191	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-414036	CLM	Christine O Bryant	1964-01-02	—	3139113030	8446 Union St, Jacksonville, FL, 32234	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-104009	ENR	George F Fields	1964-08-07	UHC-41024-19	8092568073	6238 Desert Sky Blvd, Seattle, WA, 98175	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105415	ENR	Julie Contreras	1939-10-28	UHC-05984-76	2788724238	7644 Hillcrest Rd, Phoenix, AZ, 85039	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111439	ENR	Douglas Boyd	2008-01-05	UHC-31244-35	2359283386	4939 Grand Ave, Tempe, AZ, 85228	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-139545	ENR	Diane Carter	1974-06-22	UHC-52209-86	3799179824	663 Main St, San Diego, CA, 92173	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432229	CLM	Lisa Graham	1951-12-26	UHC-27955-94	2176652716	4093 Ridge Rd, Tampa, FL, 33671	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-403716	CLM	Mei Y Mendoza	1963-08-04	UHC-90746-47	6364097441	8355 Pine Dr, Gilbert, AZ, 85299	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131652	ENR	Anna Hamilton	1982-06-21	UHC-04826-75	4307866289	6670 Apache Blvd, Atlanta, GA, 30326	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408695	CLM	Aisha A Allen	1979-02-22	—	7486011768	6345 Meadow Ln, Scottsdale, AZ, 85262	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-419243	CLM	Christina Foster	1940-05-04	UHC-20894-63	6903074633	1579 Church St, Plano, TX, 75052	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61027	TPA	Jason Willis	1938-04-20	—	7248061970	684 Baseline Rd, Orlando, FL, 32812	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123034	ENR	Alice W Bryant	1967-08-03	UHC-87888-26	3116580398	7231 Palm Dr, Chandler, AZ, 85265	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-134692	ENR	Dennis Warren	1969-11-23	UHC-83107-26	8718928053	3986 Mountain View Dr, Miami, FL, 33178	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-120188	ENR	Bradley Lopez	2005-02-24	UHC-46200-39	4502381175	5000 Central Ave, Denver, CO, 80235	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61787	TPA	Tyler Wag	1941-12-14	—	2755196299	1579 Lincoln Way, Dallas, TX, 75217	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51770	TPA	Roy Hill	1977-08-12	—	6125030383	5091 Maple Ave, Orlando, FL, 32863	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101714	ENR	Virginia Ruiz	2002-06-11	UHC-83107-13	2748714431	2822 Elm St, Las Vegas, NV, 89175	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+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
CLM-422423	CLM	Thomas U Baker	1955-02-04	UHC-94453-11	—	9431 Desert Sky Blvd, Eden Prairie, MN, 55392	0.62	Name re-cased Street suffix standardised Address re-cased City 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
ENR-114762	ENR	Carlos Spencer	1952-05-26	UHC-03040-35	5722819371	1250 Sage Ct, Minneapolis, MN, 55429	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402756	CLM	Lucia D Bryant	1975-06-09	UHC-06528-43	—	7161 Canyon Rd, Houston, TX, 77078	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-105184	ENR	Timothy Aronld	1957-04-13	—	7719871622	7089 Mesa Dr, Charlotte, NC, 28227	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-423999	CLM	Frank Richards	1983-06-28	—	3834850609	7748 Meadow Ln, Jacksonville, FL, 32201	0.62	Name re-cased Date of birth 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
ENR-140535	ENR	Boyd Sara	1989-11-16	UHC-00830-94	8828356136	3848 Bayshore Dr, Las Vegas, NV, 89101	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101304	ENR	Ralph Y Vargas	1969-06-27	UHC-63428-97	5144147151	5769 Cedar Ln, Tempe, AZ, 85279	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

9,084 rows, page 76 of 182Previous Next