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

Enrollment, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110627	ENR	Emily J Martin	1997-05-14	UHC-23423-50	9666136576	3958 Elm St, Miami, FL, 33109	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-131287	ENR	Sandra S Vasquez	1987-08-10	UHC-92007-17	8475877055	1056 Mesa Dr, Nashville, TN, 37296	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113378	ENR	Deborah D Evans	1948-06-12	UHC-93956-02	7243037070	7216 Harbor Blvd, Gilbert, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103406	ENR	Sofia R Thompson	1996-04-08	UHC-38712-64	9865439743	2692 Apache Blvd, Fresno, CA, 93755	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132552	ENR	Crlos F Grant	1974-07-13	UHC-23187-98	5607120723	4876 Washington St, Chandler, AZ, 85288	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-141287	ENR	Austin Y Morris	1981-05-07	UHC-43840-28	8074622655	7351 Jefferson Ave, Austin, TX, 78727	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-115465	ENR	Melissa C Stephens	—	—	6326311041	2913 Sunset Blvd, Jacksonville, FL, 32280	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120148	ENR	Betty Miller	1987-12-23	UHC-01451-40	4917816264	1474 Union St, Glendale, AZ, 85369	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105552	ENR	Donna B Williams	1984-06-25	UHC-10270-99	4252314592	5938 Ridge Rd, Glendale, AZ, 85390	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-123319	ENR	Gary T Joes	1979-04-05	UHC-49094-24	2264909426	4857 Sunset Blvd, Minneapolis, MN, 55475	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-139267	ENR	Ana N Gilbrt	1968-04-14	UHC-11970-85	5246286017	9385 Canyon Rd, Scottsdale, AZ, 85232	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111359	ENR	Kathryn N Singh	1939-06-05	UHC-98979-33	7934410431	8283 Cedar Ln, Austin, TX, 78767	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141253	ENR	Frances Gonzalez	1946-04-11	UHC-22728-58	2067135517	95 Washington St, Tucson, AZ, 85796	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-118856	ENR	Heathre Nelsson	1950-11-11	UHC-40310-14	3584197871	7856 Jefferson Ave, Houston, TX, 77033	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112168	ENR	Evelyn P Tran	1960-04-17	UHC-24151-63	3892116436	2554 Park Pl, Seattle, WA, 98165	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-142402	ENR	David X Howell	1978-06-19	UHC-89122-31	3186878158	1246 Camelback Rd, Columbus, OH, 43210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142401	ENR	David X Howell	1978-06-19	UHC-89122-31	3186878158	1246 Camelback Rd, Columbus, OH, 43210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124357	ENR	Helen Williams	1980-07-12	UHC-40820-54	8803519283	1817 Highland Ave, Los Angeles, CA, 90064	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-104547	ENR	Judith O Moore	2004-01-17	UHC-75284-39	2223474812	1316 Canyon Rd, Dallas, TX, 75206	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137043	ENR	Luis K Torres	1984-02-24	UHC-13129-49	9783835591	5075 River Rd, Miami, FL, 33138	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114432	ENR	Tyler Porter	1989-08-14	UHC-80250-20	6094270871	6293 Forest Ave, Atlanta, GA, 30391	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104045	ENR	Michael B Harper	—	UHC-60558-43	3008123744	7129 Mesa Dr, Houston, TX	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-134503	ENR	Alexis T Crawfford	1962-10-07	UHC-89853-24	4973803030	9305 Central Ave Apt 15, Miami, FL, 33151	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-136966	ENR	Jean O George	1981-10-26	UHC-52843-78	5964563520	4731 Jefferson Ave, Houston, TX, 77030	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-111110	ENR	Joyce Guzman	1983-12-19	UHC-35792-92	2313586467	2065 Elm St, Tempe, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122691	ENR	Lawrence Z Alexander	1942-01-01	UHC-22677-64	2714507162	3342 Camelback Rd, Fresno, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134283	ENR	Gloria Salazar	—	UHC-26663-56	4742442329	944 Forest Ave, Orlando, FL, 32805	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112999	ENR	Andrea G Sanchez	—	UHC-83436-90	4354443128	4587 Lake View Rd, Houston, TX, 77087	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-134106	ENR	Evelyn D Ruiz	1969-09-25	UHC-60263-23	9506286683	1167 Mountain View Dr, Chandler, AZ, 85297	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112655	ENR	Paul Webb	1993-07-12	UHC-52959-32	2453485666	2661 Indian School Rd, Houston, TX, 77011	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140869	ENR	Jake E Allen	1999-06-02	UHC-06582-86	6772157641	6532 Ridge Rd, Tampa, FL, 33626	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115250	ENR	Anthony Reyes	1995-01-10	UHC-11894-03	9703438330	6739 Hillcrest Rd, Columbus, OH, 43239	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108236	ENR	Jack Jimeenez	1973-04-22	—	5266151203	2186 Camelback Rd, Fresno, CA, 93747	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-108235	ENR	Jack Jimeenez	1973-04-22	—	5266151203	2186 Camelback Rd, Fresno, CA, 93747	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-109793	ENR	Henry Z Hoffman	1954-04-24	UHC-24303-37	9004649957	5532 Market St, Orlando, FL, 32823	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100077	ENR	Stephen Olson	2002-06-10	UHC-42949-15	4295748672	7767 Hillcrest Rd # 859, San Antonio, TX, 78215	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-105974	ENR	Gerald L Bell	1993-03-24	UHC-33479-36	5227150627	735 Maple Ave, Minneapolis, MN, 55482	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-134555	ENR	Mei Y Obrien	1973-10-21	UHC-15488-51	6175642385	4768 Main St, Glendale, AZ, 85371	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127648	ENR	Deborah F Sandoval	2004-03-12	UHC-24249-17	5157342770	6170 Sage Ct, Seattle, WA, 98191	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135566	ENR	Roger K Mason	1989-08-23	UHC-31829-22	3053695097	8329 Washington St, Jacksonville, FL, 32283	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119043	ENR	Carolyn I Herrera	1965-07-04	UHC-83872-65	3757062283	7974 Washington St, Gilbert, AZ, 85261	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124828	ENR	Abigail L Garza	1951-03-27	UHC-64005-11	2142214848	8978 Ocean Ave, Columbus, OH, 43230	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123867	ENR	Simmons O Anthony	1986-12-03	UHC-84844-41	4552812383	8393 Pine Dr, Plano, TX, 75053	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123866	ENR	Simmons O Anthony	1986-12-03	UHC-84844-41	4552812383	8393 Pine Dr, Plano, TX, 75053	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134583	ENR	Zachary D Scott	1958-09-27	UHC-07739-84	7395105401	7469 Central Ave, Miami, FL, 33170	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-139825	ENR	Kayla Estrada	1996-09-26	UHC-29053-71	7446222442	9641 Camelback Rd, Tucson, AZ, 85753	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109249	ENR	Danielle N Pierce	1956-11-16	UHC-91432-68	7716846961	5592 Ocean Ave, Atlanta, GA, 30328	0.64	Phone reformatted SSN last four extracted ZIP+4 trimmed Email lower-cased+2 more
ENR-110078	ENR	Ronald K Clark	1964-05-23	—	5492283971	2752 Willow Ct, Plano, TX, 75050	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123890	ENR	Aisha Y Parker	1986-02-03	UHC-97880-87	4826346233	764 Indian School Rd, Eden Prairie, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102863	ENR	Marilyn B Rojas	1965-11-15	UHC-06321-35	8134084128	7257 Lake View Rd, Scottsdale, AZ, 85260	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

28,181 rows, page 161 of 564Previous Next