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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118701	ENR	Henry Wells	1994-05-08	UHC-34465-23	2483558215	7167 Highland Ave, Scottsdale, AZ, 85216	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141198	ENR	Bradley Dunn	1950-02-10	UHC-63013-82	4057801523	4893 Mountain View Dr, Minneapolis, MN, 55480	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-117037	ENR	David Jones	1953-05-15	UHC-24557-62	5678440660	3492 Elm St # 220, Glendale, AZ, 85326	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-117137	ENR	Amy Bryant	1950-02-10	UHC-84464-07	4235164157	2882 Oak St, Fresno, CA, 93709	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101576	ENR	Julie P Romero	1940-12-17	UHC-28284-55	7752013906	5302 Apache Blvd, Denver, CO, 80229	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-134120	ENR	Sophia X Garrett	1955-05-14	UHC-00711-30	6917660824	6424 Oak St, Scottsdale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138328	ENR	Saar K Williams	1973-12-22	UHC-98807-33	6887004716	5037 Washington St, Seattle, WA, 98101	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-119072	ENR	Diego Boyd	2002-09-23	UHC-90958-04	7437540518	6612 Washington St, Columbus, OH, 43294	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-102848	ENR	Denise O Harrison	2008-01-27	UHC-68862-97	3634355973	5514 Camelback Rd, Chandler, AZ, 85289	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-101319	ENR	Justin U Weber	1948-06-28	UHC-21843-63	—	9726 Palm Dr, Miami, FL, 33131	0.60	Street suffix standardised Address re-cased City re-cased State code upper-cased+4 more
ENR-128785	ENR	Christine W Singh	1971-02-03	UHC-80809-93	2526413605	835 Main St, Tempe, AZ, 85255	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
ENR-141981	ENR	Brandon Cox	1969-02-23	UHC-48544-40	7149979450	9247 Mountain View Dr, Austin, TX, 78796	0.60	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141346	ENR	Ahmed J Kelly	1965-02-21	UHC-98117-22	9242477298	4968 Willow Ct Apt 16, Tucson, AZ, 85776	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-104588	ENR	Brittany A Watson	1974-05-08	UHC-29744-32	8545621093	2080 Union St, Scottsdale, AZ, 85239	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111326	ENR	Joshua Gordon	1983-11-03	UHC-19807-30	5787622808	7170 Willow Ct, Sacramento, CA	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-140799	ENR	Carl Lynch	2003-02-23	UHC-43141-12	5152979945	9073 River Rd, Tempe, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129573	ENR	Jon H Reyes	1952-07-07	UHC-89739-72	6804201368	7319 Pine Dr, Austin, TX, 78703	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125283	ENR	Melissa Shew	1946-10-22	UHC-60357-99	3534831194	4310 Valley View Dr # 392, Tampa, FL, 33684	0.60	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-136649	ENR	Christine I Youung	1978-10-04	UHC-29927-75	6963905112	6594 Sunset Blvd, Orlando, FL, 32870	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116155	ENR	Catherine Simpson	1979-08-26	UHC-22875-45	5538124807	2256 Oak St, Tempe, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136924	ENR	Keevin Z Stevens	1953-01-05	UHC-86764-72	6217767714	7911 Baseline Rd, Glendale, AZ, 85373	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-141899	ENR	Michelle P Gutierrez	1964-12-17	UHC-90571-23	8915690539	118 River Rd # 526, Mesa, AZ, 85254	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-111988	ENR	Anthony G Fields	1966-06-08	UHC-92391-87	6026645562	7579 Central Ave, Austin, TX, 78712	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-132249	ENR	William W Rivera	1971-03-13	UHC-47674-88	5122810729	3566 Willow Ct, San Diego, CA, 92191	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100084	ENR	Lawrence H Kelly	2008-02-22	UHC-78966-48	9817852571	7196 Oak St Apt 29, Columbus, OH, 43276	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-140464	ENR	Cynthia Z Sullivan	1999-07-27	UHC-08546-06	8348382068	4119 Cedar Ln # 893, Scottsdale, AZ, 85218	0.60	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-108376	ENR	William F Moreno	1953-05-16	UHC-32552-30	7122664779	4043 Jefferson Ave, Glendale, AZ, 85353	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138843	ENR	Ryan Moore	2005-12-02	UHC-30429-82	2345312824	6150 Market St, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105504	ENR	Lawrence Harris	2008-04-03	UHC-52485-42	4144172685	2714 Elm St, Mesa, AZ, 85275	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-118559	ENR	Denise X Warren	1952-03-06	UHC-93992-96	4016969677	747 Camelback Rd, Nashville, TN, 37229	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-100853	ENR	Jeremy S Wilson	1983-10-25	UHC-59488-37	6244094160	4960 Grand Ave, Miami, FL, 33138	0.60	Name re-cased Phone reformatted Member ID reformatted City re-cased+4 more
ENR-123913	ENR	Diane Barnes	1956-12-03	UHC-78693-64	5219240164	3474 River Rd, Denver, CO, 80282	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-104127	ENR	Ronald F Crawford	1981-11-13	UHC-93325-15	2175870524	4226 Harbor Blvd, Glendale, AZ, 85385	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127045	ENR	Mary E Prike	1946-09-18	UHC-79267-93	5314924067	4950 Union St, San Antonio, TX, 78285	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
ENR-124825	ENR	Denise V Garza	1982-10-16	UHC-77826-78	4135593814	7798 Central Ave, Phoenix, AZ, 85027	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117702	ENR	Ryan X Reid	1964-08-10	UHC-51919-52	5275583522	1384 Apache Blvd, Orlando, FL, 32877	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-101229	ENR	Camila L Cruz	1998-04-14	UHC-36189-79	5088337527	3842 Ocean Ave, Atlanta, GA, 30346	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132037	ENR	Virginia Harper	1971-08-20	UHC-28583-58	7436664876	9462 Valley View Dr # 997, Glendale, AZ, 85387	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-109620	ENR	Judy D Clark	1983-12-04	UHC-51036-46	8315794265	6401 Highland Ave, Glendale, AZ, 85334	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-143050	ENR	Mateo V Simpson	1998-02-15	UHC-48188-73	9685961322	9683 Canyon Rd Apt 8, Minneapolis, MN, 55409	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-106872	ENR	Keith Hernandez	1998-11-21	UHC-09533-29	4353518061	1394 Apache Blvd, Scottsdale, AZ, 85239	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-140804	ENR	Stephanie Mendez	1980-03-02	UHC-15957-27	7685738727	2954 Forest Ave, Las Vegas, NV	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-131615	ENR	Linda B Chavez	1994-09-26	UHC-41372-85	—	5792 Valley View Dr, San Antonio, TX, 78238	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-113495	ENR	Ramirez D Nicole	—	UHC-75032-76	6223696412	588 Ridge Rd, Tampa, FL, 33651	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-106250	ENR	Jacob P Carr	1969-11-15	UHC-37195-05	4344197742	7246 Maple Ave, Seattle, WA, 98117	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-122528	ENR	Sharon Q Delgado	1991-11-24	UHC-81716-07	7182563747	3990 Central Ave, Plano, TX, 75083	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116258	ENR	Heather X Sims	1986-06-13	UHC-21954-04	7628443339	2595 Elm St, Austin, TX, 78756	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-132960	ENR	Cheryl Munoz	1971-07-19	UHC-33442-68	—	2972 Union St, Chandler, AZ, 85205	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-112584	ENR	Daniel E Lynch	2001-05-17	UHC-59668-42	3225507904	2820 Valley View Dr, Mesa, AZ, 85224	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-114446	ENR	Hannah Sandoval	2000-09-08	UHC-26476-44	8996970636	9114 Grand Ave, Tucson, AZ, 85739	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

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