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-109070	ENR	David Paalmer	1997-09-23	UHC-50880-94	5944935145	2285 Union St, San Diego, CA, 92189	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133031	ENR	Aisha X Montgomery	1941-08-14	UHC-04709-66	2963761893	6702 River Rd, Las Vegas, NV, 89125	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-127878	ENR	Mark B Park	1987-06-07	UHC-92767-04	6979449342	6705 Valley View Dr, Eden Prairie, MN, 55345	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111930	ENR	Arjun Flores	1978-12-09	UHC-99969-24	4364089508	2271 Elm St, Chandler, AZ, 85215	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-108908	ENR	Jennifer N Turner	1959-12-20	UHC-61460-36	—	9073 Harbor Blvd, Austin, TX, 78742	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-106936	ENR	Raymond Simmons	1972-02-03	UHC-43448-49	5704047418	5242 Desert Sky Blvd, Nashville, TN, 37204	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-130114	ENR	Gerald Harris	1993-09-04	UHC-40919-46	8659424029	5549 Market St, Las Vegas, NV, 89128	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-130115	ENR	Gerald Harris	1993-09-04	UHC-40919-46	8659424029	5549 Market St, Las Vegas, NV, 89128	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-135902	ENR	Amy J Willis	1973-05-25	UHC-75556-45	9854627643	3024 Harbor Blvd, Fresno, CA, 93701	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-124728	ENR	Donald H Burton	1973-02-10	UHC-51875-33	—	8911 Sunset Blvd, Houston, TX, 77089	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-118361	ENR	Harold I Allen	1982-05-24	UHC-32188-32	7466087016	4801 Mountain View Dr, Atlanta, GA, 30350	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127989	ENR	Joyce F Moreno	1943-07-28	UHC-70742-07	7336306244	2582 Hillcrest Rd, Seattle, WA, 98152	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137622	ENR	Hiroshi McCoy	1978-03-02	UHC-31964-77	4387718991	5533 River Rd, Jacksonville, FL, 32240	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110337	ENR	Carolyn Carroll	1958-08-14	UHC-40936-88	—	3600 Pine Dr # 570, Sacramento, CA, 95890	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
ENR-125464	ENR	Virginia H Harper	1980-02-07	UHC-83325-61	7886894045	1549 Mountain View Dr, Eden Prairie, MN, 55316	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133022	ENR	Don S Reid	1944-07-01	UHC-92124-07	9357649967	—	0.76	Date of birth reformatted Email lower-cased Gender normalised Plan code upper-cased+2 more
ENR-142048	ENR	Jack H Spencer	1994-11-24	UHC-17259-22	5968918493	2289 Central Ave, Dallas, TX, 75272	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137230	ENR	Roy C McCoy	1947-11-12	UHC-81798-84	5895381300	4969 Central Ave, Jacksonville, FL, 32285	0.76	Name re-cased Phone reformatted State name converted to code Plan code upper-cased+2 more
ENR-140275	ENR	Matthew J Barnes	1970-12-14	UHC-50903-12	9775143867	2666 Indian School Rd, Dallas, TX, 75221	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140276	ENR	Matthew J Barnes	1970-12-14	UHC-50903-12	9775143867	2666 Indian School Rd, Dallas, TX, 75221	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120060	ENR	Jerry I Armstrong	1940-04-10	UHC-40480-51	9672200978	6898 Mountain View Dr, Phoenix, AZ, 85058	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120527	ENR	Charles G Russell	1956-03-23	UHC-91688-49	2956729951	5776 Indian School Rd, Gilbert, AZ, 85293	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112307	ENR	Tim X Weber	2004-08-09	UHC-38193-02	8485910817	2356 Meadow Ln, Minneapolis, MN	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-100211	ENR	Judy C Alvarze	1941-02-13	UHC-22408-95	4213352596	2526 Washington St, Eden Prairie, MN, 55370	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120180	ENR	Brandon G Rivera	1991-04-07	UHC-19255-33	7735521965	5041 Jefferson Ave # 450, Glendale, AZ, 85328	0.76	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-111100	ENR	Stephanie Chen	2002-12-23	UHC-71651-99	2204384303	769 Sunset Blvd, Orlando, FL, 32880	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-124383	ENR	Andrea I Riley	1985-08-11	UHC-52926-64	—	8513 Canyon Rd, Columbus, OH, 43263	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-104990	ENR	Kim Cruz	1967-03-18	UHC-50312-75	5488227857	8056 Camelback Rd, Columbus, OH, 43228	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-138919	ENR	Betty Peetrs	1971-02-24	—	2523820369	6038 Market St, Scottsdale, AZ, 85229	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-129948	ENR	Alexis W Crawford	1991-04-28	UHC-07529-25	4686294865	8994 Main St, Chandler, AZ, 85237	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118720	ENR	Brandon F Collins	1966-10-11	UHC-63779-98	3453319858	3963 Baseline Rd, Charlotte, NC, 28252	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-137779	ENR	Edward U Simpson	1974-09-14	—	2796159432	8389 Valley View Dr, Scottsdale, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-112909	ENR	Jeremy Ferguson	1959-04-14	UHC-63513-38	4128712018	4716 Indian School Rd, Dallas, TX, 75299	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-112910	ENR	Jeremy Ferguson	1959-04-14	UHC-63513-38	4128712018	4716 Indian School Rd, Dallas, TX, 75299	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-133775	ENR	Christina E Schmidt	1996-06-17	UHC-77684-45	9199326338	113 Highland Ave, Mesa, AZ, 85235	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
ENR-128041	ENR	Stephen V Butler	1942-09-28	UHC-23462-93	—	4120 Valley View Dr, Denver, CO, 80231	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-119115	ENR	Mariana Walker	1961-05-06	UHC-44172-99	7009690386	9604 River Rd, Charlotte, NC, 28243	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121549	ENR	Aisha Z Chapman	1961-09-18	UHC-86057-39	2254697944	4462 Cedar Ln, Miami, FL, 33191	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134543	ENR	Sandra Morrison	2004-08-01	UHC-31250-45	3203309882	1976 Spring St, Gilbert, AZ, 85268	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107755	ENR	Debra J Greene	1983-04-05	UHC-78188-24	3349218217	2021 Pine Dr, Las Vegas, NV, 89154	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-139942	ENR	Sophia Y Welch	1938-07-16	UHC-08969-87	8303198136	9297 Church St, San Diego, CA, 92171	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139941	ENR	Sophia Y Welch	1938-07-16	UHC-08969-87	8303198136	9297 Church St, San Diego, CA, 92171	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-108459	ENR	Mary A Ward	1961-12-07	UHC-18681-66	8258766177	5531 Spring St, Mesa, AZ, 85216	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117065	ENR	Gabriel Q Perry	1957-04-25	UHC-42198-20	6486338621	2064 Baseline Rd, Denver, CO, 80297	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-103597	ENR	Eric H Dean	1940-05-04	UHC-06481-02	2016029228	3438 Pine Dr, Atlanta, GA, 30338	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128711	ENR	Diana A Fox	2007-04-15	UHC-41347-77	—	6924 Church St, Tampa, FL, 33606	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-128380	ENR	Christian Snyder	1975-12-26	UHC-20091-60	7027175207	3566 Elm St, Austin, TX, 78735	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113450	ENR	Dorothy Ramirez	1997-12-11	UHC-73553-48	7519306736	4510 Valley View Dr, Plano, TX, 75090	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135680	ENR	Ashley M Bowman	1954-07-27	UHC-55178-78	4277801336	5161 Meadow Ln, San Antonio, TX, 78219	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104382	ENR	Brandon Burke	1978-12-18	UHC-96135-51	2189824790	7916 Meadow Ln, Gilbert, AZ, 85271	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

16,916 rows, page 157 of 339Previous Next