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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135333	ENR	Catherine S Johnson	1947-05-23	—	6359917157	9299 Palm Dr, Seattle, WA, 98170	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-127469	ENR	Michelle Q Moreno	1962-07-22	UHC-14791-68	6743333150	3588 Jefferson Ave, Glendale, AZ, 85344	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127257	ENR	Andrew Bradley	1951-04-22	UHC-41862-45	8902605677	9405 Washington St, Tempe, AZ, 85205	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
ENR-132694	ENR	Alan Mendez	1999-04-23	UHC-09937-27	2705100280	9237 Lincoln Way, Las Vegas, NV, 89135	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-113758	ENR	Victoria Ramirez	—	UHC-01322-01	8917815866	635 Forest Ave, Sacramento, CA, 95807	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136971	ENR	Susan L Vasquez	1965-02-24	UHC-92843-07	6019998736	4067 Grand Ave, Columbus, OH, 43204	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-106265	ENR	Mateo Moreno	1978-11-16	UHC-39345-31	8803021053	2119 Jefferson Ave Apt 27, Orlando, FL, 32884	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-132187	ENR	Bradley Russell	1976-02-07	UHC-39128-68	5219562117	3277 Bayshore Dr, Sacramento, CA, 95833	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-113314	ENR	Theresa Roberts	1951-02-05	UHC-10775-37	3672731143	432 Ocean Ave Apt 29, Gilbert, AZ, 85226	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126845	ENR	Harold Lynch	1981-08-26	UHC-33352-64	6777597482	7608 Desert Sky Blvd, Tucson, AZ, 85735	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103844	ENR	Jacob Y Montgomery	1951-07-09	UHC-73246-48	7374924455	9776 Church St, Sacramento, CA, 95862	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-115015	ENR	Yuki O Hill	1993-11-25	UHC-14097-65	—	8400 Mountain View Dr, Atlanta, GA, 30389	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-133478	ENR	Harold J Peterson	1963-10-29	UHC-37208-63	—	5963 Lake View Rd, Mesa, AZ, 85239	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-113213	ENR	Brian Sanchez	1941-03-04	UHC-26481-46	3049942326	6832 Forest Ave, Phoenix, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100304	ENR	Kayla Park	1963-12-07	UHC-85932-34	6437192186	976 Camelback Rd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-113593	ENR	Cheryl K Barnes	—	UHC-40226-91	3153243991	6700 Meadow Ln, Columbus, OH, 43238	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-141187	ENR	Heather N Reid	1993-03-26	UHC-36200-07	7059972860	5533 Maple Ave, Fresno, CA, 93711	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-135486	ENR	Emily R Parker	2008-12-12	UHC-78781-60	5744718767	4293 Lake View Rd, Jacksonville, FL, 32200	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117309	ENR	Alexander L Richards	—	UHC-09285-22	8842327436	4381 Pine Dr, Mesa, AZ, 85232	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-124083	ENR	Arjun Y Cook	1976-04-22	UHC-87493-59	8304068451	1438 Church St, Seattle, WA, 98101	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103155	ENR	Hlen Rios	1964-12-02	UHC-06308-99	4718544729	4173 Ocean Ave, Columbus, OH, 43219	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115492	ENR	Omar O Simppson	1999-11-26	UHC-59095-99	3475638475	7949 Central Ave, Charlotte, NC, 28273	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-139217	ENR	Kyle M Contreras	1962-06-10	UHC-17396-44	5368965463	7575 Canyon Rd # 830, Denver, CO, 80251	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-102226	ENR	Jeremy Harper	—	UHC-46303-79	8214744500	5522 Baseline Rd, Los Angeles, CA, 90093	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-123305	ENR	Vincent Jacobs	1999-09-07	UHC-69484-81	2264674918	4581 Ocean Ave, Nashville, TN, 37229	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135914	ENR	Andy X Young	1955-04-06	UHC-82178-32	7052620263	2283 Indian School Rd # 441, Gilbert, AZ, 85214	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121270	ENR	Wayne W Reed	1943-11-23	UHC-90098-34	9298863051	1099 Jefferson Ave, Tucson, AZ, 85792	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103202	ENR	Danielle B Bishop	1974-09-14	UHC-38178-59	9193449787	5050 Desert Sky Blvd, Houston, TX, 77067	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125204	ENR	Tyler R Simpson	1958-12-13	UHC-59723-53	—	8568 Cedar Ln, Denver, CO, 80272	0.64	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-125284	ENR	Jordan P Flores	1964-08-10	UHC-95164-43	8037133806	8436 Jefferson Ave, Tempe, AZ	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-114972	ENR	Nathan R Gutierrez	1996-06-12	UHC-41662-03	5735190216	834 Pine Dr, Scottsdale, AZ, 85275	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-108010	ENR	Alen Tran	—	UHC-55420-11	4134792832	7475 Valley View Dr, Nashville, TN, 37292	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111960	ENR	Doris Ford	1958-08-03	UHC-09446-73	2744938096	4869 Meadow Ln, Mesa, AZ, 85259	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-112793	ENR	Rachhel H Brooks	1990-09-18	UHC-42063-06	9498743301	1528 Central Ave, Jacksonville, FL, 32234	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103343	ENR	Priya Reid	1939-08-04	UHC-91776-87	9166205494	8712 Pine Dr, Nashville, TN	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-141947	ENR	Randy A Foster	2000-01-18	UHC-46657-20	3544723810	8906 Palm Dr, Denver, CO, 80215	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141686	ENR	Ashley Singh	1989-04-01	UHC-07698-10	2587427328	2149 Desert Sky Blvd, Tucson, AZ, 85766	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103725	ENR	Diana Evans	1997-04-15	UHC-60636-14	5724836825	5623 River Rd, Phoenix, AZ, 85007	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-113312	ENR	James B Cox	1982-11-25	UHC-14257-05	—	5562 Indian School Rd, Denver, CO, 80254	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104810	ENR	Billy Webber	1989-01-02	UHC-14482-44	5696639713	3418 Indian School Rd, Los Angeles, CA, 90086	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-142971	ENR	Bradley P Lane	—	UHC-76599-51	6775352307	5048 Hillcrest Rd, Sacramento, CA, 95874	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-128427	ENR	Elizabeth M Kelley	2003-03-12	UHC-09452-14	4424109277	2084 Lake View Rd, Chandler, AZ, 85242	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-104078	ENR	Yuki Morrison	1972-06-13	UHC-46933-33	5813799101	79 Cedar Ln, Tampa, FL, 33682	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140844	ENR	Janet Vazquez	1989-12-01	UHC-47351-63	3879183611	2641 Palm Dr, Seattle, WA, 98110	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-134336	ENR	Daniel G Stevens	1956-12-21	UHC-99387-93	3785840567	5439 Cedar Ln, Tampa, FL, 33699	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140742	ENR	Richard Fostre	1986-07-13	UHC-61183-63	—	2550 Washington St, Phoenix, AZ, 85012	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-107388	ENR	Jack M Ortiz	1957-12-15	UHC-23081-51	—	8618 Elm St, Mesa, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-112708	ENR	Billy J Holmes	1941-01-13	UHC-51978-56	4696482637	4985 Cedar Ln, Glendale, AZ, 85387	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116261	ENR	Marcus I Hall	1969-12-13	UHC-13563-26	7726439222	3635 Valley View Dr, Gilbert, AZ	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-140914	ENR	Don Price	1990-06-06	UHC-98398-01	4618792627	1458 Oak St # 770, San Antonio, TX, 78291	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more

26,564 rows, page 182 of 532Previous Next