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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409044	CLM	Doirs Ford	1985-08-03	—	2744938096	4869 Meadow Ln, Mesa, AZ, 85259	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
CLM-425928	CLM	Megan D Le	1994-01-18	UHC-47871-36	8174742925	2768 Lake View Rd, Scottsdale, AZ, 85247	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420948	CLM	Jason Murray	1983-04-12	—	—	4758 Market St, Dallas, TX, 75278	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-136650	ENR	Ruth Jacobs	2004-07-10	UHC-43960-55	5176505849	6862 Sage Ct, Tempe, AZ, 85266	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428183	CLM	Matthew Sandoval	1956-02-01	UHC-42875-42	—	7835 Cedar Ln, Austin, TX, 78786	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-132046	ENR	Harold I Mendez	1944-03-10	UHC-28490-47	2402666196	3443 Union St, Atlanta, GA, 30305	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
TPA-57043	TPA	Sean Walsh	1940-11-14	UHC-07850-72	—	1571 Union St, Glendale, AZ, 85347	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-114200	ENR	Teeresa Hudson	1994-02-16	UHC-94742-18	3378304076	7336 Mountain View Dr Apt 20, Nashville, TN, 37259	0.66	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+1 more
ENR-135174	ENR	Victoria W Cox	1983-11-15	UHC-92289-61	5406266795	3390 Camelback Rd, Tampa, FL, 33642	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53823	TPA	Billy Parker	1973-06-07	—	9594843069	1222 Baseline Rd, Chandler, AZ, 85280	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-403570	CLM	Dennis H Larson	1965-09-05	UHC-54035-72	5948665211	290 Camelback Rd, Charlotte, NC, 28272	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429981	CLM	Susan H Williamson	2008-12-09	—	8867284774	2677 Hillcrest Rd, Sacramento, CA, 95846	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121992	ENR	Lauren Riley	1952-01-08	UHC-01311-77	6992803224	1156 Hillcrest Rd, Minneapolis, MN, 55446	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55416	TPA	Virginia Ross	1999-07-13	—	—	6241 Main St, Orlando, FL, 32827	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60012	TPA	Carlos Daniels	1974-11-06	—	—	4075 Maple Ave, Denver, CO, 80206	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-138940	ENR	Arjun D Lane	1947-09-01	UHC-48199-69	3506141099	4271 Lake View Rd, Jacksonville, FL, 32284	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-118729	ENR	Gerld Nguyen	1995-06-26	UHC-55379-89	9272375570	1542 Grand Ave, Miami, FL, 33167	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-110705	ENR	Camila Smith	1979-08-09	UHC-76027-62	5463021321	2559 Broadway, Denver, CO, 80229	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+1 more
ENR-137940	ENR	Larry O Burton	1965-02-07	UHC-16584-63	—	782 Pine Dr, Chandler, AZ, 85271	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-409452	CLM	Rachel Walker	1968-02-06	UHC-21212-52	7669910293	6585 Maple Ave, Chandler, AZ, 85266	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53220	TPA	Jordan Harris	1951-12-25	—	—	1233 Forest Ave, Las Vegas, NV, 89120	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-100029	ENR	Timothy Lane	1980-03-16	UHC-70224-52	3955053334	2915 Mountain View Dr, Miami, FL, 33157	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-62046	TPA	Marcus K Jensen	1968-07-11	—	—	2794 Pine Dr, San Antonio, TX, 78242	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410914	CLM	Diana Chapman	2000-02-08	—	—	1885 Pine Dr, Dallas, TX, 75277	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-111703	ENR	Larry Q Simmons	1956-11-11	UHC-21648-82	—	277 Jefferson Ave, Houston, TX, 77069	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
TPA-50931	TPA	Gloria Hamilton	2008-01-22	—	—	4463 Lake View Rd, Tampa, FL	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
PRV-21626	PRV	Mark Vargas	1982-06-13	—	6382418379	7658 Oak St, Phoenix, AZ, 85019	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28682	PRV	Aisha McCoy	2004-08-22	UHC-89978-22	5824146818	354 Market St, San Diego, CA, 92198	0.66	Name split from “Last, First”Phone reformatted Gender normalised Plan code upper-cased+1 more
ENR-107123	ENR	Benjamin Q Lane	1960-12-21	UHC-86400-83	4027423505	6110 Lake View Rd, Gilbert, AZ, 85270	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23353	PRV	Helen West	1958-11-03	UHC-25626-75	9206263118	6857 Union St, Miami, FL, 33190	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-51315	TPA	Frank Ramirez	1973-09-09	UHC-97290-10	3713242989	16 Pine Dr, Fresno, CA, 93793	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-421476	CLM	Ahmed Perkins	1948-08-28	UHC-16952-84	4799482546	3105 Main St, Glendale, AZ, 85324	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-102060	ENR	Terry Hansen	1956-10-09	UHC-59896-66	4798898424	9836 Camelback Rd, Gilbert, AZ, 85294	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-412357	CLM	Marcus Cooper	1952-08-23	UHC-91372-60	—	1213 Indian School Rd, Glendale, AZ	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
ENR-126289	ENR	Mei G Johnson	1971-06-25	UHC-30652-59	7075420313	8426 Church St, Gilbert, AZ, 85223	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405359	CLM	Keith P Guzman	1998-01-10	UHC-44567-20	6027198695	6289 Main St, Phoenix, AZ, 85062	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-129010	ENR	Danielle Price	1967-09-04	UHC-96670-88	8685237340	1817 Union St, Minneapolis, MN, 55422	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-410653	CLM	Scott Chapman	1985-07-03	UHC-81314-71	—	1910 Washington St, Scottsdale, AZ, 85297	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-128289	ENR	Donna Vargas	1990-02-18	UHC-71106-61	3266307310	2257 Mountain View Dr, Tucson, AZ, 85776	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138707	ENR	Luis P Hawkins	1938-04-02	UHC-98023-84	6602348668	7734 Mountain View Dr, Charlotte, NC, 28231	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127953	ENR	Rebecca M Mitchell	1963-12-03	UHC-70908-34	—	8905 Canyon Rd, Plano, TX, 75071	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-139365	ENR	Dorothy I Sanchez	1966-11-16	UHC-92111-83	8366561050	3419 Indian School Rd, Plano, TX, 75048	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114532	ENR	Christian B Baker	1942-09-23	UHC-60648-12	8912415763	184 Park Pl, Miami, FL, 33198	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+1 more
TPA-55157	TPA	Frank P Cook	1975-10-03	—	—	3893 Canyon Rd, Scottsdale, AZ, 85234	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-100018	ENR	Sophia I Ramirez	1974-07-12	UHC-63528-88	7196681436	1154 Indian School Rd, Dallas, TX, 75285	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-139811	ENR	Teresa Johnston	1981-04-09	UHC-25325-15	7002220142	2565 Market St, Nashville, TN, 37219	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-132105	ENR	Judith F Guerrero	2002-06-05	UHC-24977-17	4259760943	5306 Desert Sky Blvd, Mesa, AZ, 85231	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-125423	ENR	Judy Q Torres	2007-05-15	UHC-88681-61	9036675958	5035 Willow Ct, Glendale, AZ, 85355	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406219	CLM	Frank Armstrong	1977-11-07	UHC-73728-14	4797228556	8373 Mesa Dr, Seattle, WA, 98100	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-103421	ENR	Alice C Taylor	1950-12-28	UHC-23398-26	6818559476	8487 Lake View Rd, Tucson, AZ, 85764	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more

9,980 rows, page 123 of 200Previous Next