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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-119348	ENR	Mason U Pierce	1970-10-14	UHC-14486-45	7584183726	5979 Maple Ave, San Antonio, TX, 78271	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100773	ENR	Don H Morris	1942-04-15	UHC-50338-69	—	8022 Elm St, San Antonio, TX	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-134303	ENR	Abigaail Nguyen	1983-08-14	UHC-73153-32	8667394037	293 Harbor Blvd, Phoenix, AZ, 85090	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51486	TPA	Dylan Dominguez	—	—	—	3895 Palm Dr, Gilbert, AZ, 85279	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-25380	PRV	Santiago Q Warren	—	—	2874099329	542 Harbor Blvd, Mesa, AZ, 85248	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-404556	CLM	Sean Moreno	1989-08-28	UHC-94786-19	—	8250 Elm St Apt 4, San Diego, CA, 92188	0.50	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-139195	ENR	Edward E Davis	1969-12-02	UHC-71730-05	2215709716	3287 River Rd # 623, Sacramento, CA	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105665	ENR	George V Crewford	1976-11-08	UHC-99216-35	7729035825	5515 Park Pl Apt 30, Los Angeles, CA, 90050	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-130309	ENR	Carolyn Butler	1996-09-24	UHC-60274-91	3125361293	116 Meadow Ln Apt 3, Denver, CO, 80250	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-60207	TPA	Jose Cook	1954-04-10	—	—	7755 Union St, Las Vegas, NV, 89104	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-108973	ENR	Joe J Hart	1969-06-25	UHC-94161-65	7048806885	3185 Pine Dr # 174, Jacksonville, FL, 32299	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126228	ENR	Cynthia Jimenez	1989-07-14	UHC-68580-40	9785684151	7864 Market St, Columbus, OH	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-403651	CLM	Evelyn Ray	1914-10-09	UHC-12550-93	2313290812	1967 Camelback Rd Apt 33, Eden Prairie, MN, 55330	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137913	ENR	Kimberly T Bell	2003-09-01	UHC-86763-22	5979033704	3424 Central Ave # 416, Tempe, AZ, 85277	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-106775	ENR	Lina R Elliott	—	UHC-90738-32	5577741928	6169 Lake View Rd, Atlanta, GA, 30323	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-405135	CLM	Sara Pena	1957-03-18	UHC-34572-90	6202755766	1798 River Rd, Tampa, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62486	TPA	Sophia Morgan	1989-01-15	—	—	504 River Rd, Houston, TX, 77048	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-409806	CLM	Helen Alexander	—	—	3625748619	7137 Cedar Ln, Nashville, TN, 37262	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-420742	CLM	Carl Banks	1980-11-20	UHC-01367-28	—	6504 Mountain View Dr Apt 25, Minneapolis, MN, 55467	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416559	CLM	Jacck Bowman	1940-04-17	—	3062909753	8293 Washington St Apt 11, Gilbert, AZ, 85205	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-116989	ENR	Nicholas Price	1942-09-03	UHC-89676-44	—	4129 Maple Ave, Fresno, CA, 93785	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-417097	CLM	Hannah Graham	2005-01-26	UHC-42390-49	—	3757 Meadow Ln, Eden Prairie, MN, 55364	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-101568	ENR	Ethan Maldonado	1970-10-25	UHC-81823-63	5677378172	2378 Sunset Blvd, Phoenix, AZ, 85028	0.50	Name re-cased Phone reformatted SSN last four extracted State name converted to code+3 more
CLM-400896	CLM	Lori C Dixon	—	UHC-20645-16	—	2347 Sunset Blvd, Plano, TX	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-134319	ENR	Barbara Richards	1996-08-19	UHC-03646-01	2549037805	8224 Grand Ave, Tampa, FL	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-420943	CLM	Russell Bell	2006-04-02	UHC-91116-58	2987968758	2688 Jefferson Ave, Atlanta, GA, 30380	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
TPA-62157	TPA	Linda Smith	—	—	—	6026 Indian School Rd, Tampa, FL, 33609	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-408298	CLM	Jean White	1946-10-19	—	—	546 Desert Sky Blvd # 990, Los Angeles, CA, 90096	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-104543	ENR	Betty Alvarez	1972-04-14	UHC-47990-27	—	5477 Mountain View Dr, Scottsdale, AZ, 85223	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-132050	ENR	Kenneth Reynolds	1948-05-04	UHC-87659-01	6783598088	1528 Jefferson Ave Apt 14, Gilbert, AZ, 85211	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-57863	TPA	Amy Ferguson	1944-01-22	UHC-39422-02	2068895002	3896 Camelback Rd # 655, Tucson, AZ	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105859	ENR	Anna Z Reyes	—	UHC-62772-75	9174886248	273 Highland Ave, Austin, TX, 78775	0.50	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
CLM-428030	CLM	Ralph Lee	—	—	—	9298 Oak St # 834, San Antonio, TX, 78272	0.50	Name re-cased Date of birth missing Unit split from street Street suffix standardised+3 more
CLM-407391	CLM	Dylan Stone	1968-07-11	—	—	4962 Market St # 463, Charlotte, NC	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-111855	ENR	Ruth Lewis	1970-09-20	UHC-46141-66	7488133012	4673 Market St, Sacramento, CA, 95801	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-20173	PRV	Jose C Peterson	2007-07-18	UHC-04323-58	—	6822 Baseline Rd Apt 27, Mesa, AZ, 85247	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120826	ENR	Keith White	1950-05-09	UHC-00331-85	5229317985	5603 Jefferson Ave, Denver, CO, 80215	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-404648	CLM	Mary Wilson	2008-01-16	—	—	5888 Canyon Rd # 670, Los Angeles, CA, 90079	0.50	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+3 more
CLM-400360	CLM	Anna Stevens	1970-11-09	UHC-64371-85	8123424815	582 Union St, Orlando, FL, 32828	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-136006	ENR	Sharon Williamson	—	UHC-81879-83	5442846180	938 Camelback Rd, Eden Prairie, MN, 55304	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-25831	PRV	Samuel Fields	1973-02-01	UHC-70900-77	6908229153	2094 Desert Sky Blvd # 366, Fresno, CA, 93725	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-402522	CLM	Mary Shaw	1961-12-27	UHC-19721-07	—	958 Palm Dr # 393, Denver, CO, 80290	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-141005	ENR	Bruce T Garrett	1962-07-12	UHC-64079-01	8223304412	383 Central Ave, Miami, FL, 33114	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
CLM-413628	CLM	Keith Banks	—	—	4206415138	8804 Camelback Rd, Las Vegas, NV, 89171	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-60498	TPA	Joyce Soto	1969-09-28	—	—	3811 Church St, Atlanta, GA, 30343	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-141052	ENR	Thomas M Luna	1997-10-20	UHC-95083-87	8886275690	4011 Main St # 201, Orlando, FL, 32803	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-421858	CLM	Lauren Garza	1939-08-06	UHC-35044-28	4845604601	7624 Church St, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28354	PRV	Steven P Black	1977-09-05	—	8258022336	7645 Sage Ct # 969, Scottsdale, AZ, 85251	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-63569	TPA	Brittny Banks	1948-07-03	—	9155051099	493 Camelback Rd, Orlando, FL, 32858	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423022	CLM	Carl N Barnes	1952-12-04	UHC-59895-58	6492358260	6835 River Rd # 953, San Antonio, TX	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more

39,996 rows, page 55 of 800Previous Next