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-141062	ENR	Russell F Schultz	—	UHC-35071-02	6498910779	4539 Market St, Scottsdale, AZ, 85227	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121520	ENR	Lisa H Rice	1975-07-12	UHC-13130-09	—	1330 Ridge Rd, Phoenix, AZ, 85094	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-119507	ENR	Christina Ortega	1971-07-03	UHC-06273-61	4727478991	2874 River Rd, Tucson, AZ, 85765	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129934	ENR	Richard D Kim	1945-09-14	UHC-66923-36	3649112568	9847 Oak St, Dallas, TX, 75234	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120342	ENR	James X Fernandez	1994-08-23	UHC-25043-68	7185591945	8740 Palm Dr, Seattle, WA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-114341	ENR	Diane Lawson	1992-01-09	UHC-62696-54	5178300677	9198 Mesa Dr, Chandler, AZ, 85296	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-128341	ENR	Donna T Aguilar	1991-06-09	UHC-53014-02	2775435026	3600 Central Ave, San Diego, CA, 92164	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114872	ENR	Mark G Hicks	1970-05-20	UHC-81141-15	7067717139	3440 Ocean Ave, Tucson, AZ, 85766	0.52	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+2 more
ENR-140942	ENR	Helen O Warreen	—	UHC-83673-48	5239432068	2410 Sage Ct, Chandler, AZ, 85219	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117584	ENR	Michelle T Lee	1954-10-11	UHC-92235-70	2072131280	5375 Hillcrest Rd, San Antonio, TX	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-121928	ENR	Albert G Stephens	1949-04-17	UHC-81418-55	2676682075	2513 Lake View Rd, Seattle, WA, 98163	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100856	ENR	Russell Cox	1996-09-22	UHC-24189-14	5238771508	4322 Market St, Jacksonville, FL, 32256	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-124630	ENR	Jasno N Watson	1999-06-27	UHC-31272-97	4322193804	8344 Harbor Blvd # 141, Columbus, OH, 43282	0.52	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-131402	ENR	Payne T Jerry	2007-09-09	UHC-08650-24	2464010636	8748 Harbor Blvd Apt 27, Denver, CO, 80283	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133672	ENR	Brian Davis	1966-07-20	UHC-04570-35	—	6652 Park Pl # 207, Jacksonville, FL, 32214	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-119271	ENR	Mason L Alvarez	1960-01-20	UHC-46407-37	—	9794 Cedar Ln, Mesa, AZ, 85281	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-119270	ENR	Mason L Alvarez	1960-01-20	UHC-46407-37	—	9794 Cedar Ln, Mesa, AZ, 85281	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-129370	ENR	Sarah U Kelley	1946-09-03	UHC-44030-41	7053860570	9831 Mountain View Dr Apt 13, Orlando, FL, 32802	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-139405	ENR	Gary Chapman	1981-02-12	UHC-89611-35	6247951058	8674 Lake View Rd, San Diego, CA, 92145	0.52	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+2 more
ENR-107510	ENR	Sadra Jackson	1946-02-22	UHC-13086-58	—	5992 Oak St Apt 20, Jacksonville, FL, 32207	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-124996	ENR	Thomas Salazar	1993-07-25	UHC-08590-37	6516619342	7441 Valley View Dr, Austin, TX, 78755	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101508	ENR	Karan Baker	1951-06-10	UHC-03116-01	4784193990	3263 Hillcrest Rd, Jacksonville, FL, 32238	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101509	ENR	Karan Baker	1951-06-10	UHC-03116-01	4784193990	3263 Hillcrest Rd, Jacksonville, FL, 32238	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107362	ENR	Eugene Jimenez	1984-02-04	UHC-93297-60	9254385844	1999 Willow Ct, Eden Prairie, MN, 55397	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-109237	ENR	Reed Kelly	1981-06-21	UHC-12779-47	3486418768	640 Washington St, Phoenix, AZ, 85050	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140067	ENR	Raymond A Meyer	1983-01-04	UHC-99901-92	3335114863	5905 Mountain View Dr, Gilbert, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-119950	ENR	Aaron F Evans	1944-06-16	UHC-51560-75	6935365422	2320 Central Ave, Austin, TX, 78753	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114895	ENR	Michelle Hernandez	1989-02-27	UHC-91392-48	3247764936	7088 Mesa Dr, Glendale, AZ, 85307	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100928	ENR	Charlotte Bryant	1993-09-22	UHC-51096-97	8588200512	4266 Union St, Denver, CO, 80230	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-121897	ENR	Catherine Lee	1967-03-15	UHC-31793-24	—	1926 Union St, Chandler, AZ, 85249	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-127173	ENR	Emma S Griffin	1961-04-16	UHC-91839-84	9888686331	6820 Hillcrest Rd, Los Angeles, CA, 90022	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-119193	ENR	Santiago M Woods	1999-07-20	UHC-32440-04	6578935566	8090 Lake View Rd, Chandler, AZ, 85278	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107474	ENR	Olivia U Chavez	1973-01-15	UHC-71126-91	6156628928	5964 Meadow Ln Apt 17, Atlanta, GA, 30371	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-109162	ENR	Daniel N Ryan	1950-03-06	UHC-22573-16	—	8467 Cedar Ln, Jacksonville, FL, 32204	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-136558	ENR	Maria Cole	1946-12-12	UHC-57827-95	6113525955	7219 Apache Blvd, Phoenix, AZ, 85014	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-103687	ENR	Sandra L Wang	1992-07-25	UHC-11750-72	—	4488 Cedar Ln Apt 2, Seattle, WA, 98127	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142963	ENR	Adam M Delgado	1971-09-05	UHC-51736-88	8003563708	3565 Grand Ave, Houston, TX, 77003	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109801	ENR	Tyler C Fernandez	1978-08-14	UHC-64576-92	6672376826	4638 Mountain View Dr, Los Angeles, CA, 90025	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-124385	ENR	Brandon Gibson	—	UHC-73891-30	9418385882	3199 Desert Sky Blvd, Houston, TX, 77023	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105743	ENR	Maria H Wilson	—	UHC-91464-24	7552530689	8988 Main St, Miami, FL, 33122	0.52	Middle initial moved out of first name Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-131601	ENR	Harold K Nguyen	2001-08-19	UHC-44441-80	2844345446	6451 Hillcrest Rd, Phoenix, AZ, 85081	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-123207	ENR	Doris E Arnold	1945-04-23	UHC-53358-12	—	6876 Jefferson Ave, Austin, TX, 78739	0.52	Phone missing area code Street suffix standardised Address re-cased Gender normalised+2 more
ENR-137777	ENR	Hiroshi J Shaw	1972-05-08	UHC-17958-15	8947945234	119 Camelback Rd # 933, Miami, FL, 33183	0.52	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-100186	ENR	Christina Russell	1960-05-17	UHC-19733-52	—	662 Ridge Rd # 957, Gilbert, AZ	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-117155	ENR	Michelle G Jimenez	1944-09-20	UHC-07901-84	2467090634	148 Forest Ave, Atlanta, GA, 30385	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100991	ENR	Anna S Fisher	1990-09-28	UHC-66514-15	—	6576 Camelback Rd, Los Angeles, CA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-125798	ENR	Alice Carter	1963-12-03	UHC-42043-27	6529860076	5321 Ocean Ave, Sacramento, CA, 95804	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-110261	ENR	Henry Yang	1979-06-01	UHC-51973-52	7017275417	6477 Valley View Dr, Scottsdale, AZ, 85277	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-124488	ENR	Virginia Cooper	1942-04-16	UHC-28150-15	4854742524	3201 Mesa Dr, Gilbert, AZ, 85253	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132912	ENR	Emma Jackson	1905-11-25	UHC-14402-88	6897179127	1433 Jefferson Ave, Nashville, TN, 37238	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

26,564 rows, page 85 of 532Previous Next