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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118881	ENR	Henry L Jenkins	1952-06-23	UHC-25569-64	8297498342	8487 Washington St, San Diego, CA, 92100	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-134228	ENR	Mike H Thomas	1962-02-23	UHC-85355-01	—	3630 Highland Ave, Jacksonville, FL, 32220	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-101746	ENR	Brittany U Cook	1982-05-21	—	2096167941	1407 Elm St, Nashville, TN, 37292	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-121271	ENR	George L McDonald	1964-02-21	UHC-58005-15	3299464262	1075 Cedar Ln, Los Angeles, CA, 90054	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-116157	ENR	Justin Padilla	1991-01-05	UHC-89279-40	8173599085	822 Highland Ave, Jacksonville, FL, 32282	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124711	ENR	Pamela Morrison	1996-05-10	UHC-90122-97	8297454688	9111 Mountain View Dr, Scottsdale, AZ, 85247	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-131641	ENR	Laura Z Le	2000-07-01	UHC-06151-92	7165467535	7993 Forest Ave, Charlotte, NC, 28293	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-115794	ENR	Aam Jacobs	1956-07-03	—	7529918001	2921 Mesa Dr, Phoenix, AZ, 85010	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-133762	ENR	Christine Wagner	1989-02-28	UHC-57021-61	7466806351	5020 Sunset Blvd, Plano, TX, 75048	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-135835	ENR	Willie Chavez	2007-02-03	UHC-34974-99	5147086363	4782 Pine Dr, Denver, CO, 80289	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115830	ENR	Randy C Sims	1983-10-01	UHC-91736-60	8164946255	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-139971	ENR	Arthur X Hall	2003-11-19	UHC-60721-03	—	8579 Camelback Rd, Chandler, AZ, 85245	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-132048	ENR	Santiago R Silva	1955-12-21	UHC-65994-67	3365939744	2852 Valley View Dr, Tampa, FL, 33615	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-139351	ENR	Logan Schmidt	1996-11-06	UHC-72980-69	2317385984	2821 Ridge Rd, Orlando, FL, 32853	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-117311	ENR	Edward L Stone	2004-04-26	UHC-54649-51	4042954823	6461 Grand Ave, Columbus, OH, 43213	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-114812	ENR	Larua Y Coleman	1977-10-16	UHC-16193-22	7277426152	8086 Washington St, Houston, TX, 77027	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-128672	ENR	Elijah Medina	1952-02-09	UHC-63153-94	9778344616	8286 Bayshore Dr, Columbus, OH, 43267	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-114240	ENR	Rachel M Porter	1945-10-07	UHC-27719-91	3962702662	3895 Cedar Ln, Jacksonville, FL, 32246	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-141234	ENR	Jack G Washington	1976-04-18	UHC-15231-06	7913336207	6824 Park Pl, Austin, TX, 78772	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-127818	ENR	Helan Morrison	1991-05-18	UHC-00390-60	—	5356 Oak St, Dallas, TX, 75217	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-112538	ENR	Contreras B William	1945-06-20	UHC-96643-27	4377029005	7569 Ocean Ave, Scottsdale, AZ, 85225	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112469	ENR	Kyle Li	1946-05-20	UHC-25227-10	4228794927	1871 Ocean Ave, Charlotte, NC, 28217	0.64	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+2 more
ENR-140686	ENR	Stephanie Berry	1985-10-04	UHC-59549-90	3814564568	5678 Union St, Scottsdale, AZ, 85207	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-136557	ENR	Benjamin L Brown	1989-10-03	UHC-30055-77	—	3447 Sage Ct, Denver, CO, 80241	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-110515	ENR	Sandra D Cunningham	1960-02-24	UHC-43108-81	2483748310	6712 Pine Dr, Charlotte, NC, 28226	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-140239	ENR	Lori R Lawson	1983-03-11	UHC-11019-86	5173724329	1146 Oak St, Houston, TX, 77031	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-121947	ENR	Jason Y Ray	1940-09-10	UHC-62029-61	4124497935	6764 Valley View Dr, Phoenix, AZ, 85028	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
ENR-104252	ENR	Heather B Santiago	1985-12-08	UHC-44859-83	6016645060	2706 Meadow Ln, Miami, FL, 33154	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-120012	ENR	Justin V Ramirez	1986-11-23	UHC-79273-51	5684645075	6629 Lincoln Way, Fresno, CA, 93707	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-141343	ENR	Alex Freeman	1958-08-24	UHC-40678-03	5728808464	2036 Main St, Nashville, TN, 37212	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121277	ENR	Priya Morris	1945-02-10	UHC-07834-90	7442235788	96 Mesa Dr, Eden Prairie, MN, 55385	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142615	ENR	Martha Z Williamson	1995-08-06	UHC-86118-06	5406969099	364 Broadway, Plano, TX, 75094	0.64	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
ENR-142994	ENR	Aaron T Alexander	1993-07-23	UHC-25370-27	5785142617	5873 Union St, Tampa, FL, 33615	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-127405	ENR	Mateo S Burton	1997-10-03	UHC-08742-63	7139639463	3588 Main St, Plano, TX, 75035	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-139464	ENR	Linda X Gray	1991-05-06	UHC-75175-37	4478007522	5491 Broadway, Seattle, WA, 98154	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-139463	ENR	Linda X Gray	1991-05-06	UHC-75175-37	4478007522	5491 Broadway, Seattle, WA, 98154	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-132783	ENR	Michelle Collins	1952-06-16	UHC-23487-77	—	498 Valley View Dr, Austin, TX, 78735	0.64	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+2 more
ENR-103083	ENR	Anthony Brooks	1992-02-12	UHC-38979-10	8259102437	9264 Indian School Rd, Tempe, AZ, 85265	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-118309	ENR	Sarah Burns	1957-05-23	UHC-70818-69	9627167220	2920 Hillcrest Rd, Sacramento, CA, 95834	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142819	ENR	Santos F Elizabath	1954-09-06	UHC-22491-86	6284174398	596 Elm St, Scottsdale, AZ, 85222	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-112703	ENR	Carol N Howell	1942-02-16	UHC-35472-34	4335936242	7900 Mesa Dr, Glendale, AZ, 85340	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-127116	ENR	Sandra H Bell	1952-11-28	UHC-70265-57	2329043078	3064 Oak St, Miami, FL, 33185	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-107286	ENR	Gary Vega	2006-02-20	UHC-86681-75	5002156966	2281 Grand Ave, San Diego, CA, 92156	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-134123	ENR	Brandon Hayes	1971-06-09	—	2987445210	8682 Ridge Rd # 257, Nashville, TN, 37287	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-123870	ENR	Bobby J Banks	1976-05-12	UHC-35737-64	4622759381	5703 Valley View Dr Apt 18, Eden Prairie, MN, 55306	0.64	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+2 more
ENR-142126	ENR	Catherine O Allen	1954-03-19	UHC-76664-88	2056882186	9190 Harbor Blvd, San Antonio, TX, 78235	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-132322	ENR	Scott M Singh	2006-10-16	UHC-17288-43	7792045030	1717 Hillcrest Rd, Sacramento, CA, 95833	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
ENR-101985	ENR	Gloria Y Garza	1958-08-07	UHC-83157-69	—	6584 Mountain View Dr, Tampa, FL, 33624	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-124459	ENR	Doris G Hernandez	1957-01-06	UHC-83598-54	2619738857	677 Willow Ct, Tempe, AZ, 85281	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131747	ENR	Nicole L Hamilton	1984-12-11	UHC-96718-86	—	2794 Bayshore Dr, Nashville, TN, 37271	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more

2,874 rows, page 30 of 58Previous Next