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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107104	ENR	Marcus Spencer	1947-03-27	UHC-75217-26	—	8143 Oak St, Miami, FL, 33127	0.60	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+4 more
ENR-124878	ENR	Maggie Banks	1980-03-24	UHC-08433-75	—	4041 Market St, Jacksonville, FL, 32234	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-123322	ENR	Amy Boyd	1941-04-09	UHC-38686-34	5793209927	2242 Indian School Rd, Tampa, FL, 33655	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125481	ENR	Philip Bradley	1959-11-21	UHC-70449-36	4068911868	411 Sunset Blvd, Mesa, AZ, 85242	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-115764	ENR	Charlotte Vargas	1977-08-08	UHC-37948-31	9469432870	3912 Harbor Blvd, Minneapolis, MN, 55471	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108944	ENR	Virginia Clark	1948-02-25	UHC-21787-94	9696052278	670 Sage Ct, Glendale, AZ, 85356	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111417	ENR	Danielle Warren	1978-07-03	UHC-02346-95	2193497984	4650 Maple Ave, Plano, TX, 75033	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106559	ENR	Mateo Snyder	1989-11-28	UHC-54482-18	4754001025	7631 Apache Blvd, Las Vegas, NV, 89157	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-129765	ENR	Roger Bennett	2000-03-02	UHC-51537-03	2312656060	6308 Spring St, Austin, TX, 78757	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141924	ENR	Bardley F Padilla	1942-06-09	UHC-70138-17	5128902942	1085 Mountain View Dr, Fresno, CA, 93758	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129053	ENR	Emily Fuller	1986-02-02	UHC-95211-89	3443081489	5531 Baseline Rd, Tampa, FL, 33671	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104597	ENR	Gabriel D Lee	1950-08-03	UHC-80814-15	3437463422	6013 Camelback Rd, Denver, CO, 80248	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104796	ENR	Hiroshi Rliey	1962-01-23	UHC-80208-09	5592561161	8986 Washington St, Atlanta, GA, 30354	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138466	ENR	Betty Wright	1996-05-07	UHC-97501-96	6076640120	6345 Desert Sky Blvd, Miami, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126978	ENR	Bruce P Perkins	—	UHC-27600-51	3244923641	8366 Lake View Rd, Los Angeles, CA, 90048	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-140209	ENR	Willie Soto	2006-09-19	UHC-53600-87	9745816681	8204 Central Ave, Scottsdale, AZ, 85249	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-125749	ENR	Brittany Gardner	2008-08-03	UHC-64858-19	7005355219	7746 Grand Ave, Mesa, AZ, 85279	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127621	ENR	Evelyn X Gray	1968-09-15	UHC-85134-32	7259017365	5902 Canyon Rd, Denver, CO, 80284	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-110218	ENR	Sandra P Yang	1961-10-20	UHC-18320-22	3794997151	4320 Ridge Rd, Tampa, FL	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-123231	ENR	Carolyn E Campbell	1950-02-15	UHC-91732-23	8255973022	7292 Broadway, Denver, CO	0.60	Phone reformatted Member ID reformatted Address re-cased City re-cased+4 more
ENR-137024	ENR	Jerry Dun	1993-02-22	UHC-45079-43	6789921657	5397 River Rd, Charlotte, NC, 28296	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112238	ENR	Kelly C West	—	UHC-89347-77	9192004346	7793 Main St, San Diego, CA, 92187	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-127107	ENR	Melissa Raed	1984-05-20	UHC-64718-84	3694919865	3282 Church St, Los Angeles, CA, 90047	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-104506	ENR	Roger P Simmons	1941-10-03	UHC-17204-03	7784083784	2486 Highland Ave, Tempe, AZ, 85251	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142872	ENR	Mei W McCoy	—	UHC-65566-67	7369226577	599 Lincoln Way, Gilbert, AZ, 85262	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-125875	ENR	Natalie G Day	1948-08-27	UHC-79226-35	6486068126	6862 Sage Ct, Tempe, AZ, 85248	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113813	ENR	Ann W Hudson	1944-06-11	UHC-45319-60	4872690160	1546 Highland Ave, Nashville, TN	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-132844	ENR	Diane W Wells	1941-11-24	UHC-04452-60	6145750929	754 Apache Blvd, San Diego, CA, 92119	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113342	ENR	Bruce Wason	1956-10-01	UHC-58660-37	—	8285 Ocean Ave, Mesa, AZ, 85289	0.60	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+4 more
ENR-119139	ENR	Isabella A Sanchez	1952-07-26	UHC-07904-91	9575266463	3413 Valley View Dr, San Antonio, TX, 78284	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-129682	ENR	Marcus Kleley	1976-06-02	UHC-47572-35	8613337771	6515 Elm St, Eden Prairie, MN, 55306	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129428	ENR	Brittany Vasquez	—	UHC-60118-16	5602418709	8014 Baseline Rd, Tampa, FL, 33684	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-122488	ENR	Emily N Johnston	1949-03-25	UHC-39586-22	7746166825	6047 River Rd, Tempe, AZ, 85212	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-121212	ENR	Nancy B Jones	1950-05-18	UHC-53125-95	9827185668	6297 Hillcrest Rd # 320, Las Vegas, NV, 89198	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-102393	ENR	Hyroshi I Reynolds	1965-06-21	UHC-14204-71	3935296025	2054 Sunset Blvd Apt 28, Sacramento, CA, 95897	0.60	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-122734	ENR	Judy H Kennedy	1943-04-08	UHC-53297-06	5222167917	4863 Park Pl Apt 39, Miami, FL, 33166	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-111057	ENR	Denise Olson	1951-05-11	UHC-65886-44	2374533779	9865 Maple Ave, Phoenix, AZ, 85064	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117329	ENR	Susan Matthews	1979-01-19	UHC-95229-19	2013210863	9469 Ocean Ave, Charlotte, NC, 28232	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-142313	ENR	Priya U Burke	1975-02-15	UHC-37641-26	9566659500	1398 Ridge Rd, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142136	ENR	Rachel O Vazuez	1983-01-11	UHC-21397-33	3859729498	7668 Central Ave, Atlanta, GA, 30327	0.60	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-141037	ENR	Justin Porter	2007-06-14	UHC-18677-39	3287597952	8304 Jefferson Ave, Los Angeles, CA, 90014	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135239	ENR	Alexander H Stone	2007-09-16	UHC-33700-39	3637346496	6478 Sunset Blvd, San Diego, CA, 92119	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-119277	ENR	Denise B Sanchez	1994-11-02	UHC-02390-99	3769388256	8771 Market St, Scottsdale, AZ, 85293	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129664	ENR	Timothy Rios	1947-03-18	UHC-68272-84	4115988712	8728 Sage Ct Apt 36, Miami, FL, 33123	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-114059	ENR	Diana Reynolds	1970-07-19	UHC-32272-44	9379063652	6536 Lake View Rd, Fresno, CA, 93700	0.60	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-118700	ENR	Henry Wells	1994-05-08	UHC-34465-23	—	7167 Highland Ave, Scottsdale, AZ, 85216	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-134332	ENR	Dorothy F Collins	1942-04-11	UHC-66552-94	4869286027	8752 Broadway, Orlando, FL	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Address re-cased+4 more
ENR-138076	ENR	Stephen E Fuller	1966-02-27	UHC-14276-03	5912434363	3178 Valley View Dr, San Antonio, TX, 78223	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-116060	ENR	Larry V Morgan	1952-06-04	UHC-19275-79	7059729318	5623 Market St, Sacramento, CA, 95874	0.60	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-110232	ENR	Sophia J Bowman	1983-01-26	UHC-12484-24	7946108740	1910 Forest Ave, San Diego, CA, 92167	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more

8,934 rows, page 33 of 179Previous Next