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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120351	ENR	Chris Q Vasquez	1988-07-26	UHC-43910-86	—	7335 Canyon Rd, San Diego, CA, 92190	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-129270	ENR	Ryan D Reed	1954-01-18	UHC-08268-31	—	7022 Elm St, Charlotte, NC, 28289	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-141525	ENR	Terry Hansen	1995-10-11	UHC-30891-70	—	213 Pine Dr, Columbus, OH, 43272	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-114678	ENR	Gabriel K Ortega	1956-10-12	UHC-41006-25	—	9315 Washington St, Jacksonville, FL, 32292	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-122870	ENR	Megen Hoffman	1961-11-17	UHC-02359-58	—	7890 Maple Ave, Denver, CO, 80229	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-133090	ENR	Santiago Baker	1991-02-27	UHC-82806-01	—	3643 Park Pl, Los Angeles, CA, 90027	0.66	Name re-cased Phone missing area code Email lower-cased Gender normalised+1 more
ENR-121406	ENR	Kathryn K Little	1946-03-07	UHC-34920-10	—	6089 Mesa Dr, Miami, FL, 33173	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-107532	ENR	Matthew A Fuller	1986-01-08	UHC-61724-23	—	3540 Apache Blvd, Austin, TX, 78704	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-138600	ENR	Wei M Ellis	1949-05-20	UHC-35158-42	—	2051 Central Ave # 810, San Diego, CA, 92180	0.66	Name re-cased Phone missing area code Unit split from street Email lower-cased+1 more
ENR-113607	ENR	Harold G Collins	1967-01-25	—	—	6463 Ridge Rd, Gilbert, AZ, 85206	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-137623	ENR	Hiroshi McCoy	1978-03-02	UHC-31964-77	—	5533 River Rd, Jacksonville, FL, 32240	0.66	Name re-cased Phone missing area code Member ID reformatted Gender normalised+1 more
ENR-118054	ENR	Abigail Yang	1949-11-14	UHC-01078-40	—	5881 Jefferson Ave, Orlando, FL, 32861	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-107549	ENR	Virginia Grant	1968-08-03	UHC-27611-32	—	3062 Forest Ave, Columbus, OH, 43296	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-122789	ENR	Julia V Rivera	1983-11-03	UHC-96874-87	—	35 Lake View Rd, Sacramento, CA, 95851	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-110313	ENR	Benjamin Ross	1980-12-02	UHC-35042-30	—	7719 Market St, Minneapolis, MN, 55421	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-102090	ENR	Harold McDonald	1956-04-20	UHC-21719-89	—	8381 Desert Sky Blvd, Orlando, FL, 32829	0.66	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-106062	ENR	Andrew J Baker	1945-09-28	UHC-97356-90	—	3614 River Rd, Houston, TX, 77097	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-125828	ENR	Christine Clark	1968-02-23	UHC-92710-43	—	4908 Elm St, Los Angeles, CA, 90011	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-129232	ENR	Abigail Obrein	1982-10-28	UHC-11522-72	—	7923 Indian School Rd, Las Vegas, NV, 89158	0.66	Name re-cased Phone missing area code State name converted to code Email lower-cased+1 more
ENR-101421	ENR	John M Scott	2001-12-02	UHC-94559-80	—	6692 Park Pl, Jacksonville, FL, 32253	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-101843	ENR	Sophia W Pierce	1973-09-23	UHC-04501-42	—	6744 Desert Sky Blvd, Glendale, AZ, 85382	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-104995	ENR	Larry Arnold	1978-01-01	UHC-60731-35	—	1043 Ocean Ave, Tucson, AZ, 85745	0.66	Name split from “Last, First”Phone missing area code City re-cased Whitespace trimmed+1 more
ENR-134079	ENR	Maria Y Lee	1982-11-17	UHC-04729-89	—	4493 Pine Dr, Minneapolis, MN, 55407	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-123508	ENR	Madison O Stephens	1951-08-04	UHC-13108-98	—	1893 Washington St, Chandler, AZ, 85243	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-102939	ENR	Julie K Fernandez	1978-03-03	UHC-84577-80	—	1216 Desert Sky Blvd, Atlanta, GA, 30382	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-142593	ENR	Kayla Y James	1961-06-15	UHC-27390-20	—	3880 Park Pl, Minneapolis, MN, 55421	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-116805	ENR	Alan Evans	1951-02-22	UHC-37825-51	—	3815 Desert Sky Blvd, Tucson, AZ, 85779	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-139717	ENR	Jean R Knight	1961-04-01	UHC-93730-39	—	9744 Jefferson Ave, Fresno, CA, 93744	0.66	Phone missing area code City re-cased State name converted to code Whitespace trimmed+1 more
ENR-102073	ENR	Noah J Le	1974-11-02	UHC-07883-92	—	2400 Meadow Ln, Dallas, TX, 75285	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-101458	ENR	Alexis Harper	1954-04-02	UHC-57014-87	—	1298 Central Ave, Sacramento, CA, 95845	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-105543	ENR	Anthony Burton	1974-03-27	UHC-92184-55	—	7992 Valley View Dr, Nashville, TN, 37244	0.66	Name re-cased Phone missing area code Member ID reformatted State name converted to code+1 more
ENR-124369	ENR	Ralph Butler	1988-02-02	UHC-09058-18	—	7848 Cedar Ln, Seattle, WA, 98197	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-125360	ENR	Robert Pena	1996-09-07	UHC-83450-57	—	850 Park Pl, Plano, TX, 75068	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-116016	ENR	Frances L Robertson	1961-08-21	UHC-36293-77	—	4835 Church St, Tucson, AZ, 85738	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-124734	ENR	Madison Vazquez	1994-10-09	UHC-54474-87	—	6427 Mesa Dr, Miami, FL, 33109	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-136601	ENR	Marcus Montgomery	1966-02-07	UHC-94734-12	—	1942 Meadow Ln, Chandler, AZ, 85203	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-137667	ENR	Jerry I Guerrero	1976-01-23	UHC-49960-30	—	9063 Palm Dr, Seattle, WA, 98115	0.66	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-140143	ENR	Frances Tucker	1991-07-13	UHC-24971-18	—	237 Pine Dr, Charlotte, NC, 28233	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-140441	ENR	Russell R Guzman	2001-07-26	UHC-93271-10	—	2663 Washington St, Scottsdale, AZ, 85222	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-124160	ENR	Laura Graham	1959-12-13	UHC-49099-47	—	8342 Apache Blvd, San Diego, CA, 92113	0.66	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-123717	ENR	Mariana Burns	1992-05-23	UHC-84637-63	—	8847 Park Pl, Minneapolis, MN, 55481	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-132893	ENR	Amy Laron	1968-11-16	UHC-55275-97	—	9165 Maple Ave, Chandler, AZ, 85267	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-106530	ENR	Raachel V Espinoza	1953-02-14	UHC-22808-33	—	9180 Grand Ave, San Antonio, TX, 78210	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-125203	ENR	Tyler R Simpson	1958-12-13	UHC-59723-53	—	8568 Cedar Ln, Denver, CO, 80272	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-139890	ENR	Michael Wilson	1955-10-15	UHC-38739-27	—	2200 Hillcrest Rd, Dallas, TX, 75248	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-136812	ENR	Fatima George	2000-04-23	UHC-69117-90	—	2834 Bayshore Dr, Glendale, AZ, 85317	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-128306	ENR	Eric F Reed	1963-01-18	UHC-79375-83	—	8032 Market St Apt 36, Denver, CO, 80263	0.66	Name re-cased Phone missing area code Unit split from street Whitespace trimmed+1 more
ENR-110473	ENR	Chris Singh	1974-02-09	UHC-29970-69	—	3084 Mesa Dr, Nashville, TN, 37288	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-109164	ENR	Joshua F Vargas	1992-10-08	UHC-88006-16	—	5441 Cedar Ln, Houston, TX, 77014	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-103179	ENR	Gloria U Powell	1989-02-04	UHC-77382-05	—	7812 Central Ave, Orlando, FL, 32888	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more

1,095 rows, page 14 of 22Previous Next