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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133945	ENR	Karen E Romero	1986-03-19	UHC-81131-34	6014145517	6696 Spring St Apt 30, Denver, CO, 80276	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-404757	CLM	Jesse Gardner	1984-12-15	—	—	7386 Central Ave Apt 12, Glendale, AZ, 85358	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-118278	ENR	Ryan Hunt	1986-03-21	UHC-48459-73	5488772611	6165 Ridge Rd Apt 8, Tempe, AZ, 85234	0.66	SSN last four extracted Unit split from street City re-cased Whitespace trimmed+1 more
ENR-127881	ENR	Steven I Alvarez	2007-02-25	UHC-39225-34	7799760516	6594 Spring St # 199, San Antonio, TX, 78212	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-103244	ENR	Bradley W Turner	1961-08-04	UHC-55785-69	3202071846	2375 Mesa Dr # 886, Las Vegas, NV, 89184	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-408865	CLM	Michelle Bowman	1947-11-06	—	—	8737 Ridge Rd # 410, Austin, TX, 78747	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61284	TPA	Douglas Edwards	1962-05-28	—	—	3224 Desert Sky Blvd # 150, Sacramento, CA, 95830	0.66	Name split from “Last, First”Unit split from street City re-cased State code upper-cased+1 more
ENR-128267	ENR	Diego X Black	1965-12-21	UHC-20003-54	9646611338	6320 Market St # 813, Jacksonville, FL, 32290	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-22432	PRV	Mateo K Clark	2006-01-06	—	8574659904	399 Mesa Dr Apt 29, Scottsdale, AZ, 85204	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-107776	ENR	Thomas U Armstrong	1993-12-04	UHC-87670-07	9622937747	1436 Elm St Apt 23, Austin, TX, 78709	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-106633	ENR	Samantha J Martinez	1975-02-15	UHC-54468-81	7356043698	3914 Forest Ave Apt 1, Phoenix, AZ, 85069	0.66	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
CLM-426768	CLM	Virginia Green	1963-10-26	—	—	8700 Sunset Blvd # 490, San Diego, CA, 92126	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-140048	ENR	Ruth Schultz	2007-02-04	UHC-03534-70	7465280856	1937 Bayshore Dr Apt 21, San Antonio, TX, 78293	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-102056	ENR	Russell Grant	1963-06-03	UHC-75264-90	2388363005	8259 Highland Ave Apt 9, Atlanta, GA, 30307	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-64434	TPA	Harold P Martinez	1974-02-21	—	—	8897 Broadway # 479, Gilbert, AZ, 85237	0.66	Name re-cased Unit split from street City re-cased Gender normalised+1 more
CLM-407537	CLM	Virginia Yang	1988-08-28	UHC-41415-62	6856039563	200 Jefferson Ave Apt 37, Mesa, AZ, 85287	0.66	Phone reformatted Unit split from street State code upper-cased ZIP+4 trimmed+1 more
ENR-141088	ENR	Brittany Jenkins	1948-10-02	UHC-38740-62	8455739459	4783 Ocean Ave # 627, Charlotte, NC, 28273	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-123825	ENR	Helen Marshall	1965-06-04	UHC-81480-61	9384868552	6645 Washington St Apt 40, Austin, TX	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
CLM-403301	CLM	Dylan Stone	1961-03-05	UHC-00232-43	4332721170	1977 Market St # 466, Denver, CO, 80248	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+1 more
PRV-24518	PRV	Sara Scott	1958-06-18	—	8893540383	9443 Broadway # 751, Tempe, AZ, 85270	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
CLM-414160	CLM	Brandon Fowler	1937-06-25	UHC-57396-57	—	820 Mesa Dr Apt 14, Minneapolis, MN, 55444	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-407907	CLM	Heather Guzman	1994-03-07	—	8756394925	8989 Pine Dr Apt 12, Minneapolis, MN, 55479	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-53963	TPA	Noah Robinson	1979-07-12	—	—	6750 River Rd # 206, Denver, CO, 80238	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-413037	CLM	Jessica T Snyder	1964-07-06	UHC-92417-51	2095371111	7170 Desert Sky Blvd # 916, Sacramento, CA, 95866	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-114997	ENR	Nanccy V Castillo	1967-03-21	UHC-50056-60	5223231228	8927 Pine Dr # 413, Tucson, AZ, 85723	0.66	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+1 more
TPA-56701	TPA	Donald Fowler	2005-03-25	UHC-20542-52	2264009481	8557 Central Ave Apt 23, Eden Prairie, MN, 55369	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-23663	PRV	Jaccob Pierce	1950-04-11	UHC-39294-12	6216545488	3638 Hillcrest Rd Apt 28, Mesa, AZ, 85229	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-27884	PRV	Angela S Ellis	1949-03-02	—	—	9545 Apache Blvd Apt 12, Fresno, CA, 93761	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-120233	ENR	Fatima G Hall	1965-03-14	UHC-67947-36	6783292593	8635 Jefferson Ave Apt 14, Chandler, AZ, 85258	0.66	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+1 more
ENR-116839	ENR	Hiroshi Harvey	1985-11-11	UHC-85614-59	5002212954	2083 Park Pl Apt 7, Jacksonville, FL, 32289	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
TPA-58313	TPA	Sean Reynolds	1989-10-25	—	5782881671	7232 Broadway Apt 17, Charlotte, NC, 28298	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-104270	ENR	Jake D Larson	1956-04-26	UHC-52805-48	4215827082	4106 Palm Dr Apt 32, Tampa, FL, 33608	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-421919	CLM	Betty Griffin	1955-04-26	—	—	8221 Bayshore Dr Apt 32, Sacramento, CA, 95861	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-20907	PRV	Ann Taylor	1945-09-03	—	4299117742	7489 Valley View Dr Apt 18, Scottsdale, AZ, 85213	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-60017	TPA	Cheryl Barnes	1966-10-02	—	—	6986 Mountain View Dr # 845, Tempe, AZ, 85286	0.66	Name re-cased Date of birth reformatted Unit split from street State name converted to code+1 more
ENR-120960	ENR	Marilyn H Foster	1983-07-05	UHC-25899-89	6854729778	8187 Harbor Blvd Apt 35, Los Angeles, CA, 90086	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-131167	ENR	Bryan Bennett	1964-09-17	UHC-16351-34	4287150448	7035 River Rd # 285, Austin, TX, 78763	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-422079	CLM	Natalie J Murphy	2002-12-24	—	7959920488	2401 Union St Apt 17, Austin, TX	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-130701	ENR	Dot Howard	1963-06-08	UHC-03790-63	4855146828	7140 Ridge Rd # 140, Atlanta, GA, 30317	0.66	Phone reformatted Member ID reformatted Unit split from street City re-cased+1 more
CLM-421924	CLM	Theresa Henry	1990-12-11	—	—	8184 Meadow Ln Apt 11, San Diego, CA, 92175	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-406613	CLM	Jose O Roberts	1924-07-12	UHC-90725-16	—	1301 Elm St # 495, Jacksonville, FL, 32290	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62815	TPA	Andrea Morrison	1968-07-20	—	—	7960 Jefferson Ave # 395, Houston, TX, 77095	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60114	TPA	Hannah S Bailey	1947-05-14	—	—	1908 Forest Ave # 695, Houston, TX, 77076	0.66	Date of birth reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-107884	ENR	Linda L Fernandez	1982-04-06	UHC-01221-98	—	4335 Desert Sky Blvd Apt 7, Mesa, AZ, 85248	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
CLM-410234	CLM	Janice W Lopez	1947-05-11	—	7883163428	2564 Lincoln Way Apt 1, San Antonio, TX, 78293	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
PRV-24492	PRV	Aaron Estrada	1994-05-27	UHC-74678-88	—	433 Hillcrest Rd # 854, San Diego, CA, 92122	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-113847	ENR	Cheyrl Luna	1977-07-26	UHC-10346-27	4828053742	122 Park Pl # 337, San Diego, CA, 92192	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-64167	TPA	Catherine Allen	1954-03-19	—	—	9190 Harbor Blvd # 115, San Antonio, TX, 78235	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-429002	CLM	Jessica E Peterson	2006-07-07	—	8457061133	8905 Indian School Rd Apt 23, Scottsdale, AZ, 85296	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403459	CLM	Judy Patel	1967-02-01	UHC-05568-99	6736740282	2365 Grand Ave # 289, Tucson, AZ, 85742	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more

6,994 rows, page 92 of 140Previous Next