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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125217	ENR	Keith B Berry	2006-04-02	UHC-31227-73	5234439026	810 Valley View Dr, Mesa, AZ, 85262	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-419862	CLM	Wayne D Campbell	1980-01-10	UHC-79401-10	—	8279 Desert Sky Blvd # 844, Columbus, OH, 43231	0.34	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
CLM-419861	CLM	Wayne D Campbell	1980-01-10	UHC-79401-10	—	8279 Desert Sky Blvd # 844, Columbus, OH, 43231	0.34	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
ENR-103982	ENR	Tyler Kelley	1962-11-01	UHC-71559-70	3709152539	2984 Hillcrest Rd, Tucson, AZ, 85751	0.34	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
CLM-403732	CLM	Jessica Alexander	1939-07-15	UHC-53980-36	6044701402	3491 Pine Dr # 497, Atlanta, GA, 30323	0.34	Name re-cased Phone reformatted SSN last four extracted Unit split from street+5 more
PRV-27787	PRV	Anna Ruiz	1956-06-02	—	4843439310	8106 Canyon Rd, Atlanta, GA, 30390	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-409064	CLM	Gloria Murray	1944-07-13	UHC-15058-92	4448056028	4605 Cedar Ln, Chandler, AZ, 85218	0.34	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-119137	ENR	Joice A Tran	1939-04-24	UHC-45030-13	5446290568	3124 Grand Ave # 749, Miami, FL, 33162	0.34	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
TPA-58188	TPA	Luis U Adams	1983-06-10	—	7242337381	6541 Palm Dr, Phoenix, AZ, 85078	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-431940	CLM	Diego P Dominguez	1985-01-01	UHC-90646-41	—	3937 Lake View Rd, Austin, TX, 78784	0.34	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-105285	ENR	Tyler Wiliams	2003-10-05	UHC-13381-07	8222200695	7374 Highland Ave, Seattle, WA, 98198	0.34	Two-digit birth year Street suffix standardised Address re-cased City re-cased+5 more
ENR-140945	ENR	Stephen K Robertson	1974-04-26	UHC-28049-09	—	4568 Canyon Rd, Fresno, CA, 93735	0.34	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-105947	ENR	Singh Joyce	1988-02-13	UHC-26755-63	6534301118	5016 Union St, Plano, TX, 75029	0.34	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-138932	ENR	Rachel Lawson	1999-11-24	UHC-70107-86	4426566475	5424 Washington St, Austin, TX, 78740	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-406211	CLM	Pamela Hill	1943-02-01	UHC-49585-16	—	2806 Forest Ave, Fresno, CA, 93749	0.34	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-117510	ENR	Lauren Barnes	1972-07-01	UHC-99671-08	7519611613	2367 Grand Ave # 928, San Diego, CA, 92129	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-411279	CLM	Patricia Kennedy	—	UHC-91915-41	4473083352	6142 Harbor Blvd, Los Angeles, CA, 90015	0.34	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+5 more
CLM-401260	CLM	Nancy Delgado	1969-01-08	—	—	6958 Park Pl, Orlando, FL, 32816	0.34	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+5 more
TPA-59438	TPA	Ronald Guerrero	1953-09-22	—	8149949320	8347 Market St # 779, Scottsdale, AZ, 85262	0.34	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-401374	CLM	Willie Valdez	1943-12-12	UHC-40042-33	5905463036	4034 River Rd, Minneapolis, MN, 55475	0.34	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+5 more
CLM-401133	CLM	Diana Daan	2003-02-25	—	7933379623	9896 Sage Ct # 654, Dallas, TX, 75271	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-23965	PRV	Joshua M Yang	2005-08-04	UHC-41387-41	5506881599	463 Palm Dr # 848, Plano, TX, 75040	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-420341	CLM	Hannah Roberts	1971-11-23	UHC-68689-28	—	8378 Bayshore Dr Apt 39, Tempe, AZ, 85209	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-26087	PRV	Bradley Foster	1992-10-12	—	3692183356	8231 Grand Ave, Tempe, AZ, 85290	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-142333	ENR	Hiroshi P Medina	1940-07-01	UHC-21576-77	3124413758	8974 Main St, San Antonio, TX, 78298	0.34	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-28405	PRV	Valentina Scott	1983-10-26	—	3452260399	6070 Elm St, Gilbert, AZ, 85220	0.34	Phone reformatted Street suffix standardised Address re-cased State name converted to code+5 more
PRV-25773	PRV	Joose L Schultz	1998-12-25	UHC-22544-02	—	6038 Oak St, Orlando, FL, 32885	0.34	Name re-cased Street suffix standardised Address re-cased City re-cased+5 more
CLM-410566	CLM	Christine Gonzales	1943-05-07	—	—	1128 Valley View Dr, Miami, FL, 33127	0.34	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
ENR-106314	ENR	Roy Q Bennett	1950-11-23	UHC-17845-80	4639217582	4687 Central Ave # 706, Scottsdale, AZ, 85270	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-407199	CLM	Henry Miller	1963-04-22	—	3947673552	5024 Valley View Dr, Los Angeles, CA, 90043	0.34	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-60853	TPA	Sofia Banks	1974-10-01	—	2256355737	8990 Sunset Blvd # 855, Gilbert, AZ, 85250	0.34	Name re-cased Phone reformatted SSN last four extracted Unit split from street+5 more
PRV-28723	PRV	Kayla Guerrero	1974-04-05	—	3034634451	9734 Desert Sky Blvd, Nashville, TN, 37237	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-417470	CLM	Tyler Henry	1986-08-10	UHC-53217-87	—	3742 Palm Dr, Nashville, TN, 37277	0.34	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+5 more
TPA-52104	TPA	Ruth Espinoza	1985-03-03	—	3072056243	3435 Willow Ct, Columbus, OH, 43296	0.34	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-131877	ENR	Vincent I Reed	1983-06-27	UHC-02355-17	8235848001	6135 Hillcrest Rd, Charlotte, NC, 28255	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-131878	ENR	Vincent I Reed	1983-06-27	UHC-02355-17	8235848001	6135 Hillcrest Rd, Charlotte, NC, 28255	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-104668	ENR	Dennis Powell	1977-07-24	UHC-83526-34	9316250254	8141 Main St, Tucson, AZ, 85765	0.34	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-129991	ENR	Don D Marquez	1997-02-09	UHC-15493-92	9826972447	8380 Desert Sky Blvd Apt 30, Orlando, FL, 32808	0.34	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-129990	ENR	Don D Marquez	1997-02-09	UHC-15493-92	9826972447	8380 Desert Sky Blvd Apt 30, Orlando, FL, 32808	0.34	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-118421	ENR	GeraldJunk	1975-03-15	UHC-76960-16	2896459059	5589 Indian School Rd, Plano, TX, 75022	0.34	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-110071	ENR	Justin C Aguilar	1963-01-19	UHC-83597-02	—	1260 Canyon Rd, Las Vegas, NV, 89131	0.34	Name re-cased Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-112866	ENR	Christina Pena	1941-07-20	UHC-98004-36	7193359166	4121 Meadow Ln, San Diego, CA, 92127	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
PRV-29432	PRV	Stephen D Bowman	—	—	6836009142	4750 Indian School Rd # 414, Jacksonville, FL, 32248	0.34	Name re-cased Date of birth missing Phone reformatted Unit split from street+5 more
CLM-405802	CLM	Harold V Reynolds	1985-09-02	UHC-89498-76	—	7204 Bayshore Dr, Tampa, FL, 33604	0.34	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
CLM-416557	CLM	Mei Le	—	UHC-19059-48	5845439885	1892 Forest Ave, Sacramento, CA, 95827	0.34	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-115053	ENR	Jack J Nunez	1941-11-25	UHC-98297-44	5964407584	337 Lake View Rd Apt 8, Nashville, TN, 37249	0.34	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
TPA-51717	TPA	Philip F Price	1999-11-07	—	5548342963	1953 Hillcrest Rd, Gilbert, AZ, 85296	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-421798	CLM	Jacqueline Hicks	1938-03-12	—	3807367879	9011 Cedar Ln # 748, Columbus, OH, 43214	0.34	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-128664	ENR	Henry Jackson	1989-12-05	UHC-36524-58	—	6758 Forest Ave, Eden Prairie, MN, 55323	0.34	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-128663	ENR	Henry Jackson	1989-12-05	UHC-36524-58	—	6758 Forest Ave, Eden Prairie, MN, 55323	0.34	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+5 more

8,263 rows, page 4 of 166Previous Next