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 “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
TPA-55447	TPA	Bobby A Schultz	1958-07-18	—	—	1371 Maple Ave, Seattle, WA, 98198	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-430090	CLM	Walter Burns	—	—	—	739 Valley View Dr, Seattle, WA, 98183	0.48	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
CLM-418900	CLM	Heather Vazquez	1986-11-05	—	—	3112 Grand Ave, Orlando, FL, 32823	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-418901	CLM	Heather Vazquez	1986-11-05	—	—	3112 Grand Ave, Orlando, FL, 32823	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-125374	ENR	Richard Stevens	1971-02-15	UHC-64127-22	—	885 Indian School Rd, Houston, TX, 77072	0.48	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
PRV-25665	PRV	Bradley J Reyes	1949-11-12	UHC-33181-94	—	7930 Harbor Blvd # 578, Glendale, AZ, 85330	0.48	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-105416	ENR	Betty Padilla	1979-09-12	UHC-00259-16	—	7491 Canyon Rd, Tampa, FL, 33609	0.48	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
PRV-24074	PRV	David I Hernandez	1987-06-28	UHC-79977-02	—	8201 Camelback Rd, Orlando, FL	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
PRV-24075	PRV	David I Hernandez	1987-06-28	UHC-79977-02	—	8201 Camelback Rd, Orlando, FL	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
PRV-22554	PRV	Jacqueline Baker	1945-11-08	—	—	6071 Palm Dr, Atlanta, GA, 30360	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-429278	CLM	John Bell	1979-07-03	—	—	4113 Market St, Tucson, AZ, 85785	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-407400	CLM	Matthews Pamela	1990-07-12	UHC-37090-99	—	7195 Sage Ct, Houston, TX, 77026	0.50	Phone missing area code Member ID reformatted City re-cased ZIP+4 trimmed+3 more
CLM-407401	CLM	Matthews Pamela	1990-07-12	UHC-37090-99	—	7195 Sage Ct, Houston, TX, 77026	0.50	Phone missing area code Member ID reformatted City re-cased ZIP+4 trimmed+3 more
ENR-132937	ENR	Vincent Lee	1989-04-10	UHC-01286-91	—	6997 River Rd, Glendale, AZ, 85338	0.50	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-416989	CLM	Douglas Howell	1959-05-10	UHC-59326-05	—	275 Apache Blvd # 389, Minneapolis, MN, 55417	0.50	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+3 more
PRV-28260	PRV	Kevin D Matthews	1965-08-15	—	—	6609 Mesa Dr, Houston, TX, 77074	0.50	Name re-cased Phone missing area code State name converted to code Email lower-cased+3 more
ENR-120207	ENR	Thomas I Hamilton	2001-12-07	UHC-44880-96	—	7449 Baseline Rd Apt 12, Fresno, CA, 93741	0.50	Phone missing area code Unit split from street Street suffix standardised Address re-cased+3 more
CLM-427635	CLM	Hiroshi Moore	1950-09-08	UHC-19734-64	—	952 Union St, Glendale, AZ, 85388	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-428847	CLM	Kelly Contreras	2004-02-22	—	—	6369 Maple Ave, Eden Prairie, MN, 55346	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-25239	PRV	Janice Marquez	1938-09-08	UHC-17144-80	—	8672 Cedar Ln, Chandler, AZ, 85253	0.50	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-110922	ENR	Shirley Butler	1993-09-06	UHC-47514-26	—	218 Canyon Rd, Phoenix, AZ, 85006	0.50	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+3 more
ENR-123356	ENR	Theresa L Garza	1942-10-28	UHC-29869-56	—	877 Cedar Ln, Atlanta, GA, 30319	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-427123	CLM	Jeremy Chen	2007-05-25	—	—	2206 Spring St, Fresno, CA	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-423328	CLM	Omar Ortiz	1956-02-23	—	—	2029 Ridge Rd, Nashville, TN, 37239	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-27429	PRV	Andraa Sanders	1942-07-25	—	—	1519 Harbor Blvd, Houston, TX, 77051	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-141049	ENR	Steven Medina	1945-08-08	UHC-03024-42	—	4508 Pine Dr, San Diego, CA, 92110	0.50	Two-digit birth year Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-138619	ENR	Jordan L Carr	1973-07-06	UHC-39558-60	—	205 Spring St, Gilbert, AZ, 85242	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-61410	TPA	Dorothy Wang	1974-07-20	—	—	4129 Bayshore Dr, Columbus, OH, 43268	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-58713	TPA	Mei Moreno	1945-09-16	—	—	4287 Mountain View Dr, Denver, CO, 80286	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-60909	TPA	Randy Miller	1997-11-14	—	—	5877 Sunset Blvd, Dallas, TX, 75286	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-21956	PRV	Sofia Greene	1976-05-20	UHC-16642-19	—	6125 Apache Blvd, Denver, CO, 80239	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-25895	PRV	Kelly Vasquez	1994-11-02	—	—	2110 Church St, Mesa, AZ, 85274	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-121138	ENR	Linda Robinson	2002-05-22	UHC-09691-48	—	6595 Union St, Nashville, TN, 37283	0.50	Name re-cased Phone missing area code Member ID reformatted State name converted to code+3 more
ENR-120507	ENR	Theresa G Gordon	1944-01-11	UHC-51004-21	—	5855 Grand Ave, Chandler, AZ, 85295	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-22149	PRV	Lucia E Butler	1997-12-24	UHC-64949-99	—	3810 River Rd, Denver, CO, 80210	0.50	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+3 more
PRV-22150	PRV	Lucia E Butler	1997-12-24	UHC-64949-99	—	3810 River Rd, Denver, CO, 80210	0.50	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+3 more
CLM-419611	CLM	Logan Miller	1959-06-03	UHC-02605-09	—	4889 River Rd, Miami, FL, 33161	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-407527	CLM	Alice Yang	1997-02-18	UHC-22171-25	—	3250 Forest Ave, Sacramento, CA	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-118354	ENR	Mariana R Santiago	2007-11-22	UHC-36282-56	—	4386 Jefferson Ave, Tucson, AZ, 85737	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-118353	ENR	Mariana R Santiago	2007-11-22	UHC-36282-56	—	4386 Jefferson Ave, Tucson, AZ, 85737	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-424201	CLM	Jake Wood	1989-04-24	UHC-23540-39	—	1377 Willow Ct, Scottsdale, AZ, 85204	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-408630	CLM	Theresa Munoz	1941-06-25	UHC-11208-80	—	5154 Harbor Blvd, Tampa, FL, 33671	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-142370	ENR	Jacqueline O Sullivan	1951-10-08	UHC-00042-81	—	211 Ocean Ave, Glendale, AZ, 85372	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-105852	ENR	Jerry P Wheeler	1977-06-17	—	—	4541 Meadow Ln, Atlanta, GA, 30344	0.50	Phone missing area code Street suffix standardised Address re-cased State name converted to code+3 more
ENR-109144	ENR	Samantha Romero	1995-12-10	UHC-89166-23	—	3469 Mountain View Dr, Scottsdale, AZ, 85292	0.50	Date of birth reformatted Phone missing area code Member ID reformatted State name converted to code+3 more
TPA-63176	TPA	Aadm Sanders	2005-02-09	—	—	5341 Ridge Rd, Tempe, AZ, 85206	0.50	Phone missing area code Street suffix standardised Address re-cased City re-cased+3 more
ENR-123269	ENR	Lauren Scott	2002-02-27	UHC-72511-19	—	4131 Central Ave Apt 12, San Antonio, TX, 78235	0.50	Name re-cased Phone missing area code Unit split from street Street suffix standardised+3 more
CLM-420737	CLM	Rebecca Henry	—	UHC-09021-94	—	8916 Spring St, Los Angeles, CA, 90017	0.50	Date of birth missing Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-142701	ENR	Ahmed W Hoffman	1991-01-20	UHC-79652-32	—	6488 Desert Sky Blvd # 368, Eden Prairie, MN, 55345	0.50	Name re-cased Phone missing area code Member ID reformatted Unit split from street+3 more
CLM-423704	CLM	Doris Barnes	1980-03-13	UHC-22231-79	—	—	0.50	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more

2,021 rows, page 7 of 41Previous Next