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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28972	PRV	Bryan U Wallace	1964-12-01	—	6908774170	399 Desert Sky Blvd, Nashville, TN, 37226	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25883	PRV	Adam T Dixon	1974-07-03	UHC-43173-48	3246179309	1990 Mesa Dr, Tempe, AZ, 85257	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-427364	CLM	Peter Austin	—	UHC-85220-86	4504836905	6884 Maple Ave, Gilbert, AZ, 85265	0.36	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414601	CLM	Samuel Ortiz	—	UHC-72440-13	—	691 Mesa Dr, Orlando, FL, 32878	0.36	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+4 more
TPA-56066	TPA	Moore Alice	1961-07-01	—	2615822785	6180 Lake View Rd, Denver, CO, 80227	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140775	ENR	Janet Adams	1974-03-17	UHC-22193-11	5134055365	9268 Church St, Denver, CO	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-132729	ENR	Jimmy Kim	1941-12-16	UHC-20636-37	7179341496	8979 Meadow Ln, Columbus, OH, 43285	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133903	ENR	Emma Roberts	1991-08-21	UHC-03591-23	5354566351	5631 Mesa Dr Apt 22, Fresno, CA, 93740	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-109247	ENR	Fatima M Dean	1946-12-05	UHC-14248-16	—	3979 Union St, Denver, CO, 80266	0.36	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-134169	ENR	Camila Chavez	2004-10-04	UHC-76557-54	6766893366	7817 Willow Ct Apt 28, Seattle, WA, 98192	0.36	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
ENR-118929	ENR	Carl Vasqeuz	2000-10-08	UHC-28618-98	3964821958	2528 Union St # 308, Eden Prairie, MN	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-126374	ENR	Angela Lopez	1994-07-26	UHC-47375-08	6945441272	7803 Canyon Rd Apt 39, Houston, TX, 77040	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-137419	ENR	Gabriel L Snyder	2001-01-16	UHC-62600-65	4575813162	8354 River Rd, Scottsdale, AZ, 85238	0.36	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+4 more
ENR-117936	ENR	Samantha T Diaz	1998-08-23	UHC-92123-72	3177985037	5983 Cedar Ln, Nashville, TN, 37206	0.36	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
PRV-21547	PRV	Aaron Pierce	1967-07-04	—	7818060558	9338 Spring St # 712, Columbus, OH, 43288	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-113685	ENR	Adam C Griffin	1999-11-11	UHC-17159-27	2746329625	2417 River Rd Apt 10, Tempe, AZ	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
PRV-20809	PRV	Pamela Fields	1988-04-12	—	—	9331 Spring St, Charlotte, NC	0.36	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-432017	CLM	Nicholas Cunningham	1971-07-18	UHC-89997-78	—	7483 Canyon Rd, Phoenix, AZ	0.36	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
ENR-113710	ENR	Robert P Allen	1951-01-11	UHC-77201-48	7875127472	2090 Ridge Rd, Sacramento, CA, 95847	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132407	ENR	Jacob F Kennedy	1989-10-26	UHC-53943-88	4225021386	5274 Desert Sky Blvd, Houston, TX, 77096	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106660	ENR	Austin V Berry	2007-04-07	UHC-63286-32	5375701799	9431 Central Ave # 760, Eden Prairie, MN, 55329	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-104631	ENR	ArjunJunk	1987-02-05	UHC-85265-58	—	3720 Indian School Rd # 596, Miami, FL, 33165	0.36	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-110546	ENR	Denise A Reed	1970-06-23	UHC-12612-90	5639488879	9294 Canyon Rd, Dallas, TX, 75264	0.36	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132578	ENR	Wayne Z Morrison	1989-06-15	UHC-36040-90	2132838035	3423 Valley View Dr, Fresno, CA, 93785	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-406578	CLM	Abigail Hayes	1945-12-15	—	—	2400 Sage Ct, Denver, CO	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-136882	ENR	Jack L Wheeler	1946-03-14	UHC-27972-26	—	1276 Central Ave, Tempe, AZ, 85227	0.36	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+4 more
TPA-56488	TPA	Nancy Elliott	1990-02-03	UHC-42872-84	7172445407	9279 Oak St, Tampa, FL, 33607	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-411518	CLM	Peter A Wong	—	—	9166333386	1739 Central Ave, Tempe, AZ, 85283	0.36	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-140574	ENR	Sofia Owens	1972-08-15	UHC-02113-98	—	3376 Central Ave, Denver, CO, 80219	0.36	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
CLM-413338	CLM	Evelyn Moore	1940-10-11	UHC-51694-74	5807175940	7696 Apache Blvd, Eden Prairie, MN	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-24917	PRV	Ahmed Fisher	1986-05-01	UHC-68058-04	5053056699	44 Elm St, Seattle, WA, 98149	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-139122	ENR	Bryan L Ramos	—	UHC-78407-36	—	134 Market St, Fresno, CA	0.36	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+4 more
TPA-50196	TPA	Janice C Santiago	1940-08-07	—	4093028714	210 Highland Ave, Tucson, AZ, 85789	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-55103	TPA	Gabriel T Nguyen	1949-04-25	—	—	5009 Jefferson Ave, Chandler, AZ	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-63915	TPA	Kathryn Campbell	1983-12-01	—	—	3280 Valley View Dr Apt 8, Los Angeles, CA	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-101305	ENR	Teresa Carr	1996-07-04	UHC-74109-33	7252133613	1962 Palm Dr, Dallas, TX, 75236	0.36	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
PRV-29068	PRV	Amanda G Gibson	1938-02-15	—	7508292181	6501 Meadow Ln, Plano, TX	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59012	TPA	Walter Patterson	—	—	—	3166 Mountain View Dr, Las Vegas, NV	0.36	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-121031	ENR	Justin Gray	1992-11-11	UHC-29426-60	7913068207	9262 Mesa Dr Apt 5, Columbus, OH	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-136733	ENR	Jack Chen	1959-04-17	UHC-51556-12	9696147099	1301 Apache Blvd, Gilbert, AZ	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136809	ENR	Deborah Johnston	1963-05-04	UHC-79873-39	3265342461	1122 Central Ave, Los Angeles, CA, 90011	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-124260	ENR	Wayne Z Mils	1997-11-07	UHC-99004-23	9037062779	5085 Lincoln Way, Charlotte, NC	0.36	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-405712	CLM	Lis Richardson	1990-06-10	UHC-29830-20	—	7253 Elm St # 117, Los Angeles, CA, 90080	0.36	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-62345	TPA	Dot Henderson	1972-05-25	—	—	894 Apache Blvd, Minneapolis, MN, 55449	0.36	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-126514	ENR	Susan Yang	2000-01-13	UHC-21009-42	4769869935	3414 Church St Apt 12, Jacksonville, FL, 32295	0.36	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-127599	ENR	Joan Maldonado	1990-12-10	UHC-93987-64	9547456209	1564 Ridge Rd, Tampa, FL, 33607	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-401642	CLM	Donna G Perez	—	UHC-15786-23	—	8563 Palm Dr, Atlanta, GA	0.36	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+4 more
CLM-409511	CLM	Logan Turner	1972-06-01	UHC-66944-79	—	3235 Central Ave, San Antonio, TX	0.36	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-139163	ENR	Beverly Jackson	1998-09-09	—	4599324131	4804 Main St, Charlotte, NC	0.36	Street suffix standardised Address re-cased State name converted to code ZIP missing+4 more
ENR-102402	ENR	Kevin Wheeler	1980-05-15	UHC-66833-64	9222633454	4944 Elm St, San Antonio, TX, 78206	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more

55,824 rows, page 21 of 1,117Previous Next