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

Provider network, flag “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23669	PRV	Abigail Alexander	1940-03-04	UHC-74593-20	—	6190 Indian School Rd, Atlanta, GA, 30392	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
PRV-28656	PRV	Bruce Black	1996-05-13	—	5085030697	1170 Cedar Ln, Seattle, WA, 98165	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-22385	PRV	Diego Mason	1987-05-07	—	4955427071	1960 Willow Ct, Houston, TX, 77038	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24999	PRV	Julia Carpenter	1939-09-16	—	8972660610	997 Baseline Rd, Mesa, AZ	0.78	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed+1 more
PRV-20353	PRV	John Hart	1995-04-13	—	2114024386	3453 Apache Blvd, Nashville, TN, 37292	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23363	PRV	Melissa Coper	1938-05-15	UHC-12129-19	8885355416	2787 Broadway, Denver, CO, 80277	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22858	PRV	Priya Roberts	1949-04-22	UHC-42307-61	5755388631	7499 Market St # 608, Las Vegas, NV, 89101	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-29450	PRV	Arjn Kennedy	1955-04-24	UHC-46594-12	5762675777	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
PRV-21752	PRV	Heather Taylor	1945-07-23	—	5308836062	753 Camelback Rd, Mesa, AZ, 85209	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28358	PRV	Matthew P Rodriguez	1955-09-11	—	6838754255	9408 Bayshore Dr, Minneapolis, MN, 55447	0.78	Phone reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
PRV-28038	PRV	Madison Reyes	1946-04-18	—	3839294814	6130 Elm St, Orlando, FL, 32897	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-27239	PRV	Phiilip Maldonado	1995-01-07	—	2824773887	7707 Palm Dr, Tempe, AZ, 85228	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-26712	PRV	Patrick Armstrong	1974-06-07	UHC-97021-81	4893923571	9026 Willow Ct, Glendale, AZ, 85376	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25140	PRV	Jerry Ramos	1974-10-07	UHC-14545-99	3894092273	5136 Elm St, Sacramento, CA, 95880	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23434	PRV	Robert Q Day	1942-07-06	—	3034224257	5242 River Rd, Scottsdale, AZ, 85251	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25967	PRV	Hiroshi F Little	1951-07-08	UHC-78883-18	6557404130	7461 Sage Ct, Sacramento, CA, 95845	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20498	PRV	PamelaJunk	1975-11-08	—	4529523413	—	0.78	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared+1 more
PRV-20359	PRV	Victoria Wilson	1951-06-12	UHC-11161-09	9346631750	9848 Indian School Rd, Jacksonville, FL	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-28827	PRV	Justin Warren	2007-01-18	—	3529052564	9861 Harbor Blvd Apt 23, Atlanta, GA, 30328	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
PRV-28674	PRV	Mateo T Riley	1995-03-20	UHC-78610-28	6438338072	231 Cedar Ln, Eden Prairie, MN, 55313	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27103	PRV	Doris Powell	1975-10-28	—	8973165951	1164 Grand Ave, Las Vegas, NV, 89153	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27207	PRV	Samuel Simmnos	1945-05-25	UHC-47169-69	—	519 Grand Ave, Orlando, FL, 32885	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-26276	PRV	Emma K Hayes	1947-11-22	UHC-08659-93	4386184440	7363 Cedar Ln, Charlotte, NC, 28215	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
PRV-25431	PRV	Pamela Bryant	1960-03-17	—	6159289513	609 Lake View Rd, Los Angeles, CA, 90019	0.78	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
PRV-25802	PRV	Mery Franklin	1942-09-17	UHC-63571-51	2198708516	728 Washington St, Austin, TX, 78725	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29509	PRV	Michael Z Baker	1986-06-09	UHC-59475-73	6973352647	9543 Ocean Ave, Tempe, AZ, 85202	0.78	Date of birth reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-23602	PRV	Benjamin Robinson	2006-11-02	UHC-34560-42	2866185207	5706 Church St, Scottsdale, AZ, 85295	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22495	PRV	Ralph Carpenter	1967-06-11	—	7894909266	9818 Baseline Rd, Jacksonville, FL, 32236	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-26443	PRV	Jose Weber	1983-03-07	—	5296399108	7632 Mesa Dr, Tempe, AZ, 85255	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-22225	PRV	Joe Silva	1944-11-08	UHC-53993-88	3675180514	3387 River Rd, Mesa, AZ, 85247	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20163	PRV	Tyler Moreno	1994-11-12	UHC-79913-58	2462919795	1312 Ridge Rd, Seattle, WA, 98120	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23989	PRV	Logan H Wang	2001-03-04	—	5619720419	9242 Park Pl, Phoenix, AZ, 85058	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21209	PRV	Benjamin Rihcardson	1958-04-17	UHC-80303-69	5606446879	6480 Indian School Rd, Dallas, TX, 75277	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22515	PRV	Knneth U Larson	1982-07-22	UHC-86392-72	3224386680	3899 Central Ave, Tempe, AZ, 85267	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26092	PRV	Roy X Young	1964-04-11	—	6443274383	3149 Mountain View Dr, Jacksonville, FL, 32273	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25200	PRV	Henry Jacobs	1983-09-26	—	3334796139	9810 Palm Dr, Houston, TX, 77083	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28418	PRV	Lawrence Little	1939-09-04	—	2588354136	8794 Harbor Blvd, Phoenix, AZ, 85094	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25075	PRV	Diego Wood	1998-05-03	—	7676343463	—	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-21615	PRV	Mason Gomez	1962-04-19	—	7955081423	3565 Hillcrest Rd, Gilbert, AZ, 85264	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
PRV-25861	PRV	Judy Schmidt	2002-02-05	—	6373923645	4339 Park Pl, Tempe, AZ, 85233	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-28393	PRV	Harold Sandoval	2006-12-28	UHC-13759-35	8739872211	3094 Mountain View Dr, Jacksonville, FL	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-24362	PRV	Dorothy Hudson	1988-11-08	—	8235125322	3077 Meadow Ln, Minneapolis, MN, 55437	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-27528	PRV	Marilyn Rice	1941-09-13	UHC-69910-24	4712389955	1406 Ocean Ave, Nashville, TN, 37235	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
PRV-23092	PRV	Hannah Watson	1995-07-27	UHC-44586-69	7182887677	9895 Bayshore Dr, San Antonio, TX, 78224	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
PRV-26785	PRV	Ruth Jackson	2003-08-16	—	7248121502	8808 Camelback Rd, Las Vegas, NV	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-22005	PRV	Larry S Gibson	—	UHC-74898-55	9375549069	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+1 more
PRV-25326	PRV	Wayne Silva	2005-02-18	—	2374504670	3386 Union St, Orlando, FL, 32817	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-22343	PRV	Debra Z Price	1948-07-26	—	4333085023	7061 Willow Ct, Houston, TX, 77082	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26810	PRV	Teresa Chavez	1980-12-08	—	—	2318 Harbor Blvd, Mesa, AZ, 85214	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-28087	PRV	Bruce Vaqzuez	—	UHC-72856-87	8319669136	—	0.78	Name re-cased Date of birth missing Phone reformatted Whitespace trimmed+1 more

5,467 rows, page 73 of 110Previous Next