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

Claims, flag “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415233	CLM	Betty Walsh	1988-09-04	—	—	—	0.80	Name re-cased Email lower-cased Gender normalised Placeholder values cleared
CLM-406205	CLM	Nicole Snyder	1950-01-09	UHC-92703-71	—	—	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-419033	CLM	Barbara Espinoza	1953-03-07	UHC-74131-02	9274297274	1702 Lincoln Way, Jacksonville, FL, 32214	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared
CLM-432521	CLM	Sara Nunez	1940-06-09	UHC-01441-42	—	3337 Market St, Los Angeles, CA, 90049	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-415397	CLM	Diana Hughes	1975-03-01	UHC-99954-49	—	8291 Palm Dr, Dallas, TX, 75254	0.80	Date of birth reformatted Email lower-cased Gender normalised Placeholder values cleared
CLM-418657	CLM	Tucker Gay	2000-06-04	UHC-38611-50	—	5434 Desert Sky Blvd, Orlando, FL	0.80	Name re-cased ZIP missing Email lower-cased Placeholder values cleared
CLM-431319	CLM	Joe Thomas	2007-03-01	UHC-54570-05	—	—	0.80	Name re-cased Two-digit birth year Email lower-cased Placeholder values cleared
CLM-409942	CLM	Gearld Carpenter	1978-05-07	UHC-74053-63	—	6030 Meadow Ln, Tucson, AZ, 85772	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-406334	CLM	Samuel Q Cook	1994-08-16	UHC-53331-97	5187677614	3831 Bayshore Dr, Los Angeles, CA, 90049	0.80	Phone reformatted Street suffix standardised Address re-cased Email lower-cased
CLM-415379	CLM	Kyle Kennedy	2000-01-04	—	—	8320 Spring St, Charlotte, NC, 28213	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-409278	CLM	Jason Franklin	2002-03-23	—	—	9488 Forest Ave, Tucson, AZ, 85788	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-417707	CLM	Adam S Reyes	2000-06-15	UHC-17564-24	9494033440	4390 Church St, Minneapolis, MN, 55426	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-431151	CLM	Kevin Hoffman	2006-10-27	UHC-32542-84	—	3210 Park Pl, Miami, FL, 33188	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-402600	CLM	Mikhelle Medina	2006-03-15	UHC-20779-23	—	2223 Spring St, Austin, TX, 78785	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-402599	CLM	Mikhelle Medina	2006-03-15	UHC-20779-23	—	2223 Spring St, Austin, TX, 78785	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-431388	CLM	Wayne Howard	1957-01-13	—	—	3649 Ridge Rd Apt 26, Fresno, CA, 93718	0.80	Date of birth reformatted Unit split from street Email lower-cased Placeholder values cleared
CLM-415015	CLM	Victoria Maldonado	1966-01-02	UHC-88689-50	7917734873	9385 Sage Ct, Atlanta, GA, 30348	0.80	Name re-cased State name converted to code Email lower-cased Placeholder values cleared
CLM-432656	CLM	Robert T Ray	1986-11-19	UHC-38009-75	—	9442 Pine Dr, Seattle, WA, 98128	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-405251	CLM	Randy Nichols	2004-09-25	—	—	—	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-404610	CLM	Karen Campbell	1967-07-12	UHC-50459-14	—	3013 Market St, San Antonio, TX, 78271	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-405450	CLM	Jacob McDonald	1938-03-26	—	—	2266 Washington St, Nashville, TN, 37213	0.80	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed
CLM-414420	CLM	Gloria Richardson	1981-06-07	UHC-97404-89	—	920 Meadow Ln, Tempe, AZ, 85293	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-402351	CLM	Frances Porter	1949-01-13	—	6076977962	173 Broadway, Tempe, AZ, 85230	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-416139	CLM	Raandy I Hunt	1990-04-04	UHC-06808-42	—	5547 Baseline Rd, Houston, TX, 77024	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-420808	CLM	Jordan Rose	1980-10-09	UHC-57654-16	—	4464 Lincoln Way, Gilbert, AZ, 85241	0.80	Name re-cased Email lower-cased Gender normalised Placeholder values cleared
CLM-406780	CLM	Donna V Russell	1996-11-19	—	3658973097	—	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Placeholder values cleared
CLM-417694	CLM	George Perez	1969-01-24	UHC-59062-50	9469226873	8873 Indian School Rd, Las Vegas, NV, 89190	0.80	Phone reformatted Email lower-cased Gender normalised Placeholder values cleared
CLM-402259	CLM	Andrea Gonzales	1995-10-14	—	7945796537	6530 Lake View Rd Apt 32, San Diego, CA, 92149	0.80	Phone reformatted Unit split from street Email lower-cased Placeholder values cleared
CLM-406273	CLM	Arjun Sanders	1961-05-25	UHC-60332-28	—	1118 Oak St, Miami, FL, 33190	0.80	SSN last four extracted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-404672	CLM	Jacob A Elliott	1986-05-14	UHC-71005-90	—	8435 Camelback Rd, Sacramento, CA, 95809	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-427071	CLM	Mary Gibson	2003-10-10	UHC-23222-22	2763901042	3508 Indian School Rd, Columbus, OH, 43257	0.80	Name re-cased Street suffix standardised Address re-cased Email lower-cased
CLM-426513	CLM	Joyce Soto	1946-12-01	UHC-33573-25	—	2385 Sage Ct, Tampa, FL, 33610	0.80	Name re-cased State name converted to code Email lower-cased Placeholder values cleared
CLM-425783	CLM	Philip Graham	1968-07-26	—	—	9561 Grand Ave, Phoenix, AZ, 85028	0.80	Date of birth reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared
CLM-423600	CLM	Amy I Myers	1950-09-21	UHC-78281-86	—	—	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-416656	CLM	Judith G Simpson	1986-04-27	—	9284809622	2933 Pine Dr Apt 20, Tempe, AZ, 85207	0.80	Phone reformatted Unit split from street Email lower-cased Placeholder values cleared
CLM-414537	CLM	Joyce Tran	1939-04-24	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-401052	CLM	Rebecca Kennedy	1945-09-11	—	3113817259	1156 Lake View Rd, Jacksonville, FL, 32297	0.80	Name re-cased State name converted to code Email lower-cased Placeholder values cleared
CLM-429812	CLM	Elizabteh D Ryan	1990-03-12	—	9104977778	9835 Park Pl, Eden Prairie, MN, 55370	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-406263	CLM	Dylan P Reid	—	UHC-31001-11	—	6707 Meadow Ln, Atlanta, GA, 30345	0.80	Date of birth missing City re-cased Email lower-cased Placeholder values cleared
CLM-419669	CLM	Scott H Burke	2004-01-06	UHC-82744-03	2824460983	1246 Oak St, Orlando, FL, 32872	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
CLM-424091	CLM	Katherine D Warren	1975-08-08	UHC-61644-88	—	8205 Willow Ct # 967, Mesa, AZ, 85201	0.80	Name re-cased Unit split from street Email lower-cased Placeholder values cleared
CLM-421245	CLM	Gary Peters	1945-08-17	—	—	355 Mesa Dr, Plano, TX, 75001	0.80	SSN last four extracted City re-cased Email lower-cased Placeholder values cleared
CLM-405454	CLM	Rachel Peters	1970-12-15	—	4284423908	—	0.80	Two-digit birth year Phone reformatted Email lower-cased Placeholder values cleared
CLM-424461	CLM	Sara Oiver	1957-09-03	UHC-31128-24	7055870807	9299 Highland Ave, Scottsdale, AZ, 85268	0.80	Two-digit birth year Phone reformatted Email lower-cased Placeholder values cleared
CLM-429025	CLM	Carol Henry	1999-11-03	UHC-64577-07	4805727690	2837 Broadway, Orlando, FL, 32847	0.80	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed
CLM-430173	CLM	Megan Reyes	1978-11-12	UHC-34680-22	—	—	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-423287	CLM	Richard Hansen	1959-10-08	UHC-25477-10	3505892402	1174 Broadway, Tucson, AZ, 85768	0.80	Address re-cased Email lower-cased Gender normalised Placeholder values cleared
CLM-425210	CLM	Helen Patel	1995-03-27	—	—	3185 Valley View Dr, Nashville, TN, 37228	0.80	ZIP+4 trimmed Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-416995	CLM	Will Gonzales	1977-08-17	—	—	—	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-400735	CLM	Emma Henry	1980-04-13	UHC-50050-99	—	9496 Cedar Ln, Plano, TX	0.80	City re-cased ZIP missing Email lower-cased Placeholder values cleared

989 rows, page 14 of 20Previous Next