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 “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
CLM-404770	CLM	Luis Park	1950-09-14	—	—	759 Forest Ave, Houston, TX	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-402390	CLM	Linda Ryan	1952-06-11	—	6655572730	3595 Elm St, Scottsdale, AZ, 85297	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-418447	CLM	Maria Castillo	1955-10-06	UHC-23443-73	—	3511 Ocean Ave, Seattle, WA, 98161	0.66	Two-digit birth year Phone missing area code City re-cased Whitespace trimmed+1 more
CLM-415223	CLM	Philip A Gant	1990-09-27	UHC-64888-16	—	5762 Main St, Mesa, AZ, 85227	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424037	CLM	Jerry Martin	1994-11-16	UHC-95865-44	3293310200	9420 Baseline Rd, Houston, TX, 77025	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410722	CLM	Ralph Buurns	1962-07-13	UHC-48557-35	2276157714	679 Palm Dr, Jacksonville, FL, 32214	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406045	CLM	Nicole Sullivan	2005-09-21	UHC-05239-58	—	5598 Valley View Dr, Tempe, AZ, 85235	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417552	CLM	Albert Cruz	1992-04-19	—	—	8046 Camelback Rd, Seattle, WA, 98137	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-429142	CLM	Luis Gray	2000-03-07	UHC-13868-70	8423608014	1486 Willow Ct Apt 21, Denver, CO, 80216	0.66	Member ID reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-425321	CLM	Benjamin Stone	1986-11-28	UHC-33045-31	—	8811 Palm Dr, Tampa, FL, 33645	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-410754	CLM	Jordan George	1969-09-21	—	—	274 Desert Sky Blvd, Austin, TX, 78770	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410551	CLM	Vincent Day	1994-01-23	UHC-43106-96	5384793763	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-414913	CLM	Hamilton Dennis	1938-08-11	—	—	7037 Highland Ave, Nashville, TN, 37299	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-415031	CLM	Andrew Garza	1959-11-02	UHC-05082-55	—	6156 Lincoln Way, Orlando, FL, 32888	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-425118	CLM	Alice Morrison	1965-01-13	—	2293968938	7940 Sage Ct, San Antonio, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-430823	CLM	Roy Coleman	1950-10-13	—	2213393572	8107 Camelback Rd, Phoenix, AZ, 85040	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409412	CLM	Kathleen X Watson	1958-07-27	UHC-89150-20	—	2694 Maple Ave Apt 11, Dallas, TX, 75204	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431644	CLM	Brian E Burke	1969-10-08	UHC-98758-75	7227541840	1203 Church St, San Diego, CA, 92196	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416069	CLM	Rachel Coleman	1981-12-28	UHC-96750-71	6609535067	93 Ocean Ave, Jacksonville, FL, 32262	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423857	CLM	Jacob Turner	1993-10-01	—	—	5366 Church St, Nashville, TN, 37234	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415372	CLM	Jennifer Hansen	1966-04-08	UHC-70639-44	—	5187 Main St, Atlanta, GA, 30345	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414059	CLM	Russell Le	1946-09-18	UHC-78818-18	9612759075	509 Central Ave, Dallas, TX	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-415800	CLM	Alan Ramos	1999-04-02	—	7625368976	3586 Bayshore Dr, Chandler, AZ, 85255	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-425453	CLM	Scott Gibson	2004-06-02	—	—	5853 Lake View Rd, Miami, FL, 33153	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429538	CLM	Jeffrey Phillips	1977-06-27	UHC-08341-30	—	8994 Highland Ave, Phoenix, AZ, 85065	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427617	CLM	Madison Taylor	—	—	—	3153 Oak St, Fresno, CA, 93751	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407552	CLM	Samantha W Greene	1976-09-02	—	—	1516 Highland Ave, San Diego, CA, 92151	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408183	CLM	Alice Wang	1938-03-05	UHC-19783-63	—	9104 River Rd, Austin, TX, 78739	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415034	CLM	Benjamin Garcia	1939-10-07	UHC-62566-50	—	5928 Market St, Jacksonville, FL, 32254	0.66	Name re-cased Member ID reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-407354	CLM	Marilyn West	1965-09-17	UHC-51771-85	9053329345	5435 Apache Blvd, San Diego, CA, 92156	0.66	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407355	CLM	Marilyn West	1965-09-17	UHC-51771-85	9053329345	5435 Apache Blvd, San Diego, CA, 92156	0.66	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419273	CLM	Vincent E Graham	1962-12-07	—	—	4569 Oak St, Chandler, AZ, 85208	0.66	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410752	CLM	Zachary Shaw	1965-07-13	UHC-32514-98	—	6728 Market St # 237, Mesa, AZ, 85283	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416100	CLM	Yuki A Marquez	1975-11-13	UHC-38069-86	—	5165 Mountain View Dr, Houston, TX, 77077	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425575	CLM	Elijah Lynch	1952-11-08	UHC-37755-50	7864843683	3236 Camelback Rd, Austin, TX, 78748	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429032	CLM	Isabella McDonald	1965-02-03	UHC-42587-12	—	4192 Willow Ct, Orlando, FL, 32816	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411119	CLM	Jessca Evans	1974-08-13	—	5406006053	2157 River Rd, Dallas, TX, 75242	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
CLM-412810	CLM	Santiago Wong	1969-01-19	UHC-35346-77	—	4049 Washington St, Houston, TX, 77081	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-411673	CLM	Denise U Reid	2001-09-24	UHC-33235-06	—	9368 Union St, Los Angeles, CA, 90003	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-422386	CLM	Gregory Kennedy	1991-09-21	UHC-80526-03	2637599103	6903 Sunset Blvd, Dallas, TX, 75246	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-422387	CLM	Gregory Kennedy	1991-09-21	UHC-80526-03	2637599103	6903 Sunset Blvd, Dallas, TX, 75246	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-414842	CLM	Sara Jimenez	1968-08-07	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-402650	CLM	Carolyn Lawson	1945-04-13	UHC-41652-56	8882533046	7320 Elm St, Charlotte, NC, 28255	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413562	CLM	Luis X Gry	2007-11-21	UHC-12522-66	—	8034 Park Pl, Fresno, CA	0.66	Middle initial moved out of first name Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-422138	CLM	Russell Nunez	1987-06-15	UHC-92246-28	—	9308 River Rd, Jacksonville, FL, 32287	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422137	CLM	Russell Nunez	1987-06-15	UHC-92246-28	—	9308 River Rd, Jacksonville, FL, 32287	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410462	CLM	Joe Lane	1974-01-10	UHC-01685-47	2367518115	1430 Camelback Rd, Austin, TX, 78797	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-408234	CLM	Nick Williamson	1986-07-06	—	—	4949 Canyon Rd, Minneapolis, MN, 55472	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419925	CLM	Hannah Park	1963-09-20	UHC-14529-43	—	8629 Mesa Dr, Tampa, FL, 33615	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-400441	CLM	Brndon Alvarado	1992-07-16	UHC-74312-02	—	1039 Valley View Dr, Scottsdale, AZ, 85273	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more

18,771 rows, page 121 of 376Previous Next