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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407308	CLM	Rachel Watson	1942-09-23	UHC-77213-11	—	1928 Camelback Rd, San Diego, CA, 92132	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430109	CLM	Roger Carroll	2003-09-20	UHC-99287-92	5507948842	8485 Meadow Ln, Minneapolis, MN, 55402	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413593	CLM	Mark C Arnold	2004-12-05	—	—	3979 Camelback Rd, Los Angeles, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-415754	CLM	Yuki U Mitchell	2000-09-18	—	3164967668	2935 Valley View Dr, Phoenix, AZ, 85044	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415256	CLM	Barbara Carter	1941-08-17	UHC-44811-12	8308763182	5676 Ridge Rd, Chandler, AZ, 85290	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408449	CLM	Christian J Marshall	1994-01-04	UHC-58093-69	—	5719 Sunset Blvd, Minneapolis, MN, 55478	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427762	CLM	Barbara Kim	2001-11-12	UHC-55893-69	9732999256	1784 Central Ave, Miami, FL, 33189	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401926	CLM	Danny U Mendez	—	—	9114552537	2559 Jefferson Ave, Gilbert, AZ, 85299	0.64	Date of birth unreadable Phone reformatted City re-cased State name converted to code+2 more
CLM-430621	CLM	Angela M Brown	1946-05-27	UHC-61297-62	6324499871	7762 Mesa Dr, San Antonio, TX, 78259	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421932	CLM	Maria J Wells	2005-07-01	—	5318586325	2693 Highland Ave, Eden Prairie, MN, 55364	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401315	CLM	Abigail Berry	1966-02-26	—	—	9149 Lincoln Way # 622, Tampa, FL, 33670	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-417876	CLM	Jessica H Garza	1962-01-08	—	—	5622 Harbor Blvd, Minneapolis, MN, 55420	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431668	CLM	Jeremy Weaver	1945-04-15	UHC-70862-18	5609815679	7375 Ridge Rd, Scottsdale, AZ, 85284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432248	CLM	Alan Lynch	1959-07-02	UHC-97250-45	—	7020 Elm St, Orlando, FL, 32886	0.64	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-408818	CLM	—Junk	1967-12-27	—	7705529903	4392 Elm St, Scottsdale, AZ, 85279	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418448	CLM	Scott Alvrado	1974-09-21	UHC-03782-04	9649297388	5896 Hillcrest Rd, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405112	CLM	Sophia Wilson	1958-01-14	UHC-22018-02	9446933110	3631 Market St, Nashville, TN, 37219	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407555	CLM	John Ray	1943-10-02	UHC-32122-35	—	4554 Meadow Ln # 153, Phoenix, AZ	0.64	Name re-cased Unit split from street City re-cased ZIP missing+2 more
CLM-416075	CLM	Jordan V Lee	1969-03-03	UHC-83908-16	—	3342 Grand Ave, Los Angeles, CA, 90009	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420362	CLM	Dennis Cole	1950-01-09	UHC-96366-62	7509248916	4920 Pine Dr, Phoenix, AZ	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-409396	CLM	Susan Greene	1948-04-19	—	4782221577	3327 Cedar Ln, Dallas, TX, 75260	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426223	CLM	Joshua Armstrong	1990-12-04	UHC-90508-70	2708896520	1069 Central Ave, Sacramento, CA, 95845	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419217	CLM	Jerry Martin	—	—	—	1696 Highland Ave, Jacksonville, FL, 32223	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-412234	CLM	Sophia Y Vazquez	1992-09-24	UHC-24298-39	9308438446	4625 Indian School Rd, Scottsdale, AZ, 85205	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402521	CLM	Mary Shaw	1961-12-27	UHC-19721-07	5165950021	3392 Forest Ave, Scottsdale, AZ, 85270	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432431	CLM	Yki Dominguez	1975-05-28	UHC-43448-72	7019235765	6273 Bayshore Dr, Charlotte, NC, 28262	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
CLM-406370	CLM	Carlos Austn	1990-08-02	—	—	7112 Mesa Dr, Phoenix, AZ, 85026	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-400000	CLM	Judy Herrera	1977-04-07	—	—	2759 Sage Ct, Mesa, AZ, 85264	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416525	CLM	Angela G Franklin	1977-10-14	UHC-52034-94	—	2488 Mountain View Dr, Eden Prairie, MN, 55362	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401564	CLM	Isabella Hudson	1970-08-08	—	5097910874	4880 Baseline Rd, Nashville, TN, 37299	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-405677	CLM	Barb Hanson	1969-12-18	—	4852307903	4769 Spring St, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426111	CLM	Mary Chen	1953-10-21	UHC-42080-36	8608569938	5728 Desert Sky Blvd, Charlotte, NC, 28248	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404754	CLM	Jeck T Vargas	2005-10-08	UHC-19817-94	—	2856 Baseline Rd, Plano, TX, 75000	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407209	CLM	Henry X Roberts	1969-10-21	UHC-17992-75	6856078523	7955 Sage Ct Apt 12, Chandler, AZ, 85285	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403711	CLM	Keith I Vazquez	1965-05-23	—	—	6164 Grand Ave, Scottsdale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418054	CLM	Karen O Andeson	1974-08-20	—	—	3300 Mountain View Dr, Los Angeles, CA, 90049	0.64	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+2 more
CLM-426568	CLM	Ahmed Fissher	1970-04-26	UHC-88024-63	—	3622 Church St, San Diego, CA, 92106	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-418673	CLM	Kyle Wallace	1979-06-21	UHC-43398-94	—	4635 Indian School Rd Apt 11, Tempe, AZ, 85290	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418114	CLM	Kimberly Burns	1982-01-20	—	—	3423 Camelback Rd Apt 19, Tempe, AZ, 85256	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401454	CLM	Noah K Thompson	1941-11-01	UHC-55460-63	3026728944	5805 Lincoln Way, Los Angeles, CA, 90083	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417946	CLM	Kevin Cunningham	1962-09-09	—	—	9629 Cedar Ln, Gilbert, AZ, 85264	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-429264	CLM	Nicholas Carr	1989-07-01	UHC-93074-69	9738314284	9452 Indian School Rd, Tucson, AZ, 85742	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400111	CLM	Priya Griffin	1949-11-04	UHC-95233-69	—	229 Elm St, Atlanta, GA, 30360	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409345	CLM	—Junk	1980-06-04	UHC-22345-18	—	2722 Grand Ave, Scottsdale, AZ, 85224	0.64	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
CLM-421030	CLM	Evelyn Q Matthews	1950-08-19	UHC-50807-12	3699550722	3422 Market St Apt 11, Chandler, AZ, 85260	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-413447	CLM	Emily Sanders	—	—	6952888530	1004 Central Ave, Glendale, AZ, 85313	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-416320	CLM	Gabriel Carr	2007-02-14	—	6693611473	2015 Jefferson Ave, Tempe, AZ, 85272	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413869	CLM	Jackie Contreras	1958-06-05	—	5819791556	8014 Forest Ave, Gilbert, AZ, 85286	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429694	CLM	Deebra Wod	1946-09-21	UHC-63319-04	—	3612 Sunset Blvd, Houston, TX, 77029	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407271	CLM	Graham M Mason	1983-02-26	UHC-31696-70	—	4232 Desert Sky Blvd, Charlotte, NC, 28201	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more

30,862 rows, page 124 of 618Previous Next