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-419758	CLM	George Valdze	1998-11-25	UHC-34806-17	8909128333	3498 Church St, Charlotte, NC, 28245	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428323	CLM	Michelle G Harrison	2000-04-28	—	7899307291	2767 Indian School Rd # 822, Jacksonville, FL, 32204	0.64	Name re-cased Phone reformatted Unit split from street Gender normalised+2 more
CLM-417491	CLM	Richard Q Hawkins	1963-06-14	UHC-05462-25	—	8626 Indian School Rd, Minneapolis, MN	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-415436	CLM	Matthew Gilbert	1950-10-25	UHC-74569-95	—	8101 Bayshore Dr, San Diego, CA, 92198	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-402017	CLM	Raymond Hall	1978-08-11	—	8547646325	3690 Elm St, San Antonio, TX, 78298	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430634	CLM	Alexis Morrison	1949-03-08	—	—	4439 Apache Blvd, Tampa, FL, 33646	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-427836	CLM	Michelle Harrper	1952-04-17	UHC-59426-45	—	3693 Union St, Plano, TX, 75080	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403546	CLM	Teresa Wilson	1977-09-18	UHC-45385-63	3675462817	456 Canyon Rd, Tucson, AZ, 85775	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405108	CLM	Walter S Wallace	1947-11-07	UHC-21909-81	6117535138	4602 Washington St, Tampa, FL, 33666	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-401565	CLM	Vincent George	—	—	—	2954 Lincoln Way, Phoenix, AZ, 85029	0.64	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-405947	CLM	Sharon C Aguilar	1990-09-19	UHC-98678-80	—	4558 Pine Dr, Atlanta, GA, 30358	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-429454	CLM	Jose Yang	1996-12-24	UHC-79343-17	—	6764 Ridge Rd Apt 25, Tampa, FL, 33657	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400763	CLM	Billy Thomas	1961-12-16	—	—	394 Cedar Ln, Mesa, AZ, 85220	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-423452	CLM	Amber Wells	1953-04-11	—	—	3814 Palm Dr, Eden Prairie, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421343	CLM	Eugene Spencer	1980-09-06	—	7877832098	480 Bayshore Dr, San Antonio, TX, 78214	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-409317	CLM	Julie Reynolds	2003-09-10	—	—	9505 Meadow Ln, Seattle, WA, 98136	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402252	CLM	Nancy Bennett	—	—	4122555921	7655 Bayshore Dr, Denver, CO, 80244	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402770	CLM	Gloria Perez	1980-02-17	UHC-82117-14	6766305258	8074 Pine Dr, Tampa, FL, 33635	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-430067	CLM	Dona Bell	—	UHC-23412-40	—	—	0.64	Name re-cased Date of birth unreadable Email lower-cased Gender normalised+2 more
CLM-407890	CLM	Vincent Palmer	1969-09-01	UHC-31592-87	—	6694 Market St, Seattle, WA, 98173	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-426249	CLM	Wayne Hunt	1959-02-25	UHC-34787-44	6206361503	8367 Willow Ct, Tucson, AZ, 85769	0.64	Phone reformatted SSN last four extracted City re-cased State name converted to code+2 more
CLM-420190	CLM	Maria Gonzales	—	UHC-94421-13	—	1366 Lincoln Way, Atlanta, GA, 30321	0.64	Date of birth missing Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-407441	CLM	Evelyn Burke	1951-03-08	—	—	9253 Valley View Dr, Atlanta, GA, 30365	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-421653	CLM	Jim M Maldonado	1954-08-19	—	2759874401	9382 Mountain View Dr, Mesa, AZ, 85272	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-408880	CLM	Juna Powell	1975-01-22	UHC-99289-88	4517712270	1179 Bayshore Dr, Los Angeles, CA, 90058	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414348	CLM	Kayla Knight	—	UHC-65232-63	—	3353 Highland Ave, Mesa, AZ, 85246	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
CLM-424441	CLM	Kenneth Daniels	1986-12-06	—	3872567309	3524 Central Ave, Orlando, FL, 32837	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431657	CLM	Billy Fisher	1980-06-20	—	6996269135	1611 Hillcrest Rd, Seattle, WA, 98155	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428393	CLM	Aaron Gonzalez	1962-11-03	—	2538912028	9680 Mountain View Dr, Seattle, WA, 98103	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417113	CLM	Alan Lane	1982-06-10	UHC-36065-99	8393582959	3933 Pine Dr, Plano, TX, 75096	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416998	CLM	Kenneth Carr	1947-01-02	UHC-16971-71	—	5461 Grand Ave, Tucson, AZ, 85710	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-431877	CLM	Patrick Y Padilla	1968-02-15	UHC-49823-74	—	4783 Oak St, Mesa, AZ, 85264	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
CLM-424761	CLM	Shirley Munoz	1962-10-06	—	—	9750 Sage Ct, Fresno, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-402550	CLM	Jordan Porter	1970-07-21	UHC-35270-91	—	214 Washington St, Los Angeles, CA	0.64	Name re-cased Member ID reformatted ZIP missing Gender normalised+2 more
CLM-405006	CLM	Linda O Martinez	1963-12-01	—	—	9442 Lake View Rd, Las Vegas, NV, 89148	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-422761	CLM	Paul L King	1938-01-15	—	7426528430	327 Ridge Rd, Charlotte, NC, 28241	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426372	CLM	Sharon Salazar	1961-01-18	—	3908660416	1694 Mesa Dr, Atlanta, GA, 30393	0.64	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-418280	CLM	Beerly Moreno	1956-04-28	—	2828058561	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-423291	CLM	Luis Nuenz	1978-02-27	UHC-38456-51	—	967 Bayshore Dr, Tampa, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-414892	CLM	Fatima S Soto	1993-08-20	UHC-71122-66	—	8728 Sage Ct, Columbus, OH, 43230	0.64	SSN last four extracted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-417995	CLM	Adam Lewis	1977-05-17	UHC-06334-32	—	5302 Indian School Rd, Austin, TX, 78729	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424108	CLM	Omar Ferguson	1950-11-04	UHC-22742-24	—	7551 Harbor Blvd, Los Angeles, CA, 90022	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-418770	CLM	Sophia W Evans	1974-12-27	UHC-44844-73	—	9437 Sunset Blvd Apt 40, Chandler, AZ, 85230	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411711	CLM	Anthony Carr	1972-04-27	UHC-16569-19	5814629705	8920 Sage Ct, Mesa, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-405642	CLM	Andrew Davis	—	UHC-87127-13	9404659477	1983 Oak St, Tucson, AZ, 85725	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424004	CLM	Jeremy V Elliott	1977-09-03	UHC-55568-28	—	1576 Grand Ave, Tucson, AZ, 85784	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424005	CLM	Jeremy V Elliott	1977-09-03	UHC-55568-28	—	1576 Grand Ave, Tucson, AZ, 85784	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-409560	CLM	Andrew L Bennett	1959-07-03	UHC-25240-08	—	7099 Cedar Ln, Las Vegas, NV	0.64	Member ID reformatted City re-cased ZIP missing Gender normalised+2 more
CLM-426678	CLM	Batty Pena	1979-03-21	UHC-94994-59	6775151078	9749 Pine Dr, Jacksonville, FL, 32230	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-414856	CLM	Donald Gonzales	2006-10-09	—	9435833336	179 Forest Ave, Jacksonville, FL, 32280	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more

18,771 rows, page 100 of 376Previous Next