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-413274	CLM	Joe Peters	1999-06-14	UHC-86752-62	2235846559	6645 Palm Dr, Los Angeles, CA, 90080	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413985	CLM	Raymond Gilbert	1995-07-08	UHC-47520-61	—	6778 Sage Ct, Plano, TX, 75054	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-431591	CLM	Ethan V Kim	1972-01-09	—	—	3734 Grand Ave, Gilbert, AZ, 85213	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-422679	CLM	Kathryn Berry	1945-05-22	UHC-89770-54	8813003887	6986 Washington St, Houston, TX, 77052	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-408956	CLM	Andrea Carroll	—	—	—	6828 Oak St, Sacramento, CA, 95878	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-408972	CLM	Donald Stone	1967-03-17	UHC-18714-23	4873112150	4661 Bayshore Dr, Denver, CO, 80289	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427191	CLM	Kayla Vazquez	1948-06-13	—	9477132638	2691 Indian School Rd, Columbus, OH, 43214	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414068	CLM	Maria Jordan	1956-08-02	UHC-38848-23	—	9605 Cedar Ln, Austin, TX, 78745	0.66	Member ID reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-406607	CLM	Nancy Andrews	1983-12-26	UHC-15983-34	—	627 Grand Ave, Glendale, AZ, 85355	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416286	CLM	Mei Turner	1941-10-09	UHC-49851-73	—	9888 Sunset Blvd Apt 2, Scottsdale, AZ, 85219	0.66	Unit split from street Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-432673	CLM	Amber Griffin	1939-12-09	UHC-63625-50	4068914367	6088 Desert Sky Blvd, San Diego, CA, 92193	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-426767	CLM	Virginia Green	1963-10-26	UHC-24354-61	2292047499	8700 Sunset Blvd Apt 2, San Diego, CA, 92126	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
CLM-410509	CLM	Patrick Gutierrez	1972-12-13	UHC-95777-12	—	8668 Mesa Dr, Los Angeles, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-416049	CLM	Raymond Thomas	—	UHC-02723-41	—	7605 Harbor Blvd, Phoenix, AZ, 85007	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407386	CLM	Katherine James	2001-09-14	UHC-01774-66	—	6636 Highland Ave, Miami, FL, 33180	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-406163	CLM	Terry Berry	1992-11-05	UHC-47331-48	6527557565	7774 Maple Ave, Houston, TX, 77091	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428047	CLM	Roger R Arnold	1998-06-21	UHC-95060-50	—	1890 Meadow Ln, Fresno, CA, 93709	0.66	Two-digit birth year State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-410796	CLM	Nancy Carroll	1979-05-04	UHC-31589-42	—	6414 Meadow Ln, Phoenix, AZ, 85091	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404037	CLM	Jese Ryan	1984-11-25	UHC-71476-43	—	1048 Mesa Dr, Glendale, AZ, 85303	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-416388	CLM	Roy W Miller	1990-05-01	UHC-67866-09	2336965521	5616 Ridge Rd, Chandler, AZ, 85213	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-429370	CLM	Logan P Sanders	1962-11-27	UHC-91805-80	—	5114 Forest Ave, Fresno, CA, 93769	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-404826	CLM	Marcus Hart	1983-11-13	—	4373526442	3873 Lincoln Way, Gilbert, AZ, 85279	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-431299	CLM	Danielle P Boyd	1988-04-25	UHC-99875-36	6728359962	6982 Mountain View Dr, Miami, FL, 33116	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405636	CLM	Brandon Snyder	1968-12-04	—	—	8063 Pine Dr Apt 28, Nashville, TN, 37248	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419654	CLM	Lisa Vargas	1939-02-28	—	—	3295 Meadow Ln, Atlanta, GA, 30367	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
CLM-432391	CLM	Charlotte C Simpson	1998-06-25	UHC-77087-39	9085082494	5938 Jefferson Ave, Sacramento, CA, 95834	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432390	CLM	Charlotte C Simpson	1998-06-25	UHC-77087-39	9085082494	5938 Jefferson Ave, Sacramento, CA, 95834	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409710	CLM	Denise F Lopez	1984-03-27	UHC-94618-30	—	5822 Hillcrest Rd, Minneapolis, MN	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-422456	CLM	Larry Cole	1986-09-09	UHC-55286-40	7605663804	7823 Bayshore Dr, Seattle, WA, 98167	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429763	CLM	Nicole C Le	1987-04-18	—	—	9757 Church St, Mesa, AZ, 85277	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-410989	CLM	Gerald Robertson	1950-10-09	—	7873326872	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-404408	CLM	Matt White	1973-02-19	—	4784644206	8059 Valley View Dr, Gilbert, AZ, 85224	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425070	CLM	Joan Fowler	1983-10-14	—	7126109526	7025 Sage Ct, Fresno, CA, 93722	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-419581	CLM	Tran Vincent	—	UHC-61998-96	—	3950 Harbor Blvd, San Diego, CA, 92172	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429407	CLM	Edward F Edwards	1964-11-24	—	—	1315 Apache Blvd Apt 7, Charlotte, NC, 28241	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-422539	CLM	Maria Lopez	1945-04-08	UHC-24953-26	5884467083	3303 Forest Ave, Jacksonville, FL, 32243	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-402948	CLM	Chris Weaver	1986-04-05	UHC-97085-20	—	9496 Lincoln Way, Chandler, AZ, 85269	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407194	CLM	Emma Crawford	1984-03-02	—	—	5153 Sage Ct, San Diego, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-419300	CLM	Isabella Walsh	1979-06-04	UHC-12076-16	2132024417	8165 Camelback Rd, Orlando, FL, 32827	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-401009	CLM	Andrea Meyer	1993-04-13	—	—	1916 Mountain View Dr, Los Angeles, CA, 90007	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409801	CLM	Debra Lee	—	UHC-96470-57	7693478346	2601 Hillcrest Rd, Jacksonville, FL, 32231	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413148	CLM	Lucia Owens	2008-07-17	UHC-32020-14	—	4476 Pine Dr, Charlotte, NC, 28268	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-406299	CLM	Sarah Scott	1944-05-16	UHC-34036-57	—	9320 Maple Ave, Orlando, FL, 32813	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-411757	CLM	Daniel Wood	1976-08-20	UHC-16055-58	—	2271 Desert Sky Blvd, Plano, TX, 75050	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-415918	CLM	Karen Montgomery	1949-10-28	—	—	6291 Oak St, Las Vegas, NV, 89185	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415917	CLM	Karen Montgomery	1949-10-28	—	—	6291 Oak St, Las Vegas, NV, 89185	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-431901	CLM	Margaret F Fernandez	1938-09-28	—	—	1878 Ocean Ave, Atlanta, GA	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-431900	CLM	Margaret F Fernandez	1938-09-28	—	—	1878 Ocean Ave, Atlanta, GA	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-408276	CLM	Debra Fuller	1993-07-20	—	5689833222	4128 Mountain View Dr, Chandler, AZ, 85223	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
CLM-402623	CLM	Luis Vega	1938-07-28	—	—	2560 Ocean Ave # 314, Minneapolis, MN, 55458	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more

30,862 rows, page 159 of 618Previous Next