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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400392	CLM	Ethan Lewis	1948-02-25	UHC-22221-92	—	5473 Lincoln Way, Houston, TX, 77041	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403708	CLM	Logan Sanchez	1970-12-08	UHC-37017-96	—	1334 Ridge Rd, Chandler, AZ, 85268	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-425918	CLM	Lisa Payne	1977-09-12	—	—	6546 Pine Dr, Tucson, AZ	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
CLM-400469	CLM	Virginia Gibson	1959-11-11	UHC-43822-84	2536849939	2972 Jefferson Ave Apt 22, Orlando, FL, 32886	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-402181	CLM	Catherine Silva	1991-10-18	UHC-28183-55	—	1651 Oak St, Austin, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-409157	CLM	Steven Gilbert	1963-12-04	UHC-22739-27	—	2769 Lincoln Way, Tampa, FL, 33611	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-420500	CLM	Bruce Perkins	1973-10-17	UHC-27600-51	3244923641	8366 Lake View Rd, Los Angeles, CA, 90048	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-409446	CLM	Joan Moore	1972-11-12	—	—	5224 Grand Ave Apt 15, Scottsdale, AZ, 85236	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-414128	CLM	Michelle Wong	1995-11-14	UHC-62600-52	—	9654 Central Ave, Chandler, AZ, 85215	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-429780	CLM	Steve Santos	1967-05-01	—	—	7119 Mountain View Dr, San Diego, CA, 92107	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-430048	CLM	Martha O Powell	2008-12-24	—	2216068204	6225 Church St, Nashville, TN, 37214	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411598	CLM	Mike F Li	1994-02-04	—	—	9287 Jefferson Ave, Eden Prairie, MN	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-406942	CLM	Natalie Riley	1951-12-26	—	—	9343 Ridge Rd, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-404559	CLM	David Daniels	2001-05-25	—	—	9352 Maple Ave Apt 6, Houston, TX, 77043	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-426034	CLM	Kayla Cole	2008-02-27	UHC-60226-22	—	2740 Highland Ave, Nashville, TN, 37276	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-405194	CLM	Jeremy Garrett	1996-11-08	UHC-85404-26	9353864371	2455 Pine Dr, Nashville, TN, 37279	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-401099	CLM	Martha Padilla	1940-01-26	UHC-51567-53	—	3228 River Rd Apt 22, Tempe, AZ, 85202	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-424229	CLM	Diana Morgan	1959-11-28	—	—	8762 Mesa Dr, San Antonio, TX, 78210	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-424350	CLM	Emma X Chapman	1990-12-02	UHC-69747-90	—	2569 Hillcrest Rd, Scottsdale, AZ, 85272	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-402030	CLM	Robert T Chen	1981-09-28	UHC-20989-04	9444041252	3700 Willow Ct, Las Vegas, NV, 89139	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415727	CLM	Randy Marshall	2007-12-17	UHC-21917-14	—	1355 Harbor Blvd, Los Angeles, CA, 90048	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428510	CLM	Frank Lawrence	1945-09-08	—	—	6136 Harbor Blvd, Fresno, CA, 93724	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-407927	CLM	Jeremy Reyes	1973-02-03	UHC-87372-54	—	5668 Church St, Tempe, AZ, 85276	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-427410	CLM	Gloria Ward	1968-09-02	—	—	2598 Hillcrest Rd, Miami, FL, 33166	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430819	CLM	Timothy U Edwards	1947-02-04	—	—	1203 Harbor Blvd, Las Vegas, NV, 89134	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430820	CLM	Timothy U Edwards	1947-02-04	—	—	1203 Harbor Blvd, Las Vegas, NV, 89134	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-404766	CLM	Julie Payne	1985-03-08	UHC-29124-63	9733748706	6265 Market St, Las Vegas, NV, 89115	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425071	CLM	Joen Fowler	1983-10-14	—	7126109526	7025 Sage Ct, Fresno, CA, 93722	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-424621	CLM	Jack Austin	1950-04-20	UHC-01081-09	—	6937 Union St Apt 39, Orlando, FL, 32834	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-418327	CLM	Scott Sims	1974-05-06	UHC-03945-14	9354293768	3054 Maple Ave, San Antonio, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-409371	CLM	Gerald W Ramirez	1975-05-28	UHC-09097-49	—	7735 Ridge Rd, Nashville, TN, 37236	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-423274	CLM	Scott Hughes	1997-01-24	UHC-27255-93	—	2208 River Rd, Orlando, FL, 32840	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410843	CLM	Albert Santos	1985-08-12	UHC-10621-50	6659790940	2953 Union St, Chandler, AZ, 85221	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425133	CLM	Nicole Riley	2000-12-27	UHC-46627-03	—	4814 Main St, Nashville, TN, 37295	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-407208	CLM	Ruse Brenda	1958-08-04	UHC-21607-07	7147314899	6353 Apache Blvd, Miami, FL, 33144	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420810	CLM	Mariana Jackson	1992-11-20	UHC-36939-96	—	8346 Palm Dr, Austin, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-416642	CLM	Maggie Cole	1973-09-02	UHC-65282-20	—	6556 Lake View Rd, Las Vegas, NV, 89198	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422321	CLM	Timothy Kelely	1963-02-22	UHC-22592-15	—	4707 Church St, Glendale, AZ, 85309	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407490	CLM	Doris G Murphy	1953-03-22	UHC-18676-02	—	9130 Lincoln Way, Tampa, FL, 33687	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-428839	CLM	Samantha Bell	1970-12-02	—	6409890536	5505 Church St # 843, Tampa, FL, 33695	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-432263	CLM	Bryan N Vargas	1991-01-19	—	—	6311 Sunset Blvd, Las Vegas, NV, 89101	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432533	CLM	Arjun Hanson	1962-01-24	UHC-47578-88	—	7609 Spring St, Seattle, WA, 98109	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-420427	CLM	Thomas Carter	1984-12-06	—	—	4427 Maple Ave, Glendale, AZ, 85304	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-414210	CLM	Danielle Webar	1961-11-12	—	—	9546 Valley View Dr, Scottsdale, AZ, 85274	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411284	CLM	Grace K Harrison	1956-10-08	UHC-04847-63	4546100957	592 Ocean Ave, Mesa, AZ, 85256	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-413022	CLM	Julie M Armstrong	1995-02-28	—	—	1904 Sunset Blvd, Chandler, AZ, 85239	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-402783	CLM	Wei C Carlson	1949-12-04	—	6729008203	3604 Hillcrest Rd Apt 18, Glendale, AZ, 85302	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-418353	CLM	Bobby Wright	1995-04-03	UHC-74847-84	4846556424	8097 Central Ave, Eden Prairie, MN, 55323	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-423526	CLM	Ruth Clark	1982-10-24	UHC-55596-08	—	2811 Apache Blvd, Nashville, TN, 37260	0.66	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421310	CLM	Douglas Padilla	1983-05-27	UHC-70673-95	—	6987 Park Pl, Atlanta, GA, 30312	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more

16,411 rows, page 140 of 329Previous Next