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-420447	CLM	Patrick Boyd	1977-05-24	—	—	7545 Mesa Dr, Mesa, AZ	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
CLM-411742	CLM	Priya Tucker	1981-02-07	UHC-26060-45	—	619 Ocean Ave, Jacksonville, FL, 32248	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-423444	CLM	Larry N Salazar	1959-01-11	UHC-88293-04	6173975906	3354 Park Pl, Gilbert, AZ, 85257	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-428370	CLM	Scott Kelley	1995-07-25	UHC-50527-90	—	9189 Canyon Rd, Seattle, WA, 98100	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-421258	CLM	Dot M Bradley	1952-09-12	—	—	634 Canyon Rd # 238, Seattle, WA, 98100	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
CLM-422284	CLM	Maria Cunningham	1959-10-20	UHC-51601-85	8988085832	7075 Pine Dr, Los Angeles, CA, 90008	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-428509	CLM	Frank Lawrence	1945-09-08	UHC-55442-75	8726626050	6136 Harbor Blvd, Fresno, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-403200	CLM	Samantha Watson	1998-11-08	UHC-51081-81	6914193597	3602 Ocean Ave, Phoenix, AZ, 85006	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416582	CLM	Mason Ramirez	1988-07-17	UHC-04462-47	—	7429 Bayshore Dr, Jacksonville, FL, 32296	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-400853	CLM	Nicholas Colemna	1945-09-10	UHC-80494-31	—	441 Washington St, Chandler, AZ, 85294	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-420462	CLM	Patrick Valdez	1950-04-27	—	6383743885	5078 Canyon Rd, Minneapolis, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-424554	CLM	Santiago Franklin	1954-10-10	—	9599179021	6914 Oak St, Mesa, AZ, 85299	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-410136	CLM	Roger U Ray	1977-08-03	UHC-43599-50	—	4127 Apache Blvd, Mesa, AZ, 85214	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412806	CLM	Matthew B Phillips	1974-09-16	UHC-56067-41	3757864725	9725 Jefferson Ave, Austin, TX, 78755	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405152	CLM	Douglas Hrnandez	1945-10-12	UHC-13991-22	—	1934 Lincoln Way, San Antonio, TX, 78213	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-432205	CLM	Marc V Allen	1984-07-06	—	7872124274	474 Harbor Blvd Apt 5, Eden Prairie, MN, 55391	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-402851	CLM	Olivia Chapman	1975-01-18	—	6167377091	9683 Market St, Eden Prairie, MN, 55397	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408407	CLM	Ana Gray	1969-02-06	UHC-67181-46	6554210090	887 Mountain View Dr # 367, Sacramento, CA, 95812	0.66	Name re-cased Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-402379	CLM	Julia Bailey	1954-05-06	UHC-66212-73	—	9691 Church St, Charlotte, NC, 28251	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-401296	CLM	George Medina	1973-04-16	UHC-11140-35	3594854403	2311 Sunset Blvd, Seattle, WA, 98192	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423688	CLM	Aaron E Johnson	1978-11-04	—	4347922415	9581 Indian School Rd, San Antonio, TX, 78283	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
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-411866	CLM	Helen West	—	UHC-20637-25	—	5497 Lincoln Way, Mesa, AZ	0.66	Name re-cased Date of birth unreadable ZIP missing Whitespace trimmed+1 more
CLM-419193	CLM	Joan Burton	1996-12-17	UHC-29497-54	—	4143 River Rd, Denver, CO, 80253	0.66	Two-digit birth year Gender normalised Plan code upper-cased Whitespace trimmed+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-415316	CLM	Sara K Scott	1958-06-18	—	—	9443 Broadway # 572, Tempe, AZ, 85270	0.66	Unit split from street Address re-cased ZIP+4 trimmed Whitespace trimmed+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-432116	CLM	Andrea J Gray	1975-11-10	—	—	1001 Broadway, Gilbert, AZ	0.66	Name re-cased State name converted to code ZIP missing 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-407514	CLM	Timothy S McDonald	1984-02-20	UHC-03894-18	—	—	0.66	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+1 more
CLM-411550	CLM	Gbariel T Nguyen	1949-04-25	UHC-08946-13	—	5009 Jefferson Ave Apt 29, Chandler, AZ, 85212	0.66	Unit split from street City re-cased State name converted to code Whitespace trimmed+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

30,862 rows, page 146 of 618Previous Next