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-414638	CLM	Hiroshi Gonzalez	1939-03-20	UHC-77778-93	7762634025	6699 Willow Ct, Scottsdale, AZ	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
CLM-430693	CLM	Lucia Goemz	—	UHC-42126-16	5283601314	5088 Union St, Gilbert, AZ, 85255	0.64	Date of birth unreadable Member ID reformatted City re-cased ZIP+4 trimmed+2 more
CLM-414076	CLM	Christina Larson	1995-09-26	UHC-33882-58	—	7029 Market St, Las Vegas, NV, 89190	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-412774	CLM	Walter Ward	1961-05-09	—	6892205367	8712 Main St # 960, Sacramento, CA, 95896	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422301	CLM	Kimberly Armstrong	1969-10-12	—	—	5404 Maple Ave # 112, Sacramento, CA, 95897	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-417917	CLM	Donald G Fernandez	1956-09-28	UHC-09849-83	8946283124	1413 Meadow Ln Apt 36, Tucson, AZ, 85793	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-417918	CLM	Donald G Fernandez	1956-09-28	UHC-09849-83	8946283124	1413 Meadow Ln Apt 36, Tucson, AZ, 85793	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407311	CLM	Christopher B Cooper	1968-04-23	—	—	3094 Willow Ct, Columbus, OH	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
CLM-408958	CLM	Andrea Carroll	1988-07-02	UHC-45950-02	2617194299	6828 Oak St, Sacramento, CA, 95878	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-405365	CLM	Elijah A Brooks	1964-10-22	—	2769406433	2640 Baseline Rd, Orlando, FL, 32829	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429943	CLM	Patrick Sanders	2005-09-06	—	—	4835 Apache Blvd, San Diego, CA, 92193	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405336	CLM	Henry Mitchell	1992-03-03	—	—	3105 Mountain View Dr, Columbus, OH, 43223	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425840	CLM	Laura Peterson	1998-11-12	UHC-01699-49	—	7718 Main St, Tempe, AZ, 85243	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429262	CLM	Nicholas Carr	1989-07-01	UHC-93074-69	9738314284	9452 Indian School Rd, Tucson, AZ, 85742	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-422851	CLM	George Kelley	1982-01-24	UHC-50392-85	—	1386 Bayshore Dr, Gilbert, AZ, 85275	0.64	Member ID reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-422033	CLM	Brian Coleman	1948-01-28	UHC-17963-76	8497860912	4479 Ocean Ave, San Antonio, TX, 78252	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422531	CLM	Betty Johnston	1977-01-21	UHC-31784-85	6585984154	4534 Baseline Rd, Houston, TX, 77096	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-422393	CLM	Josh Payne	1938-09-03	UHC-40350-50	—	5146 Cedar Ln, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-422392	CLM	Josh Payne	1938-09-03	UHC-40350-50	—	5146 Cedar Ln, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410227	CLM	Loir Cooper	1954-12-05	—	—	7740 Washington St, Las Vegas, NV, 89191	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-400284	CLM	Adam Harper	1994-06-26	UHC-81160-12	4604830028	3915 Maple Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
CLM-410144	CLM	William Contreras	2002-04-08	—	2025322515	3013 Grand Ave, Seattle, WA, 98116	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419502	CLM	Larry Banks	1947-05-21	UHC-47014-15	—	7288 Mesa Dr Apt 29, Sacramento, CA, 95840	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-409231	CLM	Olivia G Ramos	1998-07-18	—	3836580335	6004 Harbor Blvd, Los Angeles, CA, 90046	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401810	CLM	Jacqueline Willis	2003-09-05	—	8716036630	5661 Sage Ct, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401811	CLM	Jacqueline Willis	2003-09-05	—	8716036630	5661 Sage Ct, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-406813	CLM	Vincent Lewis	1977-02-13	UHC-59903-89	7694508550	7484 Bayshore Dr, Glendale, AZ, 85383	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424164	CLM	Larson Gary	1949-11-11	—	—	8955 Canyon Rd, Atlanta, GA, 30374	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-418906	CLM	Austin Li	1962-04-04	UHC-41620-28	—	3597 Spring St # 140, Plano, TX, 75029	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414777	CLM	Jacob Carr	1995-12-25	UHC-36540-95	—	473 Grand Ave, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424584	CLM	Alexander Moore	1977-02-04	—	—	6873 Pine Dr Apt 39, Scottsdale, AZ, 85215	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413692	CLM	Diane H West	1996-07-02	UHC-87387-07	—	9757 Ridge Rd, Charlotte, NC, 28285	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-417603	CLM	Arthur Gibson	1982-09-25	UHC-31926-06	—	6998 Cedar Ln Apt 33, Austin, TX	0.66	Unit split from street City re-cased ZIP missing Whitespace trimmed+1 more
CLM-427036	CLM	Aisha Cunningham	1996-12-02	UHC-04872-68	2372707273	3681 Union St, Dallas, TX, 75267	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420461	CLM	Patrick Valdez	1950-04-27	—	6383743885	5078 Canyon Rd, Minneapolis, MN, 55432	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422832	CLM	Dylan Perrry	1956-03-25	UHC-04097-97	—	1210 Canyon Rd, Mesa, AZ, 85252	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-408377	CLM	Ralph Z Graham	1981-01-27	UHC-10242-73	—	3792 Palm Dr, San Diego, CA, 92127	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425967	CLM	Sophia Walker	—	—	9819677772	—	0.66	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-404409	CLM	Matthew Y White	1973-02-19	—	—	8059 Valley View Dr, Gilbert, AZ, 85224	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411503	CLM	Jeffrey Y Valdez	1998-02-08	UHC-15233-48	—	5176 Baseline Rd, Atlanta, GA, 30310	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-425115	CLM	Christine Whiet	1945-10-20	UHC-96746-66	—	9707 Bayshore Dr, Gilbert, AZ, 85269	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-429939	CLM	Laurne I Johnson	1991-06-02	—	—	1441 Central Ave, Tempe, AZ, 85200	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-417467	CLM	Alice Harper	1979-06-01	—	—	6995 Meadow Ln, Plano, TX, 75017	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+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-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-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-428812	CLM	Rallph Tran	1938-12-26	—	—	9090 Pine Dr, Sacramento, CA, 95876	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-430900	CLM	Virginia N Harvey	1955-12-22	UHC-76444-88	5374730234	4131 Main St, Columbus, OH, 43284	0.66	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+1 more

18,771 rows, page 103 of 376Previous Next