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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403476	CLM	David Hall	1949-06-04	UHC-32874-59	5856060670	766 Central Ave, Denver, CO, 80252	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402081	CLM	Larry Butler	1953-04-19	UHC-35192-72	—	3941 Palm Dr, San Antonio, TX, 78201	0.76	Name re-cased Member ID reformatted State code upper-cased Gender normalised+2 more
CLM-427546	CLM	Joe Hicks	1963-10-13	—	—	3667 Meadow Ln, Phoenix, AZ, 85003	0.76	Name re-cased City re-cased State name converted to code Plan code upper-cased+2 more
CLM-413462	CLM	Matthew Fowler	1946-10-15	—	6606137410	—	0.76	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+2 more
CLM-432597	CLM	Joyce Collins	1941-03-23	UHC-33766-76	—	4149 Church St, Eden Prairie, MN, 55328	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-405875	CLM	Evelyn Chavez	1955-01-09	UHC-31235-11	—	6106 Maple Ave, Nashville, TN, 37275	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-416478	CLM	Jean Lynnch	1996-12-23	UHC-03327-17	7358644371	5840 Spring St, Sacramento, CA, 95860	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-426448	CLM	Mason Z Jacobs	1988-12-28	—	3407729815	4277 River Rd # 316, Los Angeles, CA, 90057	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-416952	CLM	Elijah Richardson	1951-04-02	—	8383667294	3875 Park Pl, Orlando, FL, 32864	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-418460	CLM	Jack Y Dunn	2007-02-20	—	4384003779	414 Broadway, Nashville, TN, 37216	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-404551	CLM	Patricia Gonzales	2002-07-18	—	—	5925 Cedar Ln, Minneapolis, MN, 55404	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-415309	CLM	Brandon G Rivera	1991-04-07	—	—	5041 Jefferson Ave, Glendale, AZ, 85328	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-414003	CLM	Nancy Mills	1981-07-20	UHC-00702-28	4706389323	7380 Oak St, Charlotte, NC, 28244	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419918	CLM	Tony Hansen	1963-05-16	UHC-17160-06	—	8380 Elm St, Orlando, FL	0.76	Name re-cased Date of birth reformatted ZIP missing Plan code upper-cased+2 more
CLM-410681	CLM	Steven G Campbell	1996-09-20	UHC-56403-13	4432794992	5909 Central Ave, Orlando, FL, 32898	0.76	Date of birth reformatted Phone reformatted ZIP+4 trimmed Plan code upper-cased+2 more
CLM-410340	CLM	Emma Simpson	1952-06-28	UHC-99558-87	—	3337 Valley View Dr, Scottsdale, AZ, 85291	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-432124	CLM	Madison Carpenter	1997-10-11	UHC-28496-43	5889237039	913 Cedar Ln, Nashville, TN, 37274	0.76	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+2 more
CLM-432574	CLM	Stephen West	1942-02-06	—	3659807490	1006 Market St, Houston, TX, 77065	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-410483	CLM	Sean Z Bishop	1972-02-13	UHC-26339-90	—	1837 Grand Ave, Los Angeles, CA, 90082	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-432603	CLM	Maria Perry	1959-07-07	—	8904423563	7211 Lake View Rd, Scottsdale, AZ, 85256	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-402178	CLM	Arthur Reynolds	1984-05-13	—	—	9016 Elm St, Tampa, FL, 33696	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418762	CLM	Cheryl Silva	1960-05-07	UHC-61430-78	3079752556	—	0.76	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+2 more
CLM-406710	CLM	Mairana Simmons	1954-11-18	—	—	5200 Desert Sky Blvd, Tempe, AZ, 85279	0.76	Name re-cased Date of birth reformatted State name converted to code Plan code upper-cased+2 more
CLM-429456	CLM	Jose Yang	1996-12-24	—	—	6764 Ridge Rd, Tampa, FL, 33657	0.76	Street suffix standardised Address re-cased State code upper-cased Plan code upper-cased+2 more
CLM-416370	CLM	Lisa Rice	1975-07-12	UHC-13130-09	—	1330 Ridge Rd, Phoenix, AZ, 85094	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420227	CLM	Raymond Elliott	1956-04-25	UHC-34636-62	8403759083	8816 Forest Ave, Denver, CO, 80284	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421201	CLM	Peterson V Diane	1945-05-14	UHC-44831-58	4464578209	7230 Church St, Jacksonville, FL, 32223	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421202	CLM	Peterson V Diane	1945-05-14	UHC-44831-58	4464578209	7230 Church St, Jacksonville, FL, 32223	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414687	CLM	Evelyn Burns	1919-10-17	UHC-64453-70	7284719453	4461 Spring St, Tampa, FL, 33671	0.76	Street suffix standardised Address re-cased Email lower-cased Plan code upper-cased+2 more
CLM-406247	CLM	Martha Rodriguez	1977-06-11	UHC-02773-73	8246313228	3973 Washington St, Phoenix, AZ, 85093	0.76	Phone reformatted City re-cased ZIP+4 trimmed Plan code upper-cased+2 more
CLM-428477	CLM	Jack Castro	1990-05-26	UHC-62887-60	—	2221 Mesa Dr, Nashville, TN, 37231	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
CLM-412898	CLM	Logan F Carpenter	1977-10-08	UHC-28655-27	4666079054	4033 Mountain View Dr, Phoenix, AZ, 85052	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-420066	CLM	Brian Reed	1946-07-11	UHC-20399-40	9316226585	5389 Jefferson Ave, Eden Prairie, MN, 55383	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
CLM-420058	CLM	Christina Hunter	1958-08-07	—	—	8080 Palm Dr, Atlanta, GA, 30331	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-424903	CLM	Susan T Lane	1960-03-01	UHC-73756-54	—	2400 Hillcrest Rd, San Diego, CA, 92144	0.76	Name re-cased Member ID reformatted Gender normalised Plan code upper-cased+2 more
CLM-428895	CLM	Brtitany Griffin	1967-12-24	UHC-33334-49	—	8300 Mountain View Dr, San Antonio, TX, 78229	0.76	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+2 more
CLM-400454	CLM	Nicole Chen	1978-03-01	—	9148064077	4532 Apache Blvd, Tempe, AZ, 85240	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-403775	CLM	Nicole Kelley	1961-04-04	UHC-85597-57	—	4084 Central Ave, Plano, TX, 75074	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-400634	CLM	Brian Cole	1960-09-26	—	8247148547	8635 Market St, Miami, FL, 33182	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-425088	CLM	Joan Bennett	1943-02-10	—	6647783668	6070 Union St, San Diego, CA, 92146	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403290	CLM	Arthur Hall	1938-11-24	UHC-87611-37	2655323170	686 Church St, Glendale, AZ, 85360	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401605	CLM	Martha Simmoons	2002-02-09	—	6406005170	1191 Park Pl, Atlanta, GA, 30306	0.76	Phone reformatted City re-cased State name converted to code Plan code upper-cased+2 more
CLM-426067	CLM	Alexander Marquez	1978-08-01	—	—	8121 Park Pl, Denver, CO, 80215	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-406238	CLM	Sharon Hanson	2001-07-07	UHC-65180-55	2427033344	33 River Rd, Sacramento, CA, 95834	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427424	CLM	Eric D Russell	1964-12-03	—	2317871677	3605 Ridge Rd, Mesa, AZ, 85250	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414554	CLM	Russell Fields	1978-10-06	UHC-70631-52	2939630406	1174 Lake View Rd, Tempe, AZ, 85260	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430848	CLM	Hannah Butler	1987-06-26	UHC-70941-53	—	5044 Union St, San Antonio, TX, 78212	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-401167	CLM	Natalie Chavez	1950-11-12	UHC-93945-67	—	2832 Jefferson Ave, Austin, TX, 78789	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415119	CLM	Charles Burke	1955-11-08	UHC-58990-73	—	5211 Sunset Blvd, Atlanta, GA, 30354	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-409476	CLM	Aaron Estrada	1988-08-23	UHC-63672-89	3947125800	8086 Pine Dr, Scottsdale, AZ, 85208	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

825 rows, page 8 of 17Previous Next