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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403383	CLM	Jacob Guerrero	2004-01-18	UHC-78856-87	3317366422	1954 Grand Ave, Plano, TX, 75079	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-409816	CLM	Hiroshi Rice	1947-09-04	—	6533423667	5783 Oak St, Jacksonville, FL, 32271	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427913	CLM	Denise Little	1975-11-22	—	—	3747 Market St, Mesa, AZ, 85207	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-425549	CLM	Aisha Maldonado	1965-04-08	UHC-43714-18	2406308438	6060 Sage Ct, Orlando, FL, 32867	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414864	CLM	Sctot Gibson	1966-11-03	—	4635858937	1015 Willow Ct, Glendale, AZ, 85390	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414761	CLM	Brenda H Singh	1973-12-05	UHC-47269-68	2684378600	1625 Lake View Rd, Seattle, WA, 98123	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-427279	CLM	Randy Pierce	1976-09-16	UHC-30239-36	9367413338	5408 Bayshore Dr, Mesa, AZ, 85229	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-408212	CLM	Blily Olson	1974-06-21	—	7064463924	8096 River Rd, Mesa, AZ, 85259	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429697	CLM	Gabriel Howell	1943-02-05	UHC-87332-44	5866676679	2866 Harbor Blvd, Seattle, WA, 98157	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412125	CLM	Janice Davis	1974-01-24	UHC-78960-88	9632876901	6350 Grand Ave, Gilbert, AZ, 85293	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417637	CLM	Anthony Elliott	1957-04-07	UHC-53370-86	—	9767 Willow Ct, Glendale, AZ, 85381	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-402452	CLM	Sandra Smith	1967-08-12	UHC-43199-80	8493845123	2812 Maple Ave, Denver, CO, 80280	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407529	CLM	Roger Q White	1948-08-05	UHC-38078-45	3374570252	1094 Baseline Rd, Seattle, WA, 98105	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-413559	CLM	Bryan Jimenez	1961-03-08	UHC-52341-82	9374503850	1671 Bayshore Dr, Phoenix, AZ, 85054	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-424667	CLM	Alice Mejia	1942-06-13	UHC-60560-81	2824471224	649 Apache Blvd, Denver, CO, 80254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-408689	CLM	Eugene Watkins	1997-10-17	UHC-86450-26	7018293443	9178 Park Pl, Scottsdale, AZ, 85294	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412036	CLM	Julie J Wilson	1990-10-20	UHC-76381-41	2859476131	9127 Pine Dr, Columbus, OH, 43249	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-414375	CLM	Amber Wlch	1942-02-28	UHC-68756-92	7769379595	6817 Church St, Glendale, AZ, 85348	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-425378	CLM	Tucker Philip	1982-02-21	—	7326363269	9361 Jefferson Ave, Orlando, FL, 32873	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432726	CLM	Sarah Fuller	1958-03-06	UHC-44743-03	—	5274 Maple Ave, Glendale, AZ, 85334	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-414805	CLM	Annna Kelly	1985-03-14	UHC-87375-51	8277452715	7578 Mesa Dr, Las Vegas, NV, 89145	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409257	CLM	Arjun Elliott	1997-06-07	UHC-67426-37	5797593513	6148 Grand Ave, Tampa, FL, 33654	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428156	CLM	Kimberly Henderson	1942-10-18	UHC-39645-38	7657307466	4544 Mountain View Dr, Eden Prairie, MN, 55377	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-408175	CLM	Aisha V Davis	2006-03-03	UHC-31947-84	3143940177	9578 Spring St, Nashville, TN, 37229	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418396	CLM	Helen Oliver	1978-08-26	—	7446677328	7301 Church St, Columbus, OH, 43250	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-408893	CLM	Jean Carr	1969-06-27	—	—	901 Central Ave, Los Angeles, CA, 90095	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-429759	CLM	Ana N Sendoval	1951-01-11	UHC-55976-50	9547799028	3345 Sunset Blvd, Austin, TX, 78728	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-429580	CLM	Katherine N Ramirez	1958-09-11	—	2237033326	8202 Palm Dr, Gilbert, AZ, 85212	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-402655	CLM	Amy Murray	1952-03-15	UHC-24519-12	—	5657 Central Ave, San Diego, CA, 92144	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-401726	CLM	Emma Patel	1988-09-21	—	5562339202	3616 Indian School Rd, Phoenix, AZ, 85021	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-420115	CLM	Roger C Wang	1971-06-16	UHC-11203-29	9806840763	932 Park Pl, Denver, CO, 80289	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427472	CLM	Kevin Cunningham	1985-04-13	UHC-16391-20	9357176249	7364 Highland Ave, Fresno, CA, 93768	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-423226	CLM	Joyce R Evans	1958-08-12	UHC-33176-99	3013811340	3579 Park Pl, San Diego, CA, 92108	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-429276	CLM	Noah D Marquez	1954-02-05	UHC-44909-14	7477686986	3964 Cedar Ln, Columbus, OH, 43244	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-428291	CLM	Hannah Harris	1962-05-09	—	—	4928 Bayshore Dr, Glendale, AZ, 85356	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-432377	CLM	Amanda Yang	1941-10-25	UHC-99907-18	2575223460	1855 Baseline Rd, Mesa, AZ, 85237	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-430285	CLM	Deborah Grodon	1995-09-18	—	—	5176 Mesa Dr, San Diego, CA, 92158	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-423491	CLM	Mariana Flores	1977-09-19	UHC-75178-35	7913273035	8810 Elm St, Gilbert, AZ, 85254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-426345	CLM	Omar Weaver	2002-02-28	UHC-71491-85	7039799708	4595 Sage Ct, Fresno, CA, 93782	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-424255	CLM	Scott N Anedrson	1987-07-26	—	2314012079	4712 Hillcrest Rd, Glendale, AZ, 85348	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425603	CLM	Lauren Wang	1963-08-19	—	8896251698	6246 Park Pl, Nashville, TN, 37252	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-414036	CLM	Christine O Bryant	1964-01-02	—	3139113030	8446 Union St, Jacksonville, FL, 32234	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-432229	CLM	Lisa Graham	1951-12-26	UHC-27955-94	2176652716	4093 Ridge Rd, Tampa, FL, 33671	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-403716	CLM	Mei Y Mendoza	1963-08-04	UHC-90746-47	6364097441	8355 Pine Dr, Gilbert, AZ, 85299	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408695	CLM	Aisha A Allen	1979-02-22	—	7486011768	6345 Meadow Ln, Scottsdale, AZ, 85262	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-419243	CLM	Christina Foster	1940-05-04	UHC-20894-63	6903074633	1579 Church St, Plano, TX, 75052	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422423	CLM	Thomas U Baker	1955-02-04	UHC-94453-11	—	9431 Desert Sky Blvd, Eden Prairie, MN, 55392	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-402756	CLM	Lucia D Bryant	1975-06-09	UHC-06528-43	—	7161 Canyon Rd, Houston, TX, 77078	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-423999	CLM	Frank Richards	1983-06-28	—	3834850609	7748 Meadow Ln, Jacksonville, FL, 32201	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423146	CLM	Bobby Adams	1972-01-12	UHC-70130-54	—	8522 Spring St, Plano, TX, 75070	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

2,633 rows, page 21 of 53Previous Next