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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406428	CLM	Ashley Mason	1971-10-05	UHC-45542-39	6759693063	8239 Mesa Dr, Los Angeles, CA, 90068	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-413158	CLM	Jesse Webb	1946-04-25	UHC-26449-28	—	4994 Lincoln Way # 382, Eden Prairie, MN, 55396	0.60	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
CLM-406020	CLM	Jack Richerds	1960-01-18	UHC-96441-75	9347378156	9467 Valley View Dr, San Antonio, TX, 78229	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-432527	CLM	—Junk	1995-06-04	UHC-48415-05	—	5289 Jefferson Ave, Atlanta, GA, 30368	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+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-430976	CLM	Philip Day	—	UHC-67344-68	8455978616	6435 Sage Ct, Plano, TX, 75021	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+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-422777	CLM	Michelle Burns	1938-06-03	UHC-94933-30	3189326726	4095 Park Pl, Dallas, TX	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-425089	CLM	Wei B Rodriguez	1944-09-20	UHC-29509-85	—	8123 Mountain View Dr, Tempe, AZ, 85254	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
CLM-428478	CLM	Brandon Sanchez	1967-08-24	UHC-70694-47	3565802709	2492 Grand Ave, Nashville, TN, 37257	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
CLM-411340	CLM	Anthony Hiill	2003-07-19	UHC-15437-91	4644284895	7834 Palm Dr # 320, Mesa, AZ, 85266	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
CLM-425350	CLM	Dorothy Patterson	1963-07-14	UHC-01755-52	—	3384 Cedar Ln, Nashville, TN, 37266	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-405785	CLM	Pamela Jordan	1982-06-16	UHC-28186-78	8656907925	2690 Highland Ave, Phoenix, AZ, 85048	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-404691	CLM	Ahmed Vega	2002-10-16	UHC-10206-05	3932206753	3061 Maple Ave, Tucson, AZ, 85739	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-409121	CLM	Julie Alvarez	1976-09-24	UHC-08988-72	5042120143	8968 Oak St, Tucson, AZ, 85762	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-431026	CLM	Ronald Castro	1958-12-04	UHC-33034-68	—	2663 Meadow Ln, Seattle, WA, 98156	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-400012	CLM	Raymond Walsh	1951-11-03	UHC-09175-90	6463199468	764 Baseline Rd, Seattle, WA, 98198	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-400011	CLM	Raymond Walsh	1951-11-03	UHC-09175-90	6463199468	764 Baseline Rd, Seattle, WA, 98198	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-416208	CLM	Maria Meyer	1957-11-25	UHC-73025-52	7899410388	7272 Mesa Dr, Dallas, TX, 75247	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-401483	CLM	Bryan C McDonald	1943-01-28	UHC-55577-57	4758629058	5985 Grand Ave, Atlanta, GA, 30348	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+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-400734	CLM	Emma Henry	1980-04-13	UHC-50050-99	—	9496 Cedar Ln, Plano, TX, 75032	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404805	CLM	Emma A Simpson	1966-03-13	UHC-49747-10	—	2298 Lake View Rd # 746, Charlotte, NC, 28232	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-405412	CLM	Hannah G Garrett	1993-01-09	UHC-32176-42	6057650156	478 Sunset Blvd, Minneapolis, MN	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426432	CLM	Abigail W Baks	1942-09-20	UHC-27644-46	—	9274 Oak St, Tempe, AZ, 85200	0.62	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-405471	CLM	Raplh G Kim	1997-02-20	UHC-75355-51	—	4191 Valley View Dr, Scottsdale, AZ, 85290	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-431703	CLM	Samuel Gardner	1940-08-26	UHC-71837-12	9444388288	5394 Meadow Ln # 550, Gilbert, AZ, 85208	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-425827	CLM	Christina Schmidt	1996-06-17	UHC-77684-45	9199326338	113 Highland Ave, Mesa, AZ	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-415155	CLM	Amber Burke	1994-03-09	UHC-16041-55	8909274970	8073 Sunset Blvd, Austin, TX	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-406628	CLM	Anthony Collins	1966-02-19	UHC-59860-58	—	1720 Pine Dr, Charlotte, NC, 28251	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-406908	CLM	Emily X Greene	1972-11-07	UHC-54979-01	2975559707	4133 Willow Ct, Chandler, AZ, 85286	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-405814	CLM	Jordan Munoz	1960-08-21	UHC-64719-86	—	5593 Market St, Tucson, AZ, 85786	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-430998	CLM	Patricia J Campbell	2005-01-09	UHC-11831-88	2884738339	921 Jefferson Ave, Miami, FL, 33141	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-408045	CLM	Richard Gonzalez	1948-08-23	UHC-95484-13	2816249712	3331 Church St, Eden Prairie, MN, 55396	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-432743	CLM	Joan Weber	1973-06-08	UHC-20455-78	7336222683	9509 Park Pl, San Diego, CA, 92153	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-429137	CLM	Roger Lawrence	1963-10-28	UHC-53970-06	—	305 Pine Dr, Las Vegas, NV, 89108	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420009	CLM	Edward Elliott	1979-05-08	UHC-33180-88	—	2976 Park Pl, Tempe, AZ, 85230	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404374	CLM	Betty Soto	1974-12-06	UHC-59887-21	—	8097 Bayshore Dr, Miami, FL, 33158	0.62	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-429428	CLM	Gary Dominguez	1991-10-24	UHC-20825-25	7743756327	5896 Camelback Rd Apt 20, Austin, TX, 78798	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-418586	CLM	Raymond Powell	1994-09-10	UHC-91897-10	—	9283 Washington St, San Antonio, TX, 78234	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-424682	CLM	William Rivera	1971-03-13	UHC-47674-88	—	3566 Willow Ct, San Diego, CA	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-432084	CLM	William U Wells	1996-06-27	UHC-43805-72	9375878321	4905 Lake View Rd, Phoenix, AZ, 85085	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-409523	CLM	Harold Burns	1998-04-20	UHC-89167-11	—	6484 Central Ave # 508, Denver, CO, 80297	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-431296	CLM	Vasquez S David	1976-04-28	UHC-87418-32	—	414 Sage Ct, Scottsdale, AZ, 85231	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-421193	CLM	Alice Gonzalez	1968-02-14	UHC-10661-45	9108248546	8376 Ridge Rd, Seattle, WA, 98132	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-408786	CLM	Jean Burton	2005-12-17	UHC-63224-77	9776738027	8348 Bayshore Dr, Orlando, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-409459	CLM	Justin Shaw	1985-07-27	UHC-22694-54	—	861 Ridge Rd, Dallas, TX	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-432076	CLM	Emily Z Shaw	1992-02-13	UHC-67683-28	—	1137 Washington St # 546, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
CLM-417474	CLM	William Patterson	1974-02-18	UHC-70673-52	—	9035 Sunset Blvd, Miami, FL, 33172	0.62	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-424120	CLM	Judy Watkins	1973-04-08	UHC-12017-24	—	5633 Market St, Columbus, OH, 43270	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more

2,293 rows, page 8 of 46Previous Next