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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-409283	CLM	Janice Montgomery	2005-11-28	UHC-33646-35	8437484101	5292 Union St, Jacksonville, FL, 32272	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405138	CLM	Samantha T Robertson	2000-01-20	UHC-20604-49	3308850380	3875 Ocean Ave, Houston, TX, 77045	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-419640	CLM	Lisa Young	1964-10-21	UHC-82516-84	5828696368	2499 Elm St, Fresno, CA, 93777	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400779	CLM	Sara Johnston	1959-10-28	UHC-62612-57	8925788246	8648 Ocean Ave, Plano, TX, 75092	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-408041	CLM	Jesse Clark	1997-05-22	UHC-50171-70	2178278730	2667 Pine Dr, Las Vegas, NV, 89104	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423601	CLM	Aaron Rojas	1938-03-27	—	4493701999	7749 Mesa Dr Apt 24, Gilbert, AZ, 85225	0.76	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
CLM-410383	CLM	Vincent Smith	1954-08-27	UHC-60680-60	3492261141	2219 Canyon Rd, San Diego, CA, 92184	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411723	CLM	Julia D Jensen	1964-03-28	UHC-01842-56	8856956043	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-412598	CLM	Kathleen Brown	1994-08-14	UHC-43169-47	7469228012	3092 Sage Ct, Orlando, FL, 32854	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415414	CLM	Carolyn Jordan	1952-10-12	UHC-84537-40	9293703365	3878 Market St, Charlotte, NC, 28245	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-421789	CLM	Stephen Mills	2006-12-22	UHC-24932-16	6588782049	2771 Willow Ct, Nashville, TN, 37245	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418974	CLM	Elizabeth Simmons	1985-06-17	—	9257653754	9041 Baseline Rd, Fresno, CA, 93797	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431799	CLM	Beverly Dixon	1976-02-15	UHC-50494-97	3724145472	1940 Ocean Ave, Miami, FL, 33191	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407347	CLM	George Murphy	1998-10-14	UHC-12080-51	9648052507	2791 Elm St, Fresno, CA, 93778	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420753	CLM	Mariana I Arnold	1967-07-07	—	7914074240	495 Meadow Ln, Austin, TX, 78761	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407701	CLM	Rogeer George	1983-01-10	UHC-80137-83	4533472618	1902 Washington St, Atlanta, GA, 30362	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-421506	CLM	Martha Griffin	1962-01-22	UHC-27032-07	7616933850	3725 Main St, Mesa, AZ, 85276	0.76	Phone reformatted Member ID reformatted State name converted to code Email lower-cased+2 more
CLM-421507	CLM	Martha Griffin	1962-01-22	UHC-27032-07	7616933850	3725 Main St, Mesa, AZ, 85276	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405829	CLM	Grace Vazquez	2000-05-14	UHC-00903-59	7892399863	5067 Apache Blvd, Gilbert, AZ, 85265	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418092	CLM	Kathryn Jenkins	1979-07-12	UHC-10064-66	4104585436	5752 Camelback Rd, Austin, TX, 78731	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-410008	CLM	Keith S Garcia	1994-09-05	UHC-31785-44	6957497893	2681 Bayshore Dr Apt 11, Plano, TX, 75032	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-411575	CLM	Shirley Jensen	1957-03-15	UHC-92914-52	4489268805	3189 Pine Dr, Glendale, AZ, 85375	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428796	CLM	Maria Harper	1996-05-08	UHC-72350-71	2496435498	7783 Spring St, Sacramento, CA, 95804	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403292	CLM	Shirley Ferguson	1947-05-22	UHC-88576-07	8797121611	6610 Park Pl, Miami, FL, 33198	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428088	CLM	Kim Z Moreno	1979-07-04	—	8314438021	4360 Baseline Rd, Miami, FL, 33154	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423052	CLM	Philip Williams	1971-10-13	UHC-13566-04	2367414237	3855 Elm St, Fresno, CA, 93712	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403772	CLM	Stephanie Gilbert	1958-12-07	UHC-50252-24	7062616752	1392 Hillcrest Rd, Tempe, AZ, 85254	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427027	CLM	Doris Armstrong	1946-07-03	—	5795077045	9518 Lake View Rd, Atlanta, GA, 30322	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-404944	CLM	Russell Morales	1969-02-22	UHC-05073-10	2543228009	4402 Desert Sky Blvd, Tucson, AZ, 85744	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414966	CLM	Lucia Soto	2000-02-03	UHC-71796-85	9887069069	7714 Pine Dr, Tucson, AZ, 85702	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425035	CLM	Brittany Alvarado	1991-09-17	UHC-89357-17	5975826766	7794 Baseline Rd, Phoenix, AZ, 85044	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-423378	CLM	Emma Garrett	1972-05-20	UHC-15927-63	2863793586	4651 Pine Dr, Plano, TX, 75019	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-402484	CLM	Priya James	1999-02-25	UHC-14750-42	3452935800	9288 Spring St, Gilbert, AZ, 85272	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420372	CLM	Santiago Johnston	1947-06-08	UHC-07734-93	6914980202	8790 Palm Dr, Gilbert, AZ, 85246	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416340	CLM	Juan Bradley	1979-09-17	UHC-92505-70	7059523102	2720 Central Ave, San Antonio, TX, 78213	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427069	CLM	Sean A Gordon	1948-09-19	UHC-57083-46	6269540392	9787 Canyon Rd, Mesa, AZ, 85272	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422962	CLM	Debra Hoffman	1983-03-20	—	5772670292	7106 Apache Blvd, Tampa, FL, 33631	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431996	CLM	Billy Contreras	1958-07-26	UHC-74899-95	3096847475	556 Mountain View Dr, Miami, FL, 33124	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-420831	CLM	Sean Chapman	2002-02-14	UHC-35561-40	5998998129	6702 Church St, Minneapolis, MN, 55483	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
CLM-424552	CLM	Bilyl Larson	1991-03-08	—	4819780523	2175 Mesa Dr # 178, Austin, TX, 78780	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-403769	CLM	Alex Marshall	1969-09-02	UHC-93972-26	9455477468	9664 Highland Ave, Dallas, TX, 75230	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431747	CLM	Charles Ford	2000-01-27	UHC-61827-20	3829170303	8250 River Rd, Jacksonville, FL, 32274	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-419467	CLM	Samuel W Tucker	1962-03-27	—	8454355925	5075 Spring St, Austin, TX, 78787	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-423812	CLM	Jack Y Hoffman	1972-08-10	UHC-84193-50	9756505789	829 Elm St, San Antonio, TX, 78244	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421351	CLM	Joyce F Moreno	1943-07-28	UHC-70742-07	7336306244	2582 Hillcrest Rd, Seattle, WA, 98152	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-417952	CLM	Ann R Long	1953-05-23	—	8017191931	2571 Camelback Rd, Houston, TX, 77034	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-419685	CLM	Diego Nguyen	1963-10-15	—	6165652281	4782 Lake View Rd, Las Vegas, NV, 89185	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-420426	CLM	Arjun Lawrence	1984-05-05	UHC-29118-42	5147181288	6371 Sage Ct, San Antonio, TX, 78294	0.76	Two-digit birth year Phone reformatted City re-cased State code upper-cased+2 more
CLM-413763	CLM	Aisha Bradley	1973-12-24	—	3548536255	8630 River Rd, Denver, CO, 80211	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-404535	CLM	Sofia Lynch	1995-01-03	—	2413875761	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more

11,960 rows, page 114 of 240Previous Next