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-424380	CLM	Nicole Bryant	1973-03-24	UHC-87960-16	4186686351	8509 Valley View Dr, Dallas, TX, 75208	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414792	CLM	Scott Ward	—	UHC-40403-01	9702470172	468 Pine Dr, Jacksonville, FL, 32251	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412716	CLM	Amy Hawins	1967-04-16	UHC-23477-69	7077472918	1162 Grand Ave, Minneapolis, MN, 55406	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-412715	CLM	Amy Hawins	1967-04-16	UHC-23477-69	7077472918	1162 Grand Ave, Minneapolis, MN, 55406	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408698	CLM	Shirley Hunt	1958-09-01	UHC-53979-10	5092460501	1390 Indian School Rd, Fresno, CA, 93789	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410722	CLM	Ralph Buurns	1962-07-13	UHC-48557-35	2276157714	679 Palm Dr, Jacksonville, FL, 32214	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410376	CLM	Arujn Larson	1991-01-24	UHC-89929-24	9854405454	1443 Mesa Dr, Plano, TX, 75059	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418125	CLM	Donald Weber	1977-01-24	UHC-71132-52	8047608422	4064 Indian School Rd, Minneapolis, MN, 55460	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423695	CLM	Fatima Bell	1997-02-17	—	3783962460	3325 Harbor Blvd, Miami, FL, 33179	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416965	CLM	Julia Flres	1972-07-03	UHC-63679-63	3518716314	663 Sage Ct, Charlotte, NC, 28265	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-413963	CLM	Janet Stone	1994-05-27	—	2176928382	5916 Sage Ct, Sacramento, CA, 95888	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410551	CLM	Vincent Day	1994-01-23	UHC-43106-96	5384793763	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-403133	CLM	Jose Richardson	1960-08-27	UHC-61622-11	6046186708	9388 Cedar Ln, Nashville, TN, 37275	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429010	CLM	Andrea Powell	1943-09-24	—	7045051700	7729 Ocean Ave, Dallas, TX, 75267	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414059	CLM	Russell Le	1946-09-18	UHC-78818-18	9612759075	509 Central Ave, Dallas, TX	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-411994	CLM	Maria Hoffman	2004-02-01	—	4172852297	7344 Apache Blvd, Gilbert, AZ, 85295	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414833	CLM	Mary Clark	2004-05-11	UHC-63821-24	3718954354	343 Broadway, Los Angeles, CA	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
CLM-419041	CLM	Martha Moore	2008-06-02	UHC-35380-55	9028019585	511 Baseline Rd, Denver, CO, 80297	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405313	CLM	George Sims	1997-01-02	UHC-90175-74	9832619092	461 Jefferson Ave, Plano, TX	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
CLM-427276	CLM	Mrai Stewart	2006-12-26	UHC-45508-52	2098852771	9251 Pine Dr, Eden Prairie, MN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423483	CLM	Donna Holmes	1958-03-17	UHC-94194-30	6802240241	8953 Main St, Glendale, AZ, 85308	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424537	CLM	Ben Thomas	2000-07-14	UHC-38480-29	6203420690	1402 Hillcrest Rd, Tempe, AZ, 85248	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410375	CLM	Arjun Larson	1991-01-24	UHC-89929-24	9854405454	1443 Mesa Dr, Plano, TX	0.66	Two-digit birth year Phone reformatted City re-cased State code upper-cased+1 more
CLM-407354	CLM	Marilyn West	1965-09-17	UHC-51771-85	9053329345	5435 Apache Blvd, San Diego, CA, 92156	0.66	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-407355	CLM	Marilyn West	1965-09-17	UHC-51771-85	9053329345	5435 Apache Blvd, San Diego, CA, 92156	0.66	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413841	CLM	Austin Nelson	1974-06-14	—	4704537163	9886 Park Pl, Nashville, TN, 37261	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-424873	CLM	Alice Porter	1985-07-23	—	7509572811	5235 Lake View Rd, Tempe, AZ, 85232	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418356	CLM	Steven Wset	1968-04-02	UHC-27799-40	3585055068	16 Mesa Dr, Gilbert, AZ, 85268	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-405231	CLM	Evelyn Riley	1986-12-18	UHC-04663-24	5263498308	2147 Desert Sky Blvd, Mesa, AZ, 85284	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401579	CLM	LisaJunk	1947-01-24	—	2032537680	1205 Apache Blvd, Minneapolis, MN, 55427	0.66	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared+1 more
CLM-428601	CLM	Aisha Rojas	1956-12-18	UHC-94886-33	2988219286	6374 Ocean Ave, Dallas, TX, 75208	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400166	CLM	Charlotte Wheeler	1964-03-13	UHC-02876-57	6745373346	8961 Park Pl, Sacramento, CA, 95844	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410703	CLM	Sarah D Bowman	1983-04-27	—	3436679817	3180 Apache Blvd, Los Angeles, CA, 90041	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-429642	CLM	Christine Lee	2000-05-13	UHC-56516-83	8534506471	8465 Lake View Rd, Gilbert, AZ, 85263	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427949	CLM	Lauren Howard	2005-04-18	—	7824353526	9045 Harbor Blvd, Minneapolis, MN, 55437	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-417016	CLM	Alice Soto	1970-05-14	UHC-08324-56	6696781003	3964 Baseline Rd, Eden Prairie, MN, 55306	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402791	CLM	Daniel Rios	1954-08-24	UHC-16351-42	9696954297	6945 Pine Dr, San Diego, CA, 92196	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-418335	CLM	Camila Ramos	1952-05-01	UHC-23396-60	3156815432	8909 Market St, Charlotte, NC	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-400794	CLM	Brittany X Estrada	1967-02-12	—	4737247689	—	0.66	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more
CLM-403456	CLM	Christina G Orteega	1985-12-27	UHC-82591-33	6567000272	3808 Central Ave, Los Angeles, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-409244	CLM	Emma G Robertson	—	—	7425016743	434 Pine Dr, Tempe, AZ, 85242	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431022	CLM	Roneld Yang	1996-10-20	UHC-10472-88	5305122765	3499 Oak St, Phoenix, AZ, 85063	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-417265	CLM	Jack Alexaander	1971-04-20	UHC-89498-08	7237404966	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-400808	CLM	Kathleen Soto	1939-10-26	UHC-10461-05	8439704719	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-426822	CLM	Rebecca Rodriguez	1964-11-20	UHC-98034-10	6947712326	5378 Harbor Blvd Apt 1, Seattle, WA, 98146	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-410928	CLM	Jooyce A Herrera	1942-06-21	UHC-61035-88	5757403081	2531 Ridge Rd, Dallas, TX	0.66	Phone reformatted State code upper-cased ZIP missing Gender normalised+1 more
CLM-414829	CLM	Henry Perkis	1980-07-05	—	4519060510	5280 Camelback Rd, Miami, FL, 33129	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-432111	CLM	Patricia Z Watson	1939-08-16	—	6788158135	5752 Desert Sky Blvd, Eden Prairie, MN, 55352	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-428599	CLM	Nancy Harvey	1994-03-19	UHC-47422-60	2437322928	4513 Palm Dr, San Diego, CA, 92169	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-427594	CLM	Nathan H Wong	2001-08-11	UHC-21440-42	7622412439	7166 Sage Ct, Phoenix, AZ	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more

11,960 rows, page 76 of 240Previous Next