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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406678	CLM	Donald Torres	1963-09-18	UHC-28843-56	—	4999 Jefferson Ave, Charlotte, NC, 28240	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-427800	CLM	Laura Meyer	1939-01-25	UHC-68984-17	7593630673	4994 Sage Ct, San Antonio, TX, 78235	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-417976	CLM	Luis Pena	1963-08-21	—	—	7615 River Rd, San Diego, CA, 92136	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-423534	CLM	Diane Patel	1948-10-01	UHC-70438-77	5308310054	8529 Mountain View Dr, Austin, TX, 78779	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-430940	CLM	Michelle Bowman	1971-10-24	—	—	7317 Oak St, Tampa, FL, 33639	0.92	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed
CLM-422588	CLM	Bobby H Freeman	1945-03-23	—	3153253407	4399 Church St, Nashville, TN, 37258	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-417266	CLM	Andrew Jimenez	1966-02-28	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-424165	CLM	Mark Reyes	1985-09-11	UHC-44839-36	6262832217	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426361	CLM	Denise Ryan	1968-12-17	UHC-11108-19	8182484773	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408374	CLM	Catherine M Gomez	1998-10-01	UHC-43505-08	—	2035 Lake View Rd, Atlanta, GA, 30395	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-424973	CLM	Luis Cole	1976-05-18	UHC-54865-68	5127429601	1216 Grand Ave, Charlotte, NC, 28279	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-406507	CLM	Jordan Gercia	1983-04-26	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-424649	CLM	Emma Carter	1944-09-24	UHC-03566-32	—	2297 Elm St, San Diego, CA, 92117	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-423436	CLM	Brittany Henderson	1993-01-25	—	5749071503	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-410319	CLM	Cheryl Barnes	1967-12-20	UHC-40226-91	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-418984	CLM	Doris P Alvarado	1944-08-04	UHC-57048-76	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-420315	CLM	Lawrence Webb	1942-04-02	UHC-93961-29	8544171833	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-426781	CLM	Susan Ward	1976-10-13	UHC-82540-45	3299505809	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426710	CLM	Grace McCoy	2001-09-26	UHC-06695-99	3232390117	202 Desert Sky Blvd, Mesa, AZ, 85232	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430533	CLM	Phylip Stephens	1940-02-17	—	5218261425	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430200	CLM	Philip Olson	2007-09-07	UHC-22797-90	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-425306	CLM	Rebecca Burke	2008-07-21	—	7139196524	1508 Highland Ave, Austin, TX, 78755	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-401242	CLM	Denise Young	1950-11-07	UHC-41868-77	4146877186	6686 River Rd, Minneapolis, MN, 55419	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-429721	CLM	Charles Reid	1991-01-01	UHC-05817-62	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-428274	CLM	Pamela Edwards	2002-04-27	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-427682	CLM	Billy Singh	1957-03-05	UHC-37632-95	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-422355	CLM	Marcus Yang	1959-05-24	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-422018	CLM	Gerald Banks	1965-08-10	UHC-01357-83	7794184203	4255 Canyon Rd, Los Angeles, CA, 90034	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-422017	CLM	Gerald Banks	1965-08-10	UHC-01357-83	7794184203	4255 Canyon Rd, Los Angeles, CA, 90034	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-408991	CLM	Ashley Hanssen	2005-06-15	UHC-64589-54	9172110365	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-422536	CLM	Mateo T Gomez	1973-10-02	UHC-94373-83	—	607 Grand Ave, Las Vegas, NV, 89143	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-408147	CLM	Kelly Park	1961-01-15	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-403658	CLM	Dorothy Mejia	1939-07-16	UHC-42359-64	3699616081	347 Lincoln Way, Glendale, AZ, 85354	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-404100	CLM	Gary Rice	1961-06-26	UHC-62341-88	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-419748	CLM	Joan Fowler	2002-09-11	UHC-25204-87	—	196 Cedar Ln, San Antonio, TX, 78273	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-431231	CLM	Jeremy S Garrett	1946-10-22	UHC-79001-22	6188790007	1633 Indian School Rd, Gilbert, AZ, 85240	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412167	CLM	Emma Hofmfan	1975-03-28	—	4352276984	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-432618	CLM	Sharon Jimenez	1971-11-11	UHC-43667-01	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-409537	CLM	Beverly H Bailey	1986-04-20	—	—	5723 Spring St, Gilbert, AZ, 85222	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406035	CLM	Elizabeth Sanders	1955-07-26	UHC-72782-19	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-416022	CLM	Mateo Nguyen	2008-12-17	UHC-58348-24	4393417548	1578 Canyon Rd, Minneapolis, MN, 55459	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-429498	CLM	Christopher Davis	1986-04-14	UHC-15407-27	3003032139	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-417553	CLM	Donald Boyd	1961-01-07	UHC-68572-74	—	2738 Broadway, Chandler, AZ, 85286	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-419002	CLM	Taylor Joan	1970-01-11	—	8259749480	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431196	CLM	Scott Stone	1986-06-26	UHC-07176-62	3568083476	5704 Forest Ave, Tempe, AZ, 85214	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-401512	CLM	Karen Rogers	1981-07-19	UHC-25867-04	3648920828	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-407394	CLM	Madson Morneo	1969-01-04	—	5789631746	4876 Broadway, Las Vegas, NV, 89140	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-431507	CLM	Andrea Ortega	1958-03-18	—	4767353233	1887 Grand Ave, Phoenix, AZ, 85030	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-427976	CLM	Aisha Peterson	1978-04-07	UHC-50378-82	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-404679	CLM	Julia Murray	1975-08-10	UHC-55303-54	5737574995	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared

10,559 rows, page 169 of 212Previous Next