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-413339	CLM	Keith Smith	1997-05-06	UHC-42383-68	—	8139 Washington St, Jacksonville, FL, 32275	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-429703	CLM	Joshua Park	1943-06-03	—	8369592846	5944 Church St, Austin, TX, 78727	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-414456	CLM	Matthew Kelly	1941-12-05	UHC-89605-89	—	8350 Lincoln Way, Gilbert, AZ, 85281	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-419067	CLM	Emma Ortiz	1971-11-06	UHC-32667-67	5709607041	3185 Park Pl, Houston, TX, 77054	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-419066	CLM	Emma Ortiz	1971-11-06	UHC-32667-67	5709607041	3185 Park Pl, Houston, TX, 77054	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-414420	CLM	Gloria Richardson	1981-06-07	UHC-97404-89	—	920 Meadow Ln, Tempe, AZ, 85293	0.80	Name split from “Last, First”Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-412609	CLM	Sandra Nelson	1965-05-01	—	—	699 Desert Sky Blvd, Fresno, CA	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-407754	CLM	Albert Ortiz	1973-11-21	—	—	5853 Union St, Phoenix, AZ, 85051	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-412169	CLM	Elizabeth Young	1979-01-13	UHC-34103-14	—	6703 Sage Ct, Miami, FL, 33133	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-400463	CLM	David R Coleman	1950-03-23	UHC-62709-80	—	2925 Main St, Scottsdale, AZ	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-412992	CLM	Justin W Walker	1991-05-28	UHC-88686-62	—	6167 Baseline Rd, Minneapolis, MN	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-420933	CLM	Jessica Romero	1959-11-02	UHC-07054-03	—	2273 Lincoln Way, Nashville, TN, 37264	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-400655	CLM	Paul Jimenez	1977-10-17	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-424008	CLM	Brenda Patterson	2003-09-07	—	—	6271 Willow Ct, Dallas, TX, 75248	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-411516	CLM	Peter Wong	1967-05-16	UHC-98692-59	9166333386	1739 Central Ave, Tempe, AZ, 85283	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-421135	CLM	Amber Larson	1943-12-22	—	—	9158 Washington St, Atlanta, GA, 30379	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-429423	CLM	Gregory Roberts	1939-06-13	UHC-77088-92	—	2851 Meadow Ln, Jacksonville, FL, 32289	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-429424	CLM	Gregory Roberts	1939-06-13	UHC-77088-92	—	2851 Meadow Ln, Jacksonville, FL, 32289	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-414563	CLM	Andrea Freeman	2006-08-15	UHC-42153-42	3934220811	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-407949	CLM	Sara Sanders	1970-11-07	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-414606	CLM	Bobby Myers	1961-06-22	UHC-57492-30	9815330819	—	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared
CLM-417088	CLM	Vincent Sandoval	1994-09-17	UHC-44129-46	6226781184	1390 Desert Sky Blvd, Columbus, OH, 43229	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-419895	CLM	Susan Bradley	1940-04-18	—	—	9805 Bayshore Dr, Atlanta, GA, 30356	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-419055	CLM	Randy Flores	1949-04-14	—	—	9683 Indian School Rd, Orlando, FL, 32876	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-421631	CLM	Emily Wagner	—	UHC-20500-13	8417400837	956 Pine Dr, Glendale, AZ, 85307	0.80	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted
CLM-427004	CLM	Nathan Gutierrez	1953-07-17	—	—	8953 Sunset Blvd, Seattle, WA, 98198	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-423957	CLM	Jason Burns	1975-12-26	UHC-85963-06	7353537719	5434 Camelback Rd, Eden Prairie, MN, 55310	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-423956	CLM	Jason Burns	1975-12-26	UHC-85963-06	7353537719	5434 Camelback Rd, Eden Prairie, MN, 55310	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-426888	CLM	Kyle Dunn	1959-02-25	UHC-57346-83	5574485828	251 Willow Ct, San Diego, CA, 92132	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-428605	CLM	Kathleen Carr	1968-08-02	—	—	9618 Desert Sky Blvd, Glendale, AZ, 85381	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-412948	CLM	Mei Wells	1943-04-10	—	2103211829	4676 Meadow Ln, Sacramento, CA, 95888	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-429029	CLM	Gregory Martin	1979-08-05	UHC-70503-20	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412454	CLM	Joseph I Ward	1957-04-24	UHC-28293-97	—	6443 Bayshore Dr, Glendale, AZ, 85367	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-404996	CLM	Bruce Bowman	1939-02-28	—	—	3068 Pine Dr, Gilbert, AZ, 85240	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-407836	CLM	Benjamin Ross	1980-12-02	—	—	7719 Market St, Minneapolis, MN, 55421	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-430715	CLM	Amanda Q Guerrero	—	—	—	—	0.80	Date of birth reformatted Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-424107	CLM	Omar D Ferguson	1950-11-04	UHC-22742-24	—	7551 Harbor Blvd, Los Angeles, CA, 90022	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-401525	CLM	Jean Bell	2006-05-09	UHC-44976-64	—	5048 Palm Dr, Chandler, AZ, 85209	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-403819	CLM	Kelly Carroll	1991-12-06	UHC-69019-16	—	4573 Palm Dr, Dallas, TX, 75284	0.80	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-401631	CLM	Jerry Walsh	1995-09-24	UHC-81721-07	6004562286	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-419320	CLM	Diane Parker	2001-10-18	—	—	2478 Maple Ave, Los Angeles, CA, 90082	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-414027	CLM	Marilyn N Collins	1985-08-19	UHC-67295-39	—	3087 Oak St, Tucson, AZ, 85714	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-408178	CLM	Linda Munoz	1988-01-13	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-411931	CLM	Keith Russell	1992-02-01	UHC-15398-69	—	6957 Lake View Rd, Seattle, WA, 98115	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-401706	CLM	Linda Weaver	1977-09-12	—	—	4204 Washington St, Tempe, AZ, 85227	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-418889	CLM	Joan Sanders	1956-07-08	UHC-39294-51	—	6335 Bayshore Dr, Dallas, TX, 75212	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-414058	CLM	Rsusell Le	1946-09-18	UHC-78818-18	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-407436	CLM	Carol Martinez	1972-05-11	—	9649427273	3394 River Rd, Mesa, AZ, 85253	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-432166	CLM	Andrew Mitchell	1963-11-28	UHC-95456-03	—	4626 Elm St Apt 20, Eden Prairie, MN, 55339	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-429219	CLM	Camila Hunter	1984-09-23	UHC-53835-71	—	8591 Lincoln Way, San Diego, CA, 92110	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared

10,559 rows, page 139 of 212Previous Next