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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405986	CLM	Deborah Vasquez	1956-12-13	UHC-04821-42	—	6123 Highland Ave, San Diego, CA, 92150	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-405876	CLM	Deborah Ramos	1996-05-03	UHC-13452-14	6499736227	2747 Baseline Rd, Los Angeles, CA, 90008	0.48	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-406777	CLM	Bradley B Russell	2000-07-16	UHC-45171-11	2749922193	5244 Valley View Dr, Minneapolis, MN, 55446	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-415569	CLM	Timothy Brown	1962-05-07	UHC-81996-24	—	2918 Highland Ave # 420, Charlotte, NC, 28209	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-414252	CLM	Lisa Hughes	2005-08-28	UHC-77813-26	—	3596 Main St, Las Vegas, NV, 89178	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-407400	CLM	Matthews Pamela	1990-07-12	UHC-37090-99	—	7195 Sage Ct, Houston, TX, 77026	0.50	Phone missing area code Member ID reformatted City re-cased ZIP+4 trimmed+3 more
CLM-407401	CLM	Matthews Pamela	1990-07-12	UHC-37090-99	—	7195 Sage Ct, Houston, TX, 77026	0.50	Phone missing area code Member ID reformatted City re-cased ZIP+4 trimmed+3 more
CLM-431084	CLM	Goerge Jones	2006-12-09	UHC-24975-70	—	3287 Lincoln Way Apt 28, Atlanta, GA, 30333	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-413442	CLM	Luis Hunter	1997-11-24	UHC-49762-13	2293013474	189 Ocean Ave # 953, Plano, TX, 75022	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-427635	CLM	Hiroshi Moore	1950-09-08	UHC-19734-64	—	952 Union St, Glendale, AZ, 85388	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-409078	CLM	Robert N Tren	1978-03-12	UHC-15067-68	—	6155 Spring St, Plano, TX	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-402896	CLM	Bradley Q Hayes	1943-07-10	—	2463906813	8430 Forest Ave, Las Vegas, NV, 89118	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-410180	CLM	Dylan Simpson	—	—	4672681835	4745 Lake View Rd Apt 3, Minneapolis, MN, 55475	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-413974	CLM	Margaret Gardner	1978-11-20	UHC-83781-04	—	9118 Cedar Ln, Orlando, FL, 32864	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-432638	CLM	Nicole Stewart	1966-03-23	UHC-66328-57	—	4480 Desert Sky Blvd, San Antonio, TX, 78243	0.50	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
CLM-412624	CLM	Vincent U George	1996-04-01	UHC-05005-65	4012294419	1886 Market St, Miami, FL	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-407563	CLM	Melissa Vaaldez	1954-02-10	UHC-81960-04	—	962 Valley View Dr Apt 26, Dallas, TX	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-415916	CLM	Julie Rios	1994-08-06	UHC-27625-41	8954299276	5635 Lincoln Way, Los Angeles, CA, 90002	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429051	CLM	William Hall	1975-07-16	—	—	1847 Pine Dr, Scottsdale, AZ, 85272	0.50	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
CLM-430120	CLM	Kenneth Austin	1999-05-12	UHC-79067-76	2295598320	9530 Forest Ave Apt 40, Miami, FL, 33121	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-431042	CLM	Doris T Mendez	1997-11-25	UHC-89129-89	3709817702	4014 Harbor Blvd Apt 40, Miami, FL, 33178	0.50	Two-digit birth year Phone reformatted Unit split from street City re-cased+3 more
CLM-404634	CLM	Deborah Day	1955-06-07	UHC-19228-66	—	4202 Washington St, Tucson, AZ, 85718	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-418753	CLM	Janice Holmes	1962-11-07	UHC-79640-77	—	8847 Mesa Dr # 370, Tucson, AZ, 85762	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416969	CLM	Sara C Burton	1941-10-24	—	—	9018 Bayshore Dr, Gilbert, AZ, 85285	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
CLM-421888	CLM	Sara K Kelley	2008-09-20	UHC-40791-63	9869006089	1277 Willow Ct, Tucson, AZ, 85786	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-432468	CLM	Donald Simpson	1976-07-23	—	5643816326	2920 Central Ave, Denver, CO, 80253	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411146	CLM	Maria Nichols	1984-12-26	UHC-63435-65	9379006222	1856 Willow Ct Apt 35, Minneapolis, MN, 55464	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-407096	CLM	Joe Young	2002-03-24	UHC-30717-32	—	4851 Mountain View Dr, Mesa, AZ, 85260	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-421331	CLM	Jean Davis	1963-10-01	—	—	4532 Cedar Ln, Dallas, TX, 75254	0.50	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
CLM-422131	CLM	Samuel Martinez	1993-04-08	UHC-56424-34	—	8593 Jefferson Ave, Eden Prairie, MN, 55338	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-426707	CLM	Gregory Palmer	1975-11-04	—	—	7816 Apache Blvd # 727, Chandler, AZ, 85209	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-409335	CLM	ScottJunk	1954-07-22	UHC-89192-22	3704954147	9154 Cedar Ln, Seattle, WA, 98102	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403478	CLM	Sharon Byod	1957-07-20	UHC-93216-37	—	4822 Camelback Rd, Minneapolis, MN, 55471	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-428436	CLM	Shirey Gordon	1945-10-15	UHC-16318-59	—	734 Park Pl, Los Angeles, CA, 90082	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419251	CLM	Andrea F King	1960-01-13	UHC-14938-22	3287266945	2238 Sage Ct # 246, San Antonio, TX, 78213	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-419010	CLM	Jack Mills	1971-05-18	UHC-22367-74	—	9097 Pine Dr, Dallas, TX, 75276	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-413838	CLM	Dylan Rivera	1988-12-22	UHC-21374-40	3528639705	2045 Meadow Ln, Glendale, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-417759	CLM	Stephen Guerrero	1966-09-27	UHC-23579-55	6562849300	1690 Union St, San Diego, CA, 92192	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402221	CLM	Kim Crawford	1995-10-25	—	—	3927 Ocean Ave Apt 12, Dallas, TX, 75218	0.50	Name re-cased Two-digit birth year Unit split from street City re-cased+3 more
CLM-401836	CLM	Cynthia Ray	2001-07-12	—	—	846 Highland Ave, San Diego, CA, 92134	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-427691	CLM	Priya Howell	1942-08-10	UHC-99815-19	6166865195	5682 River Rd # 860, San Antonio, TX, 78288	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408630	CLM	Theresa Munoz	1941-06-25	UHC-11208-80	—	5154 Harbor Blvd, Tampa, FL, 33671	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-421966	CLM	Jeffrey Harrison	—	—	—	6635 Canyon Rd, Las Vegas, NV, 89189	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
CLM-422191	CLM	Alexander Wells	1997-01-06	UHC-49517-10	—	5592 Broadway, Los Angeles, CA, 90067	0.50	Name re-cased Two-digit birth year Address re-cased City re-cased+3 more
CLM-423114	CLM	Jonathan V Santiago	1966-04-23	—	—	3230 Market St, San Diego, CA, 92185	0.50	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+3 more
CLM-401216	CLM	Ethan Maldonao	1970-10-25	—	5677378172	2378 Sunset Blvd Apt 39, Phoenix, AZ	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-400042	CLM	Eric James	2006-07-22	—	—	6336 Hillcrest Rd # 398, San Diego, CA, 92145	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-420737	CLM	Rebecca Henry	—	UHC-09021-94	—	8916 Spring St, Los Angeles, CA, 90017	0.50	Date of birth missing Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-404180	CLM	Ryan Rivera	1974-02-14	UHC-04975-49	—	6236 Desert Sky Blvd Apt 6, Mesa, AZ, 85258	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-406833	CLM	Philip Woods	2001-02-24	UHC-83948-75	—	8935 Valley View Dr, Eden Prairie, MN	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more

5,235 rows, page 8 of 105Previous Next