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

All sources, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20577	PRV	Emma L Maldonado	1941-04-20	UHC-15232-89	5659716406	3063 Desert Sky Blvd, Gilbert, AZ, 85221	0.48	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+4 more
PRV-24679	PRV	Fatima Moreno	1957-07-16	UHC-24101-25	7582291647	7442 Oak St Apt 36, Denver, CO, 80254	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-143072	ENR	Valentina E Garrett	—	UHC-90419-92	9128759111	6804 Ocean Ave, Plano, TX, 75013	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127481	ENR	Noah J Mendez	1984-04-12	UHC-58028-49	2799312140	7772 Ridge Rd, Glendale, AZ	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP missing+4 more
ENR-136190	ENR	Joe C Day	1948-02-19	UHC-72292-79	3588986299	6135 Apache Blvd, Miami, FL, 33133	0.48	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-141661	ENR	William T Rodriguez	1993-05-23	UHC-66982-37	2477420627	2554 Market St, Columbus, OH, 43296	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26627	PRV	AmandaJunk	1938-02-27	—	9336832337	879 Sunset Blvd, Houston, TX, 77027	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-62447	TPA	Brandon Collins	1981-07-08	—	3305209122	1704 Desert Sky Blvd, Tampa, FL	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117107	ENR	Judy Stevens	1962-08-11	UHC-82487-20	4019688917	3652 Palm Dr, Los Angeles, CA, 90041	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-118684	ENR	Bradley L Henry	2003-04-13	UHC-31206-71	6406003977	7362 Park Pl # 878, Chandler, AZ, 85294	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-23343	PRV	Keith Wells	1992-08-05	—	2406608858	8900 Pine Dr, Dallas, TX, 75220	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-418489	CLM	Bruce Sanchez	1958-03-21	—	7244931820	2162 Hillcrest Rd, Sacramento, CA, 95843	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56696	TPA	Bobby Porter	—	—	7665744346	9479 Camelback Rd, Sacramento, CA, 95834	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-53027	TPA	Gace Vargas	1954-05-26	—	5905289339	955 Ocean Ave # 337, Minneapolis, MN	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-50493	TPA	Sara Jaes	1964-06-24	—	5152087217	2639 Sage Ct, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131811	ENR	Luis G Perry	1946-06-14	UHC-22698-52	—	8902 Park Pl, Tucson, AZ, 85755	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
TPA-54389	TPA	Fatima Simmons	—	—	—	388 Church St # 621, Columbus, OH, 43239	0.48	Name re-cased Date of birth missing Unit split from street Street suffix standardised+4 more
PRV-29147	PRV	Lucia Lawon	1953-07-15	—	8128731682	4690 Highland Ave, Las Vegas, NV, 89178	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-121709	ENR	Beverly Mendoza	2008-09-20	UHC-46120-86	4572721300	9052 Desert Sky Blvd, Tampa, FL	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20371	PRV	Victoria Hawkins	1977-02-12	—	7876796539	1995 Spring St # 774, Las Vegas, NV, 89155	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-122588	ENR	Luis Nelson	1972-10-11	UHC-24502-41	—	7817 Sage Ct, Las Vegas, NV	0.48	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-417351	CLM	Samuel West	1959-04-07	UHC-29799-48	4113394871	6720 Willow Ct, Austin, TX, 78770	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428260	CLM	Ryan Walker	1979-07-19	UHC-79552-94	—	9299 Hillcrest Rd, Las Vegas, NV	0.48	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+4 more
ENR-142354	ENR	Judy M Lynch	1966-09-04	UHC-41671-34	—	5926 Mesa Dr # 463, Austin, TX, 78718	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-412271	CLM	Jerry Jensen	1955-08-28	UHC-63050-35	2679586582	4916 Sunset Blvd, Nashville, TN, 37255	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-429831	CLM	Jesse Lewis	1976-02-19	UHC-25390-99	7804542217	2263 Oak St, Gilbert, AZ, 85233	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114465	ENR	Daniel Spencer	1988-07-25	UHC-34290-39	5803814153	738 Grand Ave, Tucson, AZ	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-142862	ENR	Robert T Ray	1986-11-19	UHC-38009-75	7018501011	9442 Pine Dr, Seattle, WA, 98128	0.48	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+4 more
PRV-23116	PRV	Lucia F Edwards	1970-06-17	—	4374751530	6382 Jefferson Ave, Dallas, TX, 75299	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136504	ENR	Ruh C Montgomery	1968-10-18	UHC-83646-29	—	125 Sunset Blvd, Atlanta, GA, 30383	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-409998	CLM	Pamela Hicks	1990-09-04	—	2336900495	6514 Mountain View Dr, Plano, TX, 75056	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-414793	CLM	Scott Ward	1943-10-21	UHC-40403-01	9702470172	468 Pine Dr # 226, Jacksonville, FL, 32251	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
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-429278	CLM	John Bell	1979-07-03	—	—	4113 Market St, Tucson, AZ, 85785	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
TPA-56423	TPA	Virrginia Hart	1982-10-13	—	5067498822	4504 Church St # 736, Miami, FL, 33139	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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-403710	CLM	Ketih Vazquez	1965-05-23	UHC-01356-46	2096682567	6164 Grand Ave, Scottsdale, AZ, 85299	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416472	CLM	FJunk	1941-04-09	UHC-76175-26	—	5061 Highland Ave, Las Vegas, NV, 89155	0.48	Date of birth reformatted 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-414746	CLM	Lori Jones	—	UHC-48852-57	8696786494	7860 Mesa Dr, Atlanta, GA, 30367	0.48	Name re-cased Date of birth missing 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
PRV-21762	PRV	Gerald W Richardson	1957-04-11	UHC-52791-35	2998825660	1747 Sage Ct, Gilbert, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+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-408510	CLM	Vincent Stevens	1975-10-05	UHC-60712-59	4723952432	1528 Baseline Rd, Sacramento, CA, 95845	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416760	CLM	Jeffrey Jones	1994-10-09	UHC-52048-16	9746767639	6076 Market St, Columbus, OH	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-410757	CLM	Shirley Armstrong	1993-03-18	—	2675831872	5754 Harbor Blvd, San Antonio, TX, 78224	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-407602	CLM	Anthony Murphy	1959-01-19	UHC-88733-62	—	528 Canyon Rd, Phoenix, AZ, 85024	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-429792	CLM	Jeremy Moore	1995-09-27	—	9455731222	7041 Willow Ct Apt 13, Mesa, AZ, 85262	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more

71,257 rows, page 57 of 1,426Previous Next