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 “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
TPA-58685	TPA	Diana Freeman	1962-07-17	—	—	2721 Elm St, Jacksonville, FL, 32234	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-405531	CLM	Larry Spencer	1976-10-23	UHC-16960-57	—	5830 Lake View Rd, Miami, FL, 33139	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-63982	TPA	Grace Le	—	—	—	7146 Central Ave, San Antonio, TX, 78244	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-108746	ENR	Marianna Simmons	1954-11-18	UHC-37203-81	8462721761	5200 Desert Sky Blvd # 406, Tempe, AZ, 85279	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
CLM-405568	CLM	Masson Gomez	1962-04-19	UHC-14665-92	7955081423	3565 Hillcrest Rd, Gilbert, AZ, 85264	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-25853	PRV	David Ward	—	—	4603592942	1937 Baseline Rd, Mesa, AZ, 85232	0.62	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
ENR-104267	ENR	Frances F Alvarez	1963-10-24	UHC-86192-80	7766880620	9208 Central Ave, Miami, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-423959	CLM	Digo Ramos	2004-03-13	UHC-23117-92	4076007554	6810 Highland Ave, Tucson, AZ, 85725	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423958	CLM	Digo Ramos	2004-03-13	UHC-23117-92	4076007554	6810 Highland Ave, Tucson, AZ, 85725	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132274	ENR	Diane Morales	1958-05-02	UHC-58169-52	3276320176	6994 Jefferson Ave, Seattle, WA, 98122	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63356	TPA	Maria Reeed	1944-03-19	UHC-26909-68	—	7228 Ridge Rd, Jacksonville, FL, 32257	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-22376	PRV	Samuel Wheeler	1959-09-23	UHC-12175-52	5544616356	9508 Ridge Rd, Fresno, CA, 93758	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121478	ENR	Arjun Nichols	1966-02-17	UHC-12348-84	4226692920	2526 Maple Ave, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118556	ENR	Debra Y Campbell	2006-09-23	UHC-98880-48	5842781594	1580 Willow Ct # 410, Houston, TX, 77079	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-111818	ENR	Alex Torres	1960-08-17	UHC-79406-78	8047436784	5623 Hillcrest Rd, Houston, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-29516	PRV	Brittany Jackson	1956-01-05	UHC-56213-21	—	2035 Oak St, Mesa, AZ, 85281	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114320	ENR	Jose V Henry	1970-11-15	UHC-69072-64	8526459556	4364 Willow Ct, Seattle, WA, 98100	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-127686	ENR	Roger I Thomas	1953-10-06	UHC-41176-15	8967664439	3688 Sunset Blvd, Dallas, TX, 75206	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100777	ENR	Jesse Kim	1967-01-14	UHC-45304-40	3357488814	3377 Market St Apt 29, Fresno, CA, 93709	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111767	ENR	Jose D Crawford	1991-06-13	UHC-88067-96	8108166307	2181 Willow Ct, Chandler, AZ, 85241	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-415746	CLM	Doonald Murrray	2001-12-17	UHC-38778-25	—	7821 Lincoln Way # 717, Sacramento, CA, 95825	0.62	Name re-cased Member ID reformatted Unit split from street City re-cased+3 more
ENR-141829	ENR	Jason R Hernandez	1946-12-19	UHC-57671-39	4794555954	841 Harbor Blvd, Mesa, AZ, 85208	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105265	ENR	Steven K Guzman	2001-11-20	—	6762258210	6461 Mesa Dr, Las Vegas, NV, 89120	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-415505	CLM	Debra Stone	1984-04-14	—	3433846337	1874 Maple Ave, Atlanta, GA, 30385	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422070	CLM	Fatima Thomas	1960-03-25	—	4776529298	9534 Sage Ct, Scottsdale, AZ, 85229	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-107291	ENR	Katherine Ramos	1980-03-28	UHC-96787-07	2018711929	6388 Union St, Tempe, AZ, 85217	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51543	TPA	Greegory Elliott	1961-08-16	—	—	1131 Central Ave, Atlanta, GA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-56231	TPA	Michelle Woong	1995-11-14	—	—	9654 Central Ave, Chandler, AZ, 85215	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
PRV-26290	PRV	Abbby Cunningham	1938-09-28	—	8772953074	4046 Oak St, Tampa, FL, 33663	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409017	CLM	Michelle Kennedy	1967-01-05	UHC-59953-53	2385631911	4335 Sunset Blvd, Miami, FL	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
ENR-107707	ENR	Logan Ryan	1969-09-04	UHC-90583-54	—	4749 Forest Ave, Tampa, FL, 33657	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-51165	TPA	Jennifer Henry	1968-06-10	UHC-46109-60	—	4536 Camelback Rd, Orlando, FL, 32843	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
ENR-132400	ENR	Martha Hart	1992-08-09	UHC-75199-01	—	8285 Oak St, Orlando, FL, 32874	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-111318	ENR	Steven Burns	1978-08-12	UHC-52339-52	7487036743	6845 Elm St, Charlotte, NC	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-429452	CLM	Melissa Burns	1981-06-05	UHC-05550-71	—	5052 Willow Ct Apt 30, Gilbert, AZ, 85218	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
ENR-140717	ENR	Camila Schmidt	1963-11-21	UHC-25491-14	7645423283	7202 Market St, Las Vegas, NV, 89115	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424053	CLM	Kimberly Gisbon	2004-07-23	UHC-59029-58	—	3019 Mesa Dr, Houston, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-112630	ENR	Donald Vazquez	1960-05-26	UHC-40919-31	3556126829	1869 Mesa Dr, Scottsdale, AZ, 85210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60111	TPA	Rndy Cruz	1939-06-22	UHC-45387-96	8934782097	790 Willow Ct # 472, Scottsdale, AZ, 85256	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-114677	ENR	Mark Green	1981-09-10	UHC-07350-83	4616697548	1449 Maple Ave, Los Angeles, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-51884	TPA	Walter Torres	1979-09-18	—	5524881014	8908 Apache Blvd, Denver, CO, 80271	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113465	ENR	Vega Kelly	1972-04-14	UHC-48546-44	—	1298 Central Ave, Eden Prairie, MN, 55301	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-129930	ENR	Ryan Perkins	1944-11-25	UHC-46441-06	3955422392	2850 Highland Ave, Los Angeles, CA, 90078	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112609	ENR	Bradley I Bishop	1993-11-05	UHC-27079-25	6598252726	4050 Meadow Ln Apt 2, Nashville, TN, 37283	0.62	Phone reformatted Unit split from street City re-cased State code upper-cased+3 more
ENR-136412	ENR	Madison Obrien	1943-10-16	UHC-27298-84	—	7820 Palm Dr, Nashville, TN, 37261	0.62	Name split from “Last, First”Name re-cased Phone missing area code Member ID reformatted+3 more
TPA-50783	TPA	Hiroshi Coleman	1985-04-06	UHC-24824-94	5788361392	3352 Central Ave, San Antonio, TX, 78242	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-107502	ENR	Abigail T Little	1976-10-18	UHC-77190-83	4514229141	7922 Apache Blvd # 777, Fresno, CA, 93788	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-138321	ENR	Theresa Stephens	1963-10-20	UHC-65181-56	8785544791	5288 Market St, Tempe, AZ, 85225	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404541	CLM	Susan Rojas	1992-10-15	UHC-20787-07	—	8780 Central Ave, Tampa, FL	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-28463	PRV	Ralph Bradley	1980-07-27	UHC-94420-89	7632035783	4979 Park Pl, Orlando, FL, 32832	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more

17,850 rows, page 90 of 357Previous Next