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 “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
TPA-55503	TPA	Frances Payne	1999-10-16	—	—	325 Desert Sky Blvd, San Diego, CA, 92113	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409391	CLM	Abigail Holmes	1993-03-16	UHC-14169-27	4083596951	6461 Main St, Denver, CO, 80200	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130266	ENR	Emily T Stephens	1954-10-28	UHC-30148-26	3617039726	5045 Valley View Dr, Houston, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142501	ENR	JackJunk	1970-07-24	UHC-08046-24	8167442788	5407 Camelback Rd, Denver, CO, 80236	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142502	ENR	JackJunk	1970-07-24	UHC-08046-24	8167442788	5407 Camelback Rd, Denver, CO, 80236	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104815	ENR	Terry N Morales	1948-08-21	UHC-19948-47	9608529319	8071 Elm St, Charlotte, NC, 28244	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110266	ENR	Jean Burns	1980-05-17	UHC-41583-14	5248001381	1940 Pine Dr, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27313	PRV	Philip Lawson	1987-09-26	—	9528017086	5269 Hillcrest Rd, Plano, TX, 75056	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59201	TPA	Pamela Arnold	1973-11-19	—	2399355420	1082 Maple Ave, San Diego, CA, 92184	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-429459	CLM	Timothy U Jacobs	1944-08-19	UHC-20013-02	4835536919	2140 Palm Dr, Gilbert, AZ, 85240	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416742	CLM	Ahmed V Gibson	1976-03-13	UHC-32423-18	2598842017	8166 Desert Sky Blvd, Orlando, FL, 32817	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-108107	ENR	Dylan Q Williamson	1965-06-23	UHC-81007-03	2568993960	3643 Desert Sky Blvd, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101891	ENR	Kayla Sims	1987-05-14	UHC-89313-41	3276288051	7655 Washington St, Atlanta, GA, 30371	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-21938	PRV	Sophia Carroll	1979-02-23	UHC-64413-52	5816388412	5642 Desert Sky Blvd, Atlanta, GA, 30394	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426765	CLM	Katherine Bryant	1946-11-11	—	—	7987 Apache Blvd, Phoenix, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426764	CLM	Katherine Bryant	1946-11-11	—	—	7987 Apache Blvd, Phoenix, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126116	ENR	Teresa Dixon	1970-04-03	UHC-78294-80	7039456181	5177 Camelback Rd, Dallas, TX, 75270	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-403859	CLM	Ethan Murray	1990-12-01	UHC-41636-07	—	601 Jefferson Ave, Sacramento, CA, 95824	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115343	ENR	Valentina K Ramos	1980-08-17	UHC-69832-38	6447470118	2735 Bayshore Dr, Mesa, AZ, 85279	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414965	CLM	Lucia Vega	2006-09-16	UHC-56461-21	6385682951	1004 Willow Ct, Nashville, TN, 37227	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109820	ENR	Alex Diaz	1989-10-04	UHC-67481-57	4158570050	5065 Church St, Scottsdale, AZ, 85235	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-408905	CLM	Kevin A Rice	1999-08-06	UHC-54331-49	2332187197	8670 Main St, Chandler, AZ, 85265	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28905	PRV	Diane Castillo	1968-06-08	UHC-29993-99	4447381256	8444 Camelback Rd, Miami, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132590	ENR	Noah P Allen	1981-06-27	UHC-20780-46	3715458593	2225 Market St, San Diego, CA, 92187	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107069	ENR	Natalie Larson	1999-01-13	UHC-29101-12	7118741072	199 Grand Ave, Plano, TX, 75040	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54057	TPA	Gabriel Richardson	2002-11-01	UHC-41025-97	7397941121	2343 Lake View Rd # 599, Dallas, TX, 75274	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-404184	CLM	Brenda G Perkins	1948-01-03	UHC-78467-81	—	1719 Spring St, Austin, TX, 78704	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-141704	ENR	Paul B Spencer	1995-07-01	UHC-67711-94	4652853630	2559 Desert Sky Blvd, Tempe, AZ, 85244	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
CLM-432758	CLM	Adam Williamson	1957-09-07	—	2062376599	6488 Central Ave, Fresno, CA, 93772	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124966	ENR	Ashley D Hall	2002-03-15	UHC-12898-35	2685977492	5373 Jefferson Ave Apt 27, Nashville, TN, 37281	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-428921	CLM	Andrea Griffin	1985-06-07	—	—	5822 Bayshore Dr Apt 1, Charlotte, NC, 28203	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-415157	CLM	Martha Green	1962-09-08	—	6006751907	6176 Harbor Blvd, Dallas, TX, 75258	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52045	TPA	Kathleen Obrien	1988-02-05	—	—	9351 Elm St, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56973	TPA	Charles Ray	1951-09-17	—	—	8897 Ridge Rd, Nashville, TN, 37227	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-127473	ENR	Marcus Rojas	1979-09-12	UHC-13207-05	9517343345	6350 Sunset Blvd Apt 29, Miami, FL, 33195	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-407816	CLM	Diane Mendez	1973-12-13	UHC-02276-61	—	6371 Grand Ave, Las Vegas, NV, 89191	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-125750	ENR	Mariana X Kellly	1981-08-25	UHC-11420-45	6816069230	5286 Indian School Rd Apt 40, Miami, FL, 33119	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-140306	ENR	Jose Harvey	1970-03-26	UHC-69584-36	4945313776	579 Apache Blvd, Tempe, AZ, 85249	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117853	ENR	Robert B Contreras	2005-08-26	UHC-93870-33	8327674829	5931 Central Ave, Dallas, TX, 75265	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126695	ENR	Sandra Jackson	1964-01-25	UHC-78773-38	6288326945	2200 Hillcrest Rd, Denver, CO, 80269	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414753	CLM	Andrea Davis	1979-07-08	UHC-58349-43	—	5797 Spring St, Denver, CO, 80205	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+3 more
ENR-127745	ENR	Doris M Bell	1957-03-09	UHC-49343-44	6277660285	3718 Forest Ave, Nashville, TN, 37265	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424691	CLM	Julia Dean	1987-06-17	—	—	5101 Central Ave, Gilbert, AZ, 85221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419138	CLM	Angela Murray	2004-11-25	UHC-17948-28	9422472957	53 Elm St, Nashville, TN, 37215	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-138216	ENR	Tyler N Marquez	1963-12-15	UHC-77037-17	6419702382	4941 River Rd, Columbus, OH, 43287	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-138217	ENR	Tyler N Marquez	1963-12-15	UHC-77037-17	6419702382	4941 River Rd, Columbus, OH, 43287	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-422782	CLM	Judy S Wang	1985-04-05	UHC-93720-28	—	6688 Washington St, Houston, TX, 77095	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137854	ENR	Charles Fields	1974-01-11	UHC-66165-35	2042611547	8642 Valley View Dr, Glendale, AZ, 85394	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124476	ENR	Camila Shaw	1945-10-10	UHC-48277-33	3027155032	7398 Main St, Tucson, AZ, 85777	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101245	ENR	Douglas J Hughes	1942-02-13	UHC-77466-69	3112311066	9585 Union St, Atlanta, GA, 30383	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

32,400 rows, page 115 of 648Previous Next