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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130947	ENR	Carlos Z Ortega	1985-05-15	UHC-86655-27	—	8554 Harbor Blvd, Sacramento, CA, 95837	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415522	CLM	Bruce Reynolds	1945-07-01	UHC-33418-96	—	8688 Apache Blvd, Glendale, AZ, 85382	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113991	ENR	Mateo Gordon	2000-03-20	UHC-32351-59	5628462515	9341 Ocean Ave, Scottsdale, AZ, 85240	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55189	TPA	Gloria George	1995-08-23	—	3166667497	9610 Jefferson Ave, Minneapolis, MN, 55413	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102479	ENR	Mason U Guzman	1969-02-21	UHC-87047-02	8863982756	9598 Palm Dr, San Antonio, TX, 78219	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118173	ENR	Dylan Lynch	1946-09-12	UHC-50578-24	8556854066	3680 Indian School Rd, Fresno, CA, 93782	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123206	ENR	Patrick Y Estrada	1985-11-12	UHC-35894-99	2396364800	9608 Oak St, Plano, TX, 75054	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-113121	ENR	Mariana R Jones	2004-04-06	UHC-02793-47	2643367260	4073 Union St, Tucson, AZ, 85753	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26770	PRV	Bradley Rodriguez	1956-08-20	—	4422875080	6966 Canyon Rd, Tampa, FL, 33620	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21419	PRV	Mary Obrien	1951-01-03	—	—	6414 Valley View Dr, Plano, TX, 75074	0.64	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+2 more
CLM-425532	CLM	Stephen Y Webb	1950-06-21	UHC-02013-78	7028641262	7464 Canyon Rd, Minneapolis, MN, 55473	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122914	ENR	Ahmed Hudson	1963-04-04	UHC-89402-89	2272459308	6882 Sage Ct, Dallas, TX, 75259	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432288	CLM	Cheryl Johnson	1973-02-07	—	3353150878	101 Palm Dr, Sacramento, CA, 95821	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100259	ENR	Marilyn T Garza	1938-06-19	UHC-96077-99	4496353634	2481 Sage Ct # 371, Nashville, TN, 37232	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+2 more
CLM-424883	CLM	Sarah Mitchell	1992-09-26	UHC-43687-13	—	8532 Oak St, Eden Prairie, MN, 55386	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-408357	CLM	Jacqueline Yang	1995-11-26	UHC-86549-94	9155081646	100 Ocean Ave, Austin, TX, 78774	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140856	ENR	Andrew M Herrera	2004-01-23	UHC-78655-68	—	3253 Palm Dr, Minneapolis, MN, 55487	0.64	Name split from “Last, First”Member ID reformatted City re-cased State name converted to code+2 more
CLM-431431	CLM	Kathryn Dominguez	1939-12-18	UHC-46274-34	—	6195 Apache Blvd, Sacramento, CA, 95854	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-406790	CLM	Jacqueline Burke	1994-12-08	—	6827859387	904 Baseline Rd, Tucson, AZ, 85702	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109095	ENR	Walter Roberts	1979-01-05	UHC-32804-90	9173025383	8525 Ocean Ave, Miami, FL, 33110	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-119267	ENR	Mason A Ellis	1965-06-19	UHC-64618-74	6416457339	5237 Indian School Rd Apt 33, Glendale, AZ, 85388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-411570	CLM	Wei Crawford	1994-12-28	UHC-41748-21	6694884393	744 Grand Ave, Minneapolis, MN, 55428	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114083	ENR	Caolyn Taylor	1999-12-28	UHC-94825-21	2187028594	3614 Jefferson Ave, Houston, TX, 77007	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-129354	ENR	Angela Burtoon	1988-07-08	UHC-28844-31	—	6571 River Rd, Orlando, FL, 32886	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-137571	ENR	Stephanie Martinez	1943-05-07	UHC-86165-98	7038576417	9578 Camelback Rd, Orlando, FL, 32816	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403173	CLM	Stephanie Oliver	1978-02-19	—	8315591211	2679 Elm St, Jacksonville, FL	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-107773	ENR	Sophia N Wagner	1982-04-26	UHC-66406-43	8895125018	617 Highland Ave, Gilbert, AZ, 85210	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404974	CLM	Sofia R Hughes	1957-03-08	—	2312572917	6276 Bayshore Dr, Columbus, OH, 43264	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-426836	CLM	Joe Bishop	1967-10-04	UHC-26419-88	6258259436	9338 Apache Blvd, Jacksonville, FL, 32226	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-423281	CLM	Douglas Jimenez	1983-08-06	UHC-00025-43	5093666651	9405 Ridge Rd, Atlanta, GA, 30336	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419984	CLM	Wei B Ross	1978-06-09	UHC-75468-32	2119023586	5290 Oak St, Seattle, WA, 98109	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142762	ENR	Dot Gomez	1965-10-25	UHC-28888-43	8404448085	4929 Elm St, Los Angeles, CA, 90030	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117921	ENR	Julia K Graham	1947-05-12	UHC-16313-77	8007937540	352 Willow Ct, Tucson, AZ, 85748	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
ENR-113555	ENR	Emma O Campbell	1971-11-15	UHC-47039-85	4163118053	4875 Central Ave, Mesa, AZ	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-116197	ENR	Catherine V Henderson	1986-01-17	UHC-95700-75	7679563869	4276 Church St, Miami, FL, 33140	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-410704	CLM	Sarha Bowman	1983-04-27	UHC-65972-52	3436679817	3180 Apache Blvd, Los Angeles, CA, 90041	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-130729	ENR	Peter Harper	1957-04-15	UHC-87117-06	2522107241	4191 Grand Ave, Columbus, OH, 43284	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-415236	CLM	Jacqueline Hansen	1978-12-04	—	6756564710	9569 Desert Sky Blvd, Nashville, TN, 37294	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117261	ENR	Michael Chapman	1960-09-01	UHC-78960-31	6898099082	3528 Bayshore Dr, Tampa, FL, 33698	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142857	ENR	Linda B Marquez	1977-03-10	UHC-66226-32	9198241455	389 Hillcrest Rd, Orlando, FL, 32878	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102116	ENR	Dieggo Mills	1994-04-21	UHC-86437-50	—	2089 Camelback Rd, Scottsdale, AZ, 85241	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-432599	CLM	Bruce K Fuller	1968-08-22	UHC-60457-96	4464178833	1619 Forest Ave, Tucson, AZ, 85773	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24248	PRV	Judith Wod	2002-11-27	UHC-06905-95	2043851382	5083 Desert Sky Blvd # 551, Mesa, AZ, 85205	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-102604	ENR	Lina Crawforrd	1993-12-27	UHC-89035-43	5545279805	8402 Washington St, Denver, CO, 80274	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135555	ENR	Joyce Howard	1978-05-03	UHC-48747-24	2235481783	6070 Maple Ave, Glendale, AZ, 85302	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27315	PRV	Nicole Gilbert	1951-01-25	UHC-93489-42	7702818360	6879 Market St, Orlando, FL, 32853	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56870	TPA	George Bryant	1965-11-15	—	—	2407 Bayshore Dr, San Diego, CA, 92181	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403370	CLM	Jerry Franklin	1983-12-02	UHC-03734-38	—	4905 Mountain View Dr, Columbus, OH, 43202	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted State name converted to code+2 more
CLM-403369	CLM	Robert Ford	1980-01-19	UHC-14799-77	—	1726 Harbor Blvd, Tucson, AZ, 85737	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119499	ENR	Yuki G Hudson	1972-05-22	UHC-52296-87	9442048069	7609 Willow Ct, Fresno, CA, 93734	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

9,980 rows, page 88 of 200Previous Next