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
PRV-22102	PRV	Camila G Olson	1949-01-07	—	5246510806	3970 Sage Ct, Atlanta, GA, 30342	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+3 more
TPA-62375	TPA	Kenneth Hamilton	1985-10-18	—	—	4095 Lake View Rd, Sacramento, CA, 95883	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417453	CLM	Rachel Webb	2001-04-13	UHC-11876-86	3127625131	5298 Maple Ave Apt 9, Atlanta, GA, 30378	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-420437	CLM	Ronald Ellis	2007-01-06	—	—	1443 Apache Blvd, Denver, CO, 80260	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-61945	TPA	Isabella Singh	1949-11-14	—	9162509220	8764 Baseline Rd, Columbus, OH, 43296	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60403	TPA	Bradley Williis	1999-01-08	—	—	5874 Cedar Ln, Miami, FL, 33165	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-59499	TPA	Mark Silva	1987-12-04	—	—	7641 Ocean Ave, Chandler, AZ, 85251	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-408817	CLM	Vicky S Franklin	—	UHC-84410-24	6586858299	5345 Valley View Dr, Denver, CO, 80259	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-124656	ENR	Hannah K Owens	1946-10-28	UHC-20754-86	4273007464	6773 Willow Ct Apt 38, Orlando, FL, 32804	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-24069	PRV	Theresa Kelly	1950-01-02	UHC-26103-49	6876560179	1014 Hillcrest Rd, San Diego, CA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-26497	PRV	Judy A Edwards	1992-08-01	—	—	501 Palm Dr, Gilbert, AZ	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411007	CLM	Jeffrey Stewart	1995-03-24	UHC-18721-55	2069538887	6049 Grand Ave, Columbus, OH, 43289	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-107657	ENR	Bryan V Carr	1959-11-01	UHC-84837-95	9384882231	7382 Pine Dr, Atlanta, GA, 30349	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-120166	ENR	Danielle Sims	1961-10-28	UHC-89107-01	2394757039	3165 Willow Ct Apt 40, Tampa, FL, 33607	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-419431	CLM	Christine Stevens	1983-06-13	—	4159441739	9540 Broadway, San Antonio, TX, 78215	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Address re-cased+3 more
ENR-134762	ENR	Nathan S Kennedy	1971-07-24	UHC-94717-31	9524210645	1676 Spring St, Mesa, AZ, 85244	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-137919	ENR	Hannah Valdez	1969-03-27	UHC-12876-94	—	4569 Baseline Rd, Glendale, AZ, 85357	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107574	ENR	Billy W King	1968-10-17	UHC-34428-44	7933475889	381 Sage Ct, Houston, TX, 77098	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415766	CLM	Mason Castro	1957-09-28	UHC-01653-72	7644039675	4926 Main St, Austin, TX	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-115274	ENR	Andrea A Espinoza	1995-10-20	UHC-38500-61	8248033190	4990 Church St Apt 14, Eden Prairie, MN, 55312	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-410161	CLM	Alexander Carpenter	1948-07-15	UHC-30993-74	—	1607 Oak St, Orlando, FL, 32811	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130226	ENR	Mychelle Gordon	1948-04-16	UHC-80137-39	—	470 Valley View Dr, Houston, TX, 77049	0.50	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+3 more
TPA-50821	TPA	Ethan A Stephens	1996-04-21	—	—	7458 Washington St, Eden Prairie, MN, 55337	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128320	ENR	Emily A Wagner	1940-01-05	UHC-20500-13	8417400837	956 Pine Dr, Glendale, AZ, 85307	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118158	ENR	Amber R Delgado	2007-09-14	UHC-82226-03	8828146582	4846 Market St # 531, Chandler, AZ, 85241	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-100625	ENR	Jason Rios	1953-06-27	UHC-49359-36	3934390535	5658 Pine Dr # 434, Jacksonville, FL, 32263	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-405044	CLM	Kathleen Stewart	1938-10-13	—	—	317 Mountain View Dr, Charlotte, NC, 28240	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117793	ENR	Ahmed Hayees	1995-10-01	UHC-59600-25	2407723846	1557 Baseline Rd, Fresno, CA, 93702	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115556	ENR	Andrew Fernandez	1948-06-26	UHC-04193-01	9685099716	9020 Valley View Dr, Seattle, WA, 98169	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132696	ENR	Kelly F Burton	1980-10-12	UHC-06398-61	—	9072 Park Pl, Dallas, TX, 75217	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-408360	CLM	Ana Q Allen	1938-05-27	UHC-40301-04	—	8410 Desert Sky Blvd, Denver, CO, 80252	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408361	CLM	Ana Q Allen	1938-05-27	UHC-40301-04	—	8410 Desert Sky Blvd, Denver, CO, 80252	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124105	ENR	Camila R Mendoza	1965-10-05	UHC-35550-94	8897657384	7918 Oak St, Seattle, WA, 98146	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137061	ENR	Henry N Peters	1977-01-18	UHC-77157-46	2056791812	9756 Desert Sky Blvd, Eden Prairie, MN, 55387	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-426258	CLM	Ashley Watson	1960-12-22	—	—	4523 Maple Ave, Phoenix, AZ, 85064	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-428815	CLM	Betty Stephens	2006-12-15	UHC-08557-91	8869139445	6241 Lincoln Way Apt 40, Eden Prairie, MN, 55345	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-136032	ENR	Matthew H Burns	1976-12-19	UHC-41296-63	9458261763	6941 Pine Dr # 520, Tucson, AZ, 85753	0.50	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Unit split from street+3 more
TPA-56401	TPA	Jesse H Collins	1987-04-01	—	—	7476 Grand Ave # 511, Columbus, OH, 43212	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-405934	CLM	Thomas W Schmidt	1960-08-05	—	4057942500	968 Canyon Rd, Fresno, CA, 93742	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25815	PRV	Eugene Warren	1965-03-23	UHC-16651-20	5739904544	4103 Bayshore Dr Apt 24, Gilbert, AZ, 85277	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-110683	ENR	Zachary Harvey	2004-08-10	UHC-58981-28	8426107239	8928 Apache Blvd, Tempe, AZ, 85239	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127564	ENR	Deborah Barnes	1995-03-09	UHC-31108-31	5534112107	8022 Hillcrest Rd, Minneapolis, MN, 55460	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-137139	ENR	James Johnson	1955-03-03	UHC-45826-69	—	4782 Main St, San Antonio, TX, 78236	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-419104	CLM	Joan Cooper	1994-06-27	UHC-48751-84	8585513148	572 Forest Ave, Scottsdale, AZ	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59790	TPA	Heather Waston	1998-02-19	—	—	310 Main St, Plano, TX	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-62023	TPA	Santiago Weber	1961-05-14	—	3207846909	1914 Forest Ave, Austin, TX, 78703	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424070	CLM	Jackie Yang	1938-05-18	—	—	3618 Pine Dr, Jacksonville, FL, 32274	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114172	ENR	Jacob Lucas	1981-01-16	UHC-13277-60	—	4313 Desert Sky Blvd, Columbus, OH, 43211	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122368	ENR	Abigail H Gomez	1954-05-20	UHC-76184-54	2342380498	9733 Apache Blvd, Tempe, AZ, 85256	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400070	CLM	Ambber Wells	1979-06-25	—	2665950799	299 Meadow Ln, Houston, TX, 77014	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

9,980 rows, page 34 of 200Previous Next