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
CLM-424344	CLM	Heather Vazquez	1956-05-14	UHC-60010-83	6876094958	1445 Central Ave, Glendale, AZ, 85399	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56652	TPA	Gloria G Wagner	1996-10-14	—	2969507994	928 Forest Ave, Plano, TX, 75051	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
CLM-423833	CLM	Christine Pwell	1984-11-14	UHC-91272-76	9619844221	1042 Maple Ave, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-423832	CLM	Christine Pwell	1984-11-14	UHC-91272-76	9619844221	1042 Maple Ave, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22973	PRV	Dylan F Wheeler	2000-01-26	UHC-34756-24	7058103344	5635 Palm Dr, Eden Prairie, MN, 55303	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-419072	CLM	Timothy Clark	1959-09-22	UHC-35369-94	3883590899	1801 Mountain View Dr # 856, Orlando, FL, 32874	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-26173	PRV	Willie S Park	1944-02-21	UHC-43463-73	2909473765	3730 Elm St, Denver, CO, 80249	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-29352	PRV	Ralph R Andrews	1985-06-10	—	—	3086 Desert Sky Blvd, Fresno, CA, 93728	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-59512	TPA	Santiago Gonzales	1989-11-03	—	6169054240	2699 Ocean Ave, Miami, FL, 33178	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139482	ENR	Valenttina Williams	1982-09-21	UHC-42568-28	9286512546	8185 Mesa Dr, Columbus, OH, 43287	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135744	ENR	Doris Ryan	1981-08-24	UHC-04166-33	3596909950	2666 Sage Ct, Minneapolis, MN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-413874	CLM	Teresa Meyer	1962-09-10	UHC-53988-81	7158124392	9295 Apache Blvd, Las Vegas, NV, 89197	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117329	ENR	Susan Matthews	1979-01-19	UHC-95229-19	2013210863	9469 Ocean Ave, Charlotte, NC, 28232	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-115720	ENR	Sofia Z Castillo	1951-06-19	UHC-61745-59	3193791070	2371 Willow Ct, Jacksonville, FL, 32241	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-60179	TPA	Willie BJunk	1998-11-15	—	4772830887	9044 Mountain View Dr, Las Vegas, NV, 89163	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118785	ENR	Valentina B Coleman	1984-04-09	—	6408611472	5143 Market St, Nashville, TN, 37207	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139298	ENR	Jacob M Jordan	1958-09-08	UHC-33868-33	4216759993	5985 Lake View Rd, Miami, FL, 33131	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22694	PRV	Dick Mendez	1960-12-03	—	7587854571	2643 Desert Sky Blvd Apt 33, Gilbert, AZ, 85235	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-109683	ENR	Bobby Alexander	2003-03-28	UHC-39102-26	8218710887	711 Mountain View Dr, Tempe, AZ, 85242	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-409952	CLM	Douglas R Schultz	1974-07-19	—	7723170773	3366 Elm St, Miami, FL, 33181	0.60	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27907	PRV	Philip Thomas	1993-02-09	UHC-59106-02	9676717345	4175 Apache Blvd, Orlando, FL, 32868	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-413083	CLM	Hiroshi Rogers	1986-08-07	UHC-98848-91	4746107880	3858 Baseline Rd, Miami, FL	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21516	PRV	Thomas Boyd	1984-09-28	—	4789265496	7546 Sunset Blvd, Sacramento, CA, 95883	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24092	PRV	Kayla P Patel	1964-09-08	UHC-00656-58	4189011716	4595 Bayshore Dr, Tampa, FL	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131912	ENR	Jrery A Edwards	1990-05-14	UHC-51204-16	8338180022	922 Union St # 854, Atlanta, GA, 30387	0.60	Date of birth reformatted Phone reformatted Unit split from street City re-cased+4 more
ENR-112592	ENR	Kelly Q Lucas	1946-08-21	UHC-43173-63	—	8042 Main St, Mesa, AZ, 85261	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-100973	ENR	Edward V George	1982-05-08	UHC-76499-75	7873153198	9125 Apache Blvd # 424, Houston, TX, 77090	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-142313	ENR	Priya U Burke	1975-02-15	UHC-37641-26	9566659500	1398 Ridge Rd, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61132	TPA	Billy Peterson	1983-03-22	—	4296632093	5022 Willow Ct, Tampa, FL, 33685	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114578	ENR	Gary Fisher	1962-11-10	UHC-83061-20	—	3740 Forest Ave, Dallas, TX, 75244	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-413178	CLM	Lisa Clark	1977-03-13	UHC-08004-40	—	5429 Sunset Blvd, Atlanta, GA, 30336	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-102121	ENR	Pamela Gonzales	1975-11-08	UHC-32319-29	4529523413	9831 Main St, Mesa, AZ, 85280	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-141037	ENR	Justin Porter	2007-06-14	UHC-18677-39	3287597952	8304 Jefferson Ave, Los Angeles, CA, 90014	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102192	ENR	Joe U Lynch	1939-05-17	UHC-56172-67	5612283948	3000 Lake View Rd, Fresno, CA, 93719	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-102291	ENR	Omar Z Cruz	1940-12-22	UHC-43088-14	—	6656 Desert Sky Blvd, Fresno, CA, 93740	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-140271	ENR	Mary Griffin	1952-03-24	UHC-26289-73	6288710948	3078 Grand Ave, Minneapolis, MN	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425131	CLM	Wei Medina	1952-10-25	UHC-05721-07	—	4780 Lake View Rd Apt 4, Plano, TX, 75067	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-423491	CLM	Mariana Flores	1977-09-19	UHC-75178-35	7913273035	8810 Elm St, Gilbert, AZ, 85254	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-23695	PRV	Ralph Jenkins	2001-12-18	UHC-92101-65	5222883803	525 Sage Ct # 882, Fresno, CA, 93709	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-27169	PRV	Sofia Patel	2000-03-25	—	2619156113	5736 Ocean Ave # 100, Chandler, AZ, 85298	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-21812	PRV	Kathryn Ramirez	1944-05-02	—	8616212548	9294 Park Pl, Gilbert, AZ, 85281	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-426345	CLM	Omar Weaver	2002-02-28	UHC-71491-85	7039799708	4595 Sage Ct, Fresno, CA, 93782	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118102	ENR	Valentina Green	1972-08-04	UHC-03315-16	—	7031 Jefferson Ave, Tucson, AZ, 85777	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-124411	ENR	Evelyn Weber	1997-01-23	UHC-07516-18	4799553598	603 Mesa Dr, Los Angeles, CA, 90068	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407489	CLM	Timothy Nichols	1989-07-13	UHC-96375-54	7635111728	8409 Bayshore Dr Apt 26, San Antonio, TX, 78268	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-115363	ENR	Ralph U Arnold	1951-08-10	UHC-50091-38	7419684318	1384 Canyon Rd, Plano, TX, 75089	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137435	ENR	Nancy Miller	1980-01-18	UHC-71193-39	7974238421	1408 Central Ave, Charlotte, NC, 28268	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-50384	TPA	Albert Hanson	1940-03-10	—	—	7146 Central Ave, Seattle, WA, 98191	0.60	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-101367	ENR	Deborah C Riso	1949-06-20	UHC-57911-73	2059064529	8210 Mountain View Dr, Las Vegas, NV, 89164	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118700	ENR	Henry Wells	1994-05-08	UHC-34465-23	—	7167 Highland Ave, Scottsdale, AZ, 85216	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

32,400 rows, page 84 of 648Previous Next