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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418998	CLM	Cynthia Mitchell	1944-10-20	—	3537354149	6540 Meadow Ln, Charlotte, NC, 28219	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-57835	TPA	Bryan Simmons	1947-11-10	—	5527938839	67 Bayshore Dr, Atlanta, GA, 30364	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124204	ENR	Joshua X Contreras	1959-04-17	UHC-14116-38	3189428256	8975 Ocean Ave # 849, Denver, CO, 80271	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+3 more
CLM-421700	CLM	Mariana G Wilson	1947-07-01	—	—	4779 Canyon Rd, Dallas, TX, 75272	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141327	ENR	Diego C Carter	1992-04-21	UHC-63998-38	4759726757	450 Main St, Eden Prairie, MN, 55382	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-408122	CLM	Jason Mason	1983-09-02	UHC-84953-50	5278808118	6011 Washington St Apt 11, Sacramento, CA, 95800	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-59679	TPA	Cynnthia Jenkins	1996-07-15	—	—	3297 Ridge Rd, San Antonio, TX	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127834	ENR	Michelle R Price	1983-08-09	UHC-08987-60	9624008270	5625 Pine Dr, Glendale, AZ, 85359	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111267	ENR	Ronald Lawrence	1981-05-22	UHC-29293-43	4843379322	3578 Central Ave, Scottsdale, AZ, 85283	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57047	TPA	Ryan Elliott	1962-07-01	—	8323083910	5526 Sunset Blvd Apt 8, San Antonio, TX, 78260	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-126010	ENR	George Valdez	1998-11-25	UHC-34806-17	8909128333	3498 Church St # 539, Charlotte, NC, 28245	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-420402	CLM	Carol Ortega	1996-01-15	UHC-51717-73	5967803069	5241 Central Ave Apt 18, Tampa, FL, 33612	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-118586	ENR	Rebecca J Perry	1949-08-01	UHC-79876-19	9408142686	2918 River Rd, Seattle, WA, 98123	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-24022	PRV	Marcus West	1999-09-26	—	2306747644	7751 Union St, Mesa, AZ, 85222	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413780	CLM	Gloria Ray	1982-06-02	—	8232773658	64 Central Ave, Tucson, AZ, 85712	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-20903	PRV	Mary U Daniels	1969-09-15	—	3262426146	3406 Market St, Denver, CO, 80259	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428898	CLM	Dan Ward	1941-04-15	UHC-94840-20	—	2104 Palm Dr, Denver, CO, 80294	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-422641	CLM	Deborah Wilils	1974-02-17	—	—	2399 Harbor Blvd, Miami, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-407502	CLM	Camila A Sandovval	1972-06-25	—	6153861685	7717 Ocean Ave, Jacksonville, FL	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-127517	ENR	Tyler Perry	1954-06-03	UHC-60694-52	—	9309 Desert Sky Blvd, San Antonio, TX, 78291	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102771	ENR	Marcus M Woods	2003-01-14	UHC-97464-08	5696836492	5181 Harbor Blvd # 561, Orlando, FL, 32857	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-137366	ENR	Terry Hughes	2002-02-18	UHC-96369-89	2158955811	3241 Valley View Dr, Phoenix, AZ, 85018	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-407403	CLM	Peter Riley	1989-11-21	UHC-68971-82	5936759335	5137 Willow Ct, Phoenix, AZ, 85018	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108466	ENR	—Junk	1988-10-03	UHC-47094-12	3843245656	2590 Sage Ct, Glendale, AZ, 85319	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-111363	ENR	Cheryl Rios	1947-10-04	UHC-04103-47	7477868492	4133 River Rd, Minneapolis, MN, 55477	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101287	ENR	George Y Rios	1974-11-12	UHC-27407-51	9455101110	6504 Valley View Dr, Austin, TX, 78707	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62088	TPA	Roger Davis	1994-04-28	—	2114195514	4491 Elm St, Miami, FL, 33168	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25049	PRV	Juan McCoy	1958-08-17	UHC-62486-62	—	8094 Market St, Chandler, AZ, 85237	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-62534	TPA	Shirley Meyer	1976-09-12	—	2663373260	413 Cedar Ln, Seattle, WA, 98187	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50969	TPA	Betty Luccas	1984-12-10	—	—	8176 Mesa Dr, Nashville, TN, 37212	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51900	TPA	Bradley W George	1978-09-01	—	—	114 Highland Ave, Denver, CO, 80226	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
PRV-20386	PRV	Ann I Harris	1962-11-20	UHC-28678-48	8888840099	2246 Ridge Rd, Charlotte, NC, 28243	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432596	CLM	Emily B Hamilton	—	—	7927784735	1869 Apache Blvd, San Antonio, TX, 78278	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-410708	CLM	Evelyn M Williams	2008-09-27	UHC-96663-83	—	8149 Bayshore Dr, Tempe, AZ, 85270	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406129	CLM	Benjamin Fowler	1956-05-27	—	—	8779 Spring St, Charlotte, NC, 28273	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-135999	ENR	Fatima Z Morgan	1999-05-22	UHC-94906-30	8285576908	5820 Baseline Rd, Las Vegas, NV, 89180	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425852	CLM	Alexis Mitchell	1973-02-06	—	—	1919 Park Pl, Jacksonville, FL, 32209	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-421705	CLM	Luis Dominguez	1998-11-25	UHC-35367-03	9026851946	5547 Baseline Rd # 215, Plano, TX, 75009	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-112917	ENR	Jerry L Nelson	2005-05-26	UHC-34021-91	8483190273	4180 Apache Blvd, Charlotte, NC, 28250	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428462	CLM	Betty Weber	1956-07-23	UHC-81512-01	5507961997	9852 Spring St Apt 40, Miami, FL, 33118	0.50	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-139685	ENR	Karen M Alexander	1975-02-26	UHC-57783-27	5069389902	6849 Cedar Ln, Nashville, TN, 37254	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-108247	ENR	Cheryl N Scott	1991-02-23	UHC-34552-42	3889988992	8386 Lake View Rd, Tempe, AZ, 85200	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103251	ENR	CJunk	1977-12-02	UHC-33344-70	2208398187	6511 Harbor Blvd, Tampa, FL, 33608	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-420652	CLM	Christopher Russell	1958-05-19	UHC-40318-84	7678880764	1159 Willow Ct, Houston, TX, 77005	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
CLM-406107	CLM	Adam R Collins	1975-06-08	—	3995848023	2667 Canyon Rd, Tucson, AZ, 85765	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416027	CLM	Brenda Nguyen	1950-10-10	UHC-96686-39	—	5028 Harbor Blvd, San Diego, CA, 92146	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121860	ENR	Terry Jensen	1940-09-26	UHC-66597-64	—	8449 Mountain View Dr # 892, Mesa, AZ, 85249	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-53188	TPA	Rihard Santos	1947-06-15	—	—	7248 Main St, Mesa, AZ, 85217	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-400028	CLM	Kathryn Austin	1955-03-27	UHC-56978-49	2013766235	8582 Union St, Tampa, FL, 33603	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432087	CLM	Bruce Collins	1964-06-23	—	—	8936 Desert Sky Blvd, Gilbert, AZ, 85290	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more

9,084 rows, page 43 of 182Previous Next