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

Provider network, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24457	PRV	Aaron Evans	1944-06-16	—	6935365422	2320 Central Ave # 426, Austin, TX, 78753	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-27264	PRV	Braldey Chen	1993-05-27	—	5717582303	285 Ridge Rd, Tucson, AZ, 85777	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27997	PRV	Teresa Sism	1981-01-25	—	3847185091	9302 Meadow Ln, Houston, TX, 77045	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28588	PRV	Kayla Dominguez	2005-12-04	—	7923689334	3204 Bayshore Dr, Plano, TX, 75051	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-27912	PRV	Alan Vega	1974-07-23	UHC-86604-43	9872276908	7471 Ocean Ave, Mesa, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-28737	PRV	Lauren Sullivan	1938-07-08	—	8249268872	6489 Oak St, Seattle, WA, 98189	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20528	PRV	Abigail Snyder	1970-01-20	UHC-21758-85	4774688648	565 Ocean Ave, Plano, TX, 75087	0.80	Phone reformatted Street suffix standardised Address re-cased State code upper-cased
PRV-25717	PRV	Vincent Reyes	2006-10-23	—	6833492357	8555 Park Pl, Plano, TX, 75016	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-27479	PRV	Madison Reyes	1966-01-19	UHC-19088-31	9178275217	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-20210	PRV	Raymnod Mendoza	1943-05-14	—	9404415757	6759 Canyon Rd, Columbus, OH, 43276	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22224	PRV	Laura V Bryant	1985-06-09	UHC-42238-04	7919321075	2223 Jefferson Ave, Mesa, AZ, 85215	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21675	PRV	Kathleen Taylor	2004-01-06	—	3412996523	7201 Union St, Gilbert, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-28548	PRV	Brandon Santos	1965-05-10	UHC-60608-39	7203435308	1113 Broadway, Houston, TX, 77091	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23825	PRV	Frank W Salazar	1988-09-10	UHC-98170-43	5212129491	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-21303	PRV	Grace Gardner	1961-12-10	—	6323031694	4389 Mesa Dr, Eden Prairie, MN, 55324	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20384	PRV	Peter Robertson	2003-07-16	UHC-65809-32	8942814396	3414 Broadway Apt 29, Chandler, AZ, 85227	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-20383	PRV	Peter Robertson	2003-07-16	UHC-65809-32	8942814396	3414 Broadway Apt 29, Chandler, AZ, 85227	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-25898	PRV	Lucia Jenkins	1962-08-09	—	2517636966	2112 Sunset Blvd, Columbus, OH, 43253	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28066	PRV	Jamees Bryant	1982-01-07	UHC-17281-99	5765912996	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26132	PRV	Carolyn Kennedy	1948-08-06	UHC-02309-97	5397528324	5655 Main St # 179, Glendale, AZ, 85336	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
PRV-29067	PRV	Diego J Berry	1949-04-06	—	4662533984	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-20713	PRV	Bobby Park	1979-02-20	—	2847646550	3122 Park Pl, Nashville, TN, 37230	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24719	PRV	Thomas Ortiz	1973-04-08	—	4673614795	5104 Cedar Ln, Las Vegas, NV, 89109	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27897	PRV	Charlotte Y Kennedy	1945-11-08	—	2464543506	6137 Maple Ave, Chandler, AZ, 85214	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
PRV-29522	PRV	Christina Martinez	2000-02-25	UHC-18976-50	2275227938	8291 Sunset Blvd, Houston, TX, 77059	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20542	PRV	Theresa V Fowler	1979-04-14	—	3996298696	9800 Lake View Rd, Columbus, OH, 43297	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23557	PRV	Raymond Moreno	1971-05-25	UHC-10088-57	2553943970	8655 Grand Ave, Orlando, FL	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-22640	PRV	Jennifer K Oliver	1972-09-17	UHC-58266-53	7122091092	8588 Union St, Orlando, FL, 32874	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25615	PRV	Joseph Carpenter	1942-01-28	UHC-79380-69	2197361619	874 Main St, Tucson, AZ, 85713	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-29257	PRV	Roger Luna	1960-10-11	—	8308053037	2436 Indian School Rd, Miami, FL, 33148	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
PRV-23693	PRV	Christina M Herrera	1954-09-19	—	4422218009	6995 Pine Dr, Plano, TX, 75052	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28619	PRV	Michael Montgomery	1992-03-02	UHC-33107-34	2234460888	3406 Union St, Nashville, TN, 37273	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22120	PRV	Beverly E Burns	1955-03-05	—	5922748806	9202 Palm Dr, Seattle, WA, 98198	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23159	PRV	Jese Wrren	2008-11-17	UHC-51170-46	4638301687	7100 Hillcrest Rd, Gilbert, AZ, 85243	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
PRV-28051	PRV	Mateo Park	1945-02-10	UHC-91913-60	8946156013	485 Jefferson Ave, Glendale, AZ, 85396	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
PRV-24340	PRV	Wei Cooper	1944-01-22	—	5506833544	9506 Sunset Blvd # 218, Orlando, FL, 32808	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-20076	PRV	Alexander Medina	1962-10-09	—	7598484612	3388 Forest Ave, Atlanta, GA, 30372	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28755	PRV	Larry Z Ramos	1943-02-14	—	5382622198	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
PRV-28143	PRV	Shirley Vasquez	1997-08-15	UHC-77814-68	7012862573	9094 Apache Blvd, Atlanta, GA, 30320	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
PRV-28142	PRV	Shirley Vasquez	1997-08-15	UHC-77814-68	7012862573	9094 Apache Blvd, Atlanta, GA, 30320	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
PRV-25803	PRV	Christine Fuller	1976-04-25	UHC-04747-15	3417450937	9726 Valley View Dr, Glendale, AZ, 85323	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
PRV-27025	PRV	Amanda Rogers	1938-02-02	UHC-77469-13	9177748046	6473 Spring St, Glendale, AZ, 85331	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27356	PRV	Ralph H Morris	1971-12-28	—	4719739793	2055 Forest Ave Apt 20, Austin, TX, 78718	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-26263	PRV	Josaph Stephens	1975-05-21	—	3204081111	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-29330	PRV	Isabella Rose	1991-01-19	UHC-86613-44	7732423168	23 Bayshore Dr, San Diego, CA, 92113	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26240	PRV	Sofia Thompson	1987-07-21	—	6439313066	4099 Willow Ct, Charlotte, NC, 28268	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23517	PRV	Hiroshi Martinez	1946-08-27	—	3742149810	4432 Spring St # 758, Las Vegas, NV, 89182	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
PRV-24684	PRV	Sara R Little	1981-10-12	UHC-34139-98	7209361742	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-22255	PRV	Gregory Wagner	1987-12-28	UHC-51627-22	9418383423	6925 Broadway, Miami, FL, 33105	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
PRV-25297	PRV	Madison Stephens	1951-08-04	—	4823249184	1893 Washington St, Chandler, AZ, 85243	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared

5,906 rows, page 85 of 119Previous Next