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-24385	PRV	Hiroshi H Parker	1979-07-03	UHC-03341-19	2693058733	8871 Ocean Ave, Houston, TX, 77028	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23535	PRV	Melssa I Yaang	1987-12-10	UHC-44188-65	5858799368	5216 Bayshore Dr, Orlando, FL, 32897	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-27462	PRV	Thomas Gonzalez	1975-09-24	UHC-73038-56	8923921982	1811 Indian School Rd, Phoenix, AZ, 85024	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-28315	PRV	Sandra Johnston	1987-04-23	—	3706406971	8467 Sunset Blvd, Austin, TX, 78717	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-24240	PRV	Emma McDonald	2004-12-11	UHC-13241-25	3473094169	2008 Central Ave, Jacksonville, FL, 32217	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26515	PRV	Janet Tran	1986-08-20	UHC-03218-96	6709017122	2658 Broadway, Phoenix, AZ, 85018	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-26514	PRV	Janet Tran	1986-08-20	UHC-03218-96	6709017122	2658 Broadway, Phoenix, AZ, 85018	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-26488	PRV	Gary Hill	1955-03-23	—	4896713363	1930 Apache Blvd, Seattle, WA, 98148	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28162	PRV	Carol Baker	1956-10-28	UHC-48163-52	8538249552	3917 Maple Ave, Houston, TX, 77006	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24727	PRV	Lucia Hawkins	2008-01-14	UHC-18251-37	4345373950	6889 Ocean Ave, Tempe, AZ, 85218	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-21621	PRV	George Sanchez	1978-02-18	—	4369833465	2945 Elm St, Miami, FL	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-23629	PRV	Wei Alexander	2000-09-27	—	4789890991	5244 Camelback Rd, Phoenix, AZ, 85019	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24609	PRV	Frank Bishop	1987-09-21	—	3086636932	5597 Willow Ct, Las Vegas, NV, 89124	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27396	PRV	Tim Clark	1948-06-25	—	7048975860	1128 Broadway, Phoenix, AZ, 85074	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-29519	PRV	Stephen West	1942-02-06	UHC-89184-93	3659807490	1006 Market St, Houston, TX, 77065	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24959	PRV	Kayla Riley	2002-07-20	UHC-81765-33	4152342567	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26232	PRV	Alexis Bowman	2006-05-09	UHC-55664-07	7442202071	4239 Ridge Rd, Chandler, AZ, 85258	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28554	PRV	Aisha I Powell	1963-07-22	—	5429453518	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25071	PRV	Susan Jakkson	1997-01-05	—	8678020946	4616 Sunset Blvd, Chandler, AZ, 85290	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-27621	PRV	David Guzman	1957-08-27	UHC-47294-74	3904235765	8849 Oak St, Sacramento, CA	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
PRV-21031	PRV	Martha Bell	1992-02-24	UHC-89637-12	6408730598	3913 Main St, Las Vegas, NV, 89131	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27424	PRV	Michael V Cole	1958-07-12	UHC-18134-27	5285998440	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-24103	PRV	Walter F Florse	1966-11-05	—	4604772449	4465 Jefferson Ave, Houston, TX, 77058	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20405	PRV	Austin Rice	1961-08-09	UHC-01782-05	6339088309	3657 Elm St, Tempe, AZ, 85217	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24389	PRV	Natalie Medina	1945-12-24	UHC-96777-36	9484023277	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-21091	PRV	Mari Munoz	1974-05-22	—	6357179000	7712 Cedar Ln, Tempe, AZ, 85257	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-26310	PRV	Philip Rodriguez	1939-08-18	—	2717791205	4856 Desert Sky Blvd, Atlanta, GA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-27241	PRV	Margaret Ford	2008-01-08	UHC-83967-28	3727764500	7510 Washington St, Miami, FL, 33131	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21521	PRV	Kevin N Harper	1974-04-01	—	6918473856	8224 Ocean Ave, Charlotte, NC	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
PRV-29297	PRV	Samuel Richards	1984-02-14	—	2645453770	2173 Mountain View Dr, Phoenix, AZ, 85006	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21744	PRV	Ethan Li	1947-07-13	UHC-48504-34	3232050702	2446 Mountain View Dr, Phoenix, AZ, 85064	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21745	PRV	Ethan Li	1947-07-13	UHC-48504-34	3232050702	2446 Mountain View Dr, Phoenix, AZ, 85064	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25068	PRV	Mason O Thompson	1973-11-12	—	6513483310	3206 Willow Ct, Tucson, AZ, 85745	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28556	PRV	Carlos A Webb	1949-12-20	UHC-82977-74	8783040123	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-23797	PRV	Sophia Ferguson	1956-12-12	—	6188715819	5698 Baseline Rd, San Antonio, TX, 78225	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22966	PRV	Russell Hicks	1974-03-05	UHC-25635-11	3292866762	294 Central Ave # 984, Charlotte, NC, 28284	0.80	Phone reformatted Unit split from street State code upper-cased Placeholder values cleared
PRV-20294	PRV	Reid Santiago	1991-05-21	UHC-51553-43	2282241894	8160 Willow Ct, Sacramento, CA, 95874	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-26244	PRV	Ralph Wang	—	UHC-12292-28	8379041449	—	0.80	Date of birth unreadable Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25566	PRV	Willie Walsh	1986-02-01	—	5423626204	408 Sage Ct, Scottsdale, AZ, 85249	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25230	PRV	Brittany X Roomero	1966-01-05	—	5289386055	1928 Maple Ave, Austin, TX	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-29404	PRV	Diane Fowler	1962-09-21	—	6362236489	2837 Park Pl, Tampa, FL, 33665	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-26870	PRV	Karen P Hoffmman	1997-12-06	—	8393562660	7045 Mesa Dr, Las Vegas, NV, 89150	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-25538	PRV	Carl Burke	1952-04-12	—	2152580897	9767 Willow Ct, Minneapolis, MN, 55464	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-22910	PRV	Gary Gutierrez	2008-08-03	—	7415787953	5455 Bayshore Dr, Houston, TX, 77077	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Placeholder values cleared
PRV-28920	PRV	Linda D Ross	1956-08-11	—	4494993190	3198 Sunset Blvd, San Antonio, TX, 78280	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28921	PRV	Linda D Ross	1956-08-11	—	4494993190	3198 Sunset Blvd, San Antonio, TX, 78280	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23389	PRV	Alice Ortega	1948-01-20	UHC-20128-12	7567665648	4708 Camelback Rd, Miami, FL, 33194	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-20909	PRV	Christian N Lawson	1975-02-12	—	6592574429	5942 Baseline Rd, Gilbert, AZ	0.80	Date of birth reformatted Phone reformatted ZIP missing Placeholder values cleared
PRV-23267	PRV	Alexander Y Reynolds	1990-08-03	—	6993042577	7344 Cedar Ln, Glendale, AZ, 85333	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
PRV-28386	PRV	Keith O Tran	1998-05-08	—	8122763352	8577 Highland Ave, Fresno, CA, 93722	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared

5,906 rows, page 89 of 119Previous Next