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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27087	PRV	Kathryn Holmes	1939-03-10	—	2668528374	8055 Desert Sky Blvd, Denver, CO, 80259	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21900	PRV	Judy Hughes	1983-06-14	UHC-26972-28	7409855473	2731 Forest Ave, Gilbert, AZ, 85239	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27200	PRV	Amy Y Simpson	1940-12-05	—	—	7977 Bayshore Dr, Jacksonville, FL, 32260	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-25808	PRV	Dylan Robinson	2007-07-15	—	5043219582	3396 Maple Ave, Orlando, FL, 32819	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23069	PRV	Victoria Contreras	1974-07-19	UHC-26320-40	5102282443	7228 Baseline Rd, Orlando, FL, 32817	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
PRV-24539	PRV	Mariana R Valdez	1982-11-22	—	9142666728	1961 Apache Blvd, Dallas, TX, 75267	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-29006	PRV	Julie Hansen	1947-05-27	UHC-90762-59	4232319218	7954 Main St, Tucson, AZ, 85776	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-22022	PRV	Walter Bryant	1946-05-12	—	6013886323	5632 Pine Dr, Houston, TX, 77021	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27816	PRV	Mei Reeed	1940-12-02	UHC-67578-17	5438771739	8628 Forest Ave, Austin, TX, 78702	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29242	PRV	Pat Fisher	2008-04-12	UHC-39580-82	—	799 Church St, Dallas, TX, 75206	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24333	PRV	Bradley Santos	1975-08-20	—	8174485674	326 Forest Ave, San Diego, CA, 92144	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20862	PRV	Ethan Vazquez	1990-01-23	UHC-36033-31	—	1776 Lake View Rd, Orlando, FL, 32853	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-28454	PRV	George Hicks	1998-07-23	UHC-48027-95	—	2519 Forest Ave, Sacramento, CA, 95868	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26507	PRV	Christian Y Garrett	1955-04-21	UHC-16481-13	3628741346	3870 Canyon Rd, Jacksonville, FL, 32283	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24801	PRV	David V Davis	1948-04-05	UHC-44621-94	—	5233 Maple Ave, Mesa, AZ, 85203	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27691	PRV	Daniel A Edwards	1974-01-08	—	2875095232	8072 Cedar Ln, Los Angeles, CA, 90016	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27506	PRV	Carolyn Howard	1951-05-02	UHC-95418-97	9065647459	3359 Meadow Ln, Nashville, TN, 37262	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22462	PRV	Janet Holems	2001-05-05	—	7608132571	5096 River Rd, Las Vegas, NV, 89148	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21847	PRV	Sara Carter	1945-03-08	—	—	4145 Lake View Rd, Phoenix, AZ, 85097	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-27771	PRV	Priya Vldez	1977-12-20	—	9829299460	6896 Canyon Rd, Plano, TX, 75033	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27973	PRV	Amy Hicks	1960-03-21	UHC-14831-12	—	6886 Palm Dr, Gilbert, AZ, 85277	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-25793	PRV	Laura Evans	1969-02-08	UHC-98868-67	—	2369 Bayshore Dr, Dallas, TX, 75253	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-24797	PRV	Brittany Ferguson	1990-09-21	UHC-84955-92	—	8269 Baseline Rd, Minneapolis, MN, 55433	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24517	PRV	Mariana H Harrison	2007-03-03	UHC-02249-15	5877232833	5365 Union St, Glendale, AZ, 85337	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
PRV-28876	PRV	Beverly Smith	1969-03-16	—	9818347806	5753 Apache Blvd, Dallas, TX, 75248	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20153	PRV	Evelyn Rodriguez	1946-12-04	UHC-93535-65	—	44 Palm Dr, Austin, TX, 78767	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-22677	PRV	Joe Freeman	2007-11-17	—	7794698530	3030 Park Pl, Charlotte, NC, 28248	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25810	PRV	Anna Fowler	2001-05-23	UHC-90627-10	—	4001 Harbor Blvd, Nashville, TN, 37245	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25846	PRV	Jesse Pena	1982-07-12	—	—	9522 Oak St, Las Vegas, NV, 89171	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26028	PRV	Sean Young	2007-07-27	UHC-50316-40	—	3421 Indian School Rd, Phoenix, AZ, 85060	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-23252	PRV	Kayla Olson	1988-07-18	UHC-13448-68	7559313985	1392 Grand Ave, Dallas, TX, 75297	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28374	PRV	Charles Kngiht	1979-09-19	—	—	6096 Maple Ave, Tempe, AZ, 85259	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20321	PRV	Sharon Mejia	1995-04-14	UHC-94173-82	3199293736	1111 Camelback Rd, Phoenix, AZ, 85081	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26358	PRV	George X Robinson	1999-01-11	UHC-33174-40	9589138536	4700 Highland Ave, Miami, FL, 33160	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29158	PRV	Jack N Jordan	1968-12-26	UHC-46514-85	8123620354	7965 Washington St, Houston, TX, 77007	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28475	PRV	Ashley O Walsh	1961-10-13	UHC-77677-08	—	7897 Palm Dr, Nashville, TN, 37276	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26292	PRV	Joyce Moreno	1943-07-28	—	—	2582 Hillcrest Rd, Seattle, WA, 98152	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-26681	PRV	Jacqueline Flores	1974-06-19	UHC-20775-72	6676841267	8905 Washington St, San Diego, CA, 92173	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-23979	PRV	Douglas Welch	1980-07-10	UHC-34288-43	7235375636	3626 Hillcrest Rd, Dallas, TX, 75250	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27763	PRV	Sam Palmer	2000-08-01	UHC-81616-47	6529075080	7508 Cedar Ln, Chandler, AZ, 85208	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22508	PRV	Priya Ray	1985-09-26	UHC-69452-31	5644196221	727 Canyon Rd, Denver, CO, 80252	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29473	PRV	Sophhia Burns	1965-11-15	—	—	9399 Baseline Rd, Tempe, AZ, 85280	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28653	PRV	Jaes L Mitchell	1940-05-27	UHC-22235-84	4684360070	8842 Highland Ave, Sacramento, CA, 95895	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29555	PRV	Thomas Harper	1974-08-03	UHC-43283-39	—	973 Market St, Tucson, AZ, 85766	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-26654	PRV	Diego T Richards	1963-02-06	—	2263570196	254 Grand Ave, Austin, TX, 78704	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-23488	PRV	Hannah Sims	1985-11-24	—	4083020675	9768 Sunset Blvd, Dallas, TX, 75256	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-21946	PRV	Isabella Flores	2000-06-04	—	7473884284	3163 Forest Ave, Plano, TX, 75000	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27441	PRV	Roger Myers	2003-10-14	—	—	4575 Cedar Ln, Charlotte, NC, 28281	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21640	PRV	Brenda Marquez	1974-03-24	—	7079907062	5518 Grand Ave, Las Vegas, NV, 89172	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26808	PRV	Ralph Washington	1977-07-06	—	4508913008	3498 Meadow Ln, Plano, TX, 75077	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

5,405 rows, page 86 of 109Previous Next