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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24868	PRV	Raymond Lynch	2004-11-18	UHC-59681-48	8789221490	1709 Union St, Austin, TX, 78751	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21213	PRV	Alexander Morrison	1945-12-23	—	7628921689	7056 Cedar Ln, Chandler, AZ, 85200	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-28838	PRV	Catheerine Riley	1999-11-09	UHC-20404-24	5239039881	7227 Canyon Rd, Mesa, AZ, 85254	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-23890	PRV	Keith Z Gonzales	1971-04-03	UHC-47275-39	2347925896	3073 Sage Ct, Scottsdale, AZ, 85203	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26705	PRV	Arthur V Lawson	1980-01-04	—	2375944552	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-21202	PRV	Melissa Thompson	1976-02-10	UHC-59296-89	4806760819	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-28826	PRV	Adam X Vega	1974-12-27	—	5372467498	3130 Cedar Ln, San Diego, CA, 92181	0.80	Name re-cased Two-digit birth year Plan code upper-cased Placeholder values cleared
PRV-27535	PRV	Carol Stevens	1965-12-10	UHC-68436-17	—	8238 Indian School Rd, Eden Prairie, MN, 55343	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-21305	PRV	Diana P Patterson	2002-09-09	—	4526461996	8120 Maple Ave, Scottsdale, AZ, 85215	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-21807	PRV	Gloria Bennett	1958-01-19	—	3613735871	8792 Grand Ave, Minneapolis, MN, 55419	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-29503	PRV	Doris McDnald	1977-06-19	UHC-00910-81	5318250759	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
PRV-27991	PRV	Willie K Herrera	1938-05-16	—	7809096523	6978 Mountain View Dr, Houston, TX, 77029	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-20772	PRV	Kenneth Perkins	1996-07-07	UHC-46973-89	9846081911	6141 Maple Ave, Glendale, AZ, 85301	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-24759	PRV	Brenda O Wong	1952-02-16	UHC-83913-18	2307310131	2021 Willow Ct, Miami, FL, 33163	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-25653	PRV	Elizabeth Simmons	1985-06-17	—	9257653754	9041 Baseline Rd, Fresno, CA	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-26330	PRV	Barbara Johnston	1974-09-16	UHC-72209-44	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22550	PRV	Steve Watins	1954-12-25	UHC-84173-47	7594208672	860 Hillcrest Rd, Austin, TX, 78700	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-22068	PRV	Bryan Baiiley	1972-07-16	UHC-99666-81	6259279433	6961 Washington St, Scottsdale, AZ, 85277	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
PRV-25444	PRV	Kenneth Fisher	1957-09-07	—	8189970147	8808 Harbor Blvd, Tucson, AZ, 85745	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-21062	PRV	Victoria Cook	1942-07-17	—	5406085923	8105 Cedar Ln, Fresno, CA, 93756	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-22789	PRV	Jacob Aguilar	1970-02-26	UHC-45993-82	3825439235	2492 Lake View Rd, San Diego, CA, 92105	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27604	PRV	Donna A Silva	1989-10-06	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
PRV-25520	PRV	Douglas Day	1946-08-13	—	5553947248	3209 Washington St, Orlando, FL, 32814	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-23496	PRV	Valentina U Wagner	1950-07-17	—	6206543920	6600 Harbor Blvd, Sacramento, CA, 95844	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
PRV-26355	PRV	Alexander Rivera	1958-07-12	UHC-52912-99	5126817146	298 Washington St, Phoenix, AZ, 85087	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28314	PRV	Jordan George	1960-06-18	UHC-08759-60	8976160146	6040 Bayshore Dr, Scottsdale, AZ, 85268	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-24377	PRV	Kathryn Gonzalez	1988-08-13	—	6019982729	4472 Main St, Minneapolis, MN, 55483	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-28491	PRV	Barbara Weber	1948-01-25	UHC-24739-99	3499060415	4863 Ocean Ave, Eden Prairie, MN, 55336	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
PRV-25799	PRV	Billy S Perry	2005-09-14	—	6616504482	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-21560	PRV	Ryan Waarren	1946-08-13	UHC-88581-01	—	243 Sunset Blvd, Nashville, TN, 37259	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-28263	PRV	Sam Warren	2003-06-02	—	—	4561 Pine Dr, Mesa, AZ, 85246	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-20149	PRV	William M Ferguson	1965-09-19	—	4812110400	29 Market St, Austin, TX, 78774	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-26750	PRV	Bruce Wells	1977-11-17	—	—	7373 Pine Dr, Charlotte, NC, 28233	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-20261	PRV	Morrison Donald	1970-11-26	UHC-52599-41	8265790735	6285 Park Pl, Denver, CO	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
PRV-27451	PRV	Gloria Clark	1976-08-27	—	7976787660	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-23351	PRV	Roger J Chavez	1990-11-09	UHC-74003-19	3275114423	148 Jefferson Ave, Los Angeles, CA, 90077	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-27498	PRV	Elisabeth Weaver	1985-07-09	UHC-21629-88	—	2357 Ocean Ave, San Antonio, TX, 78239	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
PRV-28255	PRV	Logan Larson	1945-04-19	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
PRV-27521	PRV	Fatima O Smith	1941-12-12	—	7519301597	1716 Spring St, Charlotte, NC, 28267	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-23221	PRV	Jean U Thomas	1942-09-05	—	—	2362 Mesa Dr, Tempe, AZ, 85209	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-27405	PRV	Denise Yang	1961-03-26	—	3574291332	1201 River Rd, Tucson, AZ, 85732	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-20983	PRV	Barbara Webb	1981-06-13	—	7494320532	6837 Pine Dr, Tucson, AZ	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-23707	PRV	Charlotte Washington	2007-01-27	UHC-47321-13	—	7562 Union St, Seattle, WA, 98172	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
PRV-24500	PRV	Betty Brooks	2002-03-14	—	—	8012 Baseline Rd, Denver, CO	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
PRV-20220	PRV	Lori E Meyer	1959-11-17	—	3623758366	9738 Canyon Rd, Charlotte, NC, 28282	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-25577	PRV	Helen Green	1982-02-24	UHC-73031-46	4025457613	3097 Maple Ave, Seattle, WA, 98186	0.80	Name re-cased Member ID reformatted State name converted to code Placeholder values cleared
PRV-27813	PRV	Ethan Y Foster	1941-08-06	—	—	7698 Lincoln Way, Minneapolis, MN, 55426	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-28579	PRV	Maria Diaz	1983-06-20	—	—	5160 Valley View Dr, San Antonio, TX, 78208	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29042	PRV	Katherine Ellis	1945-08-02	—	3428365735	1385 Jefferson Ave, Eden Prairie, MN, 55322	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-22578	PRV	Nathan W Bennett	—	—	9715566125	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared

3,816 rows, page 54 of 77Previous Next