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-26788	PRV	Julie Dixon	1947-05-03	UHC-54209-32	8718050839	8661 Bayshore Dr, Gilbert, AZ, 85249	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22053	PRV	Debra Ortiz	1998-11-25	—	2427873300	4384 Pine Dr, Tempe, AZ, 85240	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25784	PRV	Gariel Z Ward	1943-02-02	—	3307013173	998 Pine Dr, San Antonio, TX, 78250	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25174	PRV	Santiago Romero	1978-11-20	—	8829723793	2666 Forest Ave, Houston, TX, 77076	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-22466	PRV	Ahmed Spencer	1994-06-20	UHC-74337-10	4925245904	317 Park Pl, Mesa, AZ, 85244	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22465	PRV	Ahmed Spencer	1994-06-20	UHC-74337-10	4925245904	317 Park Pl, Mesa, AZ, 85244	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+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-26519	PRV	Matthew Schmidt	1990-04-09	—	7876960213	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22200	PRV	Christopher X Adams	1956-06-26	—	3433212790	4764 Spring St, Atlanta, GA, 30333	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29108	PRV	Kevin L Hoffman	2006-10-27	—	8928082700	3210 Park Pl, Miami, FL, 33188	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+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-27238	PRV	Bruce Munoz	1993-08-13	UHC-93815-58	4465388925	—	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-26831	PRV	Charles Nelson	1939-03-01	UHC-63194-22	9185057537	1880 Pine Dr, Eden Prairie, MN, 55394	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-21021	PRV	Ashley Vargas	1998-11-05	UHC-01359-34	5133663166	6649 Valley View Dr, San Diego, CA, 92186	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
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-25283	PRV	Ashley S Bradley	1956-04-18	UHC-66935-98	9799207989	6661 Apache Blvd, Las Vegas, NV	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-21226	PRV	Daniel S Fuller	1953-01-25	UHC-71153-24	8828932349	5148 Mesa Dr, Austin, TX, 78756	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23866	PRV	Kenneth K Fowler	1956-12-11	—	9044379449	100 Canyon Rd, Dallas, TX, 75272	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27955	PRV	Justin Nichols	1978-08-23	—	2807937863	7207 Highland Ave, Plano, TX, 75083	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26707	PRV	Valentina Coleman	1965-02-18	—	2629016360	4830 Palm Dr, Eden Prairie, MN, 55377	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-22553	PRV	Timothy Yang	1954-04-02	—	2048134736	5445 Forest Ave, Phoenix, AZ, 85093	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-25467	PRV	Bruce S Dunn	1962-11-25	UHC-09543-24	6733786713	805 Grand Ave, Gilbert, AZ, 85235	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-22658	PRV	Bradley Belll	1989-10-15	—	6273622857	8241 Meadow Ln, Jacksonville, FL, 32268	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26215	PRV	David C Ray	2006-09-26	UHC-63175-31	5379777346	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27925	PRV	Carol Berry	1986-08-25	UHC-30702-83	2459088555	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-27449	PRV	Roger Z Le	1987-12-14	—	4346333773	9800 Cedar Ln, Austin, TX, 78739	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23138	PRV	Albert Santos	1985-08-12	UHC-10621-50	6659790940	2953 Union St, Chandler, AZ, 85221	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28467	PRV	Christopher Moreno	1982-03-18	UHC-90490-58	8139920653	7662 Cedar Ln, Seattle, WA, 98104	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20159	PRV	Debra X Bishop	1939-08-24	UHC-47053-48	4214831954	6338 Grand Ave # 441, Orlando, FL, 32862	0.80	Phone reformatted Unit split from street 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-28962	PRV	Donna Salazar	1978-06-02	—	6144530709	212 Forest Ave, Orlando, FL, 32817	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29112	PRV	Brian Montgomery	1997-04-14	UHC-99370-99	2522811562	1387 Hillcrest Rd, Miami, FL, 33116	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-28002	PRV	Mary Coleman	1995-06-14	UHC-92494-52	5556313855	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23768	PRV	Camila E Weaver	1976-10-02	—	5518171644	1120 Spring St, Tempe, AZ, 85298	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed 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-29114	PRV	Timothy Bishop	1978-10-26	UHC-78355-49	7625034555	2293 Washington St, Jacksonville, FL, 32252	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-27815	PRV	Gary G Collins	1978-09-17	—	3428991081	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27243	PRV	Catherine Matthews	1998-08-27	UHC-17578-78	2702768681	2400 Ocean Ave, San Diego, CA, 92146	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27617	PRV	Austin Tucker	1949-03-19	—	4779642858	9774 Central Ave, Mesa, AZ, 85289	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
PRV-22601	PRV	Jerry Butler	1964-11-15	—	4414910136	467 Indian School Rd # 319, Mesa, AZ, 85268	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-24336	PRV	Luis Delgado	1999-07-17	—	7199466860	3376 Camelback Rd, Denver, CO, 80216	0.80	Phone reformatted 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-28287	PRV	Laura Thomas	1940-04-21	UHC-63477-40	8104804448	2534 Central Ave, Columbus, OH, 43227	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
PRV-23556	PRV	Charlotte Lawson	1952-02-25	UHC-42796-35	8362010634	4101 River Rd, Fresno, CA, 93700	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26757	PRV	Rachel Daniels	1951-07-18	—	2017855360	6715 Cedar Ln, Glendale, AZ, 85312	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-24583	PRV	Debra Stone	1984-04-14	—	3433846337	1874 Maple Ave, Atlanta, GA, 30385	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-29471	PRV	Jacob K Rojas	1988-12-24	—	7539003351	4083 Elm St, Plano, TX, 75028	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
PRV-20230	PRV	Anna S Fisher	1990-09-28	UHC-66514-15	9384466330	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-24129	PRV	Matt Lewis	1980-08-11	UHC-42467-38	7386742007	2427 Harbor Blvd, Tempe, AZ, 85217	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-21957	PRV	Gabriel R Ross	1982-07-27	—	4123747243	5064 Mesa Dr, Sacramento, CA, 95875	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared

5,906 rows, page 81 of 119Previous Next