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-22492	PRV	Mateo Fuller	1997-07-09	UHC-83792-60	4945434855	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-28857	PRV	Natalie M Johnston	1963-03-03	—	4278556740	2698 Elm St, Atlanta, GA, 30306	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-20933	PRV	Tereesa Wanng	1980-01-09	—	9655429232	1451 Spring St, Los Angeles, CA, 90051	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
PRV-28665	PRV	Brittany Patel	2007-11-28	UHC-64753-20	7217012571	7747 Apache Blvd Apt 35, Mesa, AZ, 85280	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
PRV-28151	PRV	Austin Gibson	1985-01-01	—	9874511269	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-25306	PRV	Dorothy E Griffin	2006-12-03	—	2758475394	3762 Market St, Glendale, AZ, 85321	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-20737	PRV	Jerry X Johnson	1966-05-03	—	5653390096	5614 Palm Dr, San Diego, CA, 92125	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
PRV-28285	PRV	Catherine T Taylor	1942-11-26	—	9615333401	7794 Park Pl, Las Vegas, NV, 89146	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-21726	PRV	Noah Pena	1977-02-21	—	7034408565	3855 Harbor Blvd, Glendale, AZ, 85350	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-23918	PRV	Edward Cook	1976-03-25	UHC-04537-80	5047350885	39 Mesa Dr, Eden Prairie, MN, 55302	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-23917	PRV	Edward Cook	1976-03-25	UHC-04537-80	5047350885	39 Mesa Dr, Eden Prairie, MN, 55302	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-27701	PRV	Logan Lucas	1974-09-21	UHC-41254-21	—	6921 Harbor Blvd, Plano, TX, 75041	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
PRV-26607	PRV	Jose Hernandez	2008-07-01	—	7046766439	8649 Camelback Rd, Columbus, OH, 43271	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-24319	PRV	John M Hicks	1949-02-26	—	4809016447	582 Ocean Ave, Austin, TX, 78737	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
PRV-20600	PRV	Roger Bryant	1995-03-09	—	—	1117 Forest Ave, Gilbert, AZ, 85212	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-20935	PRV	Ronald F Johnston	2002-02-06	UHC-85701-34	7759028505	9032 Ocean Ave, San Antonio, TX, 78294	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29336	PRV	Ralph W Wood	—	UHC-68877-11	2908299688	5440 Lake View Rd, Charlotte, NC, 28250	0.80	Name re-cased Date of birth missing Phone reformatted Placeholder values cleared
PRV-26005	PRV	Steven Espinoza	1947-08-14	UHC-18936-71	8096724689	116 Lake View Rd, Dallas, TX, 75225	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-21363	PRV	Sean O Turner	1965-02-11	—	6704865899	2219 Bayshore Dr, Tampa, FL, 33618	0.80	Name re-cased Date of birth reformatted City re-cased Gender normalised
PRV-22208	PRV	Brenda Stephens	1965-07-27	—	5736872252	3910 Forest Ave # 565, Phoenix, AZ, 85033	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
PRV-21200	PRV	Julia Hunt	1965-02-23	—	—	9025 Cedar Ln, Seattle, WA, 98161	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24969	PRV	Dorothy Johnson	1991-08-11	—	—	2664 Elm St, Orlando, FL, 32880	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
PRV-28114	PRV	Margaret Yang	1987-12-28	UHC-98394-52	9723820513	45 Park Pl, Tucson, AZ, 85717	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-27340	PRV	Carol C Meyer	1979-07-21	UHC-67181-84	2429489581	3897 Camelback Rd, Nashville, TN, 37265	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-21139	PRV	Kathryn Bowman	1949-01-08	—	9587770732	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-21138	PRV	Kathryn Bowman	1949-01-08	—	9587770732	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-26633	PRV	Danielle Lawrence	1983-11-02	—	7698663216	9652 Mesa Dr, Houston, TX, 77069	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-28381	PRV	Debra Rios	1947-12-07	—	—	9593 Valley View Dr, San Antonio, TX, 78244	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-26579	PRV	Maria Cunningham	1959-10-20	UHC-51601-85	8988085832	7075 Pine Dr, Los Angeles, CA, 90008	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-27432	PRV	Mariana Campbell	2008-05-15	—	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
PRV-29194	PRV	Walter Munoz	2002-05-12	—	5025352140	6152 Sage Ct Apt 24, Seattle, WA, 98156	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
PRV-23022	PRV	Heather Q Crawford	1966-01-27	—	—	5137 Ridge Rd Apt 5, Chandler, AZ, 85286	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
PRV-28908	PRV	Ralph Garcia	1945-04-22	UHC-55034-74	3735784347	2592 Forest Ave, Miami, FL	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
PRV-24251	PRV	Kelly Patteson	1948-12-03	UHC-93961-32	6053798623	124 Grand Ave, Gilbert, AZ, 85259	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-28544	PRV	Amber Olson	1965-06-20	—	6602446586	1119 Mesa Dr, Tempe, AZ, 85254	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-29455	PRV	Chuck A Nunez	1953-05-25	UHC-42084-71	8627104283	1663 Mesa Dr, Seattle, WA, 98179	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-29196	PRV	Ana X Elliott	1959-04-12	—	7853505297	4973 Mountain View Dr, Seattle, WA, 98119	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-29523	PRV	Ralph Daniels	2005-10-09	—	—	6510 Lake View Rd, Mesa, AZ, 85200	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-21017	PRV	Eric Woods	1986-03-05	—	—	9334 Sunset Blvd, Orlando, FL, 32817	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-20103	PRV	Gloria U Woods	1998-09-16	UHC-12398-94	6929728201	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-24481	PRV	Jordan Bishop	2008-09-23	—	7322546561	5429 Meadow Ln, Phoenix, AZ, 85083	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-28935	PRV	Daniel Turner	—	UHC-52643-65	4509372554	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
PRV-20837	PRV	Patrick McDonald	1961-09-01	UHC-20249-57	6435500728	8384 Baseline Rd, Jacksonville, FL, 32286	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-26802	PRV	David A Singh	1940-09-12	UHC-97681-49	7966927775	6257 Canyon Rd # 356, Houston, TX, 77051	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
PRV-24768	PRV	Sandra O Campbell	—	—	5726450816	8853 Hillcrest Rd, Tampa, FL, 33678	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
PRV-26248	PRV	SharonJunk	1980-02-01	—	5148055266	653 Ocean Ave, San Diego, CA, 92167	0.80	Name re-cased Phone reformatted Placeholder values cleared No usable name (quarantined)
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-27718	PRV	Mark M Marquez	1953-02-28	—	7106427661	3821 Ridge Rd, Las Vegas, NV, 89133	0.80	Name re-cased City re-cased State name converted to code Placeholder values cleared
PRV-21732	PRV	Peter Sullivan	1991-10-16	—	2683155340	9057 Broadway, Charlotte, NC, 28256	0.80	Name re-cased City re-cased Gender normalised 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

3,816 rows, page 57 of 77Previous Next