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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22721	PRV	Donna Kim	1979-03-12	UHC-65496-71	7647619723	6864 Apache Blvd, Seattle, WA, 98125	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22018	PRV	Amanda Hicks	1972-10-09	—	5958864136	5918 Forest Ave, Minneapolis, MN, 55439	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-28252	PRV	Santiago Adasm	1981-12-07	—	3913260254	9625 Camelback Rd, Jacksonville, FL, 32274	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29362	PRV	Nicholas Cunningham	1971-07-18	UHC-89997-78	9848448842	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-26995	PRV	Alan Thompson	1972-10-05	—	5816288126	2288 Sunset Blvd, Eden Prairie, MN, 55346	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26312	PRV	Jean Jones	1941-09-09	—	9642354663	—	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-21791	PRV	Arthur Thompson	1945-05-20	UHC-52821-02	6882082359	2767 Forest Ave, Chandler, AZ, 85233	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-28828	PRV	Logan F McDonald	1979-12-13	UHC-23240-38	6828935222	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-27638	PRV	Chrstopher Tomas	2003-09-08	—	3424954941	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-28426	PRV	Virginia Z Bowman	1957-09-20	—	3187669881	5826 Hillcrest Rd, Atlanta, GA, 30346	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28541	PRV	Yuki Maldonedo	1980-05-26	—	6806785902	647 Church St, Orlando, FL, 32802	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26480	PRV	Albert Diaz	1944-07-06	—	7906992008	3720 Church St, Nashville, TN, 37298	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28383	PRV	Carter Megan	1980-10-13	UHC-66312-14	6069038480	4534 Forest Ave, San Diego, CA, 92152	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-21874	PRV	Joyce Vegga	2003-11-25	UHC-52734-38	9609020251	7706 Meadow Ln, Gilbert, AZ, 85233	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24938	PRV	Karen Powell	1971-06-12	UHC-95508-84	9683421649	5502 Broadway, Fresno, CA, 93753	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-22240	PRV	Alice Murphy	1967-09-28	UHC-19582-46	3518854451	—	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-23004	PRV	Roy Torres	1994-07-03	UHC-49244-99	6963494377	—	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-24224	PRV	Roger Graham	1985-04-21	UHC-31502-30	7637499012	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20088	PRV	Ben K Flores	1965-12-08	—	—	735 Central Ave, Gilbert, AZ, 85217	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-23852	PRV	Laura Gonzalez	2003-10-20	UHC-33504-82	8575461907	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-21854	PRV	Matthew Nichols	1947-10-03	—	3185639127	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28103	PRV	Ray Phillips	1995-01-28	—	4037341297	1479 Baseline Rd, Glendale, AZ, 85314	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-20677	PRV	Mike W Reyes	1945-11-25	UHC-84549-13	3483849828	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25084	PRV	Yuki Olson	1963-11-14	UHC-91705-70	5208408983	2544 Forest Ave, Fresno, CA, 93788	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20754	PRV	Jannifer C Oliver	1972-06-16	—	6606920658	—	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-28897	PRV	Kelly Diaz	1996-08-11	UHC-26056-23	2416917221	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-26859	PRV	Willam Knight	1940-02-10	UHC-41179-03	3535879695	267 Grand Ave, Los Angeles, CA, 90070	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-20508	PRV	Christina Sandoval	1983-12-28	UHC-51663-15	6713807910	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25370	PRV	Joshua Hunter	1956-11-02	UHC-57452-96	5334646636	9157 Camelback Rd, Sacramento, CA, 95833	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23415	PRV	Judy Gibson	1959-07-16	UHC-34364-53	5864063625	8631 Oak St, Gilbert, AZ, 85275	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-27303	PRV	Jackie Carr	1959-05-17	UHC-40230-33	5296038209	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22602	PRV	Bruce Fowler	1937-05-08	—	3897636212	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26763	PRV	Joyce Porter	1964-11-26	—	6717641555	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20051	PRV	Aaron Lawrence	1961-02-02	UHC-70537-90	7265745716	7528 Apache Blvd, Chandler, AZ, 85284	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-26153	PRV	Nathan Salazar	1956-08-11	UHC-50188-33	9042072255	506 Mountain View Dr, Atlanta, GA, 30351	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25764	PRV	James Y Long	1972-08-16	—	2897838844	6078 Mountain View Dr, Nashville, TN, 37251	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24050	PRV	Logan S Ortiz	1979-09-01	—	8608056585	3486 Sunset Blvd, Tempe, AZ, 85257	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29036	PRV	Priia Dunn	1959-05-05	—	7439582379	7821 Oak St, Las Vegas, NV, 89148	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24992	PRV	Wlater C Cle	1946-03-19	UHC-18104-33	2673831887	6107 Palm Dr, Atlanta, GA, 30382	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23462	PRV	Eugene T Ryan	1938-10-12	UHC-31719-62	6568533992	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25703	PRV	Jeff Lane	1940-09-24	UHC-27279-65	4994598239	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29054	PRV	Raymond Jensen	1965-01-26	UHC-53128-19	9292823743	3947 Market St, Atlanta, GA, 30322	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-25464	PRV	Billy F Dunn	1938-08-19	—	7553230472	8982 Mountain View Dr, Chandler, AZ, 85225	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28179	PRV	Mary Herrera	1973-03-20	UHC-96852-32	8299189312	7943 Palm Dr, Houston, TX, 77040	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22558	PRV	Julia Powell	1982-02-15	—	5453123644	7906 Apache Blvd, Sacramento, CA, 95864	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25812	PRV	Christian Mills	2004-07-14	UHC-15038-45	4397283020	4462 Jefferson Ave, Charlotte, NC, 28223	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-24876	PRV	Kenneth Miller	1954-07-05	UHC-52938-21	2809538433	—	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-25438	PRV	Dorothy Griffin	1944-12-26	UHC-53734-03	4564782435	8163 Mesa Dr, Gilbert, AZ, 85232	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25317	PRV	Nicholas Hall	1938-10-17	UHC-04610-89	6127026918	5369 Broadway, Dallas, TX, 75273	0.92	Phone reformatted Address re-cased Whitespace trimmed Placeholder values cleared
PRV-25175	PRV	Christopher Guerrero	1990-08-04	UHC-94197-05	—	7502 Forest Ave, Scottsdale, AZ, 85226	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared

5,467 rows, page 98 of 110Previous Next