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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21092	PRV	Maria Munoz	1974-05-22	UHC-02382-28	—	7712 Cedar Ln, Tempe, AZ, 85257	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-27989	PRV	Rachel Flores	2006-02-05	UHC-97143-27	8643566599	5831 Sunset Blvd, Plano, TX, 75080	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
PRV-26714	PRV	Brian Guzman	1991-03-04	—	4857924918	5697 Camelback Rd, Glendale, AZ, 85340	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-28005	PRV	Jeffrey X Fernandez	1967-12-26	UHC-50567-88	2702394330	1440 Market St, Tucson, AZ, 85737	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-20456	PRV	Ahmed R Grant	1946-05-15	—	6802750928	—	0.92	Date of birth reformatted Phone reformatted Email lower-cased 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-28266	PRV	Marilyn H Castro	1987-10-05	—	9727084503	4304 Park Pl, Gilbert, AZ, 85295	0.92	Name re-cased Phone reformatted Email lower-cased 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-25146	PRV	Roger Edwards	2002-10-01	UHC-27243-62	8782199861	7296 Union St, Tempe, AZ, 85298	0.92	Name re-cased Phone reformatted Email lower-cased 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-20361	PRV	Mark C Johnson	1982-02-03	—	5765606988	4650 Market St, Las Vegas, NV, 89145	0.92	Name re-cased Phone reformatted Email lower-cased 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-24910	PRV	Martha Hawkins	2004-12-04	—	6187532603	3240 Baseline Rd, Houston, TX, 77021	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-24228	PRV	Sara F Murphy	2008-01-24	—	—	7201 Cedar Ln, Las Vegas, NV, 89184	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
PRV-28033	PRV	Austin Herrera	1951-06-11	UHC-82062-87	9375946785	6872 Highland Ave, Orlando, FL, 32853	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-28303	PRV	Andrew McCoy	1986-06-03	—	8677209579	343 Pine Dr, Tempe, AZ, 85210	0.92	Phone reformatted City re-cased Email lower-cased Placeholder values cleared
PRV-28003	PRV	Diane Edwards	1978-04-19	UHC-67682-80	5687004946	—	0.92	Date of birth reformatted Phone reformatted Email lower-cased Placeholder values cleared
PRV-25638	PRV	Caorl B Gibson	1941-01-10	UHC-92939-34	3465222203	6007 Oak St, Tempe, AZ, 85235	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
PRV-22732	PRV	Jose Y Campbell	1993-11-18	—	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-21310	PRV	Valentina K Roberts	2004-06-26	—	—	8848 Baseline Rd, Charlotte, NC, 28222	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-25902	PRV	Cheryl Ramos	2000-01-03	—	—	6590 Willow Ct, Columbus, OH, 43221	0.92	Date of birth reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-21219	PRV	Lawrence Clark	1996-12-10	UHC-09797-27	8802015475	6263 River Rd, Chandler, AZ, 85265	0.92	State code upper-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-29292	PRV	Diego Porter	1963-11-14	UHC-80014-17	6764382224	5795 Oak St, Nashville, TN, 37247	0.92	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased
PRV-23654	PRV	Olivia Wong	1959-01-01	—	9514663353	68 Valley View Dr, Columbus, OH, 43209	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
PRV-25948	PRV	Madison B Henderson	1985-12-16	UHC-63607-78	5004203551	2197 Highland Ave, San Diego, CA, 92140	0.94	Phone reformatted City re-cased Email lower-cased
PRV-27222	PRV	Noah Dixon	1968-05-24	—	5267817748	—	0.94	Phone reformatted Email lower-cased Placeholder values cleared
PRV-22676	PRV	Juan Mason	1991-06-04	—	—	415 Ocean Ave, Eden Prairie, MN, 55352	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-29193	PRV	Walter Munoz	2002-05-12	UHC-46892-79	5025352140	6152 Sage Ct, Seattle, WA, 98156	0.94	Phone reformatted Email lower-cased Placeholder values cleared
PRV-22069	PRV	Larry Myers	2001-02-11	UHC-76370-95	—	6114 Church St, Atlanta, GA, 30327	0.94	City re-cased Email lower-cased Placeholder values cleared
PRV-20507	PRV	Bryan Mitchell	1940-10-05	—	—	—	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
PRV-23536	PRV	Diego L Carroll	1953-07-05	UHC-04213-88	9617760210	—	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-25318	PRV	Heather Reid	1963-12-13	UHC-28309-78	8945046104	2510 Apache Blvd, Tucson, AZ, 85735	0.94	Phone reformatted Email lower-cased Placeholder values cleared
PRV-28717	PRV	Sandra G Hart	1957-12-16	UHC-88610-44	9508397903	9810 Jefferson Ave, San Diego, CA, 92119	0.94	Phone reformatted Email lower-cased Placeholder values cleared
PRV-29360	PRV	Kevin Mitchell	1962-07-27	—	3749794017	661 Valley View Dr, Dallas, TX, 75223	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-21810	PRV	Gloria Y Carroll	1962-06-15	—	3744425197	731 Washington St, Denver, CO, 80227	0.94	Phone reformatted Email lower-cased Placeholder values cleared
PRV-25664	PRV	Reyes Braadley	1949-11-12	UHC-33181-94	—	—	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-26587	PRV	Omar Myers	1982-12-01	UHC-34991-32	3668509803	7679 Maple Ave, Orlando, FL, 32865	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-21710	PRV	Fatima Anrews	1965-10-25	UHC-06226-03	4674375628	7295 Lincoln Way, Tucson, AZ, 85733	0.94	Name re-cased Phone reformatted Email lower-cased
PRV-22362	PRV	Edward X Cunningham	1941-03-16	—	—	2332 Broadway, Dallas, TX, 75240	0.94	Address re-cased Email lower-cased Placeholder values cleared
PRV-27796	PRV	Ntahan Wech	2003-12-10	UHC-78955-81	7209696266	1747 Sunset Blvd, Fresno, CA, 93799	0.94	City re-cased Email lower-cased Placeholder values cleared
PRV-20751	PRV	Arthur D Guzman	1950-07-01	—	—	2337 Broadway, Eden Prairie, MN, 55370	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-23230	PRV	Vyrginia Hudson	1954-05-12	UHC-60725-86	8616388608	4992 Washington St, Dallas, TX, 75226	0.94	Phone reformatted Email lower-cased Placeholder values cleared
PRV-23049	PRV	Ronald Dominguuez	1989-05-26	UHC-96584-75	—	—	0.94	Name re-cased Email lower-cased Placeholder values cleared
PRV-26122	PRV	Janet Price	1971-08-18	—	9793164552	—	0.94	Name re-cased Email lower-cased Placeholder values cleared
PRV-22426	PRV	Natalie Medina	1972-05-23	UHC-72744-31	3972900505	—	0.94	Phone reformatted Email lower-cased Placeholder values cleared
PRV-27430	PRV	Madison V Russell	1985-02-24	UHC-55697-51	2472185779	7334 Mountain View Dr, Tucson, AZ, 85706	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
PRV-25141	PRV	Shirley Young	1940-06-06	—	—	1087 Camelback Rd, Plano, TX, 75054	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared

880 rows, page 17 of 18Previous Next