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-21475	PRV	Will Dominguez	1971-05-26	UHC-78896-13	4583567555	7833 Baseline Rd, Columbus, OH, 43213	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22650	PRV	Debra Bailey	1956-10-06	—	6614439082	2074 Cedar Ln, Glendale, AZ, 85375	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25733	PRV	Jordan Watson	1999-10-05	UHC-22725-60	8255465233	9846 Sunset Blvd, Fresno, CA, 93708	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21936	PRV	Douglas Garza	1946-09-15	UHC-82645-48	2734276134	1168 Cedar Ln, Phoenix, AZ, 85069	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27237	PRV	Mason X Garrett	1942-05-13	UHC-21265-20	5384033079	2814 Desert Sky Blvd, Tucson, AZ, 85751	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-27088	PRV	Charles Perry	1954-09-03	UHC-24528-85	8819610904	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-20584	PRV	Tyleer Mitchell	1981-06-17	UHC-18397-61	6029846082	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28144	PRV	Sean Campbell	2004-05-09	UHC-72935-03	7992053462	1432 Lincoln Way, Orlando, FL, 32803	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28918	PRV	Ahmed James	1988-02-08	—	8457303632	818 Jefferson Ave, Austin, TX, 78754	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-27924	PRV	Jordan Herrera	1994-01-02	UHC-56597-74	9238697845	8958 Indian School Rd, Phoenix, AZ, 85053	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25688	PRV	Helen Estrada	1945-12-08	UHC-63825-95	2865999236	5639 Spring St, Las Vegas, NV, 89134	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-22809	PRV	Jooyce Graham	1998-11-07	—	8924901767	8055 Ocean Ave, Glendale, AZ, 85370	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25654	PRV	Gary Jordan	1977-03-09	—	2163311280	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24589	PRV	Ray Martinez	1964-07-23	UHC-76339-68	3256581547	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25729	PRV	Stephen W Grant	1948-05-25	—	9095161196	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23731	PRV	Amanda Cook	1967-05-04	—	5578452757	802 Sage Ct, Miami, FL, 33123	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
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-23504	PRV	Marilyn H Li	1995-02-24	—	3593209189	2881 Camelback Rd, Phoenix, AZ, 85052	0.92	Name re-cased Phone reformatted City re-cased 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-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-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-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-25341	PRV	Luis Pena	1963-08-21	UHC-67941-70	9408377937	7615 River Rd, San Diego, CA, 92136	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-25340	PRV	Luis Pena	1963-08-21	UHC-67941-70	9408377937	7615 River Rd, San Diego, CA, 92136	0.92	Name re-cased Phone reformatted City re-cased 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-20055	PRV	Ann N Flores	1978-10-19	UHC-43456-24	3674327305	5599 Broadway, Nashville, TN, 37234	0.92	Phone reformatted City re-cased State code upper-cased Placeholder values cleared
PRV-29319	PRV	Charles I Stevens	2004-01-25	—	3586152962	9425 Jefferson Ave, Atlanta, GA, 30382	0.92	Name re-cased Phone reformatted Plan code upper-cased 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-25614	PRV	Matthew Nunez	1969-05-13	—	4632897483	7935 Hillcrest Rd, Tempe, AZ, 85279	0.92	Date of birth reformatted Phone reformatted City re-cased 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-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-28452	PRV	Priya Phillips	1984-06-03	—	4853134742	1868 Hillcrest Rd, Miami, FL, 33156	0.92	Phone reformatted City re-cased Plan code upper-cased 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-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-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-24309	PRV	Ann Schmidt	1977-05-05	UHC-80695-60	3878760394	9812 Palm Dr, Sacramento, CA, 95888	0.92	Phone reformatted Member ID reformatted Plan code upper-cased Placeholder values cleared
PRV-22017	PRV	Adam Adams	1969-07-05	UHC-49503-77	7612827366	87 Ridge Rd, Las Vegas, NV, 89191	0.92	Name re-cased Date of birth reformatted Phone reformatted 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-28414	PRV	Rebecca Estrada	1998-01-03	UHC-94735-59	8983885406	9541 Jefferson Ave, Atlanta, GA, 30310	0.92	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased
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-24315	PRV	Elizabeth Wang	1965-12-22	—	6295506291	287 Grand Ave, Plano, TX, 75066	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared

5,906 rows, page 104 of 119Previous Next