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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-29503	PRV	Doris McDnald	1977-06-19	UHC-00910-81	5318250759	—	0.80	Name re-cased Date of birth reformatted Gender normalised 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-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-26330	PRV	Barbara Johnston	1974-09-16	UHC-72209-44	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed 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-22789	PRV	Jacob Aguilar	1970-02-26	UHC-45993-82	3825439235	2492 Lake View Rd, San Diego, CA, 92105	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21391	PRV	Shirley Harris	1973-06-03	UHC-83247-86	4574226987	7248 Broadway, Chandler, AZ, 85269	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28835	PRV	Priya J Oewns	1979-12-19	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27604	PRV	Donna A Silva	1989-10-06	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
PRV-23496	PRV	Valentina U Wagner	1950-07-17	—	6206543920	6600 Harbor Blvd, Sacramento, CA, 95844	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
PRV-26355	PRV	Alexander Rivera	1958-07-12	UHC-52912-99	5126817146	298 Washington St, Phoenix, AZ, 85087	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25799	PRV	Billy S Perry	2005-09-14	—	6616504482	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-20447	PRV	Emiyl Yuong	1987-09-27	—	6243868078	5517 Lincoln Way, Seattle, WA, 98182	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23752	PRV	Dylan Ross	1942-02-11	—	5644987844	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24454	PRV	Wei A Car	1977-01-10	—	2125299826	174 Mesa Dr, Jacksonville, FL, 32269	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28255	PRV	Logan Larson	1945-04-19	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
PRV-23722	PRV	Bobby Powell	1965-12-22	UHC-79003-10	6014179192	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21532	PRV	Kathryn Garcia	1978-03-16	—	6423004905	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25304	PRV	Dorothy E Griffin	2006-12-03	UHC-72937-08	2758475394	3762 Market St, Glendale, AZ, 85321	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-28423	PRV	Jrodan Sullivan	2001-02-14	—	6698503292	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28579	PRV	Maria Diaz	1983-06-20	—	—	5160 Valley View Dr, San Antonio, TX, 78208	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27598	PRV	Harold Porter	1942-05-01	—	2698621952	2658 Grand Ave, Glendale, AZ, 85372	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20459	PRV	Henry Jordan	1964-09-22	—	6607726878	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20206	PRV	Albert Morales	1949-06-03	—	—	4504 Lake View Rd, Gilbert, AZ, 85215	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-26067	PRV	Jerry Martin	1939-03-08	UHC-90262-15	3515603725	8116 Ridge Rd, Nashville, TN, 37256	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23999	PRV	Ryan Johnson	1997-09-28	—	8576361853	3038 Desert Sky Blvd, Tempe, AZ, 85210	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-26863	PRV	Cynthia Nunez	1966-08-17	—	3119155397	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28291	PRV	Richard Z Bailey	1969-05-08	UHC-89724-56	8244678316	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-21657	PRV	Danielle Oliver	1955-07-21	UHC-04683-72	3966354197	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27942	PRV	Aisha Cunningham	1996-12-02	UHC-04872-68	—	764 Valley View Dr, Tampa, FL, 33683	0.80	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed
PRV-21336	PRV	Debra Merquez	1996-03-18	UHC-56584-90	5879686316	6543 Lincoln Way, Mesa, AZ, 85274	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
PRV-21337	PRV	Debra Merquez	1996-03-18	UHC-56584-90	5879686316	6543 Lincoln Way, Mesa, AZ, 85274	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
PRV-25893	PRV	Eric Snyder	1971-01-27	UHC-51431-79	—	4671 Union St, Scottsdale, AZ, 85283	0.80	Name re-cased Gender normalised Plan code upper-cased Placeholder values cleared
PRV-23952	PRV	Ahmed Ryan	1980-04-17	—	4033404537	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22409	PRV	Lucia Cox	1983-07-14	UHC-14104-68	4206251798	7864 Harbor Blvd, Fresno, CA, 93710	0.80	Phone reformatted Email lower-cased Gender normalised Placeholder values cleared
PRV-24245	PRV	Raymond Ward	1972-06-13	UHC-67172-96	4636369559	—	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
PRV-20194	PRV	Debra M Ortiz	1977-11-15	—	2466732668	2295 Highland Ave, San Antonio, TX, 78205	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
PRV-28350	PRV	Michael Bailey	1962-12-12	—	4582418069	3103 Lake View Rd, San Diego, CA, 92146	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20424	PRV	Arjun Gardner	1987-08-28	—	4878303467	7270 Bayshore Dr, Denver, CO, 80286	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-20425	PRV	Arjun Gardner	1987-08-28	—	4878303467	7270 Bayshore Dr, Denver, CO, 80286	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-24266	PRV	Diana Mendez	1997-04-20	—	3518197282	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23248	PRV	Betty Wood	1950-04-12	UHC-68387-04	5589806735	7551 Lincoln Way, Seattle, WA, 98176	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
PRV-26499	PRV	Alan Pery	1958-11-22	UHC-67699-54	2437354474	5216 Desert Sky Blvd, Austin, TX, 78739	0.80	Phone reformatted State code upper-cased Gender normalised Placeholder values cleared
PRV-26682	PRV	Mateo Mason	1979-12-10	—	6164781290	8867 Forest Ave, Miami, FL, 33154	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
PRV-22157	PRV	Carl Taylor	1939-12-17	—	6119278812	8064 Broadway, San Antonio, TX, 78204	0.80	Phone reformatted State code upper-cased Gender normalised Placeholder values cleared
PRV-27428	PRV	Ethan S Sims	1969-05-08	UHC-64045-26	6139380739	6288 Elm St, Plano, TX, 75005	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
PRV-26474	PRV	Donald Griffin	1954-05-14	—	3372760907	3360 Mountain View Dr, Austin, TX, 78704	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29254	PRV	Natalie Bennett	1992-11-25	—	9619633546	517 River Rd, Houston, TX, 77063	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29255	PRV	Natalie Bennett	1992-11-25	—	9619633546	517 River Rd, Houston, TX, 77063	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared

1,602 rows, page 28 of 33Previous Next