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-25585	PRV	Bryan Morris	1944-12-09	UHC-75126-91	3758720481	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27723	PRV	Jackie F Stewart	1963-11-10	—	2274808705	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28855	PRV	Adam Sanders	1948-02-04	UHC-93095-79	—	1697 Broadway, Tempe, AZ, 85279	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27017	PRV	Christine E Cunningham	2002-02-17	UHC-89978-63	2123102804	5620 Canyon Rd, Chandler, AZ, 85224	0.82	Street suffix standardised Address re-cased Whitespace trimmed
PRV-25539	PRV	Tyler Parker	2008-07-24	—	8367210922	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-28928	PRV	Janet Garrett	1995-11-27	—	4366904995	6771 Broadway, Miami, FL, 33154	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-25960	PRV	Bryan King	1960-11-11	UHC-04101-99	—	3073 Canyon Rd, Fresno, CA, 93761	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-22750	PRV	Ralph Simmons	1962-05-14	—	5336064870	6693 Washington St, San Diego, CA, 92176	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-24893	PRV	Gary Vazquez	1974-01-17	—	9332571941	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24017	PRV	Jun Welch	1959-01-05	—	3478201851	4917 Park Pl, San Antonio, TX, 78227	0.82	Street suffix standardised Address re-cased Whitespace trimmed
PRV-25597	PRV	Robert C Dean	1949-03-03	—	8195638371	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28547	PRV	Jose Jensen	1939-09-04	—	—	4470 Church St, Mesa, AZ, 85243	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23656	PRV	Eric Pierce	2003-11-02	UHC-40910-11	5116032279	6563 Sage Ct, Chandler, AZ, 85292	0.82	Street suffix standardised Address re-cased Whitespace trimmed
PRV-26535	PRV	Marilyn Daniels	1964-06-17	UHC-85880-83	9025455044	2712 Canyon Rd, Tempe, AZ, 85250	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28729	PRV	Samuel Daniels	1977-11-16	—	—	—	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-29185	PRV	Peter P Roberts	2009-09-12	UHC-81497-96	—	1031 Grand Ave, Plano, TX, 75042	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23853	PRV	Grace S Maldonado	1945-01-19	UHC-96133-18	9109435868	902 Lincoln Way, Orlando, FL, 32827	0.82	Phone reformatted ZIP+4 trimmed Whitespace trimmed
PRV-22847	PRV	Joshua M Diaz	1983-01-17	—	5379681224	5119 Bayshore Dr, Phoenix, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
PRV-20658	PRV	Steve Mason	1949-01-20	UHC-11372-10	7267442355	5037 Ocean Ave, Columbus, OH, 43224	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22953	PRV	Christine Morales	2007-01-19	UHC-18121-75	5674677874	9879 Lincoln Way, Fresno, CA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
PRV-29009	PRV	Ana Vargas	1939-05-27	—	3518972153	2692 Pine Dr, Scottsdale, AZ, 85252	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-28601	PRV	Valentina Singh	1955-11-26	UHC-67875-96	—	4496 Union St, Dallas, TX, 75295	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-24166	PRV	Fatia Pena	1940-12-03	—	—	8502 Broadway, Orlando, FL, 32889	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-23971	PRV	Ryan V Harvey	1976-06-26	UHC-08814-34	—	5411 Harbor Blvd # 701, Mesa, AZ, 85272	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
PRV-25637	PRV	Lauren L Washington	1965-10-28	UHC-74755-05	8856518679	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22103	PRV	Mateo Kelly	1947-07-10	—	4894443862	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-26428	PRV	Hiroshi X Flores	1966-10-20	UHC-41870-78	—	9389 Valley View Dr, Mesa, AZ, 85268	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-23400	PRV	Gary V Espinoza	1948-04-18	UHC-84150-57	9606425868	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-20325	PRV	Kimberly Mejia	1977-11-19	—	—	4850 Indian School Rd, Mesa, AZ, 85252	0.82	ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-27613	PRV	William Olson	1940-07-18	—	7209613519	5935 Main St # 980, Gilbert, AZ, 85208	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
PRV-27861	PRV	Cynthia Stephens	1957-04-06	UHC-44022-07	2173893906	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-23542	PRV	Thomas Richards	1945-02-21	UHC-76708-28	9742960653	4221 Oak St, Las Vegas, NV, 89129	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-22776	PRV	Timothy S Santus	1980-07-26	—	9562094053	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-24081	PRV	Shirley Stewart	1917-07-06	—	—	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24489	PRV	Betty Walsh	1988-09-04	—	—	3850 Maple Ave, Sacramento, CA, 95804	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-21809	PRV	Luis I Murphy	1965-07-18	UHC-24205-01	9488942399	2011 Grand Ave, Jacksonville, FL, 32261	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24127	PRV	Ralph Wang	1957-12-03	UHC-14239-31	9104336575	5835 Washington St, Chandler, AZ, 85295	0.82	Phone reformatted State name converted to code Whitespace trimmed
PRV-29304	PRV	Russell Rjas	1966-11-19	—	—	1584 Broadway Apt 17, Houston, TX, 77069	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
PRV-21942	PRV	Rachel Lopez	1939-02-07	UHC-36747-79	—	8989 Valley View Dr, Chandler, AZ, 85236	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-26767	PRV	Rendy Stewart	1955-03-05	UHC-05456-20	2529828935	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-21582	PRV	Camila Knight	1977-12-26	UHC-37268-86	8666637272	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-23257	PRV	Frannk Lawrence	1979-09-09	UHC-94025-69	—	8715 Grand Ave, Atlanta, GA, 30364	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-21257	PRV	Denny Simmons	1983-04-07	—	8409043209	2133 Apache Blvd, Austin, TX, 78720	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
PRV-29345	PRV	Michael Garrett	2003-11-10	UHC-15377-59	—	2144 Apache Blvd, Scottsdale, AZ, 85248	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28309	PRV	Michelle Harirson	2000-04-28	UHC-04552-01	7899307291	2767 Indian School Rd, Jacksonville, FL, 32204	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25354	PRV	Karen Hawkins	1994-05-18	UHC-25363-23	—	2740 Meadow Ln, Plano, TX, 75044	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20565	PRV	Camila F Gutierrez	1981-01-01	—	8184289736	4059 Maple Ave, Glendale, AZ, 85343	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-22638	PRV	Theresa T Morrison	1942-12-17	UHC-09600-88	4987511810	9222 Baseline Rd, Las Vegas, NV, 89165	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24401	PRV	Wei N Foster	1994-11-03	—	6534728447	—	0.82	Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23152	PRV	Laura W Johnsoon	1981-01-03	—	—	184 Meadow Ln, San Antonio, TX, 78203	0.82	Gender normalised Whitespace trimmed Placeholder values cleared

5,467 rows, page 87 of 110Previous Next