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-20863	PRV	Peter E Ryan	1976-02-24	—	5517228705	5547 River Rd, Tampa, FL, 33696	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-20494	PRV	Eric Wood	1994-08-23	UHC-89956-89	3518241256	6996 Canyon Rd, Denver, CO, 80288	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed
PRV-21800	PRV	Terry A Berry	1992-11-05	UHC-47331-48	6527557565	7774 Maple Ave, Houston, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
PRV-23520	PRV	Peter Gomez	2006-03-07	UHC-23915-84	8544406564	7109 Apache Blvd, Tampa, FL, 33676	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-21758	PRV	Steven Hoffman	1980-11-13	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28822	PRV	Melissa B Maldonado	1971-06-16	UHC-80701-58	6604987788	7835 Church St, San Antonio, TX, 78272	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28115	PRV	Frank Q Hansen	1998-04-09	UHC-07640-62	9218993113	1390 Mesa Dr, Los Angeles, CA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-22304	PRV	David Marshall	2008-01-19	—	4303141225	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25133	PRV	Andrew C Johnson	1988-02-15	—	3665129442	845 Pine Dr, Plano, TX, 75013	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29320	PRV	Diana Chavez	1980-02-02	UHC-06047-05	6112894481	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29321	PRV	Diana Chavez	1980-02-02	UHC-06047-05	6112894481	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27489	PRV	Patrick Gilbert	1968-05-26	UHC-38235-14	7817051727	9878 Indian School Rd, Atlanta, GA, 30300	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
PRV-21848	PRV	Mason Wagner	1962-08-16	UHC-02115-55	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-29052	PRV	Jonathan Simmons	1988-05-11	UHC-03464-95	7915150208	4316 Mesa Dr, Nashville, TN, 37252	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28739	PRV	Donald W Alvarez	1944-10-03	UHC-12281-73	3435573286	2697 Central Ave, Gilbert, AZ, 85244	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-25561	PRV	Amanda McCoy	2002-05-06	—	2137106801	1066 Lake View Rd, Scottsdale, AZ, 85245	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28534	PRV	Stephanie N Ruiz	1960-09-07	—	5248700134	7665 Mesa Dr, Los Angeles, CA, 90093	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27596	PRV	Raymond Q Carlson	2003-12-03	—	4156626976	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28071	PRV	Douglas Ortegga	1991-01-22	UHC-67942-79	2092315147	3035 Baseline Rd, Charlotte, NC, 28267	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-24570	PRV	Diego U Schmiidt	1989-02-24	—	5554641793	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24038	PRV	Lawrence Wright	1981-12-16	—	6045844216	2780 Harbor Blvd, Scottsdale, AZ, 85242	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-27545	PRV	Austin V Peterson	1941-12-07	UHC-36139-82	—	879 River Rd, Glendale, AZ, 85300	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-24412	PRV	Carlos Estrada	1968-05-07	—	9023242819	2063 Hillcrest Rd, San Diego, CA, 92165	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28294	PRV	Lucia West	1988-02-09	UHC-68232-57	—	3770 Indian School Rd, Tampa, FL, 33650	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-26032	PRV	Raymond Mills	1957-05-17	UHC-11438-15	4986616054	5768 Forest Ave, Eden Prairie, MN, 55355	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-25327	PRV	Ann Sims	1973-12-20	—	—	3815 Palm Dr Apt 30, Phoenix, AZ, 85050	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-27473	PRV	Nicholas Kennedy	1968-01-24	UHC-20724-92	7075636307	4906 Main St, Phoenix, AZ, 85045	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-20319	PRV	Jason I Garrett	2002-09-09	—	2837872669	4930 Lincoln Way, Tucson, AZ, 85777	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
PRV-28816	PRV	Joshua Stewart	1988-02-15	—	6618979534	1223 Sunset Blvd, Seattle, WA	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-24800	PRV	David V Davis	1948-04-05	UHC-44621-94	6969462810	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23562	PRV	Steve Evans	2005-02-27	—	3963716719	4867 Central Ave, Glendale, AZ, 85377	0.80	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed
PRV-28434	PRV	Rebecca W Riley	1968-05-03	—	2593428950	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23954	PRV	Theresa S McDonald	1945-11-19	—	7229876265	9572 Baseline Rd, Glendale, AZ, 85332	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28899	PRV	Roger Bailey	1992-01-21	—	—	6556 Willow Ct, Denver, CO, 80238	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-26768	PRV	Isabella Munoz	1982-05-16	—	9326357406	4246 Main St # 707, Nashville, TN, 37274	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-24572	PRV	Amy G Reynolds	1948-05-26	—	5556186354	5432 Meadow Ln, Tempe, AZ, 85225	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-20245	PRV	Sofia Chavez	1996-12-23	UHC-70365-92	—	3709 Sunset Blvd, Los Angeles, CA, 90067	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21838	PRV	Katherine Gray	1953-09-10	UHC-59420-18	6783926456	7566 Bayshore Dr, Gilbert, AZ, 85299	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-29316	PRV	Donna Mason	2002-04-14	—	9678261186	1781 Forest Ave, San Antonio, TX, 78245	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22492	PRV	Mateo Fuller	1997-07-09	UHC-83792-60	4945434855	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-24021	PRV	Anna Alvarez	1944-08-10	UHC-05857-44	—	4436 Willow Ct, Eden Prairie, MN, 55347	0.80	Phone missing area code State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-22393	PRV	Ralph S Jacobs	1973-08-05	UHC-30664-27	3638756339	164 Ocean Ave, San Diego, CA, 92168	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23280	PRV	Charles C Bryant	1969-02-06	UHC-01319-03	4216140249	5690 Lincoln Way, Sacramento, CA, 95838	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-23758	PRV	Stephanie Chavez	1946-04-09	UHC-88000-54	9625728887	5606 Cedar Ln, Fresno, CA, 93729	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-22114	PRV	Ryan M Duncan	2002-11-20	—	5002363668	8674 Willow Ct, Plano, TX, 75024	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28925	PRV	Roger Wallace	2007-10-20	UHC-81010-87	4674144459	9216 Lake View Rd, Las Vegas, NV, 89131	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-24290	PRV	Beverly U Colllins	1978-09-17	UHC-66499-96	—	2916 Park Pl, Scottsdale, AZ, 85233	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28353	PRV	Betty Weber	1956-07-23	—	5507961997	9852 Spring St, Miami, FL, 33118	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-21764	PRV	Emmily Wong	1977-02-10	—	5278687953	3028 Maple Ave, Tampa, FL, 33624	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24077	PRV	Ann Mendez	1964-02-12	UHC-31441-46	3168489959	9039 Hillcrest Rd, Plano, TX, 75042	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared

5,467 rows, page 82 of 110Previous Next