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-25971	PRV	Marcus Bishop	2007-09-13	—	9556941252	853 Park Pl, Gilbert, AZ, 85203	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-21120	PRV	Andrew Rivera	1983-06-13	UHC-42281-66	9027222780	3452 Broadway, Nashville, TN, 37242	0.66	Name split from “Last, First”Phone reformatted Address re-cased Gender normalised+1 more
PRV-21338	PRV	Billy Tucker	1987-12-20	—	5508771851	1246 Hillcrest Rd, Tampa, FL, 33679	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-28200	PRV	Lauren Howard	2005-04-18	UHC-54097-94	7824353526	9045 Harbor Blvd, Minneapolis, MN, 55437	0.66	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+1 more
PRV-20910	PRV	Christian Lawson	1975-02-12	—	—	3874 Jefferson Ave, Chandler, AZ, 85235	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-23261	PRV	Kathryn Ross	1980-02-11	UHC-38480-02	2692031668	9505 Harbor Blvd, Minneapolis, MN, 55442	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20674	PRV	George Castillo	2008-10-04	UHC-12374-30	2074700932	5752 Sage Ct, Phoenix, AZ, 85055	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-29355	PRV	Alexander Wells	1960-08-11	UHC-85686-20	—	9136 Union St, Sacramento, CA, 95845	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-21924	PRV	Evelyn K Green	2006-05-03	UHC-78882-43	—	—	0.66	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+1 more
PRV-20243	PRV	Melissa J Alexander	1944-12-03	—	3332505168	8745 Ocean Ave, Charlotte, NC, 28210	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-22083	PRV	Danielle N Pierce	1956-11-16	—	7716846961	5592 Ocean Ave, Atlanta, GA, 30328	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-29301	PRV	Denise C Mason	1965-02-19	—	—	4099 Canyon Rd, Atlanta, GA, 30314	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25748	PRV	Ann Hudson	1947-09-06	—	2866764888	2748 Palm Dr, Eden Prairie, MN, 55320	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-28524	PRV	Christopher Mendez	1989-01-10	—	6796061564	8230 Willow Ct, Miami, FL, 33199	0.66	Two-digit birth year Phone reformatted City re-cased Gender normalised+1 more
PRV-24269	PRV	Mateo Elliott	1995-02-27	—	—	5947 Valley View Dr, Orlando, FL, 32817	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-24711	PRV	Margaret Lane	1979-04-20	—	8725231524	2784 Spring St, Plano, TX, 75015	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-22659	PRV	Raymond Pierce	—	—	—	9508 Market St, Eden Prairie, MN, 55328	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
PRV-28239	PRV	Roy Gonzalez	1944-06-16	UHC-99240-65	9507968171	1918 Elm St, Chandler, AZ, 85293	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-24346	PRV	John D Hery	1944-01-19	—	8532614998	9524 Desert Sky Blvd, Atlanta, GA, 30391	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26380	PRV	Bobby R Turner	1943-12-25	UHC-32889-50	2087869270	484 Washington St, Houston, TX	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-24776	PRV	Lori S George	1947-08-05	UHC-37487-27	5437123950	6812 Broadway, Tempe, AZ, 85239	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
PRV-21914	PRV	Melissa Q Montgomery	1985-02-11	—	3985284849	1611 Spring St, Plano, TX	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
PRV-29232	PRV	Samantha R Thompson	1941-01-01	—	4139936843	2218 Indian School Rd, Austin, TX, 78713	0.66	State code upper-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-22861	PRV	Frances D Graham	1971-04-22	—	—	1867 Ocean Ave, Nashville, TN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-22862	PRV	Frances D Graham	1971-04-22	—	—	1867 Ocean Ave, Nashville, TN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-27804	PRV	Martha Q Soto	1987-07-21	UHC-39559-98	6494123942	1011 Lincoln Way, Glendale, AZ, 85337	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
PRV-27242	PRV	Bradley Morgan	1948-01-20	—	3844981300	6148 Cedar Ln, Atlanta, GA, 30359	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-27499	PRV	Betsy Weaver	1985-07-09	—	5925016577	2357 Ocean Ave, San Antonio, TX, 78239	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
PRV-20032	PRV	Maria Y Little	1960-05-19	UHC-54516-48	—	1205 Hillcrest Rd # 714, Dallas, TX, 75211	0.66	Date of birth reformatted Unit split from street City re-cased Gender normalised+1 more
PRV-23945	PRV	Natalie Bell	2005-03-27	UHC-15700-52	2149450989	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
PRV-20142	PRV	Samuel X Allen	1943-02-16	—	2087814263	7372 Washington St, Minneapolis, MN, 55438	0.66	Two-digit birth year Phone reformatted Email lower-cased Gender normalised+1 more
PRV-23179	PRV	Marcus C Reed	1954-10-05	—	6823639021	9817 Oak St, Chandler, AZ, 85297	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26193	PRV	Omar Z Rios	1997-02-17	UHC-74123-52	6843994057	7637 Union St, Phoenix, AZ, 85033	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26739	PRV	Sharon T Sims	—	—	8278218280	—	0.66	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-26689	PRV	Joan Castro	1993-08-20	—	4054368361	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20628	PRV	Mary Hansen	1961-11-20	—	9885051853	263 Lincoln Way # 695, Orlando, FL, 32884	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
PRV-24635	PRV	Aaron Vazquez	2003-11-22	UHC-00207-30	8806165840	5948 Apache Blvd, Gilbert, AZ, 85252	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-26300	PRV	Donald M Palmer	1991-01-10	—	—	1789 Valley View Dr, Sacramento, CA, 95857	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-24098	PRV	Jason Cooper	1955-08-08	UHC-89789-03	4467080607	7903 Main St # 205, Phoenix, AZ, 85027	0.66	Unit split from street City re-cased Gender normalised Whitespace trimmed+1 more
PRV-25761	PRV	Yuki Valdez	1943-08-07	UHC-47279-52	3586907058	—	0.66	Two-digit birth year Phone reformatted Member ID reformatted Gender normalised+1 more
PRV-27851	PRV	Lawrence Wallace	1975-10-13	—	8466865142	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
PRV-28901	PRV	Christina V Mills	1968-09-02	—	7227301526	2856 Grand Ave, Fresno, CA, 93737	0.66	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-22233	PRV	Melissa Valdez	1954-02-10	—	—	962 Valley View Dr, Dallas, TX, 75228	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-24575	PRV	Alexander Barnes	1958-02-19	—	6844514517	5295 Main St, Charlotte, NC, 28236	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-26585	PRV	Noah Woods	1969-10-02	—	—	3225 Church St, Glendale, AZ, 85337	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-27173	PRV	Helen Hudson	1992-12-26	—	4452204883	3802 Elm St, Jacksonville, FL, 32233	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-21736	PRV	Michael Wells	1953-10-18	—	6285783924	4425 Mesa Dr, Charlotte, NC, 28254	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25196	PRV	Albert Cruz	1991-04-19	—	—	8046 Camelback Rd, Seattle, WA, 98137	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-28682	PRV	Aisha McCoy	2004-08-22	UHC-89978-22	5824146818	354 Market St, San Diego, CA, 92198	0.66	Name split from “Last, First”Phone reformatted Gender normalised Plan code upper-cased+1 more
PRV-24093	PRV	Christian Hghes	1942-03-18	UHC-52016-67	6074728764	2182 Desert Sky Blvd, Chandler, AZ, 85237	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more

1,602 rows, page 21 of 33Previous Next