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

Third-party administrator, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50201	TPA	Christina U Holmes	1943-10-03	—	2219124993	1045 Indian School Rd, Houston, TX, 77090	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-50089	TPA	Mike Dunn	2006-08-16	—	5549773334	7975 Church St, Glendale, AZ, 85329	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-62493	TPA	Cheryl Yang	2003-02-03	—	7472906448	3370 Bayshore Dr Apt 21, Jacksonville, FL, 32235	0.44	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
TPA-60991	TPA	Amanda Little	1953-02-07	—	4242739824	3360 Canyon Rd, Las Vegas, NV, 89116	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-58448	TPA	Donna Stone	1996-10-18	—	—	8866 Grand Ave # 816, Jacksonville, FL, 32259	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-55793	TPA	Kathleen Z Simpson	1999-07-27	—	—	9520 Central Ave, Columbus, OH, 43244	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-63881	TPA	Christina Maldonado	1968-01-13	UHC-10398-30	6415500800	7835 Grand Ave Apt 31, Austin, TX, 78763	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
TPA-59541	TPA	Mateo Silva	2008-01-02	—	—	4577 Camelback Rd Apt 22, Columbus, OH, 43210	0.46	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+5 more
TPA-57435	TPA	Beverly Bannett	1948-08-14	UHC-99014-61	—	4158 Indian School Rd, Denver, CO, 80291	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-60902	TPA	Gabriel Phillips	1980-01-03	—	—	5932 Sage Ct # 795, San Antonio, TX	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
TPA-53637	TPA	Elizabeth Ramirez	2002-01-11	—	4077875231	2787 Indian School Rd, Austin, TX, 78741	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-50481	TPA	Beth G West	1964-07-01	—	—	9763 Apache Blvd # 735, San Antonio, TX, 78294	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-61243	TPA	Kelly Stephens	1994-10-12	—	7027217283	5799 Main St, Fresno, CA, 93733	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-59883	TPA	Danielle Martinez	2004-07-22	—	—	8733 Desert Sky Blvd, Orlando, FL, 32815	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-60197	TPA	Sean Webb	2001-10-08	—	8102179880	3689 Willow Ct, Tucson, AZ, 85768	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
TPA-61296	TPA	Timothy Lawrence	1973-06-15	UHC-34368-51	3344286808	5015 Park Pl, Tempe, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-59180	TPA	Elizabeth Schultz	1967-12-24	—	9066673297	9384 Pine Dr, Fresno, CA, 93758	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
TPA-51925	TPA	Gloria V Ortega	2007-02-20	—	6256642450	4707 Highland Ave, Tempe, AZ, 85252	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-50222	TPA	Isabella Harrison	1987-09-12	—	9333412719	4153 Ridge Rd, Sacramento, CA, 95883	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-60760	TPA	Bruce Smith	1994-02-20	—	9353156705	959 Baseline Rd, Eden Prairie, MN	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-58560	TPA	Jefrfey Wells	—	—	5047408272	6803 Apache Blvd, San Antonio, TX, 78272	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
TPA-60023	TPA	Benjamin Brooks	2008-12-09	—	—	9416 Desert Sky Blvd # 960, San Diego, CA	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-61274	TPA	Cheryl Perez	1990-04-03	—	—	260 Lake View Rd, San Diego, CA, 92101	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-63158	TPA	Hennry Dominguez	2000-08-01	—	5516789287	9538 Mesa Dr, Tampa, FL, 33662	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-55889	TPA	Charles Bradley	1988-08-19	—	4743025278	1556 Willow Ct, Denver, CO	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-53098	TPA	Kelly Reed	1981-06-21	—	—	640 Washington St, Phoenix, AZ	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-53343	TPA	Patrick X James	—	—	8837176774	6916 Hillcrest Rd, Miami, FL	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-51341	TPA	Arthur H Rice	2001-04-24	UHC-69841-73	3569054601	4593 Highland Ave, Nashville, TN	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54645	TPA	Marcus Pierce	1944-05-08	—	—	7945 Park Pl, Los Angeles, CA, 90096	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-57735	TPA	Juan Herrera	1995-05-05	—	3019202414	8271 Apache Blvd, Mesa, AZ, 85219	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-59695	TPA	Kimberly G Hoffman	1949-03-15	—	—	3254 Jefferson Ave, San Diego, CA	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-59696	TPA	Kimberly G Hoffman	1949-03-15	—	—	3254 Jefferson Ave, San Diego, CA	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-62654	TPA	Martha Davis	1983-01-03	—	—	1368 Harbor Blvd, San Antonio, TX, 78271	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-59335	TPA	Randy Carlosn	1948-01-28	—	3114600537	9624 Baseline Rd, Dallas, TX, 75207	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51100	TPA	Janet Graham	1965-01-05	—	—	7239 Lincoln Way, Phoenix, AZ, 85034	0.48	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-55431	TPA	Juan Santiago	1988-05-17	—	8593034625	166 Union St, Plano, TX, 75037	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
TPA-60479	TPA	Andrea Guzman	1992-05-15	—	—	4778 Sage Ct # 158, Tucson, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-50284	TPA	Sarah Howell	1966-05-27	—	2373550725	320 Main St, Austin, TX	0.48	Date of birth reformatted Phone reformatted City re-cased State name converted to code+4 more
TPA-63458	TPA	Diane Le	1952-09-26	—	—	4863 River Rd, Gilbert, AZ, 85227	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-51987	TPA	Jose McDonald	1986-07-13	—	—	7713 Lincoln Way, Austin, TX, 78709	0.48	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+4 more
TPA-55871	TPA	Paul Patel	1942-11-22	—	6717233707	8622 Bayshore Dr, Tucson, AZ	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-55033	TPA	Jennifer Le	1970-11-26	—	—	5766 Park Pl, Orlando, FL	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-58816	TPA	Jeeremy Robertts	1994-12-02	—	5318715301	9863 Sage Ct # 320, Columbus, OH, 43260	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-62272	TPA	Austin Gibson	1985-01-01	—	—	8410 Sage Ct, Seattle, WA, 98137	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-52083	TPA	Helen Cruz	1988-11-02	—	2427366336	756 Central Ave, Orlando, FL	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
TPA-52483	TPA	Joyce Lewis	1998-12-24	—	—	908 River Rd, Tempe, AZ, 85266	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-56134	TPA	Madison Henderson	1973-06-23	—	—	7189 Lake View Rd Apt 17, Plano, TX, 75015	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-55702	TPA	Kathleen Morgan	1960-02-04	—	4873209652	2706 Elm St, Denver, CO, 80284	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-59067	TPA	Julie Kelly	1984-06-24	—	—	2150 Park Pl, Glendale, AZ, 85313	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-57950	TPA	MitchellJunk	1971-03-02	—	—	9358 Jefferson Ave Apt 37, Denver, CO, 80204	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more

2,455 rows, page 2 of 50Previous Next