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

All sources, flag “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404784	CLM	Stephen Li	1994-06-25	UHC-49292-64	—	9593 Harbor Blvd, Atlanta, GA, 30321	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-125705	ENR	Philip Ferguson	1991-08-28	UHC-35676-88	3482670324	8340 Desert Sky Blvd, Tucson, AZ, 85709	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110428	ENR	Frank Franklin	2003-09-11	UHC-27271-24	5914512496	7574 Broadway # 630, Phoenix, AZ, 85020	0.52	Date of birth reformatted Unit split from street Address re-cased ZIP+4 trimmed+2 more
ENR-142248	ENR	Linda Reid	1941-09-26	UHC-59494-89	3065005339	3931 Harbor Blvd, San Diego, CA, 92104	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-26171	PRV	Dennis C Ryvera	1996-06-18	—	—	7168 Forest Ave Apt 36, Tempe, AZ, 85298	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-122451	ENR	Carlos Holmes	1945-12-12	UHC-63535-52	9787231408	5894 Cedar Ln, Mesa, AZ, 85259	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-57973	TPA	Peter Richardson	1988-10-15	—	—	4232 Mesa Dr, Phoenix, AZ, 85008	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-55740	TPA	Danielle Thompson	1993-05-12	UHC-07773-71	—	5664 Ridge Rd, Columbus, OH, 43221	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-430922	CLM	Betty Perez	1997-03-07	UHC-12785-63	—	136 Mesa Dr, Minneapolis, MN, 55470	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137888	ENR	Daniel F Ward	—	UHC-94840-20	3039209818	2104 Palm Dr, Denver, CO, 80294	0.52	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+2 more
ENR-105313	ENR	Priya S Pena	2004-10-22	UHC-70426-23	9008685574	5528 Willow Ct, Mesa, AZ, 85227	0.52	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-23744	PRV	Gloria Allen	1976-12-08	UHC-05703-45	3084703302	585 River Rd, Austin, TX, 78773	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405444	CLM	Jason S Mills	1948-12-08	—	—	1493 Sage Ct, Columbus, OH, 43203	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137523	ENR	Bryan Q Fernandez	2008-11-21	UHC-35162-93	3783917168	3502 Spring St, Fresno, CA, 93789	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124064	ENR	Timothy Schultz	2002-01-10	UHC-79336-34	5214256423	3983 Cedar Ln, Scottsdale, AZ, 85222	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24460	PRV	Linda C McDonald	1987-03-12	UHC-89393-86	3404830878	4266 Broadway Apt 3, Miami, FL, 33192	0.52	Two-digit birth year Unit split from street Address re-cased ZIP+4 trimmed+2 more
CLM-412321	CLM	Terry W Richards	1989-11-18	—	2535387396	2331 Apache Blvd, Minneapolis, MN, 55481	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136568	ENR	Christina N Obrien	1948-01-25	UHC-57093-33	4543413543	3904 Park Pl, Eden Prairie, MN, 55318	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406564	CLM	Anthuny U Rios	1984-09-02	UHC-38512-88	—	5354 Camelback Rd, Gilbert, AZ, 85246	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-416624	CLM	Dennis Vargas	1944-05-16	—	7225991475	5789 Elm St # 203, Gilbert, AZ, 85297	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-119657	ENR	Steve C Nichols	1945-05-04	UHC-56677-05	9552539607	3615 Sunset Blvd, Los Angeles, CA, 90038	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-117203	ENR	Kelly L Guerrero	—	UHC-67014-51	3754796593	285 Cedar Ln, Tempe, AZ, 85206	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-415802	CLM	Brian Daniels	1991-04-27	—	—	1346 Grand Ave, Mesa, AZ, 85253	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-132999	ENR	Brittany P Morales	2003-09-13	UHC-09344-34	—	1731 Park Pl, Chandler, AZ, 85233	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428688	CLM	Isabella Wang	—	—	—	600 Church St, Minneapolis, MN, 55433	0.52	Name split from “Last, First”Date of birth unreadable ZIP+4 trimmed Plan code upper-cased+2 more
ENR-142229	ENR	Kenneth E Gilbert	1969-06-12	UHC-30518-95	8777570094	3202 Canyon Rd, Glendale, AZ, 85367	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-138120	ENR	Omar Q Reed	1962-02-17	UHC-46285-34	—	8059 Indian School Rd, Miami, FL, 33136	0.52	Date of birth reformatted Phone missing area code City re-cased ZIP+4 trimmed+2 more
ENR-116896	ENR	Carol N Russell	2000-08-10	UHC-46311-72	6803131019	1060 Apache Blvd, Nashville, TN, 37221	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-142485	ENR	Linda V Payne	1993-12-06	UHC-07120-79	8087800471	321 Mountain View Dr, Atlanta, GA, 30334	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-127296	ENR	Doris Q Fowler	1957-12-26	UHC-45462-27	6243402078	9260 Apache Blvd, Minneapolis, MN, 55456	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102385	ENR	Lawrence X Young	1953-09-03	UHC-86523-36	4359361407	3964 Oak St Apt 3, Tucson, AZ, 85772	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-20868	PRV	Kathleen O Gibson	2007-07-19	UHC-89929-38	3352473029	4256 Washington St, Seattle, WA, 98147	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-121567	ENR	Christian Reid	1972-02-24	UHC-73377-60	6214125299	1703 Broadway, Miami, FL, 33157	0.52	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-140223	ENR	Davis V Beverly	1975-07-12	UHC-26050-17	4556980357	3508 Grand Ave # 221, Dallas, TX, 75295	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122168	ENR	Kevin N Reid	1941-06-13	UHC-59417-37	2734340725	7948 Meadow Ln, Scottsdale, AZ, 85232	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120631	ENR	Chris Valdez	1942-10-24	UHC-97505-59	4996053513	220 Pine Dr, Seattle, WA, 98107	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-111848	ENR	Diane A Simpson	1972-09-27	UHC-14389-58	—	366 Hillcrest Rd, Tempe, AZ, 85234	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-108892	ENR	Elizabeth D Burton	1988-07-18	UHC-20589-20	8062450806	1311 Park Pl, Miami, FL, 33179	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137234	ENR	Eric Simmons	1978-05-13	UHC-98882-06	3534014020	4431 Lake View Rd, Tampa, FL, 33635	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-29347	PRV	Diego P Dominguez	1985-01-01	—	6667232138	3937 Lake View Rd, Austin, TX, 78784	0.52	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-403018	CLM	Nancy S Vazquez	1967-08-27	—	6555146171	4030 Maple Ave Apt 9, Scottsdale, AZ, 85207	0.52	Phone reformatted Unit split from street ZIP+4 trimmed Gender normalised+2 more
PRV-21705	PRV	Hannah Schmidt	1959-01-13	UHC-54182-06	—	5316 Park Pl, San Antonio, TX, 78226	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55690	TPA	John Harper	2004-01-19	—	—	7402 Ocean Ave, Atlanta, GA, 30389	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22573	PRV	Lori Butler	1981-02-20	UHC-75436-96	—	405 Indian School Rd, Nashville, TN, 37270	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-50283	TPA	Lauren Spencer	1956-03-13	—	—	9516 Valley View Dr Apt 7, Mesa, AZ, 85280	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-107303	ENR	Mari Nguyen	2003-04-02	UHC-01436-76	8202037758	4081 Willow Ct, Phoenix, AZ, 85030	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-55424	TPA	Sharon Davis	1962-12-16	—	—	5576 Highland Ave, Fresno, CA, 93750	0.52	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58319	TPA	Richard Hicks	1987-02-15	—	—	6440 River Rd, Eden Prairie, MN, 55321	0.52	Date of birth reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-411641	CLM	Jason Moreno	1977-12-24	—	—	7109 Pine Dr, Mesa, AZ, 85270	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-100817	ENR	Danny Welch	2003-10-02	UHC-49645-12	7715285780	143 Ocean Ave, Mesa, AZ, 85239	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more

8,263 rows, page 44 of 166Previous Next