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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401200	CLM	Katherine Fields	1960-04-02	UHC-27585-35	—	7998 Spring St, Mesa, AZ, 85205	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-26165	PRV	William C Castro	—	UHC-34758-35	8628238259	5084 Park Pl Apt 2, Eden Prairie, MN, 55342	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+3 more
PRV-27429	PRV	Andraa Sanders	1942-07-25	—	—	1519 Harbor Blvd, Houston, TX, 77051	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-405570	CLM	Judy Guerrero	2000-09-26	—	3689052278	7102 Oak St, Tucson, AZ, 85749	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61159	TPA	Ahmed Hoffman	1979-12-22	—	—	1307 Pine Dr, Dallas, TX, 75200	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-113834	ENR	Jozeph S Petters	1983-04-21	UHC-59958-44	7539151072	5660 Mountain View Dr, Glendale, AZ, 85384	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-402302	CLM	Emma Castillo	1966-01-03	UHC-15311-16	—	6915 Oak St, Los Angeles, CA, 90015	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-53951	TPA	Arjun Flores	1978-12-09	—	—	2271 Elm St, Chandler, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-430638	CLM	Beverly Davis	1975-07-12	UHC-26050-17	4556980357	3508 Grand Ave, Dallas, TX, 75295	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50673	TPA	Heather Kelly	1971-01-25	—	—	6489 Central Ave, Nashville, TN	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-430276	CLM	Eugene Cruz	1988-03-02	UHC-78205-34	—	1352 Cedar Ln # 525, Tucson, AZ, 85708	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-430277	CLM	Eugene Cruz	1988-03-02	UHC-78205-34	—	1352 Cedar Ln # 525, Tucson, AZ, 85708	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-141049	ENR	Steven Medina	1945-08-08	UHC-03024-42	—	4508 Pine Dr, San Diego, CA, 92110	0.50	Two-digit birth year Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-418248	CLM	Linda Warren	1947-03-14	UHC-15412-53	—	2937 Sunset Blvd, Atlanta, GA	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-429051	CLM	William Hall	1975-07-16	—	—	1847 Pine Dr, Scottsdale, AZ, 85272	0.50	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
CLM-430120	CLM	Kenneth Austin	1999-05-12	UHC-79067-76	2295598320	9530 Forest Ave Apt 40, Miami, FL, 33121	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-431042	CLM	Doris T Mendez	1997-11-25	UHC-89129-89	3709817702	4014 Harbor Blvd Apt 40, Miami, FL, 33178	0.50	Two-digit birth year Phone reformatted Unit split from street City re-cased+3 more
PRV-21089	PRV	Keith Degado	1945-11-19	UHC-23405-40	7185611383	2236 Forest Ave # 419, Sacramento, CA, 95884	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61822	TPA	Andrew Johnson	1962-02-19	—	—	6062 Elm St, Sacramento, CA	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-131020	ENR	Madison O Garza	2005-11-04	UHC-78183-73	—	9875 Mountain View Dr, Houston, TX, 77059	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-431677	CLM	Christopher Q Willis	—	UHC-10720-18	—	269 Indian School Rd, Jacksonville, FL	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-22352	PRV	Angela X Cook	—	UHC-77530-85	4425192779	5523 Forest Ave, Tucson, AZ, 85721	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64126	TPA	Jose K Carpenter	—	—	—	4048 Willow Ct, Plano, TX, 75049	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-404634	CLM	Deborah Day	1955-06-07	UHC-19228-66	—	4202 Washington St, Tucson, AZ, 85718	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-429133	CLM	Murray Juan	1960-12-26	UHC-76789-10	—	9062 Park Pl, Gilbert, AZ, 85263	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-142718	ENR	Christian T Price	1944-08-02	UHC-56714-75	—	1279 Church St, Tucson, AZ, 85725	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-61410	TPA	Dorothy Wang	1974-07-20	—	—	4129 Bayshore Dr, Columbus, OH, 43268	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-59187	TPA	Brenda Jenkins	1998-06-28	—	4452347436	8124 Ridge Rd, Las Vegas, NV, 89173	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-23219	PRV	Carol Thomas	1955-07-27	—	—	621 Apache Blvd # 471, San Diego, CA, 92113	0.50	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
TPA-57461	TPA	Tommy Chapman	1967-01-23	—	8624451824	4340 Canyon Rd, Chandler, AZ, 85252	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28776	PRV	Ashley V Marquez	1939-01-03	UHC-56997-24	4835801301	384 Lake View Rd Apt 8, Nashville, TN, 37279	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25632	PRV	Mei J Stevens	—	—	2507684229	7727 Highland Ave, Glendale, AZ, 85383	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-58829	TPA	Alice Willis	1944-06-18	—	7088054449	5380 Willow Ct, Nashville, TN, 37241	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123944	ENR	William Jones	2004-06-01	—	7995863731	4520 Canyon Rd, Atlanta, GA, 30349	0.50	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-412188	CLM	Ed H Myers	2004-08-09	—	4238847530	4250 Grand Ave, Tempe, AZ, 85203	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-419384	CLM	Catheryne Hart	1963-09-20	UHC-18151-19	—	7998 Desert Sky Blvd, Atlanta, GA, 30317	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-131341	ENR	Jennifer I Medina	2000-06-27	UHC-07728-57	7192372482	1107 Valley View Dr, Eden Prairie, MN, 55325	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131342	ENR	Jennifer I Medina	2000-06-27	UHC-07728-57	7192372482	1107 Valley View Dr, Eden Prairie, MN, 55325	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136105	ENR	George Ray	2001-06-05	UHC-83002-54	8359095135	2902 Union St, Houston, TX, 77045	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129372	ENR	Doris Griffin	1994-02-10	—	9596854431	6340 Mesa Dr, Miami, FL	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106659	ENR	Austin V Berry	2007-04-07	UHC-63286-32	5375701799	4427 Washington St, Nashville, TN, 37276	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107595	ENR	Eugene Q Weber	1996-02-13	UHC-24096-95	3455033568	5066 Maple Ave, Minneapolis, MN, 55455	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138489	ENR	Sean M Delgado	2007-05-22	UHC-78051-06	—	8367 Cedar Ln, Orlando, FL, 32827	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
TPA-51614	TPA	Jessica G Rios	1950-07-04	—	6348221949	552 Spring St, Charlotte, NC, 28238	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410367	CLM	Edward O Peterson	1969-01-12	UHC-42460-12	9752701716	4454 Harbor Blvd, Houston, TX, 77072	0.50	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-53894	TPA	Benjamin Rivera	1938-09-23	—	4639057281	2529 Cedar Ln, San Diego, CA, 92195	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-26441	PRV	Diane Henry	1975-02-03	—	2769077913	2927 Ridge Rd Apt 7, Chandler, AZ, 85268	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-128121	ENR	Cheryl Knight	1961-08-03	UHC-48893-14	2702108459	7882 Lake View Rd Apt 9, San Diego, CA, 92128	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431584	CLM	Ashley N Carpenter	1967-01-15	UHC-08657-94	9056009029	3832 Ocean Ave, Denver, CO	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-125135	ENR	Samuel Salazar	1980-09-13	UHC-29299-52	4666535533	8284 Harbor Blvd, Sacramento, CA, 95851	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more

71,257 rows, page 61 of 1,426Previous Next