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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111654	ENR	BJunk	2000-07-15	UHC-49072-24	5354599122	6548 Bayshore Dr, Mesa, AZ, 85245	0.52	Phone reformatted Street suffix standardised Address re-cased Gender normalised+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
CLM-426593	CLM	Amanda Patterson	1977-02-24	UHC-12161-92	—	5482 Desert Sky Blvd # 778, Chandler, AZ, 85234	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61511	TPA	Kayla Brooks	—	—	—	9810 Forest Ave, Miami, FL, 33105	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121888	ENR	Maatthew X Cruz	1944-06-17	UHC-91463-54	—	7979 Pine Dr # 573, Eden Prairie, MN, 55374	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110607	ENR	Mark Cunningham	1985-07-21	UHC-57907-05	6224496832	5277 Park Pl, Scottsdale, AZ, 85225	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-430513	CLM	Lauren H Rice	—	—	4772388834	7069 Sage Ct, Los Angeles, CA, 90095	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404580	CLM	Melissa Dominguez	1941-01-16	—	—	6079 Canyon Rd, Columbus, OH	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-118161	ENR	Jacob T Olson	1974-05-07	UHC-08496-94	7593862778	1616 Lake View Rd, Las Vegas, NV, 89131	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130018	ENR	Santiago Gibson	2000-04-19	UHC-15032-49	4796051313	9582 Willow Ct # 618, Houston, TX, 77050	0.52	Unit split from street Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-416825	CLM	Cynthia Mason	—	—	3617713380	8767 Central Ave Apt 38, Fresno, CA, 93766	0.52	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-409960	CLM	Kyle Taylor	2006-05-28	UHC-63974-95	7039513758	8390 Market St, Tampa, FL	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417586	CLM	Hannah Luna	1980-07-17	UHC-65080-54	9642409671	4685 Grand Ave, Tampa, FL	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+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
PRV-26220	PRV	Omar T Davis	1980-11-19	—	7883665174	2400 Mountain View Dr, Nashville, TN, 37241	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-21165	PRV	Emily Valdez	1942-11-17	—	—	2291 Ridge Rd, Orlando, FL, 32855	0.52	Phone missing area code Street suffix standardised Address re-cased Gender normalised+2 more
ENR-109613	ENR	Michael J Bishop	1994-10-07	UHC-91419-82	8286672415	8711 Apache Blvd # 216, Los Angeles, CA, 90058	0.52	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-102907	ENR	Vincent Delgado	1985-10-16	UHC-73386-28	7657915969	8194 Mountain View Dr # 824, Orlando, FL, 32888	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142878	ENR	Hiroshi I Butler	1966-04-03	UHC-41564-73	3487174748	4742 Oak St, Denver, CO, 80231	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+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-115103	ENR	Maggie Cruz	2001-01-09	UHC-61807-71	—	9104 Jefferson Ave, Glendale, AZ, 85353	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-115102	ENR	Maggie Cruz	2001-01-09	UHC-61807-71	—	9104 Jefferson Ave, Glendale, AZ, 85353	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-22328	PRV	Brittany Q Graham	1987-01-04	UHC-81173-09	5376023613	3057 Sunset Blvd, Tampa, FL	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-409392	CLM	Abigail K Holmes	1994-03-16	UHC-14169-27	4083596951	6461 Main St, Denver, CO, 80200	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403550	CLM	Carolyn O Jackson	2002-11-02	UHC-39760-46	—	2843 Mesa Dr, Atlanta, GA, 30305	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-424362	CLM	Pamela Hayes	1967-07-20	—	—	3336 Valley View Dr, Atlanta, GA, 30325	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-102983	ENR	Emily A George	1964-04-20	UHC-80583-22	2286135084	5984 Sunset Blvd, Plano, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+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
ENR-118961	ENR	Doris Aguilar	1945-12-08	UHC-72012-88	8156600352	7409 Mesa Dr, Jacksonville, FL, 32263	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-58524	TPA	Marcus Boyd	1980-03-05	—	8852331451	8120 Central Ave Apt 2, Las Vegas, NV, 89144	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
PRV-26601	PRV	Judith Mittchell	—	UHC-88504-27	8349633162	6212 Meadow Ln, Tucson, AZ	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-139256	ENR	Nathan I Stephens	1963-05-09	UHC-96209-03	6594355969	4241 Mesa Dr, Minneapolis, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+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-113943	ENR	Linda Martinez	1953-09-17	UHC-63238-73	3339614964	6116 Pine Dr Apt 30, Seattle, WA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-431666	CLM	Roger Luna	1960-10-11	—	—	2436 Indian School Rd, Miami, FL, 33148	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56478	TPA	Steven George	—	UHC-39607-73	—	3251 Desert Sky Blvd, Charlotte, NC	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
ENR-134776	ENR	Jeremy F Contreras	1948-03-15	UHC-79282-02	2505650486	5889 Ocean Ave, Jacksonville, FL, 32201	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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
CLM-428552	CLM	Eugene Mendez	1942-11-24	—	—	1937 Meadow Ln, Chandler, AZ, 85244	0.52	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-400793	CLM	Roger Mason	1964-04-28	UHC-97852-83	8489392124	5276 River Rd, Sacramento, CA	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-120964	ENR	Pamela B Rivera	1959-06-01	UHC-37756-28	6346029670	6476 Baseline Rd, Austin, TX	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-413694	CLM	Jesse Knight	2004-04-28	—	3969308486	2451 Meadow Ln, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122117	ENR	Gloria F Roberts	1966-06-16	UHC-36740-98	—	1681 Spring St, Austin, TX	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-136973	ENR	Rebecca K Ortiz	1958-03-24	UHC-50581-76	4757577059	6811 Harbor Blvd Apt 8, Phoenix, AZ, 85091	0.52	Name split from “Last, First”Phone reformatted Unit split from street 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
CLM-425278	CLM	Philip R Bailey	2006-02-08	UHC-50588-65	4407596036	4686 Ocean Ave # 412, Miami, FL, 33118	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+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
ENR-110247	ENR	Virginia Cambell	1960-05-26	UHC-14615-21	2944303157	6558 Highland Ave, San Antonio, TX	0.52	Name split from “Last, First”Phone reformatted 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

55,824 rows, page 165 of 1,117Previous Next