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 “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
ENR-124828	ENR	Abigail L Garza	1951-03-27	UHC-64005-11	2142214848	8978 Ocean Ave, Columbus, OH, 43230	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20685	PRV	Alan Rice	1989-01-27	UHC-29266-34	9535142867	4973 Church St, Tucson, AZ, 85721	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123867	ENR	Simmons O Anthony	1986-12-03	UHC-84844-41	4552812383	8393 Pine Dr, Plano, TX, 75053	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123866	ENR	Simmons O Anthony	1986-12-03	UHC-84844-41	4552812383	8393 Pine Dr, Plano, TX, 75053	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139261	ENR	Danielle E Young	2004-09-22	UHC-09608-97	9798198386	5918 Baseline Rd, Sacramento, CA, 95811	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-102863	ENR	Marilyn B Rojas	1965-11-15	UHC-06321-35	8134084128	7257 Lake View Rd, Scottsdale, AZ, 85260	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407714	CLM	Amy O Elliott	1950-07-18	—	4656105196	7041 Elm St, Phoenix, AZ, 85070	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115863	ENR	Juan N Weber	1953-11-28	UHC-19071-94	2105439815	6266 Spring St, Columbus, OH, 43284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20179	PRV	Daniel U Cox	1941-11-23	UHC-76175-44	9616476289	7426 River Rd Apt 11, Dallas, TX, 75215	0.64	Phone reformatted Unit split from street City re-cased Gender normalised+2 more
CLM-424891	CLM	Brandon N Smith	1958-10-14	UHC-72514-77	—	1746 Bayshore Dr, Dallas, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-115451	ENR	Andrew I Phillips	1942-07-11	UHC-37629-48	7705264508	3402 Lake View Rd, Mesa, AZ, 85223	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116028	ENR	Rachel L Myers	1940-11-03	UHC-29223-09	2984364564	366 Ocean Ave, Glendale, AZ, 85319	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104073	ENR	Stephanie F Howard	1999-02-18	UHC-41737-39	—	1991 Grand Ave, Miami, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-100759	ENR	Rebecca Richards	1940-07-02	UHC-07899-04	9313423413	3120 Valley View Dr, Orlando, FL, 32802	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-114131	ENR	Cynthia K Woods	1940-10-04	UHC-56559-15	3028928121	7312 Desert Sky Blvd, Plano, TX, 75044	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106079	ENR	Kenneth Jordan	1963-09-22	UHC-39698-67	3558552864	3273 Canyon Rd, Minneapolis, MN, 55437	0.64	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+2 more
ENR-103371	ENR	Amy I Montgomery	1969-05-19	UHC-01860-44	9546973499	6024 Ridge Rd, Tucson, AZ, 85733	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116903	ENR	Justin S Lawrence	1945-06-12	UHC-56970-09	6774423139	1593 Spring St, Miami, FL, 33194	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-428216	CLM	Rebecca Hamilton	1954-02-23	—	—	2665 Indian School Rd, Plano, TX, 75019	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-128959	ENR	Karen I Myesr	1987-11-16	UHC-84098-18	9258330717	9793 Highland Ave, San Antonio, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431734	CLM	Nicholas Adams	1953-12-23	UHC-38542-81	—	8975 Grand Ave # 955, Atlanta, GA, 30394	0.64	Name split from “Last, First”Unit split from street City re-cased Plan code upper-cased+2 more
CLM-431853	CLM	Gomez Betty	1969-12-05	—	5778885753	7051 Spring St, Sacramento, CA, 95848	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131853	ENR	Helen E Patel	1998-06-19	UHC-28883-81	7446562319	2454 Apache Blvd, Scottsdale, AZ, 85291	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
ENR-130649	ENR	David Murray	1976-07-13	UHC-38699-76	3184922289	9779 Ocean Ave, San Antonio, TX, 78229	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404598	CLM	Brian McCoy	1948-03-27	UHC-41653-53	—	5981 Hillcrest Rd, Seattle, WA, 98102	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-137505	ENR	Lawrence C Payne	2004-07-14	UHC-92961-16	—	7040 Mesa Dr, San Diego, CA, 92123	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-141397	ENR	Victoria Y Jimenez	2004-10-13	UHC-81928-43	4733961226	4112 Baseline Rd, Scottsdale, AZ, 85275	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-416469	CLM	Raymond C Santos	1959-02-12	UHC-31261-86	—	1830 Spring St, Atlanta, GA, 30311	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-410550	CLM	Gracce Ortea	1962-04-12	—	—	8559 Meadow Ln, Nashville, TN, 37280	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55150	TPA	Emma Washingtn	1949-12-01	UHC-20115-01	—	2206 Maple Ave, San Antonio, TX, 78222	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-430944	CLM	Joan Z Santiago	1960-05-03	—	—	7617 Lincoln Way Apt 9, Seattle, WA, 98124	0.64	Middle initial moved out of first name Name re-cased Unit split from street City re-cased+2 more
PRV-23160	PRV	Madison Ellis	1974-10-12	UHC-31543-85	6393116193	5893 Central Ave, Atlanta, GA, 30385	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
TPA-64301	TPA	Jass Butler	1961-06-06	—	—	1637 Sage Ct, Plano, TX, 75050	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-421540	CLM	Frances Ruiz	1994-03-16	UHC-53327-52	—	9212 Main St, Atlanta, GA, 30353	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118600	ENR	Aaron B Kennedy	1993-12-26	UHC-04502-15	3364903606	2310 Jefferson Ave, Seattle, WA, 98163	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140616	ENR	Megan I Montgomery	1958-12-25	UHC-67886-41	3756610109	3088 Ocean Ave, Tempe, AZ, 85264	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-127174	ENR	Nathan Murray	1947-07-27	UHC-10822-60	—	1602 Forest Ave, Minneapolis, MN, 55469	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-141466	ENR	Michelle Gonzales	1973-12-03	UHC-28818-28	6199342340	6915 Church St # 533, Sacramento, CA, 95887	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
CLM-409883	CLM	Timothy Mills	—	UHC-97279-49	—	4893 Valley View Dr, Gilbert, AZ, 85284	0.64	Name re-cased Date of birth unreadable City re-cased State name converted to code+2 more
CLM-400478	CLM	Hiroshi Ortega	1979-11-11	UHC-36461-06	—	188 Elm St, Austin, TX, 78799	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-52039	TPA	Lori Le	1962-06-12	—	—	7963 Jefferson Ave, Minneapolis, MN, 55485	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-409995	CLM	Jean Williamson	1954-07-12	—	—	5902 Apache Blvd, Seattle, WA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-428583	CLM	Melissa Valdez	1958-04-10	—	—	1948 Lincoln Way # 203, Fresno, CA, 93740	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
PRV-27202	PRV	Isabella Perkins	1995-04-22	UHC-94647-17	9873461132	4650 Union St, Dallas, TX, 75245	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-117386	ENR	Megan C Wood	1984-10-23	UHC-68078-33	2154660580	7693 River Rd, Jacksonville, FL, 32262	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131571	ENR	Dorothy C Rivera	1958-07-18	UHC-33446-42	2489463431	7881 Pine Dr, Nashville, TN, 37223	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-419938	CLM	Mateo Diaz	1952-06-25	—	—	2968 Apache Blvd, Houston, TX, 77085	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-52210	TPA	Bryan Mrshall	1959-12-05	—	—	4458 Spring St, Houston, TX, 77077	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
PRV-21276	PRV	Lucia M Wood	—	—	3418749619	8150 Pine Dr, Fresno, CA, 93726	0.64	Name re-cased Date of birth unreadable City re-cased Gender normalised+2 more
ENR-107247	ENR	Brenda O Ford	1973-10-01	UHC-27693-78	2043879970	7624 Camelback Rd, San Diego, CA, 92169	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more

17,850 rows, page 123 of 357Previous Next