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

Enrollment, 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-128385	ENR	Gabriel L Vasquez	1948-02-04	UHC-66335-80	9487201788	6909 Apache Blvd, Minneapolis, MN, 55417	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-116435	ENR	Emily Peterson	1996-08-21	UHC-82743-71	2067735035	8912 Camelback Rd, Miami, FL	0.64	Name re-cased City re-cased State name converted to code ZIP missing+2 more
ENR-131554	ENR	Kayla Harper	1988-04-19	UHC-73768-30	4572323780	6492 Desert Sky Blvd, Denver, CO, 80282	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128874	ENR	Alexander I Turner	1965-08-27	UHC-98406-32	3384743391	429 Pine Dr, Sacramento, CA, 95897	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128804	ENR	Paul G Perez	1954-11-15	UHC-31595-01	4728829130	7031 Lincoln Way, Sacramento, CA, 95843	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-114018	ENR	James Ellis	1954-09-19	UHC-94888-30	3738247195	7848 Lincoln Way, Dallas, TX, 75238	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125207	ENR	Joyce Sone	1940-02-09	UHC-69436-04	4057693020	3693 Elm St, Jacksonville, FL, 32262	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-137247	ENR	Dennis Kelley	1978-04-18	UHC-97854-14	7932220150	3742 Meadow Ln, Chandler, AZ, 85217	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109785	ENR	Vncent Adams	1942-02-11	UHC-13189-31	9709013391	3494 Indian School Rd, Scottsdale, AZ, 85228	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116349	ENR	Ethan Torres	1965-03-17	UHC-32591-84	5163789367	7779 Maple Ave, Columbus, OH, 43224	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109010	ENR	Donald V Gonzales	1991-03-04	UHC-75919-37	—	5540 Mesa Dr, Plano, TX, 75074	0.64	Date of birth reformatted Phone missing area code Member ID reformatted City re-cased+2 more
ENR-133435	ENR	Bobby H Fisher	1947-02-16	UHC-87911-25	4479159806	1197 Ridge Rd Apt 14, Glendale, AZ, 85315	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-129231	ENR	Isabella Y Fisher	1942-06-10	UHC-39398-03	4274424161	3499 Baseline Rd, Eden Prairie, MN, 55315	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115161	ENR	Carolyn Fowler	—	UHC-37744-40	8333955010	4224 Union St, Seattle, WA, 98190	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-120766	ENR	Peter Williams	1949-02-26	UHC-26544-38	2463932781	3887 Oak St # 108, Chandler, AZ, 85284	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-125042	ENR	Ronald L Lawrence	2000-06-18	UHC-97646-78	3115022372	5253 Washington St # 787, Denver, CO, 80249	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120077	ENR	Aisha T Patel	1992-02-11	UHC-79308-89	3934845680	9299 Highland Ave, Miami, FL, 33124	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-139089	ENR	Denise E Lynch	1965-06-12	UHC-24187-59	8706280498	4354 Sunset Blvd Apt 31, Phoenix, AZ, 85059	0.64	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-137273	ENR	William Bradley	1938-04-02	UHC-47454-98	5688906057	766 Spring St, Tempe, AZ, 85227	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-133893	ENR	Megan Aguilar	1961-12-14	UHC-68242-45	6442180668	9855 Spring St, Orlando, FL, 32832	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-120148	ENR	Betty Miller	1987-12-23	UHC-01451-40	4917816264	1474 Union St, Glendale, AZ, 85369	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127608	ENR	Virginia C Santiago	1972-01-25	UHC-93186-39	8053130390	9491 Highland Ave, San Antonio, TX, 78220	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124357	ENR	Helen Williams	1980-07-12	UHC-40820-54	8803519283	1817 Highland Ave, Los Angeles, CA, 90064	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-104045	ENR	Michael B Harper	—	UHC-60558-43	3008123744	7129 Mesa Dr, Houston, TX	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-112336	ENR	Olivia U Ortega	1961-08-04	UHC-35855-04	—	1459 Canyon Rd, Tampa, FL, 33669	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137253	ENR	George MJunk	1956-12-02	UHC-50698-43	—	5175 Indian School Rd, Atlanta, GA	0.64	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
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
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
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
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
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
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
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
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
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

8,423 rows, page 59 of 169Previous Next