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
ENR-123304	ENR	Amy F Parker	1948-05-10	UHC-80718-08	7085473846	3601 Jefferson Ave, Scottsdale, AZ, 85292	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-64448	TPA	Adam Williamson	1957-09-07	—	2062376599	6488 Central Ave, Fresno, CA, 93772	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59013	TPA	Alice Hernandez	1987-10-06	—	—	4948 Sage Ct, Nashville, TN, 37211	0.66	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
PRV-27840	PRV	Joe Payne	1996-08-03	—	—	6313 Central Ave, Scottsdale, AZ, 85221	0.66	State name converted to code ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
CLM-410190	CLM	Gabriel Ward	1972-06-13	—	—	2708 River Rd # 202, Austin, TX, 78738	0.66	Date of birth reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405603	CLM	Raymond Gardner	1948-01-19	—	—	1331 Indian School Rd # 254, Scottsdale, AZ, 85260	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+1 more
CLM-412698	CLM	Nathan Franklin	1942-08-05	UHC-12055-16	8832403615	3003 Sage Ct, Chandler, AZ, 85202	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-424592	CLM	Paul Estrada	1983-07-26	UHC-63153-81	—	5930 Ridge Rd Apt 23, Seattle, WA, 98113	0.66	Unit split from street City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-23534	PRV	Natalie B Medina	1987-05-27	—	5157806512	6608 Maple Ave Apt 6, Charlotte, NC, 28262	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-127416	ENR	Bradley Mlls	1975-07-26	UHC-88855-94	—	3885 Pine Dr, Las Vegas, NV, 89164	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-107815	ENR	Doris X Coleman	1989-06-06	UHC-31811-70	7357357749	342 Valley View Dr, Tempe, AZ, 85275	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-128510	ENR	Kyle Burns	1946-02-23	UHC-52612-93	5904235921	7723 Hillcrest Rd, Tucson, AZ, 85725	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-118741	ENR	Benjamin D Thompson	—	UHC-96031-72	5223389950	1064 Union St, Tucson, AZ, 85769	0.66	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+1 more
CLM-415791	CLM	Michelle Schultz	1971-05-14	UHC-74086-57	—	4881 Lincoln Way, Scottsdale, AZ, 85245	0.66	Date of birth reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-56780	TPA	Jose Reyes	1942-06-27	UHC-54323-16	7698933572	5287 Valley View Dr, Charlotte, NC, 28250	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-104469	ENR	Stephen W Lucas	1973-09-09	UHC-63783-73	8466465555	3539 Grand Ave, Minneapolis, MN, 55494	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-430174	CLM	John Matthews	1957-08-27	UHC-47617-95	—	5065 Indian School Rd, Plano, TX, 75029	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-413015	CLM	Gabriel Dominguez	1961-06-01	UHC-64727-36	—	3778 Spring St, Scottsdale, AZ, 85282	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-113039	ENR	Jason W Herrera	1958-06-27	UHC-57145-52	2349543371	1600 Palm Dr, Fresno, CA, 93747	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-413766	CLM	Bradley Fowler	1996-12-25	UHC-39855-06	8015735865	9853 Lake View Rd, Gilbert, AZ, 85288	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-26730	PRV	Joe Z Obrien	1938-06-20	—	2615953563	832 Oak St, Jacksonville, FL, 32288	0.66	Middle initial moved out of first name Name re-cased Phone reformatted ZIP+4 trimmed+1 more
PRV-21928	PRV	Joyce Hicks	1968-07-04	UHC-10074-55	4578724720	5364 Union St, Miami, FL, 33192	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-63263	TPA	Christine Marquez	1941-01-03	—	—	5341 Meadow Ln, Tampa, FL, 33627	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-102384	ENR	Anthony E Freeman	1985-11-17	UHC-41115-85	4016804568	4223 Hillcrest Rd, Gilbert, AZ, 85286	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-108294	ENR	Terry T Boyd	2004-01-23	UHC-83315-11	9456895672	4571 Bayshore Dr, Scottsdale, AZ, 85272	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-138622	ENR	Scott M Collins	1983-05-19	UHC-15395-64	2825757427	6546 Market St, Las Vegas, NV, 89179	0.66	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
PRV-27425	PRV	Martha Watson	1976-12-23	UHC-66588-79	6966517927	6159 Union St, Eden Prairie, MN, 55365	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
CLM-402244	CLM	Nicholas Santiago	1991-10-19	UHC-71532-02	—	7444 Bayshore Dr, San Diego, CA, 92173	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-141209	ENR	Bradley HJunk	1967-06-08	UHC-08456-54	2419496475	553 Highland Ave, San Diego, CA, 92129	0.66	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
ENR-132294	ENR	Daniel Garcia	1976-12-04	UHC-29220-65	—	645 Union St, Orlando, FL, 32805	0.66	State name converted to code ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
CLM-420238	CLM	Katherine Patel	1968-05-21	—	—	4167 Main St, Houston, TX, 77092	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Plan code upper-cased+1 more
CLM-407698	CLM	Carol K Stephens	1964-07-24	UHC-03862-38	2656162827	81 Cedar Ln, Sacramento, CA, 95887	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-404170	CLM	Jean Walsh	1949-10-02	—	—	2051 Canyon Rd, Los Angeles, CA, 90059	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-408805	CLM	Gerald Mendez	1938-07-14	UHC-57711-14	—	6822 Baseline Rd, Columbus, OH, 43244	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-123796	ENR	Billy Vega	1941-05-20	UHC-19280-61	3883406916	6469 Hillcrest Rd, Chandler, AZ, 85210	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410312	CLM	Benjamin Jones	1991-05-27	UHC-38434-13	—	4261 Sunset Blvd, Columbus, OH, 43263	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-135891	ENR	Madison N Reyes	1946-04-18	UHC-15905-97	3839294814	6130 Elm St, Orlando, FL, 32897	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-118276	ENR	Margaret Gardner	1978-11-20	UHC-83781-04	4456969596	9118 Cedar Ln, Orlando, FL, 32864	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-29074	PRV	Brittany W Taylor	1941-05-07	—	9403299157	3835 Ridge Rd, Tempe, AZ, 85298	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-62478	TPA	Austin Wlch	1963-04-23	—	7728276325	278 Palm Dr, Gilbert, AZ, 85277	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-111436	ENR	Christian Barnes	1941-11-12	UHC-06628-52	9263517139	7655 Canyon Rd, Los Angeles, CA, 90057	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415285	CLM	Janice Edwarsd	1951-03-03	UHC-49570-05	2073584379	207 Park Pl, Dallas, TX, 75239	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405388	CLM	Maria P Ramso	1947-07-08	UHC-85846-50	4622716464	4261 Maple Ave, Tucson, AZ, 85707	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-425947	CLM	Justin Bennett	1996-11-06	UHC-31433-79	—	7156 Broadway, Tampa, FL, 33667	0.66	Two-digit birth year Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57147	TPA	Jason Montggomery	1998-09-24	—	8256252792	8845 Park Pl, Orlando, FL, 32891	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-63028	TPA	Megan Elliott	1999-03-18	—	—	2593 Harbor Blvd, Orlando, FL, 32822	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-22852	PRV	Aisha Sttewart	1943-12-10	—	6523857271	2865 Apache Blvd, Chandler, AZ, 85291	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104535	ENR	Mari F Burns	1978-03-19	UHC-33124-31	2974253271	345 Grand Ave, Columbus, OH, 43222	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410567	CLM	Carol Luna	1974-03-25	UHC-13714-34	2956266227	6623 Harbor Blvd, Atlanta, GA, 30320	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-133885	ENR	Noah X Hoffman	1940-05-18	UHC-83947-97	6302188321	7143 Grand Ave, Mesa, AZ, 85250	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

8,263 rows, page 102 of 166Previous Next