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-407945	CLM	WillieJunk	2000-12-12	UHC-06567-10	2608228641	9015 River Rd, Minneapolis, MN	0.38	Street suffix standardised Address re-cased ZIP missing Gender normalised+3 more
PRV-28133	PRV	Brandon T Bennett	1939-08-21	—	8373045542	1280 Camelback Rd # 719, Tucson, AZ, 85732	0.38	Middle initial moved out of first name Unit split from street Street suffix standardised Address re-cased+3 more
CLM-415849	CLM	Shirley Harper	1966-05-19	UHC-21504-79	—	9319 Church St Apt 37, Scottsdale, AZ, 85288	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
CLM-410426	CLM	Emma E Garza	—	UHC-80361-35	—	9103 Jefferson Ave, Seattle, WA, 98141	0.38	Name split from “Last, First”Date of birth reformatted Date of birth unreadable City re-cased+3 more
ENR-132396	ENR	Katherine Silva	1939-05-20	UHC-05146-68	—	1542 Market St # 102, Tampa, FL	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
ENR-130068	ENR	Anna R Wong	2007-03-16	UHC-73396-71	7226606277	9280 Valley View Dr, Jacksonville, FL, 32203	0.38	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-63000	TPA	Teerry Fernandez	1991-06-18	—	—	2920 Pine Dr, Atlanta, GA, 30330	0.38	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-28696	PRV	Henry King	1989-12-02	—	—	3949 Central Ave Apt 11, Las Vegas, NV	0.38	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
TPA-51181	TPA	Patrcik T Grant	1963-01-08	—	—	592 Apache Blvd, Atlanta, GA, 30372	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-127824	ENR	Willie N Ellis	1995-03-19	UHC-79765-16	—	8597 Cedar Ln, San Diego, CA, 92186	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-428266	CLM	Laura Thommas	1940-04-21	UHC-63477-40	—	2534 Central Ave # 407, Columbus, OH, 43227	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
CLM-420249	CLM	Nathan Mendoza	1952-11-13	UHC-94958-64	8034525812	5711 Elm St, Atlanta, GA	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403709	CLM	Keith Vazquez	1965-05-23	—	2096682567	6164 Grand Ave Apt 19, Scottsdale, AZ	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
TPA-57027	TPA	Judith Mills	1943-05-28	—	3948150586	7674 Pine Dr, Denver, CO, 80205	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-110328	ENR	Michael Gardner	1960-06-10	UHC-58642-84	8274025053	4736 Meadow Ln, Charlotte, NC, 28272	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110377	ENR	Kyle P Mason	1952-03-09	UHC-06799-94	8545593191	5448 Ocean Ave, Denver, CO, 80211	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61249	TPA	Theresa Gonzales	2007-09-28	—	—	3488 Lake View Rd Apt 33, Nashville, TN, 37222	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22615	PRV	Mary Moreno	1992-12-28	—	9167791678	2055 Cedar Ln Apt 30, Phoenix, AZ, 85050	0.40	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426262	CLM	Julia Calrson	1963-11-18	UHC-47137-69	—	4096 Central Ave, Gilbert, AZ, 85215	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-426263	CLM	Julia Calrson	1963-11-18	UHC-47137-69	—	4096 Central Ave, Gilbert, AZ, 85215	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-412128	CLM	Ruth Rose	2006-07-19	—	—	4493 Main St, Minneapolis, MN, 55492	0.40	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136909	ENR	Joseph Jimenez	—	UHC-63252-08	3127609582	9058 Camelback Rd, Tempe, AZ, 85244	0.40	Name split from “Last, First”Date of birth missing SSN last four extracted Street suffix standardised+2 more
TPA-64469	TPA	Virginia Guerrero	1939-07-02	—	—	7836 Ocean Ave, Miami, FL, 33146	0.40	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50661	TPA	Ronald Gonzales	1951-05-19	—	—	2738 Central Ave, Jacksonville, FL	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
TPA-56125	TPA	Natalie Park	2004-04-25	—	—	3479 Ocean Ave, Gilbert, AZ, 85240	0.40	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402189	CLM	Theresa West	1982-03-22	UHC-07177-15	—	8304 Baseline Rd, San Diego, CA, 92131	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432413	CLM	Judy Henry	1987-05-03	UHC-61460-03	—	—	0.40	Name split from “Last, First”Phone missing area code SSN last four extracted Gender normalised+2 more
PRV-24012	PRV	Theresa A Cook	1987-01-13	—	4992485697	8803 Mountain View Dr # 687, Denver, CO, 80297	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125118	ENR	Pat I Howard	1968-04-16	UHC-28807-93	—	9540 Ocean Ave Apt 24, Nashville, TN, 37265	0.40	Name split from “Last, First”SSN last four extracted Unit split from street ZIP+4 trimmed+2 more
CLM-405173	CLM	Barbara R Silva	1965-04-05	—	3364136039	7394 Valley View Dr, Austin, TX, 78781	0.40	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125064	ENR	Virginia B Hamilton	—	UHC-42593-67	6402866978	4719 Ocean Ave, Gilbert, AZ, 85209	0.40	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
ENR-103287	ENR	Margaret E Young	1969-06-14	UHC-35522-23	—	7545 Meadow Ln, Tampa, FL, 33664	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-142645	ENR	Rachel Q Carter	1953-11-18	UHC-82771-64	9288264879	6729 Grand Ave # 633, San Diego, CA, 92164	0.40	Name split from “Last, First”Two-digit birth year Unit split from street Email lower-cased+2 more
CLM-411251	CLM	Heather B Webb	—	—	—	4296 Harbor Blvd, Dallas, TX, 75252	0.40	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-420409	CLM	Abigail Jordan	1997-10-26	UHC-73690-42	—	3737 Oak St # 136, Denver, CO, 80294	0.40	Name split from “Last, First”SSN last four extracted Unit split from street State name converted to code+2 more
TPA-53945	TPA	Mike Carter	1956-09-01	—	7542750098	3476 Bayshore Dr, Columbus, OH, 43235	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-25364	PRV	Eric Hayes	—	—	—	4894 Spring St # 773, Jacksonville, FL, 32264	0.40	Date of birth missing Unit split from street Street suffix standardised Address re-cased+2 more
CLM-417409	CLM	Kimberly Mejia	1985-02-21	UHC-36570-17	—	5419 Park Pl, Seattle, WA, 98113	0.40	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126940	ENR	Ann Wood	1950-12-23	UHC-47789-89	—	2226 Forest Ave, Minneapolis, MN	0.40	Name split from “Last, First”Phone missing area code ZIP missing Gender normalised+2 more
ENR-106803	ENR	Amy W Rede	1945-12-14	UHC-39326-26	5426816770	6175 Canyon Rd, Austin, TX	0.40	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-406739	CLM	Kelly Richards	1995-06-22	UHC-61615-48	—	7406 Pine Dr, Orlando, FL	0.40	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-105030	ENR	Hiroshi Dominguez	1942-06-23	UHC-02224-53	8594602517	9789 Central Ave # 962, Orlando, FL, 32850	0.40	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+2 more
CLM-425510	CLM	Aaron Watkins	1967-12-08	—	—	7721 Maple Ave, Sacramento, CA	0.40	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-27803	PRV	Cynthia D Carlson	1997-07-15	—	3745851258	4545 Park Pl, Chandler, AZ, 85297	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-142516	ENR	Willie K Stone	2002-08-28	UHC-76277-46	—	2135 Willow Ct, Austin, TX, 78763	0.40	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51842	TPA	Jean Gonzales	1989-11-19	—	—	6660 Lake View Rd, Sacramento, CA, 95853	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405376	CLM	Jeffrey B Valdez	—	—	—	8667 Baseline Rd, Nashville, TN, 37240	0.40	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-52526	TPA	Christine Elliott	1956-03-08	—	—	2209 Hillcrest Rd, Charlotte, NC	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54858	TPA	Arthur Franklin	1949-08-05	—	—	350 Lake View Rd Apt 13, Denver, CO, 80289	0.40	Name split from “Last, First”Unit split from street ZIP+4 trimmed Gender normalised+2 more
CLM-416896	CLM	Caol Hall	2004-04-28	—	9579779207	6376 Desert Sky Blvd Apt 3, Phoenix, AZ, 85018	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+2 more

71,257 rows, page 22 of 1,426Previous Next