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
CLM-400048	CLM	Doris F Garza	1957-12-18	—	—	5194 Desert Sky Blvd, Los Angeles, CA, 90000	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-417354	CLM	Eric Bailey	1988-04-01	UHC-24801-64	—	2012 Mountain View Dr, Atlanta, GA, 30315	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-101759	ENR	Nicole Simpson	1969-11-11	UHC-07493-84	3016101518	802 Ridge Rd, Nashville, TN, 37233	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-138716	ENR	Russell Torres	1984-12-02	UHC-27828-45	4887441353	4623 Lake View Rd, Nashville, TN, 37205	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-116704	ENR	Janice K Patel	1993-06-11	UHC-60883-65	5658649043	2290 Central Ave Apt 13, Phoenix, AZ, 85052	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-410768	CLM	Ahmed Soto	1938-03-10	UHC-22956-92	—	8663 Lake View Rd, Tucson, AZ, 85743	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-51242	TPA	Peter Brooks	1965-09-18	—	—	2138 Union St # 748, Seattle, WA, 98164	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-432827	CLM	Zachary Mendez	2003-01-26	UHC-28618-02	8337141304	8894 Lake View Rd, Atlanta, GA, 30373	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407553	CLM	Josh Turner	2005-08-27	UHC-57288-86	—	7345 Cedar Ln # 264, Eden Prairie, MN, 55377	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52810	TPA	JudithJunk	1940-07-01	—	—	7317 Sage Ct, Minneapolis, MN, 55427	0.64	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+2 more
CLM-402111	CLM	Valdez Mateo	1962-09-19	UHC-38430-28	—	9595 Sage Ct, San Diego, CA	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
CLM-425662	CLM	Benjamin Turner	1986-11-22	—	—	8717 Desert Sky Blvd, San Antonio, TX, 78209	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-143039	ENR	Janice J Myers	1946-05-18	UHC-59107-05	8392319057	2446 Willow Ct, Tempe, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125540	ENR	Peter D Schultz	1942-11-23	—	6076968799	4316 Canyon Rd, Austin, TX, 78743	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124549	ENR	Brian Watson	1975-03-19	UHC-01614-26	—	3215 Sage Ct, Las Vegas, NV, 89184	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-124548	ENR	Brian Watson	1975-03-19	UHC-01614-26	—	3215 Sage Ct, Las Vegas, NV, 89184	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-100209	ENR	Judy C Alvarez	1941-02-13	UHC-22408-95	4213352596	2526 Washington St, Eden Prairie, MN, 55370	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101588	ENR	Maria H Warren	1982-03-24	UHC-60350-58	6485139927	5611 Hillcrest Rd, Plano, TX, 75062	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417124	CLM	Wayne Moris	1984-06-07	UHC-85819-24	8166404542	3686 Main St, Charlotte, NC, 28267	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
ENR-107138	ENR	Sara Patel	—	UHC-48728-33	7678398428	1780 Baseline Rd, Tucson, AZ, 85768	0.64	Date of birth unreadable Phone reformatted Member ID reformatted City re-cased+2 more
TPA-60386	TPA	Thomas Day	—	—	—	2133 Broadway, Las Vegas, NV, 89109	0.64	Name re-cased Date of birth unreadable City re-cased Gender normalised+2 more
ENR-129854	ENR	Bruce W Wells	1978-11-17	UHC-75374-68	5457998325	7373 Pine Dr Apt 23, Charlotte, NC, 28233	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137166	ENR	Laurren F Fox	1996-02-25	UHC-96438-76	8746174711	7694 Cedar Ln, San Diego, CA, 92165	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125781	ENR	Debra Kelley	1975-12-19	UHC-04884-36	4522111602	1550 Sage Ct, San Antonio, TX, 78254	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416699	CLM	Luis Delgado	1999-05-08	—	5032223372	6453 Grand Ave, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20654	PRV	Jamse Marshall	2006-09-03	UHC-35247-81	3546443991	2554 Willow Ct, San Antonio, TX	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407574	CLM	Jonathan Scott	1964-01-16	UHC-08162-01	—	4975 Oak St, Austin, TX, 78726	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-416578	CLM	Deb Price	—	UHC-27304-07	—	6605 Highland Ave, Phoenix, AZ, 85095	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
TPA-53200	TPA	Scott Simmons	1976-01-09	—	—	2254 Lake View Rd, Mesa, AZ, 85226	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-105028	ENR	Donald Garrett	1953-09-19	UHC-03929-65	—	6376 Washington St, Tampa, FL, 33656	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-412956	CLM	Yuki Jackson	1948-06-05	—	3572891617	3177 Sunset Blvd, Scottsdale, AZ, 85279	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
PRV-22464	PRV	Janet Holmes	2001-05-05	UHC-27263-09	7608132571	5096 River Rd, Las Vegas, NV, 89148	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24462	PRV	Diego W Lawson	1966-10-07	UHC-46964-36	4479788753	8363 Cedar Ln, Mesa, AZ, 85237	0.64	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+2 more
CLM-423367	CLM	Yuki Wright	1986-02-22	UHC-59968-86	9466835588	9017 Pine Dr # 800, Jacksonville, FL, 32241	0.64	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-108407	ENR	Wei F Wright	1947-10-18	UHC-97782-48	—	4960 Canyon Rd, Plano, TX, 75040	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-51956	TPA	Natalie King	1946-01-09	—	4347836508	5353 Valley View Dr, Mesa, AZ, 85256	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-132761	ENR	Sara B Kelley	1984-12-26	UHC-19411-97	2666651923	1137 Meadow Ln, Glendale, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-118603	ENR	Sandra H Thompson	1972-07-14	UHC-77818-61	4512476783	858 Park Pl, Scottsdale, AZ	0.64	Phone reformatted City re-cased ZIP missing Gender normalised+2 more
CLM-400908	CLM	Ronald Cooper	1946-10-28	UHC-75874-34	—	9401 Union St, Las Vegas, NV, 89132	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-424204	CLM	Kayla U Wood	1999-01-05	UHC-10376-99	—	834 Highland Ave, Tampa, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-133725	ENR	Richard U Burke	1947-04-17	UHC-48281-22	6136855808	7848 Central Ave, Charlotte, NC, 28283	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132837	ENR	Madison X Black	1995-03-09	UHC-35572-95	8075917094	5149 Valley View Dr, Atlanta, GA, 30303	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114575	ENR	Gary Ford	—	UHC-22231-75	—	6247 Grand Ave, Miami, FL, 33122	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
CLM-404921	CLM	Jeszica Tores	1971-07-02	—	—	1126 Elm St, Atlanta, GA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401601	CLM	Michelle Greene	1957-03-15	—	6157187595	3486 Camelback Rd, Eden Prairie, MN, 55341	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-423350	CLM	Gerald T Ruiz	1989-02-10	UHC-14467-45	2346481263	8019 Canyon Rd, Columbus, OH, 43251	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107607	ENR	Christina Washington	1957-03-02	UHC-46069-27	4935563798	6381 Palm Dr, Las Vegas, NV, 89126	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55339	TPA	Jean Hamilton	1965-02-08	—	4167143383	4244 Oak St, Tempe, AZ, 85258	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26630	PRV	Larry Riley	1938-04-13	UHC-29158-66	3113969988	4797 Mountain View Dr, Orlando, FL	0.64	Name re-cased City re-cased ZIP missing Gender normalised+2 more
ENR-108270	ENR	Albert Owens	—	UHC-26507-26	7425190776	367 Central Ave, Charlotte, NC, 28236	0.64	Name split from “Last, First”Date of birth unreadable Member ID reformatted City re-cased+2 more

17,850 rows, page 125 of 357Previous Next