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

Claims, flag “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400930	CLM	Lisa Campbell	1982-04-21	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-416631	CLM	Dylan Butler	1971-06-18	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-431448	CLM	Anthony Perkins	1988-06-09	UHC-29134-84	—	5905 Elm St, Las Vegas, NV, 89113	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-417019	CLM	Jean L Andrews	1940-07-07	UHC-62623-61	3016328058	4756 Jefferson Ave, Miami, FL, 33151	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-432355	CLM	Mariana Morrison	1987-05-16	—	7865220817	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-424741	CLM	Santiago Peterson	1979-11-22	—	—	5981 Jefferson Ave Apt 34, Dallas, TX, 75282	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
CLM-432363	CLM	Amy Sanchez	1972-07-02	UHC-63205-92	4658717286	7045 Desert Sky Blvd, Sacramento, CA, 95892	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-409029	CLM	Virginia A Porter	2005-02-24	UHC-89599-46	—	—	0.68	Middle initial moved out of first name Name re-cased Two-digit birth year Placeholder values cleared
CLM-411324	CLM	Anthony Hall	1961-08-28	UHC-14093-94	2853727787	6150 Ridge Rd, San Diego, CA	0.68	Two-digit birth year Phone reformatted ZIP missing Placeholder values cleared
CLM-409555	CLM	Sphia B Campbell	1943-10-25	UHC-35949-94	—	5762 Main St, Atlanta, GA, 30383	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-421113	CLM	Eric Castillo	1941-01-03	UHC-84548-13	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-426126	CLM	Logan Lucas	1974-09-21	—	—	6921 Harbor Blvd, Plano, TX, 75041	0.68	Two-digit birth year Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-428212	CLM	Carl Murray	1998-01-19	—	8857874803	1170 Elm St, Phoenix, AZ, 85048	0.68	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased
CLM-421054	CLM	Dennis Sims	1968-04-06	—	—	4238 Broadway, Eden Prairie, MN, 55352	0.68	Two-digit birth year Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-411120	CLM	Jessica Evans	1974-08-13	UHC-87523-88	5406006053	2157 River Rd, Dallas, TX, 75242	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-410318	CLM	Angela Moreno	1984-07-14	—	9135859151	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-419523	CLM	Peter Castillo	2007-04-06	—	—	237 Canyon Rd, San Antonio, TX, 78286	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-428573	CLM	Gabriel R Barnes	1990-12-06	UHC-60346-86	—	3179 Sage Ct, San Diego, CA, 92114	0.68	Middle initial moved out of first name Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-416280	CLM	Frank Duncan	1981-04-09	—	3479009627	696 Park Pl, Seattle, WA, 98160	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-407728	CLM	Steve Park	1941-01-23	UHC-23541-97	5506739669	8298 Main St, Sacramento, CA, 95845	0.68	Two-digit birth year City re-cased Gender normalised Placeholder values cleared
CLM-410302	CLM	Brittany Simpson	1992-05-18	UHC-61931-71	6359934670	3674 Church St, Las Vegas, NV, 89106	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
CLM-409861	CLM	Virginia Ward	2000-10-04	—	—	6445 Cedar Ln, Tampa, FL, 33647	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-427867	CLM	Henry Nguyen	2002-03-18	UHC-95115-21	—	5080 Canyon Rd, Columbus, OH, 43273	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-411199	CLM	Peter McCoy	2000-04-02	UHC-64916-39	8799884815	3108 Desert Sky Blvd, Columbus, OH, 43270	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-413468	CLM	Hannah Brown	1961-10-21	UHC-26443-88	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-400030	CLM	Alexander Dixon	1982-05-07	UHC-80497-62	2185770010	—	0.68	Two-digit birth year Phone reformatted SSN last four extracted Placeholder values cleared
CLM-417036	CLM	Harold Guerrero	1963-05-17	UHC-12102-20	2842864128	1994 Pine Dr, Austin, TX, 78780	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-425915	CLM	Ruth Ross	1970-04-21	—	—	3071 Canyon Rd, Phoenix, AZ, 85096	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-417349	CLM	Diana Bell	1949-01-04	UHC-46851-26	—	6694 Canyon Rd, San Diego, CA	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
CLM-401934	CLM	Albert Miller	1940-02-09	UHC-57977-59	—	5580 Hillcrest Rd, Orlando, FL, 32870	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
CLM-405499	CLM	Alexis G Howell	1974-10-20	UHC-49365-80	7472619934	6614 Union St, Columbus, OH, 43222	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-414383	CLM	Kayla N Kelley	1951-11-09	UHC-25348-74	—	1189 Meadow Ln, Phoenix, AZ, 85049	0.68	Middle initial moved out of first name Name re-cased Two-digit birth year Placeholder values cleared
CLM-426441	CLM	Ryan Santos	1943-02-27	UHC-94423-25	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-412794	CLM	Juan B Carpenter	2000-06-11	UHC-33252-10	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-408537	CLM	John Reyes	2004-01-07	UHC-52250-13	—	1791 Elm St, Tempe, AZ, 85253	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-405361	CLM	Santiago Day	1998-05-03	UHC-69311-39	—	9850 Church St, Las Vegas, NV, 89131	0.68	Two-digit birth year Member ID reformatted SSN last four extracted Placeholder values cleared
CLM-417570	CLM	Lucia Hernandez	2003-08-05	UHC-88709-12	2966076326	1139 Mountain View Dr, Seattle, WA, 98146	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased
CLM-411165	CLM	Kevin L Soto	1955-12-09	—	—	3195 Meadow Ln, San Antonio, TX, 78261	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
CLM-427725	CLM	Albert C Delgado	1939-08-14	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421251	CLM	Ashley R Peters	1941-04-21	UHC-83509-19	—	6353 Canyon Rd, Columbus, OH, 43215	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-427870	CLM	Cheryl Peterson	1958-03-10	UHC-22463-54	—	8368 Hillcrest Rd, Denver, CO, 80272	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-410060	CLM	Yuki F Meyer	1950-06-01	UHC-39552-52	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-430071	CLM	Lawrence Hoffman	1971-02-10	UHC-12016-65	—	—	0.68	Two-digit birth year Member ID reformatted Gender normalised Placeholder values cleared
CLM-416538	CLM	Valentina Aguilar	1943-05-19	UHC-88614-93	—	4653 River Rd, Glendale, AZ, 85376	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-423507	CLM	Peter Harper	1957-04-15	UHC-87117-06	2522107241	—	0.68	Two-digit birth year Phone reformatted SSN last four extracted Placeholder values cleared
CLM-414331	CLM	Linda Weaver	2008-05-21	—	5002717806	3756 Meadow Ln, Plano, TX, 75057	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-402076	CLM	Kimberly Cunningham	1943-01-17	UHC-50704-33	—	4044 Jefferson Ave, Houston, TX, 77001	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-426663	CLM	Larry Evans	1973-09-28	UHC-51691-53	—	6969 Harbor Blvd, Mesa, AZ, 85265	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
CLM-401879	CLM	Patricia Wood	1957-06-24	—	—	2526 Meadow Ln, Jacksonville, FL, 32260	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
CLM-401880	CLM	Patricia Wood	1957-06-24	—	—	2526 Meadow Ln, Jacksonville, FL, 32260	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared

2,168 rows, page 29 of 44Previous Next