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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406788	CLM	Edward Delggado	1986-01-16	—	—	8051 Market St, Atlanta, GA, 30380	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-402428	CLM	James Chen	1961-02-13	—	—	2201 River Rd, Tucson, AZ, 85704	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-403223	CLM	Michael S Campbell	2005-09-05	UHC-94863-84	7468972594	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-431394	CLM	Diana Williamson	1977-08-15	—	—	9849 Highland Ave, Mesa, AZ, 85276	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-404024	CLM	Steven Guzman	2001-11-20	UHC-15163-18	—	6461 Mesa Dr, Las Vegas, NV, 89120	0.80	Name re-cased Email lower-cased Gender normalised Whitespace trimmed
CLM-401707	CLM	Jeremy Harper	1981-01-17	UHC-46303-79	—	5522 Baseline Rd, Los Angeles, CA, 90093	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
CLM-401553	CLM	John Graham	1982-06-14	UHC-03219-23	—	719 Central Ave, Tampa, FL, 33657	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-407953	CLM	Priya Nelosn	1961-02-03	UHC-65947-09	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-400270	CLM	Brian Gonzalez	1967-08-14	UHC-11415-22	—	7198 Mountain View Dr, Eden Prairie, MN, 55365	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-425474	CLM	Sean Young	1974-01-19	—	—	1139 Broadway, Eden Prairie, MN, 55384	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
CLM-432394	CLM	Justin A Crawford	1961-04-08	UHC-67392-45	—	—	0.80	Middle initial moved out of first name Name re-cased Whitespace trimmed Placeholder values cleared
CLM-429226	CLM	Steve Wheeler	1999-03-01	UHC-11820-74	—	6745 Camelback Rd, Orlando, FL, 32819	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-414499	CLM	Melissa Gardner	1973-10-22	UHC-62350-59	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-414268	CLM	Betty Pena	1953-10-03	UHC-15755-28	5886663083	8194 Maple Ave, Nashville, TN	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-402971	CLM	Yuki White	1954-11-15	UHC-76332-15	—	4932 Maple Ave, Denver, CO, 80255	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-421909	CLM	Tyler Morris	1966-01-12	UHC-22612-53	—	133 Washington St Apt 22, Atlanta, GA, 30300	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-429905	CLM	Frank Johnson	1975-03-06	UHC-56150-34	—	925 Spring St, Gilbert, AZ, 85274	0.82	Name re-cased Street suffix standardised Address re-cased
CLM-401787	CLM	Kathryn Perez	1969-12-20	UHC-32681-65	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-414462	CLM	Linda Davis	1986-12-25	—	—	134 Harbor Blvd, Chandler, AZ, 85238	0.82	Name re-cased Street suffix standardised Address re-cased
CLM-413978	CLM	Lisa U Garrett	1941-11-08	UHC-24813-74	5152404423	4103 Sage Ct, Houston, TX, 77019	0.82	Name re-cased Phone reformatted Gender normalised
CLM-407957	CLM	Hannah Nguyen	1950-03-16	UHC-03763-39	—	8533 Camelback Rd, Minneapolis, MN, 55441	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-407958	CLM	Hannah Nguyen	1950-03-16	UHC-03763-39	—	8533 Camelback Rd, Minneapolis, MN, 55441	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-413894	CLM	Anna Ellis	1967-11-23	UHC-86115-09	—	4372 Lake View Rd, Sacramento, CA, 95841	0.82	Name re-cased SSN last four extracted Placeholder values cleared
CLM-424506	CLM	Joey Owens	1949-05-26	UHC-88512-73	—	—	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-428829	CLM	Jennifer Nguyen	1985-10-16	UHC-98317-01	6753940576	2340 Washington St, Miami, FL, 33127	0.82	Name re-cased Street suffix standardised Address re-cased
CLM-430600	CLM	Willie Sims	1959-05-14	—	3835495239	3094 Hillcrest Rd # 975, Plano, TX, 75032	0.82	Name re-cased Unit split from street Whitespace trimmed
CLM-401137	CLM	Natalie H Williams	1960-03-13	—	4678449886	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-401214	CLM	Carl Morrison	1989-06-26	—	6654491872	3084 River Rd, Denver, CO, 80236	0.82	Name re-cased Phone reformatted Gender normalised
CLM-428466	CLM	Laura K Hill	1957-03-25	—	9388210323	7256 Union St, Denver, CO, 80274	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-404012	CLM	Christian L Ferguson	1978-09-04	UHC-73339-50	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-416853	CLM	Jean Z Collins	1971-03-07	—	—	4646 Main St, Tucson, AZ, 85755	0.82	Name re-cased Date of birth reformatted Gender normalised
CLM-431692	CLM	Carolyn H Colemaan	1983-04-25	UHC-26718-50	—	9842 Mesa Dr, Miami, FL, 33199	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-426673	CLM	Abby Santyago	1947-05-18	UHC-93295-36	—	2848 Apache Blvd, Scottsdale, AZ, 85222	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-422652	CLM	Angela Johnston	2004-11-02	UHC-84941-11	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-428875	CLM	Adam L Barnes	1951-06-08	UHC-43073-68	—	7258 Union St, Seattle, WA, 98140	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-410634	CLM	Benjamin Maldonado	1996-12-12	UHC-15233-04	—	3930 Apache Blvd # 131, Scottsdale, AZ, 85283	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-428492	CLM	Arthur Wong	1975-07-15	UHC-99527-30	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-431685	CLM	Marcus O McCoy	1996-01-07	UHC-61266-82	5035021040	1993 Broadway, Sacramento, CA, 95864	0.82	Name re-cased Phone reformatted Gender normalised
CLM-402494	CLM	Joseph Walsh	1976-07-22	UHC-39423-90	—	2920 Elm St, Plano, TX	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-430304	CLM	Mariana T Gordon	2002-12-27	UHC-48651-30	—	8499 Broadway, Nashville, TN, 37243	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-424220	CLM	Logan Moore	1943-06-14	—	5072632863	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-427860	CLM	Gloria Hall	1972-10-11	—	—	—	0.82	Name re-cased Gender normalised Whitespace trimmed
CLM-415401	CLM	Scott G Guzman	1989-02-04	UHC-03230-14	—	2262 Cedar Ln, Tampa, FL	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-431961	CLM	Ralph Andrews	1985-06-10	UHC-03242-36	—	3086 Desert Sky Blvd, Fresno, CA, 93728	0.82	Name re-cased Street suffix standardised Address re-cased
CLM-420940	CLM	Alexander F Ellis	1979-08-14	UHC-09595-15	—	219 Lincoln Way, Denver, CO, 80234	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-419039	CLM	Diaana Wang	1941-11-23	UHC-79599-65	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-430475	CLM	Vincent Delgado	1960-02-12	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-426609	CLM	Russell T Tran	—	UHC-05870-93	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-419708	CLM	Marilyn James	1969-10-05	UHC-34608-53	4304165070	4451 Forest Ave, Scottsdale, AZ, 85265	0.82	Name re-cased Street suffix standardised Address re-cased
CLM-426074	CLM	Emily Ward	1981-03-05	—	—	789 Valley View Dr, Austin, TX, 78718	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared

13,120 rows, page 180 of 263Previous Next