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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405622	CLM	Timothy Garza	—	UHC-77050-03	—	2981 Union St, Columbus, OH, 43274	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-431827	CLM	Jordan Vasquez	1957-10-19	UHC-99564-15	—	6169 Elm St # 887, Chandler, AZ, 85224	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-420947	CLM	Jason Murray	1983-04-12	UHC-52531-44	7347411955	4758 Market St, Dallas, TX, 75278	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426684	CLM	Kelly Mason	1950-04-08	UHC-40432-40	6127365124	527 Jefferson Ave, Eden Prairie, MN, 55374	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-429497	CLM	Maria L Moreno	2007-11-28	UHC-61343-62	3067881041	9319 Apache Blvd, Tampa, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430795	CLM	Brittany E Wells	2001-01-14	UHC-87523-64	—	1690 Jefferson Ave, Austin, TX, 78737	0.62	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-419261	CLM	Stephen Grant	1948-05-25	UHC-44427-94	9095161196	2957 Desert Sky Blvd, Las Vegas, NV, 89117	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422068	CLM	Fatima Thomas	1960-03-25	UHC-12199-64	—	9534 Sage Ct, Scottsdale, AZ, 85229	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-410817	CLM	Stephen Graham	1938-09-27	—	—	3890 Jefferson Ave # 234, Houston, TX, 77024	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431670	CLM	Sophia Hall	1942-01-17	UHC-60987-96	5572425063	6314 Ridge Rd, Los Angeles, CA, 90067	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426570	CLM	Arjun T Wright	1982-09-07	UHC-27547-79	—	8140 Washington St, Charlotte, NC, 28227	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-419073	CLM	Timothy Clark	1959-09-22	UHC-35369-94	3883590899	1801 Mountain View Dr, Orlando, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-410629	CLM	Ronald Olson	1939-10-04	UHC-08656-71	—	9584 Maple Ave, Dallas, TX, 75248	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
CLM-414173	CLM	Eric Freeman	—	UHC-11481-11	—	533 Highland Ave, Dallas, TX, 75252	0.62	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-426765	CLM	Katherine Bryant	1946-11-11	—	—	7987 Apache Blvd, Phoenix, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426764	CLM	Katherine Bryant	1946-11-11	—	—	7987 Apache Blvd, Phoenix, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-414753	CLM	Andrea Davis	1979-07-08	UHC-58349-43	—	5797 Spring St, Denver, CO, 80205	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+3 more
CLM-427048	CLM	Beverly Andrews	1967-12-18	—	—	2649 Canyon Rd, Nashville, TN, 37299	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-431075	CLM	Brenda Carpenter	1993-02-15	—	—	7814 Willow Ct, Columbus, OH, 43217	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414191	CLM	Amber Ross	1973-10-05	—	4216368675	9468 Pine Dr, Las Vegas, NV, 89178	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-401511	CLM	Anna M Sanchez	1964-01-06	UHC-55023-31	—	879 Palm Dr, Austin, TX	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
CLM-411606	CLM	Noah Burton	1951-04-05	UHC-87151-33	3238278936	7202 Apache Blvd, San Diego, CA, 92129	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423959	CLM	Digo Ramos	2004-03-13	UHC-23117-92	4076007554	6810 Highland Ave, Tucson, AZ, 85725	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423958	CLM	Digo Ramos	2004-03-13	UHC-23117-92	4076007554	6810 Highland Ave, Tucson, AZ, 85725	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-409839	CLM	Victoria P Mitchell	1982-05-08	UHC-89946-94	—	4460 Mountain View Dr, Nashville, TN, 37207	0.62	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-408645	CLM	Nicholas G Lane	2006-12-14	—	—	7666 Church St, Phoenix, AZ, 85036	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-427553	CLM	Anthony C Oliver	1962-09-24	UHC-51791-98	—	697 Meadow Ln, Phoenix, AZ, 85026	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
CLM-406413	CLM	Jack E Contreras	1981-12-13	UHC-94998-09	2702952794	3703 Pine Dr, Atlanta, GA, 30314	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431297	CLM	Stephen L Butler	2000-08-09	UHC-10227-99	6233879235	1461 Pine Dr, Atlanta, GA, 30354	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422883	CLM	Hannah P Ramos	1989-05-18	UHC-00055-77	3906755329	6381 Desert Sky Blvd, Dallas, TX, 75207	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-428671	CLM	Jordan Sullivan	2001-02-14	—	6698503292	2637 Ocean Ave, Gilbert, AZ, 85253	0.62	Street suffix standardised Address re-cased City re-cased Gender normalised+3 more
CLM-402238	CLM	Stephen Mason	1949-01-20	UHC-11372-10	7267442355	5037 Ocean Ave, Columbus, OH, 43224	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413762	CLM	Aisha Bradley	1973-12-24	—	3548536255	8630 River Rd, Denver, CO, 80211	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-417217	CLM	Kate T Murphy	2001-09-02	—	3446262127	5536 Main St, Miami, FL, 33178	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-400132	CLM	Paul Russell	1988-05-04	—	—	6403 Mountain View Dr, Chandler, AZ, 85264	0.62	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
CLM-400131	CLM	Paul Russell	1988-05-04	—	—	6403 Mountain View Dr, Chandler, AZ, 85264	0.62	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
CLM-418601	CLM	Marilyn Mason	2003-01-23	UHC-06049-09	2517492884	7190 Baseline Rd, Plano, TX, 75071	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425426	CLM	Barbara Park	1982-05-01	UHC-16638-84	—	4177 Pine Dr, Scottsdale, AZ, 85224	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431948	CLM	Kimberly Ferguson	—	UHC-50163-50	2729343576	9024 Mesa Dr, Scottsdale, AZ, 85247	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427022	CLM	Natalie Cruz	2001-08-03	—	—	1185 Desert Sky Blvd, Charlotte, NC, 28200	0.62	Street suffix standardised Address re-cased State code upper-cased Gender normalised+3 more
CLM-413631	CLM	Hannah Day	1991-08-23	UHC-89666-89	2932364050	914 Indian School Rd, Minneapolis, MN, 55469	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421822	CLM	Jeffrey Martin	1952-12-20	—	—	4549 Harbor Blvd, Austin, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-417353	CLM	Isabella HJunk	1941-05-22	—	—	9391 Ridge Rd, Sacramento, CA, 95868	0.64	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+2 more
CLM-400349	CLM	Bruce Herny	2001-02-18	UHC-59684-25	9738491510	415 Palm Dr, Nashville, TN, 37202	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428307	CLM	Jerry Perkins	—	UHC-63351-43	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-425406	CLM	Lauren Franklin	1961-08-23	—	6453919863	2015 Lake View Rd, Jacksonville, FL, 32203	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
CLM-424301	CLM	Jordan Wood	1979-07-09	UHC-90845-16	—	289 Lake View Rd, Seattle, WA, 98108	0.64	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+2 more
CLM-428435	CLM	Shirley Gordon	1945-10-15	UHC-16318-59	3555738550	734 Park Pl, Los Angeles, CA, 90082	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-406631	CLM	Lori Q Lane	2006-03-28	—	—	5174 Church St Apt 34, Atlanta, GA, 30392	0.64	Unit split from street Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-430005	CLM	Yuki F Vasquez	1976-10-23	UHC-11306-08	5813635194	6384 Willow Ct, Denver, CO, 80217	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more

825 rows, page 4 of 17Previous Next