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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-422704	CLM	Virginia Cunningham	1956-10-16	UHC-75540-38	3516813664	2093 Bayshore Dr Apt 26, Charlotte, NC, 28297	0.52	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
ENR-110213	ENR	Ana Ward	2001-06-13	UHC-74459-03	5524016221	2271 Mountain View Dr, Minneapolis, MN, 55435	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-134698	ENR	Cynthia Carlson	1997-07-15	UHC-39422-61	—	4545 Park Pl, Chandler, AZ, 85297	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code State name converted to code+2 more
TPA-63587	TPA	Ruth B Price	1965-03-04	—	7305057393	1483 Maple Ave, Minneapolis, MN, 55498	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-412643	CLM	Andrea Sanders	1976-03-15	—	8756613660	6103 Market St, Columbus, OH, 43248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-131070	ENR	Gary Wells	2005-02-20	UHC-91876-74	8688662238	3046 Spring St, San Diego, CA, 92189	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28780	PRV	Christopher L Aguilar	1967-09-11	UHC-33800-17	—	3042 Sage Ct, Plano, TX, 75014	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-124869	ENR	Joan O Sanders	1956-07-08	UHC-39294-51	8119415317	6335 Bayshore Dr, Dallas, TX, 75212	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418815	CLM	Richard Boyd	1945-02-02	—	9896695363	2919 Jefferson Ave Apt 29, Scottsdale, AZ, 85258	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-112739	ENR	Alice Foster	1950-02-28	UHC-58749-30	3505449710	61 Lake View Rd, Columbus, OH, 43274	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-63847	TPA	Raymond V McDonald	—	—	3492346630	9897 Canyon Rd, Atlanta, GA, 30362	0.52	Name split from “Last, First”Date of birth missing Phone reformatted State name converted to code+2 more
CLM-425545	CLM	Sophia Foster	1939-02-09	UHC-38274-57	9839074273	7330 Canyon Rd, Nashville, TN, 37241	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424862	CLM	Ben Rose	2007-04-19	UHC-01453-15	—	3350 Maple Ave, Scottsdale, AZ, 85216	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61320	TPA	Madison Rose	1966-11-16	UHC-58752-22	—	3811 Bayshore Dr, Scottsdale, AZ, 85291	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-62194	TPA	Russell Duncan	1988-08-26	—	—	9339 Apache Blvd, Scottsdale, AZ, 85245	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-429884	CLM	Ann Garrett	1938-12-18	UHC-63615-33	—	5563 Lincoln Way # 379, Houston, TX, 77073	0.52	Name split from “Last, First”Member ID reformatted Unit split from street State name converted to code+2 more
CLM-406174	CLM	Jean Kelly	2007-01-26	—	—	1655 Cedar Ln, Chandler, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418690	CLM	Billy Anderson	1984-05-10	—	7867473559	—	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-105658	ENR	Joshua E Vega	1996-03-27	UHC-02385-47	3669159001	2246 Mesa Dr, Dallas, TX, 75209	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-426586	CLM	Diana Garrett	1962-01-07	UHC-79807-80	—	2079 Ocean Ave, Nashville, TN, 37283	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415830	CLM	Gabriel L Hawkins	1949-12-22	—	8643419326	3579 Desert Sky Blvd, San Antonio, TX, 78217	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-20637	PRV	Ahmed Gutierrez	1938-05-12	—	—	6178 Forest Ave, Columbus, OH, 43204	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131329	ENR	Aisha Y Gilbert	1971-08-08	—	—	8619 Elm St, Houston, TX, 77047	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-127948	ENR	Michelle O Clark	1987-06-28	UHC-76779-12	7186275243	4196 Union St # 234, Miami, FL, 33116	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-63482	TPA	Rachel Turner	1990-04-03	—	2126527212	2262 Apache Blvd, Phoenix, AZ, 85045	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-117831	ENR	Teresa H Walsh	1949-10-07	UHC-14924-54	8586571916	1450 Meadow Ln, Las Vegas, NV, 89156	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-420923	CLM	Naancy Freeman	1991-07-03	UHC-64096-58	—	4919 Sunset Blvd, San Antonio, TX, 78262	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62535	TPA	Daniel Yagn	1950-03-26	—	—	8826 Valley View Dr, Tucson, AZ, 85735	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-117346	ENR	Ann X Fields	1946-01-03	—	2802824556	5259 Valley View Dr, Tempe, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123544	ENR	Elizabeth U Hanson	1962-04-16	UHC-09556-36	—	1298 Meadow Ln, Glendale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423176	CLM	Kelly Lucas	1947-12-15	UHC-15635-05	—	6413 Meadow Ln, Seattle, WA, 98118	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code Gender normalised+2 more
CLM-407599	CLM	Wayne Wallace	1967-05-17	UHC-45597-20	—	4877 Valley View Dr, Tampa, FL, 33670	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408688	CLM	Evelyn Ramos	1970-12-02	—	—	330 Baseline Rd, Orlando, FL, 32832	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-411133	CLM	Lori Garcia	1993-06-24	UHC-39221-56	—	988 Sage Ct, Tampa, FL, 33691	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-137829	ENR	Lori Fuller	1985-09-22	UHC-99756-56	7819204849	2591 Camelback Rd, Tampa, FL, 33624	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105436	ENR	Priya U Chavez	1999-09-07	UHC-11128-20	4273622084	3976 Market St, Chandler, AZ, 85278	0.52	Name split from “Last, First”Two-digit birth year City re-cased State name converted to code+2 more
ENR-116470	ENR	Kyle S Jensen	1954-08-01	UHC-25407-01	3344229991	5279 Spring St, Las Vegas, NV	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111077	ENR	Logan J Clark	1938-12-28	UHC-88925-67	5217388404	217 Elm St, Gilbert, AZ, 85265	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53736	TPA	Joe Matthews	1945-05-09	—	—	1238 Willow Ct, Las Vegas, NV, 89183	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101354	ENR	Willie Austin	1998-09-20	UHC-42539-11	—	8903 Baseline Rd, Houston, TX, 77065	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-52319	TPA	Dennis Lane	2006-01-24	—	—	5757 Oak St, Las Vegas, NV, 89112	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-20601	PRV	Stephanie X Allen	1995-11-20	—	—	8645 Apache Blvd, Tempe, AZ	0.52	Name split from “Last, First”SSN last four extracted State code upper-cased ZIP missing+2 more
TPA-62987	TPA	Christina Robinson	1984-12-26	UHC-12497-27	—	9312 Apache Blvd, Minneapolis, MN, 55415	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129373	ENR	Sharon Campbell	—	UHC-06772-04	4465041093	878 Canyon Rd, Tucson, AZ, 85718	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-113468	ENR	Mary Knight	1949-03-23	UHC-69884-47	—	3855 Camelback Rd, Orlando, FL, 32893	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62409	TPA	Roger Hrrison	1992-07-11	UHC-03161-33	3935596005	9840 Central Ave Apt 18, Glendale, AZ, 85389	0.52	Name split from “Last, First”Member ID reformatted Unit split from street State name converted to code+2 more
PRV-26105	PRV	Stephanie Ross	1998-02-27	—	—	504 Sunset Blvd, Austin, TX, 78795	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-418205	CLM	Sharon Fowler	1998-12-14	—	7243345765	9896 Apache Blvd, Mesa, AZ, 85262	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-116768	ENR	Debra K Fields	1973-06-12	UHC-12024-33	7015279901	1358 Pine Dr, Phoenix, AZ, 85093	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-418947	CLM	Bobby Hicks	1953-02-05	UHC-64037-39	—	9653 Palm Dr, Glendale, AZ, 85382	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more

9,980 rows, page 44 of 200Previous Next