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
ENR-141592	ENR	Carolyn Coleman	1983-04-25	UHC-26718-50	8044099216	9842 Mesa Dr, Miami, FL, 33199	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
CLM-420840	CLM	Wayne B Medina	2006-04-08	UHC-58594-37	4859006756	—	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+1 more
TPA-64102	TPA	Frances Williamson	1960-12-08	—	9629396617	3123 Mountain View Dr, Nashville, TN, 37278	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-415424	CLM	Ahmed Hernandez	1942-04-15	—	8757447817	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-51859	TPA	Nick Fuller	1983-02-08	UHC-17681-49	—	4462 Sage Ct, Las Vegas, NV, 89144	0.66	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+1 more
PRV-24560	PRV	Madison T Padilla	1968-11-07	—	4164693978	6184 Ridge Rd, Miami, FL, 33178	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-126429	ENR	Ronald Collins	1940-08-25	UHC-11953-53	3364909748	9779 Indian School Rd, Fresno, CA, 93712	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-55469	TPA	Foster Andrew	1955-10-12	—	6394265330	6503 Cedar Ln, Las Vegas, NV, 89173	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-119113	ENR	Jose K Owens	1987-02-07	UHC-85056-73	8986946609	1384 Pine Dr, Plano, TX, 75061	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-135421	ENR	Andrea Cunningham	1943-06-09	UHC-36872-64	7334317270	976 Bayshore Dr Apt 11, Atlanta, GA, 30365	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-121908	ENR	Jordan P Le	1945-06-25	UHC-48521-72	6045239858	1308 Spring St, Plano, TX, 75020	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+1 more
ENR-131014	ENR	Omar Z Sanchez	2007-08-22	UHC-70219-09	3182303092	1184 Pine Dr, Austin, TX, 78797	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-59973	TPA	Luis S Hoffman	1975-12-13	UHC-08461-37	—	1769 Main St, Nashville, TN, 37258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-139004	ENR	Evelyn Y Carter	2002-05-01	UHC-89393-16	2269672774	5968 Spring St, Tampa, FL, 33647	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-130725	ENR	Jdith Romero	1951-10-25	UHC-06958-08	9023892081	5716 Indian School Rd, Charlotte, NC, 28221	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
TPA-59533	TPA	Aisha Turner	1998-07-10	—	—	764 Forest Ave, Austin, TX, 78764	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-143094	ENR	Peggy Z Patel	1991-06-28	UHC-64158-82	2595516968	6042 Hillcrest Rd, Austin, TX, 78791	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401326	CLM	Keith Brooks	1986-03-26	UHC-63341-37	—	5724 Pine Dr, Denver, CO, 80299	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-105856	ENR	Scott O Moreno	1984-10-06	UHC-00221-37	8098523632	3320 Cedar Ln, Dallas, TX, 75245	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117876	ENR	Charles Hyes	1979-05-14	UHC-18806-91	5533925474	4463 Park Pl, Houston, TX, 77073	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109189	ENR	Judith Mendez	1952-03-15	UHC-87211-70	8339806245	4935 Pine Dr, Austin, TX, 78774	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-127638	ENR	Daniel R Jimenez	1956-02-18	UHC-92103-63	6512437620	4505 Hillcrest Rd, Sacramento, CA, 95817	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-410376	CLM	Arujn Larson	1991-01-24	UHC-89929-24	9854405454	1443 Mesa Dr, Plano, TX, 75059	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418125	CLM	Donald Weber	1977-01-24	UHC-71132-52	8047608422	4064 Indian School Rd, Minneapolis, MN, 55460	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410754	CLM	Jordan George	1969-09-21	—	—	274 Desert Sky Blvd, Austin, TX, 78770	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54307	TPA	Santiago Garza	1994-07-26	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-108335	ENR	Michael White	2003-01-02	UHC-58953-75	5679229266	6143 Union St Apt 16, Denver, CO, 80267	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-59756	TPA	Luis Freeman	1999-10-21	—	—	7776 Indian School Rd, Chandler, AZ, 85293	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-140971	ENR	Mei X Reynolds	1941-06-02	UHC-33019-41	—	9862 Canyon Rd, Mesa, AZ, 85225	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62569	TPA	Dennis Y Parker	1962-03-23	—	7423816539	9885 Hillcrest Rd, Phoenix, AZ, 85089	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408508	CLM	Brenda P Obrien	2004-09-12	—	—	2758 Jefferson Ave, Denver, CO, 80263	0.66	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+1 more
ENR-140031	ENR	Lucia Q Chapman	1974-09-17	UHC-48750-31	2516246500	8668 Ridge Rd, San Antonio, TX, 78286	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-104221	ENR	Eugene Y Henderson	1938-01-23	UHC-97281-64	2048890629	2762 Ridge Rd, Gilbert, AZ, 85206	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103342	ENR	Priya I Ried	1939-08-04	UHC-91776-87	9166205494	8712 Pine Dr, Nashville, TN, 37212	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-403133	CLM	Jose Richardson	1960-08-27	UHC-61622-11	6046186708	9388 Cedar Ln, Nashville, TN, 37275	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430823	CLM	Roy Coleman	1950-10-13	—	2213393572	8107 Camelback Rd, Phoenix, AZ, 85040	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-117358	ENR	Mark F Maldonado	1990-06-11	UHC-07588-91	5335139184	925 Central Ave Apt 2, Eden Prairie, MN, 55325	0.66	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+1 more
TPA-56350	TPA	Kayla Kelley	1951-11-09	—	5756694771	2969 Palm Dr, San Diego, CA, 92114	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416069	CLM	Rachel Coleman	1981-12-28	UHC-96750-71	6609535067	93 Ocean Ave, Jacksonville, FL, 32262	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-118541	ENR	Aaron Lewis	1947-03-24	UHC-52157-44	7947981260	2428 Lake View Rd, Denver, CO, 80275	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
PRV-27136	PRV	Philip Warren	1964-04-26	UHC-00906-32	6237643552	416 Meadow Ln, Nashville, TN, 37260	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53718	TPA	Yuki M Allen	2003-05-22	—	—	8029 Grand Ave, Sacramento, CA, 95803	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-415372	CLM	Jennifer Hansen	1966-04-08	UHC-70639-44	—	5187 Main St, Atlanta, GA, 30345	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-124005	ENR	Paul Bennett	1964-05-17	UHC-72526-25	—	9767 Central Ave, Tempe, AZ	0.66	Name split from “Last, First”State code upper-cased ZIP missing Whitespace trimmed+1 more
PRV-28280	PRV	Lisa J Vega	1965-03-05	UHC-36382-30	9399589061	9673 Indian School Rd, Houston, TX, 77014	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-107592	ENR	Ana W Alexander	1998-03-14	UHC-52420-37	7815508348	9045 Spring St, Austin, TX, 78706	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-138763	ENR	Omar O Boyd	1939-02-16	UHC-90001-13	6292445501	5368 Lake View Rd, Tempe, AZ, 85257	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411994	CLM	Maria Hoffman	2004-02-01	—	4172852297	7344 Apache Blvd, Gilbert, AZ, 85295	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-110744	ENR	Elijah Allen	1943-12-01	UHC-15522-20	6168902010	425 Main St, Tucson, AZ, 85792	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59787	TPA	Judith Palmer	1997-02-02	—	—	4983 Pine Dr, Orlando, FL, 32891	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more

9,980 rows, page 125 of 200Previous Next