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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23744	PRV	Gloria Allen	1976-12-08	UHC-05703-45	3084703302	585 River Rd, Austin, TX, 78773	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405444	CLM	Jason S Mills	1948-12-08	—	—	1493 Sage Ct, Columbus, OH, 43203	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-27554	PRV	Bradley Flures	1978-11-17	UHC-20706-40	9034300334	3417 Indian School Rd, Gilbert, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62922	TPA	Thomas Jimenez	1993-09-18	—	—	7889 Forest Ave # 726, Gilbert, AZ, 85267	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-415068	CLM	Denise Richardson	2002-10-07	UHC-40221-43	—	6090 Spring St, Chandler, AZ, 85253	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-415069	CLM	Denise Richardson	2002-10-07	UHC-40221-43	—	6090 Spring St, Chandler, AZ, 85253	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22144	PRV	Lori S Williams	1984-07-03	—	2018001039	7541 Washington St, Fresno, CA, 93734	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-24460	PRV	Linda C McDonald	1987-03-12	UHC-89393-86	3404830878	4266 Broadway Apt 3, Miami, FL, 33192	0.52	Two-digit birth year Unit split from street Address re-cased ZIP+4 trimmed+2 more
CLM-415113	CLM	Charles Hill	1993-12-10	UHC-05062-59	—	7232 Grand Ave, Denver, CO, 80239	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
CLM-412321	CLM	Terry W Richards	1989-11-18	—	2535387396	2331 Apache Blvd, Minneapolis, MN, 55481	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408280	CLM	Jennifer A Rogers	1942-06-12	UHC-08853-68	—	5864 Union St, Scottsdale, AZ, 85299	0.52	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+2 more
CLM-432004	CLM	Kevin Mitchell	1962-07-27	UHC-59458-43	—	661 Valley View Dr, Dallas, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-432772	CLM	Dan Webb	—	UHC-96158-05	—	7729 Union St, Atlanta, GA, 30309	0.52	Date of birth unreadable SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-406564	CLM	Anthuny U Rios	1984-09-02	UHC-38512-88	—	5354 Camelback Rd, Gilbert, AZ, 85246	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-63948	TPA	Natalie Ryan	2004-06-05	—	—	9790 Washington St # 404, Minneapolis, MN	0.52	Name re-cased Unit split from street ZIP missing Gender normalised+2 more
CLM-400312	CLM	James Romero	1992-08-19	UHC-88315-39	8156499481	2891 Sunset Blvd, Dallas, TX	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
CLM-416624	CLM	Dennis Vargas	1944-05-16	—	7225991475	5789 Elm St # 203, Gilbert, AZ, 85297	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-426593	CLM	Amanda Patterson	1977-02-24	UHC-12161-92	—	5482 Desert Sky Blvd # 778, Chandler, AZ, 85234	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61511	TPA	Kayla Brooks	—	—	—	9810 Forest Ave, Miami, FL, 33105	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111039	ENR	Mason A Maldonado	1982-10-08	UHC-54625-23	—	1570 Union St # 121, Tampa, FL, 33604	0.52	Two-digit birth year Member ID reformatted Unit split from street Gender normalised+2 more
ENR-121888	ENR	Maatthew X Cruz	1944-06-17	UHC-91463-54	—	7979 Pine Dr # 573, Eden Prairie, MN, 55374	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430513	CLM	Lauren H Rice	—	—	4772388834	7069 Sage Ct, Los Angeles, CA, 90095	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404580	CLM	Melissa Dominguez	1941-01-16	—	—	6079 Canyon Rd, Columbus, OH	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-130018	ENR	Santiago Gibson	2000-04-19	UHC-15032-49	4796051313	9582 Willow Ct # 618, Houston, TX, 77050	0.52	Unit split from street Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-416825	CLM	Cynthia Mason	—	—	3617713380	8767 Central Ave Apt 38, Fresno, CA, 93766	0.52	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-409960	CLM	Kyle Taylor	2006-05-28	UHC-63974-95	7039513758	8390 Market St, Tampa, FL	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417586	CLM	Hannah Luna	1980-07-17	UHC-65080-54	9642409671	4685 Grand Ave, Tampa, FL	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61309	TPA	Ahmed Li	—	—	8079369613	—	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+2 more
ENR-117203	ENR	Kelly L Guerrero	—	UHC-67014-51	3754796593	285 Cedar Ln, Tempe, AZ, 85206	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-26220	PRV	Omar T Davis	1980-11-19	—	7883665174	2400 Mountain View Dr, Nashville, TN, 37241	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-21165	PRV	Emily Valdez	1942-11-17	—	—	2291 Ridge Rd, Orlando, FL, 32855	0.52	Phone missing area code Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415802	CLM	Brian Daniels	1991-04-27	—	—	1346 Grand Ave, Mesa, AZ, 85253	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-115103	ENR	Maggie Cruz	2001-01-09	UHC-61807-71	—	9104 Jefferson Ave, Glendale, AZ, 85353	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-115102	ENR	Maggie Cruz	2001-01-09	UHC-61807-71	—	9104 Jefferson Ave, Glendale, AZ, 85353	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-22328	PRV	Brittany Q Graham	1987-01-04	UHC-81173-09	5376023613	3057 Sunset Blvd, Tampa, FL	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-409392	CLM	Abigail K Holmes	1994-03-16	UHC-14169-27	4083596951	6461 Main St, Denver, CO, 80200	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403550	CLM	Carolyn O Jackson	2002-11-02	UHC-39760-46	—	2843 Mesa Dr, Atlanta, GA, 30305	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-424362	CLM	Pamela Hayes	1967-07-20	—	—	3336 Valley View Dr, Atlanta, GA, 30325	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-102983	ENR	Emily A George	1964-04-20	UHC-80583-22	2286135084	5984 Sunset Blvd, Plano, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-132999	ENR	Brittany P Morales	2003-09-13	UHC-09344-34	—	1731 Park Pl, Chandler, AZ, 85233	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58524	TPA	Marcus Boyd	1980-03-05	—	8852331451	8120 Central Ave Apt 2, Las Vegas, NV, 89144	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
PRV-26601	PRV	Judith Mittchell	—	UHC-88504-27	8349633162	6212 Meadow Ln, Tucson, AZ	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-428688	CLM	Isabella Wang	—	—	—	600 Church St, Minneapolis, MN, 55433	0.52	Name split from “Last, First”Date of birth unreadable ZIP+4 trimmed Plan code upper-cased+2 more
ENR-113943	ENR	Linda Martinez	1953-09-17	UHC-63238-73	3339614964	6116 Pine Dr Apt 30, Seattle, WA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418581	CLM	Samuel Santiago	1960-07-21	UHC-56570-42	—	2697 Cedar Ln, Las Vegas, NV, 89186	0.52	Name re-cased Member ID reformatted SSN last four extracted State name converted to code+2 more
CLM-431666	CLM	Roger Luna	1960-10-11	—	—	2436 Indian School Rd, Miami, FL, 33148	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56478	TPA	Steven George	—	UHC-39607-73	—	3251 Desert Sky Blvd, Charlotte, NC	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
ENR-134776	ENR	Jeremy F Contreras	1948-03-15	UHC-79282-02	2505650486	5889 Ocean Ave, Jacksonville, FL, 32201	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428552	CLM	Eugene Mendez	1942-11-24	—	—	1937 Meadow Ln, Chandler, AZ, 85244	0.52	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-400793	CLM	Roger Mason	1964-04-28	UHC-97852-83	8489392124	5276 River Rd, Sacramento, CA	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more

71,257 rows, page 120 of 1,426Previous Next