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 “Date of birth unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137946	ENR	Vincent K Castillo	—	UHC-39871-55	5865607373	858 Baseline Rd, Chandler, AZ, 85233	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421059	CLM	Deborah F Sandoval	—	—	—	6170 Sage Ct, Seattle, WA, 98191	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-63566	TPA	Fatima Schmidt	—	—	—	6559 Highland Ave, Los Angeles, CA, 90068	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-51767	TPA	Jsoeph Pena	—	—	—	273 Mountain View Dr, Austin, TX, 78771	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-140172	ENR	Carllos VJunk	—	UHC-94418-35	5712461345	5865 Mountain View Dr, Eden Prairie, MN, 55376	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
CLM-410185	CLM	Saarh D Crawford	—	—	7438850092	1934 River Rd, Eden Prairie, MN	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+2 more
PRV-24903	PRV	Alexander Perkins	—	UHC-60662-97	7164336395	26 Camelback Rd, Plano, TX, 75058	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
TPA-55618	TPA	Christina Herrera	—	—	—	6995 Pine Dr, Plano, TX, 75052	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-125578	ENR	Philp G Garza	—	UHC-12274-17	8223167821	9889 River Rd, Phoenix, AZ, 85000	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408966	CLM	Logan M Carpenter	—	UHC-56149-76	—	7199 Bayshore Dr, Austin, TX, 78766	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-409033	CLM	Catherine Gordon	—	UHC-95390-20	5795674765	8861 River Rd, Austin, TX, 78780	0.64	Date of birth reformatted Date of birth unreadable Phone reformatted Gender normalised+2 more
ENR-128611	ENR	Ralph G Pierce	—	UHC-06360-93	2376351761	313 Meadow Ln, Charlotte, NC, 28226	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-110486	ENR	Jeremy W Hill	—	UHC-25891-17	6125007852	6424 Harbor Blvd, Glendale, AZ, 85341	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25248	PRV	Carlos Thomas	—	UHC-95358-09	5856435143	4110 Camelback Rd, Mesa, AZ, 85267	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-407430	CLM	Cynthia Ward	—	UHC-59138-15	—	3700 Hillcrest Rd, Charlotte, NC, 28226	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-22229	PRV	Abigail Kelley	—	—	2325778514	3540 Harbor Blvd, Seattle, WA, 98172	0.64	Date of birth unreadable Phone reformatted Email lower-cased Gender normalised+2 more
ENR-109015	ENR	Grrace T Vargas	—	UHC-40656-31	5905289339	955 Ocean Ave, Minneapolis, MN, 55475	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
ENR-116820	ENR	Wei Johnson	—	UHC-18255-97	7945034955	8648 Spring St Apt 24, Miami, FL, 33183	0.64	Date of birth unreadable Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-412795	CLM	Juan B Carpenter	—	—	5269344155	5866 Church St, Columbus, OH, 43237	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-115023	ENR	Jerry R Yang	—	UHC-60447-61	5699831711	7676 Valley View Dr, Jacksonville, FL, 32212	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110687	ENR	Kimberly E Young	—	UHC-91008-21	3612186867	5824 Washington St, Mesa, AZ, 85291	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53466	TPA	Larry Walker	—	—	—	7933 Indian School Rd, Scottsdale, AZ, 85201	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-24521	PRV	Timothy Weber	—	—	—	3331 Mountain View Dr, Plano, TX, 75003	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-21577	PRV	John Snyder	—	UHC-19895-89	—	1460 Church St, San Diego, CA, 92181	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-123025	ENR	Peter D Chapman	—	UHC-03130-30	4873448591	4387 Ocean Ave Apt 14, San Diego, CA, 92192	0.64	Date of birth unreadable Phone reformatted Unit split from street Email lower-cased+2 more
ENR-134340	ENR	Zachary N Schultz	—	UHC-17530-09	9788002170	9272 River Rd, Seattle, WA, 98170	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-61288	TPA	Paul Richards	—	UHC-65191-83	—	5432 Pine Dr, Las Vegas, NV, 89141	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-54414	TPA	Henry Shaaw	—	UHC-75336-68	3648379296	6601 Indian School Rd, Tucson, AZ, 85703	0.64	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-54413	TPA	Henry Shaaw	—	UHC-75336-68	3648379296	6601 Indian School Rd, Tucson, AZ, 85703	0.64	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-51256	TPA	Elijha Porter	—	UHC-37005-15	—	1434 Canyon Rd, Columbus, OH, 43202	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-425805	CLM	Scott P Sullivan	—	—	—	4342 Mesa Dr, San Diego, CA, 92115	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-127532	ENR	Hiroshi Montgomery	—	UHC-28875-07	7828558376	1778 Ridge Rd, Miami, FL, 33123	0.64	Name re-cased Date of birth unreadable City re-cased State name converted to code+2 more
CLM-425777	CLM	Lnida Butler	—	UHC-41974-42	7433734203	735 Apache Blvd, Atlanta, GA, 30368	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-24577	PRV	Sean Stephens	—	UHC-47949-16	2133591012	6061 Grand Ave, Orlando, FL, 32881	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416745	CLM	Lisa Reid	—	UHC-20648-68	—	4559 Apache Blvd, Las Vegas, NV, 89120	0.64	Date of birth unreadable Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-133369	ENR	Lauren R Burke	—	UHC-68889-27	4243271590	6008 Mesa Dr, Phoenix, AZ, 85096	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
PRV-21224	PRV	Laura McDonald	—	—	9449547043	8089 Pine Dr, Atlanta, GA, 30382	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-414826	CLM	Lucia Smith	—	UHC-11040-64	—	2181 Forest Ave, Houston, TX, 77007	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-134229	ENR	Douglas K Edwards	—	UHC-17771-69	—	5647 Maple Ave, Scottsdale, AZ, 85244	0.64	Name re-cased Date of birth reformatted Date of birth unreadable ZIP+4 trimmed+2 more
CLM-428248	CLM	Maria Dean	—	UHC-57338-06	3078597175	7959 Harbor Blvd, Sacramento, CA, 95812	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
TPA-63272	TPA	Chris Phillips	—	—	7283023079	3969 Hillcrest Rd, Gilbert, AZ	0.64	Name re-cased Date of birth unreadable City re-cased ZIP missing+2 more
PRV-26493	PRV	Philip Olson	—	—	7279844001	3574 Lake View Rd, Chandler, AZ, 85210	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-121087	ENR	Mark Hart	—	UHC-51511-77	8049933833	9124 Park Pl, Atlanta, GA	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
TPA-59440	TPA	Gloria Stewart	—	UHC-97704-17	4772561517	7869 Indian School Rd, Jacksonville, FL, 32200	0.64	Date of birth unreadable Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-108283	ENR	Ashley Warren	—	UHC-81081-61	2014962915	8015 Willow Ct, Austin, TX, 78773	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
TPA-61113	TPA	Mary Smith	—	—	5692656792	1344 Apache Blvd, Austin, TX, 78704	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-142279	ENR	Patricia U Edwards	—	UHC-98173-36	9783003273	—	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
PRV-25786	PRV	Jose Yang	—	—	9695708235	3298 River Rd, Tucson, AZ, 85737	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122286	ENR	Janice Carpenter	—	UHC-15695-65	7867775858	2154 Hillcrest Rd, Jacksonville, FL, 32213	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-417502	CLM	Justin Reyes	—	—	—	4889 Spring St, Glendale, AZ, 85337	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more

2,274 rows, page 22 of 46Previous Next