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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126657	ENR	Frances W Hicks	—	UHC-42723-22	—	284 Mountain View Dr, Tampa, FL, 33673	0.66	Name re-cased Date of birth missing ZIP+4 trimmed Email lower-cased+1 more
TPA-59370	TPA	Theresa Foster	—	—	—	5835 Union St, Eden Prairie, MN, 55357	0.66	Date of birth missing Street suffix standardised Address re-cased City re-cased+1 more
ENR-108722	ENR	Patricia A Nichols	—	UHC-45310-42	3116196673	9725 Desert Sky Blvd, Eden Prairie, MN, 55397	0.66	Name re-cased Date of birth missing Phone reformatted Gender normalised+1 more
ENR-126406	ENR	Kayla I Cole	—	UHC-96523-84	6929889149	1075 Sunset Blvd, San Antonio, TX, 78248	0.66	Date of birth missing Phone reformatted State name converted to code Plan code upper-cased+1 more
CLM-424195	CLM	David Lynch	—	UHC-56000-70	—	—	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
ENR-108764	ENR	Gloria T Webb	—	UHC-30941-79	2582221799	3557 Church St, Tempe, AZ, 85267	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
ENR-133429	ENR	Nancy P Vega	—	UHC-73844-71	6715120415	3291 Mesa Dr, Glendale, AZ, 85321	0.66	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+1 more
ENR-118774	ENR	Christopher Schultz	—	UHC-54551-93	8682927404	7314 Bayshore Dr, Denver, CO, 80291	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103873	ENR	Natalie H Banks	—	UHC-06375-15	4805542343	4380 Pine Dr, Austin, TX	0.66	Name re-cased Date of birth missing Phone reformatted ZIP missing+1 more
ENR-127377	ENR	Jonathan L Vega	—	UHC-70582-68	5986930420	6552 Jefferson Ave, San Diego, CA, 92194	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124844	ENR	Luis Murphy	—	UHC-01298-90	2292797178	299 Sage Ct, Jacksonville, FL, 32278	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59769	TPA	Alice W Graham	—	—	6428106306	952 Hillcrest Rd, Las Vegas, NV, 89121	0.66	Date of birth missing Street suffix standardised Address re-cased City re-cased+1 more
ENR-110231	ENR	Sophia J Bowman	—	UHC-12484-24	7946108740	6351 Willow Ct, Phoenix, AZ, 85015	0.66	Date of birth missing Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-112620	ENR	Albert Kelly	—	UHC-05799-90	4144332651	5616 Canyon Rd, Dallas, TX, 75205	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128447	ENR	Adam Espinoza	—	UHC-31431-03	2726610944	344 Palm Dr, Charlotte, NC, 28268	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410663	CLM	Carolyn King	—	UHC-08940-62	—	2064 Park Pl, San Antonio, TX, 78271	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432522	CLM	Brandon Graham	—	UHC-05149-71	—	8834 Mesa Dr, San Antonio, TX, 78253	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25183	PRV	Daniel Mendez	—	—	9787564344	—	0.66	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-106673	ENR	Hannah L Andrews	—	UHC-23068-61	8975895438	8163 Bayshore Dr, Orlando, FL, 32869	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400245	CLM	Pamlea Gonzalez	—	UHC-32865-94	8298741320	2138 Highland Ave, San Diego, CA, 92148	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133263	ENR	Jonathan G Taylor	—	UHC-57547-66	9019815505	34 Market St, Tucson, AZ, 85764	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429348	CLM	Terry Wlsh	—	—	—	528 Willow Ct, San Diego, CA, 92173	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-126360	ENR	Jordan R Tucker	—	UHC-64628-99	3677260545	4143 Elm St, Jacksonville, FL, 32263	0.66	Date of birth missing Street suffix standardised Address re-cased City re-cased+1 more
ENR-138752	ENR	Betty B Murray	—	UHC-79482-59	5942915107	6683 Market St, Columbus, OH, 43273	0.66	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-105121	ENR	Hannah Fuller	—	UHC-13349-69	3609389306	3788 Apache Blvd, Tampa, FL, 33679	0.66	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+1 more
ENR-107941	ENR	Victoria E Moreno	—	UHC-39035-15	9736192774	1164 Meadow Ln, Nashville, TN, 37263	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-111376	ENR	Helen Padilla	—	UHC-77953-98	4198398627	5997 Bayshore Dr, Tempe, AZ, 85285	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-130050	ENR	Maria Lane	—	UHC-74882-55	6837669912	6254 Forest Ave, Jacksonville, FL, 32295	0.66	Name re-cased Date of birth missing Phone reformatted Gender normalised+1 more
TPA-56921	TPA	Randy Griffin	—	—	—	3473 Pine Dr, Seattle, WA, 98129	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-420960	CLM	Billy Freeman	—	—	8858555367	765 Highland Ave, Plano, TX	0.66	Date of birth missing Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-101560	ENR	Ana G Knight	—	UHC-00824-54	3278013666	3846 Market St, Seattle, WA, 98169	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115529	ENR	Gary V Espinoza	—	UHC-84150-57	9606425868	7730 Lincoln Way, Gilbert, AZ, 85265	0.66	Date of birth missing Phone reformatted State code upper-cased Gender normalised+1 more
ENR-125195	ENR	Jon U Le	—	UHC-34946-14	8089783259	4386 Market St, Denver, CO, 80254	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126168	ENR	Juan I Rogers	—	UHC-81488-38	9327283550	2839 Main St, Los Angeles, CA, 90050	0.66	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+1 more
TPA-57775	TPA	Mark Ford	—	—	—	2379 Lake View Rd, Eden Prairie, MN, 55352	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-103279	ENR	James J Rios	—	UHC-97343-03	2397326867	4070 Willow Ct, Phoenix, AZ, 85043	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419418	CLM	Pat Padilla	—	—	—	4600 Ridge Rd, Tampa, FL, 33631	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
TPA-54268	TPA	Priya Roberts	—	—	5755388631	7499 Market St, Las Vegas, NV, 89101	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106242	ENR	Sofia Fernandez	—	UHC-82111-99	9765276749	2511 Grand Ave, Plano, TX, 75046	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405305	CLM	Sophia Schultz	—	UHC-23034-25	—	2062 Jefferson Ave, Phoenix, AZ, 85019	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-134898	ENR	Victoria D Richards	—	UHC-93067-18	8257123118	2180 Central Ave, Plano, TX, 75048	0.66	Name re-cased Date of birth missing Phone reformatted ZIP+4 trimmed+1 more
PRV-23039	PRV	Gary Simpson	—	UHC-25382-23	—	963 Meadow Ln, Nashville, TN, 37238	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23040	PRV	Gary Simpson	—	UHC-25382-23	—	963 Meadow Ln, Nashville, TN, 37238	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20131	PRV	Cheryl Fernandez	—	UHC-81604-35	9667477100	5415 Lake View Rd, San Diego, CA, 92152	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54312	TPA	Bruce Alvraez	—	—	—	8112 Main St, Dallas, TX, 75291	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421151	CLM	Scott Rogers	—	—	—	1722 Canyon Rd, Fresno, CA, 93769	0.66	Date of birth missing Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-113678	ENR	Susan Young	—	UHC-38795-15	6983284700	8550 Valley View Dr, Columbus, OH, 43295	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55784	TPA	Marcus Chavez	—	—	—	5658 Valley View Dr, Nashville, TN, 37298	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
ENR-112109	ENR	Kelly Bailey	—	UHC-23343-92	3096353055	4951 River Rd, Las Vegas, NV, 89188	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+1 more
CLM-411327	CLM	Melissa U Woong	—	UHC-05164-20	—	4112 Park Pl, Las Vegas, NV, 89145	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more

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