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

Enrollment, 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-103932	ENR	Helen Watson	—	UHC-33900-83	5723727918	1344 Lake View Rd, Scottsdale, AZ, 85218	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-141282	ENR	Stephen A Lee	—	UHC-61986-10	6817270581	2563 Grand Ave, Atlanta, GA, 30306	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-134283	ENR	Gloria Salazar	—	UHC-26663-56	4742442329	944 Forest Ave, Orlando, FL, 32805	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112999	ENR	Andrea G Sanchez	—	UHC-83436-90	4354443128	4587 Lake View Rd, Houston, TX, 77087	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-106729	ENR	Kimberly Harvey	—	UHC-92279-14	8504993068	8206 Cedar Ln, Fresno, CA, 93766	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123137	ENR	Mei L James	—	UHC-58231-15	2762007389	911 Oak St Apt 1, Orlando, FL, 32883	0.64	Date of birth missing Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-123755	ENR	Denise D Padilla	—	UHC-91088-69	9065685160	3946 Union St, San Antonio, TX, 78296	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-114575	ENR	Gary Ford	—	UHC-22231-75	—	6247 Grand Ave, Miami, FL, 33122	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
ENR-135432	ENR	Kimberly D Vargas	—	UHC-25104-42	9419986597	5780 Sage Ct, Tampa, FL, 33695	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113270	ENR	Janet B Bailey	—	UHC-68660-89	7978285678	4559 Bayshore Dr, Orlando, FL, 32861	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-137372	ENR	Sue Jimenez	—	UHC-77826-79	—	4500 Meadow Ln, Charlotte, NC, 28215	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-141882	ENR	Benjamin I Taylor	—	UHC-57790-84	6475953149	1330 Forest Ave, Tampa, FL, 33652	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119064	ENR	Joan I Torres	—	UHC-36583-04	5434484675	7239 Ridge Rd, Orlando, FL, 32894	0.66	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-139132	ENR	Joyce W Scott	—	UHC-87147-54	4197247468	256 Mountain View Dr, Houston, TX, 77090	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124521	ENR	Natalie O Hoffman	—	UHC-91848-90	8585642442	4436 Highland Ave, Mesa, AZ, 85217	0.66	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+1 more
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
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
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
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
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
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
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
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
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
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
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
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
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
ENR-105385	ENR	Marcus V Espinoza	—	UHC-91355-40	5416345250	9019 Washington St, Scottsdale, AZ, 85288	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-143041	ENR	Barb H Weber	—	UHC-47935-63	4698026237	9537 Market St, Seattle, WA, 98140	0.66	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+1 more
ENR-135926	ENR	Nicholas B Park	—	UHC-31302-45	4787258907	6548 Jefferson Ave, Los Angeles, CA, 90047	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
ENR-136048	ENR	Logan Ortiz	—	UHC-98629-39	7818450255	2251 Grand Ave, Las Vegas, NV, 89141	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
ENR-100751	ENR	Jdy Y Ellis	—	UHC-47073-62	2819730834	3931 Main St, Seattle, WA, 98194	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-137081	ENR	Thomas Laura	—	UHC-63477-40	8104804448	2534 Central Ave, Columbus, OH	0.66	Name re-cased Date of birth missing Phone reformatted ZIP missing+1 more

449 rows, page 6 of 9Previous Next