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

Third-party administrator, 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
TPA-56171	TPA	Rachel W Marquez	—	—	—	4606 Valley View Dr, Miami, FL, 33185	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-57611	TPA	Sophia Larson	—	—	—	6801 Washington St, Tempe, AZ, 85263	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-61548	TPA	Russell M Schultz	—	—	5392815153	1372 Forest Ave, Plano, TX	0.64	Date of birth missing Phone reformatted ZIP missing Email lower-cased+2 more
TPA-53336	TPA	Diana Oliver	—	—	—	7663 Maple Ave, Columbus, OH, 43222	0.64	Date of birth missing Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-57224	TPA	Jonathan Mason	—	—	—	8561 Mesa Dr, Minneapolis, MN, 55467	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-56771	TPA	Daniel Myers	—	—	3248792863	2242 Camelback Rd, Gilbert, AZ, 85258	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
TPA-54216	TPA	Danielle Torrees	—	UHC-36695-30	8558324572	—	0.64	Date of birth missing Phone reformatted Gender normalised Plan code upper-cased+2 more
TPA-62159	TPA	Elizabeth Taylor	—	—	—	9091 Forest Ave, Gilbert, AZ, 85237	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-62759	TPA	Diane George	—	—	—	6546 Spring St, Houston, TX, 77077	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
TPA-56845	TPA	Lgoan Lawson	—	UHC-11101-95	2836807393	9216 Mesa Dr, Atlanta, GA, 30313	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-64115	TPA	Kevin Mitchell	—	—	3749794017	661 Valley View Dr, Dallas, TX, 75223	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
TPA-61600	TPA	Ruth Dixon	—	—	—	4358 Park Pl, Glendale, AZ, 85349	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
TPA-58350	TPA	Willie Perez	—	—	—	5735 Park Pl, Sacramento, CA, 95810	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
TPA-57791	TPA	Willie Reynolds	—	—	2803612670	5688 Ridge Rd, Charlotte, NC, 28293	0.66	Name re-cased Date of birth missing State name converted to code Whitespace trimmed+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
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
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
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
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
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
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
TPA-53419	TPA	Brian Wang	—	—	—	2019 Valley View Dr, Eden Prairie, MN, 55356	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57346	TPA	Matthew Munoz	—	—	8454127928	9083 Main St, Las Vegas, NV, 89138	0.66	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50408	TPA	Catherine Anderson	—	—	9527434729	2226 Oak St, San Antonio, TX, 78272	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55003	TPA	Shirley Harrison	—	—	—	1543 Sunset Blvd, Fresno, CA, 93743	0.66	Name re-cased Date of birth missing City re-cased State name converted to code+1 more
TPA-52139	TPA	Anna Z Long	—	—	—	9582 Jefferson Ave, Orlando, FL, 32833	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60096	TPA	Anna Vega	—	—	—	7331 Forest Ave, Nashville, TN, 37231	0.66	Date of birth missing Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57457	TPA	Camila Daniels	—	—	—	2438 Sage Ct, Phoenix, AZ, 85053	0.68	Date of birth missing Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54008	TPA	Steven Johnson	—	—	—	5694 Union St, Chandler, AZ, 85244	0.68	Date of birth missing ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-62764	TPA	Jack Espinoza	—	UHC-29115-37	—	8268 Meadow Ln, Las Vegas, NV, 89109	0.68	Date of birth missing State name converted to code Whitespace trimmed Placeholder values cleared
TPA-58825	TPA	Priya McDonald	—	—	6966363485	5136 Apache Blvd, Tempe, AZ, 85277	0.68	Date of birth missing Phone reformatted Gender normalised Placeholder values cleared
TPA-53565	TPA	Judith Peters	—	—	—	—	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
TPA-54151	TPA	Jacob R Aguilar	—	UHC-45993-82	3825439235	8043 Palm Dr, Tampa, FL, 33622	0.68	Name split from “Last, First”Date of birth missing Phone reformatted Placeholder values cleared
TPA-53980	TPA	Wei Nelson	—	—	—	5374 Mesa Dr, Tampa, FL, 33629	0.68	Date of birth missing City re-cased ZIP+4 trimmed Placeholder values cleared
TPA-54623	TPA	Mei Little	—	—	3266580463	8602 Central Ave, Eden Prairie, MN, 55310	0.68	Date of birth missing State name converted to code Whitespace trimmed Placeholder values cleared
TPA-54751	TPA	Dylan Larson	—	—	—	—	0.68	Name re-cased Date of birth missing Gender normalised Placeholder values cleared
TPA-59143	TPA	Emily Jones	—	—	—	9687 Valley View Dr, Orlando, FL, 32808	0.68	Date of birth missing City re-cased State name converted to code Placeholder values cleared
TPA-59535	TPA	Jeffrey Bradley	—	—	—	3300 Cedar Ln, Eden Prairie, MN, 55321	0.68	Date of birth missing Street suffix standardised Address re-cased Placeholder values cleared
TPA-53133	TPA	Nicholas Gibson	—	—	—	6030 Camelback Rd, Minneapolis, MN, 55489	0.68	Date of birth missing Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52657	TPA	Zachary Romero	—	—	9163739317	—	0.70	Name split from “Last, First”Date of birth missing Placeholder values cleared
TPA-63650	TPA	Richard E Roebrtson	—	—	—	—	0.70	Date of birth missing Gender normalised Placeholder values cleared
TPA-51149	TPA	Alan Jacbs	—	—	3645787610	—	0.80	Name re-cased Date of birth missing Phone reformatted Placeholder values cleared
TPA-55393	TPA	Doris Mills	—	—	8485147047	—	0.80	Name re-cased Date of birth missing Phone reformatted Placeholder values cleared
TPA-54496	TPA	Martha Price	—	—	8369054353	—	0.80	Date of birth missing Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-55046	TPA	Terry Arnold	—	—	—	—	0.80	Name re-cased Date of birth missing Whitespace trimmed Placeholder values cleared
TPA-61626	TPA	Abigail Price	—	UHC-79699-27	—	2730 Desert Sky Blvd, Tempe, AZ, 85245	0.80	Date of birth missing City re-cased Whitespace trimmed Placeholder values cleared
TPA-61983	TPA	Fatima Y Fisher	—	—	5763013331	8668 Oak St, San Diego, CA, 92121	0.80	Name re-cased Date of birth missing Whitespace trimmed Placeholder values cleared
TPA-57956	TPA	Linda Lucas	—	UHC-20791-83	4002711136	6009 Bayshore Dr, Eden Prairie, MN, 55326	0.80	Date of birth missing Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-60204	TPA	Grace Montgomery	—	UHC-74716-17	5928770083	592 Mountain View Dr, Fresno, CA, 93779	0.80	Name re-cased Date of birth missing Whitespace trimmed Placeholder values cleared
TPA-60350	TPA	Evelyn Hill	—	—	5399879574	3867 Desert Sky Blvd, San Antonio, TX, 78265	0.80	Date of birth missing Phone reformatted Whitespace trimmed Placeholder values cleared

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