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
PRV-24118	PRV	Dennis Contreras	—	—	—	1344 Mountain View Dr, Orlando, FL, 32830	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-400627	CLM	Jesse Price	—	UHC-05475-09	—	5432 Highland Ave, Mesa, AZ	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-140639	ENR	Billy C Jackson	—	UHC-87710-73	4895489420	5240 Sunset Blvd Apt 15, Dallas, TX, 75252	0.36	Name split from “Last, First”Date of birth missing Phone reformatted Unit split from street+4 more
ENR-103499	ENR	Emily Holmes	—	UHC-18501-42	—	1945 Spring St, Eden Prairie, MN, 55329	0.38	Name split from “Last, First”Date of birth missing SSN last four extracted Street suffix standardised+3 more
TPA-61904	TPA	Katherine Butler	—	—	7905444668	7504 Desert Sky Blvd, Houston, TX	0.38	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-60889	TPA	Kayla Willis	—	—	—	6807 Highland Ave # 992, Scottsdale, AZ	0.38	Date of birth missing Unit split from street Street suffix standardised Address re-cased+3 more
CLM-424237	CLM	Becky Myers	—	—	—	2515 Palm Dr, Tucson, AZ	0.38	Date of birth missing Street suffix standardised Address re-cased ZIP missing+3 more
ENR-106203	ENR	Charles F Rice	—	UHC-28560-68	8182184863	7601 Spring St, Tampa, FL, 33662	0.38	Date of birth missing Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-106204	ENR	Charles F Rice	—	UHC-28560-68	8182184863	7601 Spring St, Tampa, FL, 33662	0.38	Date of birth missing Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-422865	CLM	Sharon Q Reyes	—	UHC-18188-08	—	8929 Forest Ave # 477, San Antonio, TX, 78231	0.38	Name re-cased Date of birth missing SSN last four extracted Unit split from street+3 more
CLM-406858	CLM	Becky Yang	—	—	—	8845 Harbor Blvd Apt 8, Los Angeles, CA	0.38	Date of birth missing Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413769	CLM	Beth Contreras	—	UHC-92452-26	—	5635 Sunset Blvd, Fresno, CA, 93719	0.38	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-428210	CLM	Beverrly Gonzalez	—	—	—	6102 Camelback Rd # 289, Seattle, WA, 98122	0.38	Name split from “Last, First”Date of birth missing Unit split from street Street suffix standardised+3 more
PRV-26434	PRV	Carl F Santos	—	—	3092747997	967 Valley View Dr, Tempe, AZ, 85227	0.38	Date of birth missing Street suffix standardised Address re-cased State name converted to code+3 more
ENR-116330	ENR	Judy K Jimenez	—	UHC-73726-15	3739974886	2760 Mesa Dr, Gilbert, AZ, 85297	0.38	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106238	ENR	Dan Butler	—	UHC-11269-20	4737956765	5515 Maple Ave, Las Vegas, NV	0.38	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
TPA-63461	TPA	Santiago Hansen	—	—	—	8566 Central Ave, San Antonio, TX, 78296	0.38	Name re-cased Date of birth missing State name converted to code ZIP+4 trimmed+3 more
PRV-24293	PRV	Mason Ellis	—	UHC-64618-74	—	5237 Indian School Rd, Glendale, AZ, 85388	0.38	Date of birth missing Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-132763	ENR	Teresa Vega	—	UHC-01593-36	6526889631	6622 Spring St, Gilbert, AZ, 85252	0.38	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-128338	ENR	Gloria Bowman	—	UHC-41813-21	7744669248	9766 Grand Ave Apt 37, Los Angeles, CA	0.38	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-141542	ENR	Sofia HJunk	—	UHC-21371-17	4706346089	6149 Cedar Ln, Eden Prairie, MN, 55365	0.38	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59194	TPA	Janice Sandoval	—	UHC-66768-58	—	8538 Highland Ave # 767, Orlando, FL, 32852	0.38	Date of birth missing Unit split from street Street suffix standardised Address re-cased+3 more
ENR-105580	ENR	Joan Robertson	—	UHC-80182-89	—	8274 Jefferson Ave, Los Angeles, CA, 90023	0.38	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+3 more
ENR-107939	ENR	Dorothy X Hanson	—	UHC-22734-24	7614392927	7142 Sage Ct, Eden Prairie, MN, 55313	0.38	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-410177	CLM	Henry McDonald	—	—	7007795185	2866 Grand Ave, Orlando, FL	0.38	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-409296	CLM	Stephanie B Hamilton	—	UHC-40363-22	—	6214 Baseline Rd, Columbus, OH, 43244	0.38	Name split from “Last, First”Date of birth missing Member ID reformatted SSN last four extracted+3 more
ENR-121664	ENR	George Valdez	—	UHC-03628-68	5074006772	7536 Pine Dr, Glendale, AZ, 85328	0.38	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-141656	ENR	Megan Wells	—	UHC-42115-34	4203850093	1527 Canyon Rd, Tucson, AZ, 85700	0.38	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-409136	CLM	Mariana Williamson	—	UHC-03230-89	—	1598 Desert Sky Blvd # 365, Phoenix, AZ, 85048	0.38	Name split from “Last, First”Date of birth missing Unit split from street City re-cased+3 more
ENR-140528	ENR	Arthur T Reid	—	UHC-82158-14	4499742444	4854 Church St, Miami, FL, 33163	0.38	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58755	TPA	Kelly Vasquez	—	—	8368268136	2110 Church St Apt 30, Mesa, AZ, 85274	0.38	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-400130	CLM	Margaret Reyes	—	UHC-72818-46	—	2556 Lake View Rd, Tampa, FL	0.38	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-120588	ENR	Diana P Ruiz	—	UHC-17013-52	4843639569	6684 Indian School Rd, Tucson, AZ, 85771	0.38	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
TPA-54888	TPA	Kenneth Fuller	—	—	—	7076 Lake View Rd, Seattle, WA, 98176	0.38	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-115675	ENR	Scott Z Reyes	—	UHC-64259-98	9633512771	6572 Forest Ave, Houston, TX, 77011	0.38	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-136909	ENR	Joseph Jimenez	—	UHC-63252-08	3127609582	9058 Camelback Rd, Tempe, AZ, 85244	0.40	Name split from “Last, First”Date of birth missing SSN last four extracted Street suffix standardised+2 more
PRV-25364	PRV	Eric Hayes	—	—	—	4894 Spring St # 773, Jacksonville, FL, 32264	0.40	Date of birth missing Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113106	ENR	Thomas Jensen	—	UHC-32487-12	4339903320	2508 Maple Ave Apt 6, Mesa, AZ, 85243	0.40	Name re-cased Date of birth missing Unit split from street ZIP+4 trimmed+2 more
CLM-405376	CLM	Jeffrey B Valdez	—	—	—	8667 Baseline Rd, Nashville, TN, 37240	0.40	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-123543	ENR	Rebecca Z Park	—	UHC-38162-90	—	3900 Valley View Dr, San Diego, CA, 92109	0.40	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+2 more
ENR-114293	ENR	Diane O Hughes	—	UHC-66969-71	6473117745	8869 Spring St, Atlanta, GA, 30304	0.40	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-110037	ENR	Michael P Jordan	—	UHC-00509-33	9076453116	7237 Palm Dr, Los Angeles, CA	0.40	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
ENR-114003	ENR	Carlos Thompson	—	UHC-17306-34	9513534287	7115 Apache Blvd # 644, Tampa, FL, 33652	0.40	Date of birth missing Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401773	CLM	Tyler M Taylor	—	UHC-19451-27	—	9668 Hillcrest Rd, Charlotte, NC, 28271	0.40	Date of birth missing Member ID reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-108116	ENR	Christina I Montgomery	—	UHC-84985-51	9184360558	3375 Central Ave, Gilbert, AZ, 85256	0.40	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-430596	CLM	Stephanie O Rojas	—	UHC-23206-48	5809342163	3938 Main St, Jacksonville, FL, 32217	0.40	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+2 more
CLM-421267	CLM	Christian Hayes	—	UHC-86167-37	—	957 Camelback Rd # 858, Tempe, AZ	0.40	Date of birth missing Unit split from street City re-cased ZIP missing+2 more
TPA-57546	TPA	Stephen Martinez	—	—	—	6738 Indian School Rd, Tampa, FL, 33665	0.40	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-410025	CLM	Andrea Morris	—	UHC-84486-67	—	3845 Maple Ave, Denver, CO, 80280	0.40	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-112809	ENR	Jennifer Carr	—	UHC-51101-28	4305755720	1164 Forest Ave, Las Vegas, NV, 89148	0.40	Date of birth missing Street suffix standardised Address re-cased State name converted to code+2 more

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