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
TPA-59117	TPA	Christina Nichols	—	—	—	749 Forest Ave, Fresno, CA, 93749	0.50	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-423982	CLM	Jerry Dominguez	—	UHC-34607-27	9319780105	8695 Indian School Rd, Austin, TX, 78784	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112218	ENR	Stephanie Nelson	—	UHC-79058-71	—	3566 Canyon Rd, Las Vegas, NV, 89191	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Phone missing area code+3 more
ENR-100753	ENR	Frances R Wilson	—	UHC-38544-97	3555813364	9472 Willow Ct, Mesa, AZ	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59905	TPA	Pamela Tran	—	UHC-02051-22	—	4889 Spring St, Sacramento, CA	0.50	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-140898	ENR	Raymond C Lee	—	UHC-27065-55	3746831024	2487 River Rd, Las Vegas, NV, 89171	0.50	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
ENR-140899	ENR	Raymond C Lee	—	UHC-27065-55	3746831024	2487 River Rd, Las Vegas, NV, 89171	0.50	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
CLM-421416	CLM	Rebecca Mason	—	—	—	5546 Broadway, Glendale, AZ, 85393	0.50	Name re-cased Date of birth unreadable Phone missing area code Address re-cased+3 more
ENR-103503	ENR	Wayne Lawrence	—	UHC-78593-05	4959315140	6617 Hillcrest Rd, Chandler, AZ, 85228	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130333	ENR	Megan Delgado	—	UHC-77498-46	3783864819	8796 Bayshore Dr, San Diego, CA	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422844	CLM	Ana N Gilbert	—	—	—	5440 Valley View Dr, Austin, TX, 78725	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-54454	TPA	Beverly P Austin	—	—	—	9889 Apache Blvd, Scottsdale, AZ, 85214	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-115937	ENR	Kevin Q Burke	—	UHC-90271-70	7363741120	7399 Church St, Denver, CO, 80246	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-113260	ENR	Carolyn Moore	—	UHC-65072-52	2204956098	8841 Jefferson Ave, Nashville, TN, 37223	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-405449	CLM	Drew Brdaley	—	UHC-76594-50	—	3975 Sunset Blvd, Fresno, CA, 93792	0.50	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-400628	CLM	Alexander Thompson	—	UHC-81966-47	—	8452 Central Ave, Eden Prairie, MN	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-139290	ENR	Daniels Jeremy	—	UHC-69692-81	3699227925	4069 Oak St, Denver, CO, 80219	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27414	PRV	Stephanie J Wagner	—	UHC-41796-51	—	7721 River Rd, Gilbert, AZ, 85205	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-408816	CLM	Vicoria Franklin	—	—	—	5345 Valley View Dr, Denver, CO	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-124663	ENR	Ronald Long	—	UHC-17595-06	—	3301 Oak St, Charlotte, NC, 28270	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-112923	ENR	Kimberly H Hernandez	—	UHC-45537-91	7288066834	1697 Desert Sky Blvd Apt 3, Chandler, AZ, 85254	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Unit split from street+3 more
CLM-405638	CLM	Brandon Snyder	—	UHC-55662-93	—	8063 Pine Dr, Nashville, TN, 37248	0.50	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-110363	ENR	Christian I Gonzales	—	UHC-04668-80	5396447971	2643 Maple Ave, Orlando, FL, 32879	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-414181	CLM	Mason Russell	—	—	9512185992	3902 Apache Blvd, Miami, FL, 33146	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-416758	CLM	Walter Black	—	UHC-18775-66	—	5693 Palm Dr, Glendale, AZ, 85336	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-128484	ENR	Shirley Lee	—	UHC-25265-26	9135818916	9437 Camelback Rd, Columbus, OH, 43205	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-127586	ENR	Michael Rodriguez	—	UHC-88992-51	2732605812	9899 Indian School Rd, Columbus, OH, 43247	0.50	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+3 more
PRV-22644	PRV	Helen K Freeman	—	UHC-18574-51	—	712 Main St, San Antonio, TX	0.50	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-113356	ENR	Isabella Le	—	UHC-22656-20	—	7791 Desert Sky Blvd, Orlando, FL, 32846	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-135513	ENR	Mariana Williamson	—	UHC-04332-28	—	8477 River Rd Apt 35, Gilbert, AZ, 85258	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
CLM-432418	CLM	Mateo Morneo	—	UHC-15058-84	5123038263	1447 Ridge Rd # 976, Tempe, AZ, 85299	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-100433	ENR	Emma Tucker	—	UHC-98732-60	9494655323	2705 Valley View Dr, San Antonio, TX, 78229	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57812	TPA	Eric Nunez	—	UHC-54081-90	—	4557 Indian School Rd, Charlotte, NC, 28254	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-135193	ENR	Ana T Carroll	—	UHC-84457-19	6575624763	9223 Ridge Rd # 982, San Diego, CA	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-108009	ENR	Amber M Valdez	—	UHC-35139-26	7809788208	7773 Highland Ave, Miami, FL, 33103	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-106434	ENR	Kyle Curz	—	UHC-67404-33	7427326030	4360 Broadway, Glendale, AZ, 85354	0.50	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
TPA-57486	TPA	Joe Q Powell	—	—	—	5587 Harbor Blvd, Tampa, FL	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-102159	ENR	Olivia F Carter	—	UHC-78576-01	6749328978	7159 Desert Sky Blvd, San Antonio, TX, 78229	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419681	CLM	Olivia Z Arnold	—	UHC-48489-95	—	824 Forest Ave, Plano, TX, 75049	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
CLM-400128	CLM	William Den	—	UHC-57472-02	2206901779	8983 Spring St, Austin, TX	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-423939	CLM	Gerald Foster	—	—	—	8689 Jefferson Ave # 482, Tucson, AZ, 85762	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
CLM-404324	CLM	James S Watson	—	UHC-27018-46	—	—	0.50	Middle initial moved out of first name Name re-cased Date of birth unreadable Email lower-cased+3 more
CLM-432596	CLM	Emily B Hamilton	—	—	7927784735	1869 Apache Blvd, San Antonio, TX, 78278	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-136842	ENR	Deborah Fox	—	UHC-40257-90	—	3808 Highland Ave, Houston, TX, 77059	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-141316	ENR	Pamela Young	—	UHC-52866-41	9883237413	3553 River Rd Apt 38, Columbus, OH, 43280	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-117553	ENR	Mateo N Bowman	—	UHC-22409-06	2692096715	4933 Bayshore Dr, Glendale, AZ, 85359	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-23303	PRV	Ana Carlson	—	—	3202801604	6642 Church St, Columbus, OH, 43287	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-429116	CLM	Brian Dixon	—	UHC-02163-23	—	8209 Maple Ave, Gilbert, AZ	0.50	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
ENR-138795	ENR	Jonathan Bryant	—	UHC-15588-86	2879156837	8590 Apache Blvd, San Antonio, TX	0.50	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+3 more
TPA-63172	TPA	Jesse D Lewsi	—	—	7804542217	2263 Oak St, Gilbert, AZ, 85233	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more

2,274 rows, page 9 of 46Previous Next