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
ENR-136545	ENR	Samantha C Cruz	—	UHC-37990-57	—	4590 Bayshore Dr, Columbus, OH, 43250	0.38	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-109321	ENR	Alice N Spencer	—	UHC-71190-27	—	4684 Mountain View Dr # 932, Houston, TX, 77017	0.38	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
ENR-109322	ENR	Alice N Spencer	—	UHC-71190-27	—	4684 Mountain View Dr # 932, Houston, TX, 77017	0.38	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
ENR-120825	ENR	Gerald Hunter	—	UHC-11413-03	4457338803	5105 Sunset Blvd, Columbus, OH	0.38	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429767	CLM	Eric A Burke	—	—	—	5360 Valley View Dr # 904, San Diego, CA, 92194	0.38	Name re-cased Date of birth reformatted Date of birth unreadable Unit split from street+3 more
TPA-53079	TPA	David Henry	—	—	4593083073	4431 Harbor Blvd, Charlotte, NC	0.38	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-60865	TPA	Jose Ford	—	—	—	7094 Jefferson Ave, Mesa, AZ, 85212	0.38	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+3 more
CLM-410426	CLM	Emma E Garza	—	UHC-80361-35	—	9103 Jefferson Ave, Seattle, WA, 98141	0.38	Name split from “Last, First”Date of birth reformatted Date of birth unreadable City re-cased+3 more
ENR-117703	ENR	Linda W Ortega	—	UHC-22191-27	5424309981	8401 Sunset Blvd, Dallas, TX, 75243	0.38	Name split from “Last, First”Middle initial moved out of first name Date of birth unreadable Phone reformatted+3 more
ENR-123932	ENR	Luis Hudson	—	UHC-27450-54	3475491164	3881 Pine Dr, Chandler, AZ, 85241	0.40	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105424	ENR	Elijah F Reyes	—	UHC-97983-29	2064907061	9605 Valley View Dr, Fresno, CA	0.40	Name split from “Last, First”Date of birth unreadable Phone reformatted ZIP missing+2 more
ENR-125064	ENR	Virginia B Hamilton	—	UHC-42593-67	6402866978	4719 Ocean Ave, Gilbert, AZ, 85209	0.40	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411251	CLM	Heather B Webb	—	—	—	4296 Harbor Blvd, Dallas, TX, 75252	0.40	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-101662	ENR	Frank P Nunez	—	UHC-16151-75	—	8405 Maple Ave Apt 12, Tampa, FL, 33658	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123885	ENR	Gabriiel Gray	—	UHC-32540-86	—	1051 Indian School Rd Apt 27, Minneapolis, MN, 55429	0.40	Name split from “Last, First”Date of birth unreadable Unit split from street Street suffix standardised+2 more
ENR-123962	ENR	Stephen N Brown	—	UHC-37752-51	—	2974 Baseline Rd, Austin, TX, 78743	0.40	Name split from “Last, First”Date of birth unreadable Phone missing area code Street suffix standardised+2 more
CLM-421084	CLM	Rebecca Carlson	—	—	—	3457 Bayshore Dr, Chandler, AZ, 85242	0.40	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-419530	CLM	Ashley B Munoz	—	—	5102809704	776 Apache Blvd # 350, Nashville, TN, 37282	0.40	Name split from “Last, First”Date of birth unreadable Unit split from street Street suffix standardised+2 more
CLM-410656	CLM	Amanda Foster	—	—	—	395 Washington St # 772, San Diego, CA, 92199	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432613	CLM	Samantha Martiin	—	—	8277122983	9290 Canyon Rd Apt 28, San Antonio, TX, 78217	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126345	ENR	Chris Castro	—	UHC-49384-67	2503808591	5106 Ridge Rd, Tucson, AZ, 85732	0.40	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-118363	ENR	Bruce N Bradley	—	UHC-17909-89	—	9096 Washington St, Glendale, AZ, 85382	0.40	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411946	CLM	Elijah Wood	—	UHC-50101-19	—	2755 Sage Ct, Glendale, AZ	0.40	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
ENR-110408	ENR	Alexis B Burton	—	UHC-80754-22	—	6768 Oak St # 694, Dallas, TX, 75278	0.40	Date of birth unreadable SSN last four extracted Unit split from street Street suffix standardised+2 more
CLM-411263	CLM	Adam Bailey	—	—	—	8267 Sage Ct, Fresno, CA, 93726	0.40	Date of birth unreadable SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-127527	ENR	Russell G Bell	—	UHC-91116-58	2987968758	2688 Jefferson Ave, Atlanta, GA, 30380	0.40	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427980	CLM	Abigail Rios	—	UHC-06532-92	—	5815 Bayshore Dr # 218, San Antonio, TX, 78296	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431126	CLM	Joshua Watson	—	UHC-57517-29	—	5300 Lake View Rd, Atlanta, GA, 30366	0.40	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-57664	TPA	Charlotte Austin	—	—	—	4548 Spring St # 115, Jacksonville, FL, 32269	0.40	Name split from “Last, First”Date of birth unreadable Unit split from street City re-cased+2 more
PRV-27749	PRV	Aaron Davis	—	UHC-45592-84	7727838164	1381 Highland Ave, San Antonio, TX	0.40	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-107659	ENR	Wallace Barbara	—	UHC-80497-35	—	3506 Willow Ct, Phoenix, AZ, 85081	0.40	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-424742	CLM	Mason Reynolds	—	UHC-47917-80	8472524049	4475 Indian School Rd, Charlotte, NC, 28276	0.40	Name split from “Last, First”Date of birth unreadable Phone reformatted SSN last four extracted+2 more
ENR-121284	ENR	Jose Moore	—	UHC-25875-07	5866408862	1197 Mountain View Dr # 832, Denver, CO, 80201	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430583	CLM	Ahmed H Sullivan	—	UHC-97738-74	—	8848 Desert Sky Blvd, Charlotte, NC, 28296	0.40	Middle initial moved out of first name Date of birth unreadable Phone missing area code Street suffix standardised+2 more
ENR-141725	ENR	Anna Griffin	—	UHC-16810-68	5948154286	9125 Oak St, Tampa, FL, 33607	0.40	Date of birth unreadable Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-430856	CLM	Karen Young	—	UHC-94385-95	—	2949 Hillcrest Rd Apt 1, San Diego, CA	0.40	Date of birth unreadable SSN last four extracted Unit split from street ZIP missing+2 more
TPA-61970	TPA	Arjun P Morrison	—	—	8665169842	2175 Camelback Rd Apt 32, Austin, TX, 78735	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103096	ENR	Diana A Hudson	—	UHC-99151-84	—	4568 Elm St, Tempe, AZ, 85281	0.40	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
ENR-112340	ENR	Matthew Alexander	—	UHC-01927-67	9689438789	8271 Mountain View Dr, Glendale, AZ, 85328	0.42	Date of birth unreadable Phone reformatted State name converted to code ZIP+4 trimmed+1 more
TPA-57573	TPA	Carlos I Berry	—	—	—	2017 Palm Dr, Mesa, AZ, 85295	0.42	Middle initial moved out of first name Date of birth unreadable State name converted to code Gender normalised+1 more
ENR-124366	ENR	Keith N Simpson	—	UHC-20710-22	7635683456	6732 Church St, Fresno, CA, 93776	0.44	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+6 more
PRV-21506	PRV	Willie Lucas	—	UHC-42851-65	4033989050	3884 Palm Dr, Jacksonville, FL, 32294	0.44	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+6 more
ENR-100688	ENR	Martha B Parker	—	UHC-19603-97	6026444202	9366 Maple Ave Apt 24, Eden Prairie, MN, 55321	0.44	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+6 more
CLM-426990	CLM	Martah P Jenkins	—	UHC-38108-73	2944769082	8650 Apache Blvd Apt 4, Sacramento, CA, 95821	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-109316	ENR	Jackie Gray	—	UHC-83000-12	3257914314	5307 Baseline Rd, Denver, CO, 80263	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
PRV-27711	PRV	Kelly Carlson	—	—	5609476747	4379 Palm Dr Apt 19, Jacksonville, FL, 32281	0.46	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+5 more
CLM-410539	CLM	Janet Wood	—	UHC-90445-01	4788274782	230 Ocean Ave, Phoenix, AZ, 85070	0.46	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-134682	ENR	Evelyn P Palmer	—	UHC-50583-39	6092390924	8011 Church St, Tucson, AZ, 85758	0.46	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-109958	ENR	Judith O Boyd	—	UHC-46308-61	—	9713 Desert Sky Blvd, Charlotte, NC, 28258	0.46	Name re-cased Date of birth unreadable Phone missing area code Member ID reformatted+5 more
TPA-62743	TPA	Daniel Marshall	—	—	8664121691	6761 Hillcrest Rd, Nashville, TN, 37286	0.46	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+5 more

2,274 rows, page 4 of 46Previous Next