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-125805	ENR	Paul Montgomery	—	UHC-33633-18	9275616628	9334 Oak St, Phoenix, AZ, 85024	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-406639	CLM	Harold N Vega	—	UHC-62854-39	—	9470 Highland Ave, Orlando, FL, 32842	0.50	Name re-cased Date of birth unreadable City re-cased State name converted to code+3 more
PRV-28630	PRV	Austin Rogers	—	—	6477430493	7743 Sage Ct, San Antonio, TX, 78273	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-409165	CLM	Juan Murphy	—	—	6846278951	147 Canyon Rd, Tampa, FL, 33668	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135962	ENR	Henry V Obrien	—	UHC-71537-80	2409165120	1614 Camelback Rd # 839, Atlanta, GA, 30372	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-104202	ENR	Ruth M Hill	—	UHC-49852-18	3805349906	557 Jefferson Ave, Plano, TX, 75028	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21706	PRV	Paul Patel	—	UHC-58061-85	2649138217	3976 Park Pl, Tampa, FL, 33646	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112679	ENR	Virginia T Rice	—	UHC-60262-09	5794576783	6678 Lincoln Way, Fresno, CA, 93726	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-410325	CLM	Keith Torres	—	UHC-89886-91	—	8102 Main St, Houston, TX, 77018	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-127876	ENR	Amber G Moreno	—	UHC-25618-80	3094850791	4874 Camelback Rd, Atlanta, GA, 30317	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-429983	CLM	Julie Romero	—	—	—	5486 Central Ave, Nashville, TN, 37292	0.50	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-28368	PRV	Paul Y Ross	—	UHC-15295-38	—	3208 Lincoln Way, Plano, TX, 75029	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-118987	ENR	Mei B Bradley	—	UHC-98883-33	9696536131	3322 Palm Dr, Denver, CO	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24788	PRV	Karen Cook	—	UHC-61680-99	6046958693	7461 Mountain View Dr, Fresno, CA	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-61175	TPA	Glooria King	—	UHC-54429-89	—	932 Ocean Ave Apt 5, Denver, CO, 80271	0.50	Date of birth reformatted Date of birth unreadable Unit split from street Street suffix standardised+3 more
TPA-51486	TPA	Dylan Dominguez	—	—	—	3895 Palm Dr, Gilbert, AZ, 85279	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-106775	ENR	Lina R Elliott	—	UHC-90738-32	5577741928	6169 Lake View Rd, Atlanta, GA, 30323	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-409806	CLM	Helen Alexander	—	—	3625748619	7137 Cedar Ln, Nashville, TN, 37262	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-400896	CLM	Lori C Dixon	—	UHC-20645-16	—	2347 Sunset Blvd, Plano, TX	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-62157	TPA	Linda Smith	—	—	—	6026 Indian School Rd, Tampa, FL, 33609	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-123919	ENR	Diana H Black	—	UHC-32855-08	—	4681 Forest Ave, Phoenix, AZ, 85070	0.50	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
ENR-105859	ENR	Anna Z Reyes	—	UHC-62772-75	9174886248	273 Highland Ave, Austin, TX, 78775	0.50	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
CLM-428338	CLM	Elizabeth Dean	—	UHC-02330-44	—	2775 Harbor Blvd, Glendale, AZ, 85372	0.50	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
ENR-136006	ENR	Sharon Williamson	—	UHC-81879-83	5442846180	938 Camelback Rd, Eden Prairie, MN, 55304	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-413628	CLM	Keith Banks	—	—	4206415138	8804 Camelback Rd, Las Vegas, NV, 89171	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-58242	TPA	Carol Siingh	—	—	5752674334	5749 Canyon Rd, Las Vegas, NV, 89107	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-50381	TPA	Sandra Medina	—	—	3678336241	2837 Willow Ct, Las Vegas, NV, 89158	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-117379	ENR	Ryan K Edwards	—	UHC-00951-12	2522258706	7275 Harbor Blvd, Glendale, AZ, 85367	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424854	CLM	Thomas Butler	—	UHC-27322-96	2342784349	7572 Central Ave, Scottsdale, AZ, 85242	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-116893	ENR	Michael V Harrison	—	UHC-04868-24	9577426060	7551 Lake View Rd, Los Angeles, CA, 90095	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-421557	CLM	Donald Stewart	—	—	—	5415 Highland Ave, Minneapolis, MN, 55498	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-137843	ENR	Marilyn T Johnson	—	UHC-48489-42	5856164597	8315 Willow Ct, Denver, CO, 80294	0.52	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
ENR-119432	ENR	Willie McCoy	—	UHC-22083-44	8759847359	1428 Cedar Ln, Fresno, CA, 93781	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139404	ENR	Sara Little	—	UHC-35431-69	7267674899	6080 Mesa Dr, Atlanta, GA, 30327	0.52	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-135905	ENR	Maargaret Diaz	—	UHC-18648-63	6162096665	7146 Willow Ct, Columbus, OH	0.52	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+2 more
TPA-60612	TPA	Sofia Barnes	—	—	4165047234	2982 Highland Ave Apt 36, Eden Prairie, MN, 55346	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
CLM-419539	CLM	Terry Riley	—	UHC-75916-85	—	6634 Union St Apt 4, Seattle, WA, 98178	0.52	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56810	TPA	Day Q Denny	—	—	—	2557 Bayshore Dr, Tempe, AZ, 85225	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423687	CLM	Terry Johnson	—	UHC-42292-19	—	7141 Grand Ave, Dallas, TX, 75272	0.52	Name split from “Last, First”Date of birth unreadable SSN last four extracted State code upper-cased+2 more
CLM-415301	CLM	Amy Lawrence	—	UHC-73297-66	—	2012 Mountain View Dr, Denver, CO, 80247	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-126397	ENR	Abigail F Adams	—	UHC-47242-41	6588168171	9028 Spring St # 617, Glendale, AZ, 85370	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-416180	CLM	Thomas Lawrence	—	—	—	5476 Mountain View Dr # 876, Charlotte, NC, 28276	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
TPA-59450	TPA	Jesse Cunningham	—	—	8137064995	7036 Grand Ave, Tampa, FL	0.52	Name re-cased Date of birth unreadable Phone reformatted State name converted to code+2 more
PRV-28169	PRV	Eric Bell	—	UHC-32632-40	3246345977	7210 Mountain View Dr Apt 39, Miami, FL, 33191	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-21379	PRV	Mateo Rivera	—	—	5374470369	115 Canyon Rd, Scottsdale, AZ, 85207	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127730	ENR	Kathryn L Gutierrez	—	UHC-77738-19	2853333842	1505 Palm Dr, Austin, TX	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22898	PRV	Aaron Hicks	—	UHC-68928-73	—	6607 Desert Sky Blvd Apt 28, Eden Prairie, MN	0.52	Name re-cased Date of birth unreadable Unit split from street ZIP missing+2 more
ENR-112963	ENR	Joe Q Hernandez	—	UHC-15476-72	7448370918	795 Maple Ave, Tempe, AZ, 85295	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422371	CLM	Jess Q Sanchez	—	—	—	2365 Mountain View Dr, Sacramento, CA, 95888	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123632	ENR	Jacqueline N Sanders	—	UHC-15346-56	2998888429	737 Grand Ave, Glendale, AZ, 85335	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more

2,274 rows, page 10 of 46Previous Next