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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21723	PRV	Victoria K Webb	1951-07-08	UHC-59648-01	5186870944	1681 Desert Sky Blvd, Miami, FL	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-55021	TPA	Yuki O Hill	1993-11-25	—	8699208607	8400 Mountain View Dr, Atlanta, GA, 30389	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-404851	CLM	Russell M Elliott	2003-09-13	—	—	1646 Grand Ave, Atlanta, GA, 30330	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
TPA-51341	TPA	Arthur H Rice	2001-04-24	UHC-69841-73	3569054601	4593 Highland Ave, Nashville, TN	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421746	CLM	Alan G Bradley	1971-09-10	—	4495170482	5458 Oak St, Tampa, FL, 33633	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-403443	CLM	Donna Berry	1994-09-24	UHC-30521-33	8465254955	8353 Bayshore Dr, Atlanta, GA, 30329	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-423625	CLM	Eric Simpson	1998-10-18	UHC-65773-70	9843752110	8776 Canyon Rd, Columbus, OH, 43289	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-417175	CLM	Shirley Bennnett	1955-08-22	—	—	8915 Canyon Rd, Plano, TX, 75024	0.48	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-406850	CLM	Diego Gonzales	1982-03-26	—	—	3904 Market St, Minneapolis, MN, 55408	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-427172	CLM	Bryan Black	1940-01-26	—	3844308523	985 Apache Blvd # 477, Minneapolis, MN	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-138757	ENR	Arthur Vassquez	2002-12-15	UHC-91248-73	—	2169 Baseline Rd, Mesa, AZ, 85271	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-127017	ENR	Soofia Peters	2001-05-16	UHC-73843-80	7665877977	4433 Camelback Rd Apt 33, Glendale, AZ, 85384	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-423096	CLM	Karen Green	1953-06-27	—	6726132324	1578 Camelback Rd, Dallas, TX, 75298	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23939	PRV	Heather S Ramirez	1985-09-07	—	6756695687	3843 Main St, Plano, TX	0.48	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51088	TPA	Bryan Carpenter	1953-01-10	—	—	3793 Harbor Blvd, Los Angeles, CA, 90075	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-120426	ENR	Joshua Gardner	1941-01-10	UHC-87871-01	2466967449	8336 Bayshore Dr, Tucson, AZ, 85774	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123105	ENR	Jose S Ryan	1948-06-08	UHC-19407-98	—	5976 Market St, Gilbert, AZ, 85281	0.48	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
CLM-402074	CLM	Michael Boyd	1992-07-23	UHC-19257-78	—	5328 Ridge Rd, San Antonio, TX, 78231	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-53187	TPA	Richard Santtos	1947-06-15	—	6904955430	7248 Main St Apt 20, Mesa, AZ, 85217	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-124981	ENR	Ann Martinez	2006-09-21	UHC-19690-85	2039082871	3769 Highland Ave Apt 39, Houston, TX, 77030	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
PRV-23265	PRV	Lauren Cook	1991-09-16	—	4207704301	5042 Highland Ave, San Antonio, TX, 78202	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-54645	TPA	Marcus Pierce	1944-05-08	—	—	7945 Park Pl, Los Angeles, CA, 90096	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
PRV-21580	PRV	Jesse J Hughes	1956-06-22	UHC-62926-91	2996991175	4783 Valley View Dr, Phoenix, AZ, 85059	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-408368	CLM	Mason Maldonado	1982-10-08	UHC-54625-23	2722862384	1570 Union St, Tampa, FL, 33604	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421741	CLM	Natalie Ward	1959-04-17	—	5949289595	2490 Apache Blvd, Gilbert, AZ, 85264	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28994	PRV	Mateo Salazar	1965-05-19	UHC-62782-53	—	4525 Highland Ave # 743, Mesa, AZ, 85215	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-138305	ENR	Emma R Black	1975-09-27	UHC-75057-97	3044807996	9463 Sage Ct, Los Angeles, CA, 90001	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-57735	TPA	Juan Herrera	1995-05-05	—	3019202414	8271 Apache Blvd, Mesa, AZ, 85219	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-21132	PRV	Ethan Rios	—	UHC-98500-33	2722856719	143 Lake View Rd, Orlando, FL, 32828	0.48	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-27964	PRV	Margaret Foster	1950-06-28	—	2879218901	9550 Highland Ave, Phoenix, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114106	ENR	Ashley N Hayes	1970-03-20	UHC-08753-09	4842802916	2850 Valley View Dr Apt 38, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-133958	ENR	Brandon U Hart	1982-04-10	UHC-55080-97	6422779496	2303 Indian School Rd Apt 33, Columbus, OH, 43218	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
PRV-26685	PRV	Stephanie F Day	—	UHC-13402-27	5764838525	5173 Highland Ave, Atlanta, GA, 30361	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-56463	TPA	Jecob Watkins	1948-01-23	—	—	1221 Church St, Fresno, CA, 93719	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-140219	ENR	Edward Hicks	1989-04-06	UHC-50339-17	6545484363	3192 Mesa Dr, Columbus, OH	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112207	ENR	Brenda Coleman	1992-11-18	UHC-20384-71	6625946961	7077 Sunset Blvd, Denver, CO, 80293	0.48	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
ENR-122862	ENR	Sean F Price	1952-05-18	—	6433590619	469 Apache Blvd, Chandler, AZ, 85296	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
PRV-28047	PRV	Christian X Holmes	1951-08-01	—	5494875285	4067 Highland Ave, Minneapolis, MN	0.48	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-141386	ENR	Bran O Fox	1940-05-21	UHC-71539-25	5779045222	4990 Highland Ave, Denver, CO, 80230	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122010	ENR	Virginia Lynch	1988-09-10	UHC-88578-38	—	9775 Willow Ct, San Antonio, TX	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-122446	ENR	Lauren C Montgomery	1983-02-01	UHC-75031-08	6044000336	3614 Canyon Rd, Fresno, CA	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP missing+4 more
CLM-417606	CLM	Arthur Gibson	1982-09-25	UHC-31926-06	—	6998 Cedar Ln, Austin, TX	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-140499	ENR	Ana E King	—	UHC-25436-16	3803949632	5915 Park Pl # 766, Orlando, FL, 32850	0.48	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-420233	CLM	Karen Q Ruiz	1943-08-01	UHC-25421-25	9193230121	5995 Sage Ct, Austin, TX, 78782	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
TPA-55589	TPA	Justin Wilson	1974-03-27	—	9504625876	5123 Camelback Rd, Plano, TX, 75001	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-432778	CLM	Nicole M Robertson	1982-10-04	UHC-44037-37	5569981750	70 Lake View Rd Apt 32, Nashville, TN, 37276	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-138534	ENR	Nancy Sims	1976-06-23	UHC-57979-93	7655250239	9620 Hillcrest Rd, Atlanta, GA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-413427	CLM	Christine James	1957-02-26	—	6302236362	7804 Apache Blvd, Chandler, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-115969	ENR	Stephen Heyes	1954-03-20	UHC-21260-70	6433471467	3539 Union St, Scottsdale, AZ, 85203	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-411571	CLM	Glora Lynch	1980-11-13	UHC-57656-67	3779757975	4678 Grand Ave Apt 17, Tempe, AZ, 85226	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more

71,257 rows, page 35 of 1,426Previous Next