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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125912	ENR	Jack A Wallace	1997-11-15	UHC-74691-10	8824500777	2153 Elm St, Gilbert, AZ, 85290	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122804	ENR	Isabella Cook	2003-12-09	UHC-20907-19	4063223680	1808 Elm St, Eden Prairie, MN, 55386	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407063	CLM	Christopher Duncan	2003-06-26	UHC-75482-87	8705889502	5806 Oak St, Dallas, TX, 75223	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429056	CLM	Billy F Wheeler	1971-12-03	—	7874572500	7819 Willow Ct, Austin, TX, 78713	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60469	TPA	Daniel Owens	1995-09-12	UHC-62595-38	—	2304 Church St, Minneapolis, MN	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115812	ENR	Lauren Olsno	1990-03-18	UHC-21681-25	6442761521	3523 Indian School Rd, Jacksonville, FL, 32260	0.50	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-142976	ENR	Amanda M Arnold	1995-04-08	UHC-03979-01	5357008100	5631 Sage Ct, Eden Prairie, MN	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409643	CLM	Gerald Nichols	1956-12-02	—	2252722408	592 Broadway, Los Angeles, CA, 90092	0.50	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+3 more
CLM-410672	CLM	Jeffrey Simmons	1977-03-08	UHC-64891-47	8809483626	6175 River Rd, Tempe, AZ, 85240	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400027	CLM	Vincent Oliver	1973-05-14	UHC-16577-40	—	6938 Apache Blvd, San Diego, CA	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-107167	ENR	Cheryl M Hill	1949-12-23	UHC-69418-07	7959883143	3321 Mountain View Dr, Chandler, AZ, 85213	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138427	ENR	Joseph I Riley	1974-11-28	UHC-21875-34	5145502294	6915 Hillcrest Rd, Gilbert, AZ, 85223	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404938	CLM	Ann B Ryan	2003-08-24	—	8399494266	423 Oak St, Las Vegas, NV	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-417757	CLM	Carlos B Gibson	1939-07-05	—	3233165820	8326 Cedar Ln, Tucson, AZ, 85772	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-115609	ENR	John Y Sanders	1999-07-08	UHC-07416-24	2016376492	7846 Mountain View Dr, Plano, TX, 75075	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128104	ENR	Bruce Jensen	1965-06-05	UHC-93320-87	—	1824 Park Pl, Scottsdale, AZ, 85243	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-426518	CLM	Clark Peetr	1938-10-16	—	—	3744 Sunset Blvd, Eden Prairie, MN, 55375	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-28728	PRV	Alexis Singh	2007-12-05	—	8995932629	6744 Desert Sky Blvd, Las Vegas, NV, 89152	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119701	ENR	Anthony Ross	1940-11-24	UHC-19608-19	4488891620	9648 Highland Ave # 746, Las Vegas, NV, 89142	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-104405	ENR	Mei U Guzman	1948-06-07	UHC-54129-77	4847578175	5967 Grand Ave, Mesa, AZ, 85206	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-50669	TPA	Donna Myers	1972-10-07	—	—	6906 Desert Sky Blvd, Houston, TX	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-50273	TPA	Jacqueline Lawwrence	2007-06-11	—	5248002302	8326 Desert Sky Blvd, Eden Prairie, MN, 55300	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53687	TPA	Doris George	1947-01-18	—	—	9649 Canyon Rd, Plano, TX, 75096	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22113	PRV	Christine Marshall	1978-11-02	—	5307815623	3165 Elm St, Houston, TX, 77095	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27092	PRV	Ralph Espinoza	1938-09-14	UHC-65631-51	—	2235 Highland Ave Apt 26, Tempe, AZ, 85211	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-102242	ENR	Michael Clark	2006-12-17	UHC-54207-07	6495472215	4197 Washington St # 167, Nashville, TN, 37262	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-418967	CLM	Charles Sullivan	1963-10-07	—	—	3599 Maple Ave, Orlando, FL, 32858	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-104667	ENR	Bradley H Wallace	1970-04-28	UHC-69793-41	7449822214	2777 Market St, Minneapolis, MN, 55419	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409286	CLM	Kyle Webb	1991-06-22	UHC-73310-75	—	3288 Lake View Rd, Mesa, AZ, 85270	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-421478	CLM	Ahmed Cunningham	1967-12-02	UHC-90142-41	5813223773	9547 Baseline Rd, Dallas, TX, 75238	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-50638	TPA	Kayla Sims	1987-05-14	—	3276288051	7655 Washington St, Atlanta, GA, 30371	0.50	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+3 more
ENR-139110	ENR	Scott Martin	2006-07-10	UHC-42759-81	7247411792	3618 Cedar Ln, Dallas, TX, 75214	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405322	CLM	Dick Jimenez	1941-09-12	UHC-48141-59	3878462631	792 Desert Sky Blvd, Sacramento, CA, 95859	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100085	ENR	Sara R Moore	1951-12-04	UHC-46190-75	3209663925	2308 Park Pl # 539, Phoenix, AZ, 85023	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-118678	ENR	Jesse M Reyes	2006-02-10	UHC-88973-05	2722119943	3997 Canyon Rd, Mesa, AZ, 85215	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-112080	ENR	Nancy N Rios	1945-11-03	UHC-06953-52	3529819484	7547 Highland Ave, Columbus, OH, 43286	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137514	ENR	Ana F Jimenez	1958-09-01	UHC-89148-48	—	3228 Mountain View Dr, Charlotte, NC, 28278	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-418655	CLM	Maria Gonzales	1946-04-21	UHC-62081-02	—	6725 Bayshore Dr # 462, Glendale, AZ, 85330	0.50	Date of birth reformatted Member ID reformatted Unit split from street ZIP+4 trimmed+3 more
ENR-114045	ENR	Justin Y Wright	1949-03-15	UHC-64046-67	9878617076	1629 Main St, Nashville, TN, 37204	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-22288	PRV	Raymond Banks	2004-07-09	UHC-53680-51	—	2102 Central Ave, Denver, CO, 80236	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
PRV-27341	PRV	Alan Mendez	1999-04-23	—	2705100280	9237 Lincoln Way, Las Vegas, NV, 89135	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407283	CLM	Dylan Rojas	1974-10-07	—	8122884690	4391 Camelback Rd, Austin, TX, 78762	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-410330	CLM	Ronald I Watkins	2008-06-26	—	9492320415	21 Washington St, Fresno, CA, 93792	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-127429	ENR	Jean R Brown	1941-01-10	UHC-40230-19	8107211853	1798 Hillcrest Rd, San Diego, CA, 92113	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-51992	TPA	Sean Mureno	1989-08-28	—	—	8250 Elm St, San Diego, CA, 92188	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-402733	CLM	Justin X Murphhy	1997-05-06	UHC-71276-28	—	176 Lake View Rd Apt 13, Gilbert, AZ, 85253	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413933	CLM	Tim Olson	1945-07-16	UHC-86947-07	6262487152	432 Union St, Sacramento, CA, 95846	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406764	CLM	Camila Miller	1961-02-11	UHC-19495-23	—	7163 Main St, Plano, TX, 75021	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-56675	TPA	Maria D Cruz	1989-07-28	—	6916424491	1792 Forest Ave, Phoenix, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-139877	ENR	Douglas Russell	1997-07-01	UHC-42827-25	3455252431	3018 Harbor Blvd, Sacramento, CA, 95872	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more

16,828 rows, page 56 of 337Previous Next