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
CLM-406804	CLM	Ahmed Davis	2003-01-10	UHC-86559-68	8616183116	3163 Church St, Glendale, AZ, 85391	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135819	ENR	Harold Herrera	1958-11-09	—	3753762737	6162 Canyon Rd, Plano, TX, 75085	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-416397	CLM	Aisha Chapman	1961-09-18	UHC-86057-39	2254697944	4462 Cedar Ln # 123, Miami, FL, 33191	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416976	CLM	Contreras Mark	1994-06-05	—	—	7677 Indian School Rd, Sacramento, CA, 95831	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-120122	ENR	Sean Guzman	2002-12-28	UHC-71216-47	3514030326	3295 Church St, Glendale, AZ, 85352	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-57906	TPA	Emily Luna	1939-09-28	—	8089212340	4489 Market St Apt 36, Denver, CO, 80299	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416885	CLM	Aisha Garcia	—	UHC-35298-45	2576011674	6404 Union St, Sacramento, CA, 95876	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417150	CLM	MariaJunk	1977-08-11	—	4477645750	7203 Central Ave, Los Angeles, CA, 90080	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-415730	CLM	Madison Castro	1952-02-01	UHC-96414-21	—	8120 Main St, Jacksonville, FL, 32223	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50554	TPA	Joe Reid	1960-07-03	—	—	8020 Sunset Blvd Apt 22, Seattle, WA, 98118	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-401838	CLM	Caroolyn U Jimenez	1942-02-17	UHC-13964-61	—	7201 Meadow Ln, Houston, TX, 77054	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-413391	CLM	Janice Butler	1974-06-26	UHC-65173-31	—	5465 Park Pl, San Antonio, TX	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-425469	CLM	Steven Ramos	1969-01-26	—	—	1184 Hillcrest Rd Apt 12, Sacramento, CA	0.52	Name re-cased Unit split from street ZIP missing Gender normalised+2 more
CLM-404931	CLM	Cynthia Chapman	1978-05-02	UHC-75673-50	—	8451 Willow Ct, Dallas, TX, 75209	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56544	TPA	Sara Jimenez	1986-08-07	—	—	7674 Spring St, Nashville, TN, 37252	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427801	CLM	—Junk	1993-07-11	—	4242360970	1303 Maple Ave, Mesa, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54980	TPA	Dylan Deaan	1940-04-18	—	3722813844	3307 Apache Blvd, Atlanta, GA	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128433	ENR	Larry Q Simpson	1973-01-25	UHC-81950-28	—	406 Lincoln Way, Charlotte, NC, 28235	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-56509	TPA	Jacob K Carr	1995-12-25	—	—	473 Grand Ave Apt 3, San Antonio, TX, 78203	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60629	TPA	Sofia Walker	1997-10-01	—	—	3784 Oak St, Mesa, AZ, 85277	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-135614	ENR	Laura U Jackson	1987-12-28	UHC-55292-33	—	4088 Highland Ave, Chandler, AZ, 85270	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-20856	PRV	Arjun Turner	1984-09-08	—	—	8735 Valley View Dr, Phoenix, AZ, 85067	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410260	CLM	Danielle Jenkins	1949-07-28	UHC-41018-56	—	5059 Oak St, Nashville, TN, 37215	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406610	CLM	Sophia Carroll	1979-02-23	—	—	5642 Desert Sky Blvd Apt 21, Atlanta, GA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
ENR-100341	ENR	Jonathan P Black	1952-12-24	UHC-08559-01	—	6042 Forest Ave, Seattle, WA, 98184	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24422	PRV	Thersea Harris	1958-09-18	UHC-49222-72	—	7303 Valley View Dr, Miami, FL, 33145	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422749	CLM	Julie Banks	1988-03-13	—	—	2818 River Rd Apt 11, Minneapolis, MN, 55419	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418200	CLM	Laura Guzman	1971-04-20	—	8847683138	3197 Ridge Rd Apt 3, Plano, TX, 75022	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430592	CLM	Stephanie Burke	1974-03-25	UHC-61758-29	—	7411 Valley View Dr, Mesa, AZ	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57599	TPA	Jeck Campbell	1968-03-16	UHC-15180-41	—	1440 Grand Ave, Las Vegas, NV, 89133	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111599	ENR	David Ryan	1984-05-22	UHC-43444-74	—	701 Ridge Rd, Mesa, AZ	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-131240	ENR	Fatima T Carroll	1945-03-08	UHC-54168-90	6583010002	8669 Maple Ave Apt 19, Tempe, AZ, 85291	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-135924	ENR	Nicholas B Park	1963-11-01	UHC-31302-45	4787258907	6548 Jefferson Ave, Los Angeles, CA, 90047	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426161	CLM	Roy Watson	1981-02-16	UHC-53548-27	5969610633	7291 Hillcrest Rd, Glendale, AZ, 85303	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-420968	CLM	MelissaJunk	1998-06-13	UHC-73960-39	—	4529 Grand Ave # 997, Minneapolis, MN, 55492	0.52	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+2 more
ENR-121560	ENR	Scott Lopez	1953-08-14	UHC-54516-93	—	7734 Hillcrest Rd, Tucson, AZ, 85738	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-126627	ENR	Sandra X Powell	1996-04-25	—	9758505545	9548 Main St, Los Angeles, CA, 90026	0.52	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-140741	ENR	Aaron Freeman	—	UHC-00601-67	—	6995 Oak St, Mesa, AZ, 85216	0.52	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone missing area code+2 more
CLM-423087	CLM	Steven P Maldonado	1985-04-19	—	—	1352 Desert Sky Blvd, Minneapolis, MN, 55478	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-410643	CLM	Rachel Z Patterson	1941-11-27	—	—	8143 Mountain View Dr, Tampa, FL, 33686	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
PRV-28861	PRV	Karen Alexander	1975-02-26	—	—	6849 Cedar Ln, Nashville, TN, 37254	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-62013	TPA	Isabella H Shaw	—	—	—	9248 Park Pl, Las Vegas, NV, 89139	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403492	CLM	Melissa Brooks	1990-06-02	UHC-50029-66	—	72 Park Pl, Sacramento, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
TPA-59257	TPA	Jordan Murphy	1986-12-16	—	—	621 Indian School Rd, Gilbert, AZ	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-117333	ENR	Junathan O James	1965-04-14	UHC-64223-13	—	4591 Mesa Dr, San Antonio, TX, 78288	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420235	CLM	Karen Q Ruiz	1943-08-01	—	—	5995 Sage Ct, Austin, TX, 78782	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-426591	CLM	Gary Fields	1988-08-24	UHC-65382-80	—	8600 Willow Ct, Fresno, CA, 93736	0.52	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-21148	PRV	Danielle Lynch	2000-02-09	UHC-65454-97	—	1905 Elm St, Minneapolis, MN, 55432	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423726	CLM	Bubby T Colilns	—	UHC-46738-01	2433485637	8599 Lake View Rd, Tempe, AZ, 85265	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-142015	ENR	Samuel P Kim	—	UHC-44901-57	6246447393	3839 Park Pl, Columbus, OH, 43216	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

71,257 rows, page 128 of 1,426Previous Next