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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406977	CLM	Emily Cooper	1987-04-08	UHC-31685-70	—	246 Mountain View Dr, Los Angeles, CA, 90087	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107149	ENR	Johnny M Snyder	1949-04-10	UHC-19895-89	—	1460 Church St, San Diego, CA, 92181	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-61686	TPA	Kayla D Padilla	1955-05-11	—	—	8441 Church St, Dallas, TX, 75258	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-414697	CLM	Nicholas Ellis	1982-03-16	UHC-59410-03	—	7082 Willow Ct, Mesa, AZ, 85298	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400226	CLM	Evelyn Knight	1989-08-28	UHC-87537-12	—	4135 Church St, Glendale, AZ, 85372	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-140810	ENR	Janet Lewis	1970-10-07	UHC-35740-35	6164624999	3583 River Rd, Phoenix, AZ, 85055	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-125728	ENR	Mariana Porter	2006-09-19	UHC-17545-71	8693584406	6954 Pine Dr, Phoenix, AZ, 85082	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127488	ENR	Terry T Spencer	1998-12-13	UHC-19567-35	3258432884	642 Union St, Fresno, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134060	ENR	Sophia Wheeler	1999-06-08	UHC-19164-05	5583079320	6232 Baseline Rd, Tampa, FL, 33631	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63346	TPA	Matthew Kelley	1956-04-10	—	—	7256 River Rd, Tempe, AZ, 85280	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-104888	ENR	Marcus G Young	1980-04-26	UHC-43827-33	7944464853	4355 Willow Ct # 781, Glendale, AZ, 85397	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-412653	CLM	Charlotte Fox	1978-03-10	UHC-60940-57	—	657 Jefferson Ave Apt 31, San Antonio, TX, 78201	0.64	Date of birth reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
CLM-412897	CLM	Gregory Delgado	1968-04-21	—	—	4695 Lincoln Way, Austin, TX, 78742	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-128429	ENR	Jeffrey Bradley	1941-10-17	UHC-34850-08	4565141752	3300 Cedar Ln, Eden Prairie, MN, 55321	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-134353	ENR	Ahmed B Jones	1950-12-10	UHC-24255-88	6799133691	8576 Valley View Dr, Jacksonville, FL, 32293	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-119235	ENR	Diego Castillo	1949-12-03	UHC-99368-85	—	5556 Central Ave Apt 4, Columbus, OH, 43285	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421651	CLM	Mrk Washington	2006-12-27	—	—	8968 Willow Ct, Miami, FL, 33173	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-100107	ENR	Nancy K Vega	1975-03-24	UHC-26451-41	3415029640	6800 Lincoln Way, Austin, TX, 78787	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417286	CLM	Micheelle Walker	2003-08-05	UHC-17580-14	3015838848	7539 Bayshore Dr, Jacksonville, FL, 32259	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
ENR-131690	ENR	Wayne G Matthews	1955-07-24	UHC-04950-49	—	3815 Highland Ave, Charlotte, NC, 28263	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-124175	ENR	Brandon G Graham	1998-03-03	UHC-81812-78	2115434560	3790 River Rd, Dallas, TX, 75208	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
PRV-26039	PRV	Ethan Washington	1994-11-12	UHC-00595-54	6034861677	1253 Elm St, Tempe, AZ, 85257	0.64	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-140214	ENR	Rachel N Meyer	1999-08-10	UHC-39130-61	8779004809	8031 Valley View Dr, Jacksonville, FL, 32247	0.64	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-101707	ENR	Lawrence Y Richards	1986-06-18	UHC-78501-16	—	7142 Ocean Ave, Gilbert, AZ, 85216	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-413924	CLM	Jessica Perez	1997-02-15	UHC-75199-96	—	9284 Willow Ct, Dallas, TX, 75277	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60260	TPA	Evelyn Palmer	1956-01-03	—	—	2570 Lake View Rd, Fresno, CA, 93770	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-114722	ENR	Christina B Daniels	1977-01-11	UHC-02242-53	7742388213	5640 Valley View Dr, San Diego, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-63971	TPA	Santiago Hoffman	—	—	7245016599	2511 Harbor Blvd, Orlando, FL, 32877	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-137991	ENR	Anna Palmer	1961-01-03	UHC-08520-27	3766846663	3351 River Rd, Denver, CO, 80239	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113637	ENR	Ralph N Jimenez	1998-04-11	UHC-41438-71	5707458691	9714 Church St, Sacramento, CA, 95875	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106778	ENR	Dylan B Nunez	1999-04-17	UHC-40902-19	8162583903	9491 Apache Blvd, Columbus, OH	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119313	ENR	Sarah Washington	2006-01-21	UHC-40655-78	4945526548	2383 Apache Blvd Apt 27, Austin, TX, 78793	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403520	CLM	Marcus Nichols	2004-08-26	—	7788749468	7644 Ridge Rd, Minneapolis, MN, 55461	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51060	TPA	Lucia Lawson	2004-09-19	—	—	2123 Canyon Rd, Tucson, AZ, 85749	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-411435	CLM	Andrew Edwards	1957-06-19	UHC-43496-82	4692488295	6231 Bayshore Dr, Glendale, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-411434	CLM	Andrew Edwards	1957-06-19	UHC-43496-82	4692488295	6231 Bayshore Dr, Glendale, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-54175	TPA	Victoria Cruz	1988-11-01	—	—	2669 Forest Ave, Glendale, AZ, 85314	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-413528	CLM	Valentina Q Baker	1998-03-24	—	—	1465 Apache Blvd, Scottsdale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-403594	CLM	Harold Adams	—	—	9489153694	2472 Spring St, Atlanta, GA, 30396	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430696	CLM	Rachel Wagner	1981-04-09	UHC-43793-67	—	8428 Indian School Rd, Austin, TX, 78749	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-418810	CLM	Alice Vazquez	1939-02-06	UHC-55168-96	—	9804 Indian School Rd, Seattle, WA, 98183	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-426202	CLM	Barbara Dunn	2007-01-04	UHC-34994-98	—	8620 Cedar Ln, Miami, FL, 33198	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-101234	ENR	Lsa K Campbell	1982-04-21	UHC-60740-82	7533744759	4118 Highland Ave, Nashville, TN, 37289	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-127931	ENR	JJunk	1957-07-09	UHC-47898-35	8826073302	7361 Main St, Columbus, OH, 43276	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-106702	ENR	Logan Berry	1997-01-25	UHC-56468-55	9342747598	979 Valley View Dr, Eden Prairie, MN, 55393	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-106403	ENR	Donna G Clark	1942-02-28	UHC-07526-15	7713378828	6773 Indian School Rd, Minneapolis, MN, 55407	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62031	TPA	Danielle Le	1938-06-03	—	3245958047	4074 Main St, Tempe, AZ, 85299	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414704	CLM	Cynthia Green	1979-06-21	UHC-66762-67	—	1316 Jefferson Ave, Orlando, FL, 32883	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-414703	CLM	Cynthia Green	1979-06-21	UHC-66762-67	—	1316 Jefferson Ave, Orlando, FL, 32883	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-414873	CLM	Nicole Banks	1949-11-11	UHC-40533-39	3984418821	2501 Apache Blvd, Tampa, FL, 33664	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more

17,850 rows, page 104 of 357Previous Next