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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413947	CLM	Mason Rios	1950-09-14	—	2208220528	8770 Washington St, Glendale, AZ	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-108646	ENR	Emma X Meyer	1997-06-18	UHC-13185-09	2227302295	5206 Sunset Blvd, Columbus, OH, 43225	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120735	ENR	Ronald Li	2005-05-05	UHC-48215-18	3247442986	7592 Canyon Rd, Chandler, AZ, 85209	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-25687	PRV	Vincent Gilbert	2005-03-11	—	4174329160	5120 Cedar Ln, San Diego, CA, 92158	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-102212	ENR	Kylle Q Wang	1939-09-22	UHC-43409-27	2606172007	5461 Indian School Rd, Fresno, CA, 93741	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138726	ENR	Julia B Lucas	1981-07-20	UHC-72844-78	3215592607	504 Sunset Blvd, Minneapolis, MN, 55447	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100558	ENR	Terry I Martinez	1970-10-08	UHC-27731-53	6723861608	5456 Park Pl, San Antonio, TX, 78251	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-117769	ENR	Sephen N Miller	1973-09-12	UHC-27582-63	3896210901	800 Central Ave, Sacramento, CA, 95811	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135044	ENR	Jennifer Bishop	1971-11-19	UHC-66354-28	7299319861	8524 Lake View Rd # 125, Charlotte, NC, 28265	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
TPA-58331	TPA	Ethan Perry	2007-06-27	UHC-68803-96	—	124 Park Pl, Eden Prairie, MN, 55357	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-409431	CLM	Ahmed T Le	2003-06-10	UHC-34122-14	—	1420 Washington St # 228, Las Vegas, NV	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-430555	CLM	Billy Reid	1999-03-09	UHC-17079-68	—	2250 Apache Blvd, Eden Prairie, MN, 55376	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-142250	ENR	Carol X Hoffman	1961-10-11	UHC-22754-18	6155433254	2719 Elm St, Mesa, AZ, 85249	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
TPA-55115	TPA	Ahmed Patel	2005-02-09	UHC-86063-13	—	7258 Apache Blvd Apt 7, Austin, TX, 78766	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-414674	CLM	Rachel Ray	1956-09-26	—	—	4441 Palm Dr, Fresno, CA	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-101932	ENR	Mary B Simmons	1941-09-06	UHC-87003-66	5559499580	5610 River Rd, San Diego, CA	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-106566	ENR	Janet D Rios	1994-08-18	UHC-21359-12	4443876382	2984 Canyon Rd, Orlando, FL, 32801	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-128695	ENR	Nancy Williamson	1948-03-24	UHC-86218-75	8245117466	8444 Apache Blvd # 354, Fresno, CA, 93781	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
TPA-60295	TPA	Hiroshi A Greene	1999-03-25	—	—	2623 Maple Ave, Las Vegas, NV, 89176	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
TPA-50080	TPA	Albert Mongomery	1971-02-03	—	—	7534 Cedar Ln, Glendale, AZ	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-135387	ENR	Martha P Jenkins	1987-01-15	UHC-38108-73	2944769082	8650 Apache Blvd, Sacramento, CA, 95821	0.50	Name re-cased Phone reformatted SSN last four extracted State name converted to code+3 more
CLM-400842	CLM	Nancy Lane	1944-12-15	UHC-50508-51	8012862661	7624 Main St, Columbus, OH	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55544	TPA	Sadra Nelson	1965-05-01	—	—	699 Desert Sky Blvd, Fresno, CA, 93771	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-143021	ENR	Tyler S Anderson	2002-09-16	UHC-60331-66	—	7392 Main St, Sacramento, CA	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-53566	TPA	Carlos M Thomas	1983-01-24	—	—	1777 Highland Ave, Houston, TX, 77034	0.50	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-107863	ENR	Roger Gonzalez	1979-03-28	UHC-13173-01	—	4584 Central Ave, Los Angeles, CA, 90057	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-107864	ENR	Roger Gonzalez	1979-03-28	UHC-13173-01	—	4584 Central Ave, Los Angeles, CA, 90057	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-422993	CLM	Betty G Gomez	1977-06-09	—	3774138090	347 Main St, Tampa, FL, 33632	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-63089	TPA	Heather Rodriguez	1942-02-16	—	3008083557	460 Washington St, Mesa, AZ, 85276	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-52904	TPA	Nancy Andrews	1983-12-26	—	—	627 Grand Ave, Glendale, AZ, 85355	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-407545	CLM	Juan Tran	2007-06-20	—	4312024556	354 Central Ave Apt 33, Plano, TX	0.50	Name re-cased Phone reformatted Unit split from street ZIP missing+3 more
TPA-57953	TPA	Rachel Q Jacobs	1997-04-04	—	—	8448 Camelback Rd # 179, Gilbert, AZ, 85206	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
TPA-61080	TPA	Paul Price	2001-03-20	—	8032190290	6131 Jefferson Ave, Glendale, AZ, 85325	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133661	ENR	Wayne B Hansen	1992-06-27	UHC-73085-85	3507887140	9844 Mountain View Dr, San Diego, CA, 92131	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+3 more
ENR-129074	ENR	Marcus P Lewis	1981-05-06	UHC-53639-04	3939827389	2066 Main St, Atlanta, GA, 30343	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-140635	ENR	Kenneth H Garrett	1999-04-11	UHC-93400-76	8187002990	1710 Harbor Blvd, Minneapolis, MN, 55446	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-408448	CLM	Joshua Walsh	1988-08-25	UHC-33244-92	—	3529 Union St # 381, Eden Prairie, MN, 55349	0.50	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-109417	ENR	Shirley Cruz	1978-10-23	UHC-86255-78	8457280068	814 Baseline Rd, Glendale, AZ, 85314	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-117186	ENR	Ann Barnes	2002-11-15	UHC-79988-61	8394609081	9185 Central Ave, Charlotte, NC	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104160	ENR	Vincent T Brooks	1946-11-09	UHC-04330-68	4282903653	1195 Ridge Rd, Eden Prairie, MN	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405960	CLM	Judy P Wells	1938-01-11	UHC-84471-03	2872005196	9036 Valley View Dr, Tempe, AZ, 85211	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-125096	ENR	Debra S Coleman	1946-01-26	UHC-23801-02	—	9237 Washington St, Miami, FL, 33147	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-126239	ENR	Omar U Fields	1970-08-01	UHC-26432-52	—	7580 Ocean Ave, Dallas, TX, 75280	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-103733	ENR	Beverly B Taylor	1996-03-12	UHC-10404-50	4842487245	8531 Canyon Rd, Mesa, AZ, 85240	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-126822	ENR	Carol Castillo	2004-05-18	UHC-75924-10	6199411290	9167 Canyon Rd, Tampa, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-136227	ENR	Elijah G Yang	1990-04-17	UHC-90889-13	4254694345	418 Washington St, Las Vegas, NV	0.50	Name re-cased Phone reformatted State name converted to code ZIP missing+3 more
ENR-100492	ENR	Kevin Fisher	1959-11-06	UHC-47560-92	7457111959	6403 Oak St, Las Vegas, NV	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-407003	CLM	Grace Lawrence	1990-02-28	UHC-55097-42	—	5929 Central Ave, Glendale, AZ	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432319	CLM	Justin Powell	1983-02-13	UHC-42263-27	—	2150 Spring St, Columbus, OH, 43255	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-102074	ENR	Lisa Stewart	1947-01-24	UHC-45005-81	2032537680	1205 Apache Blvd, Minneapolis, MN, 55427	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

39,996 rows, page 56 of 800Previous Next