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-112921	ENR	Alan N Dixon	1969-05-01	UHC-93773-21	5022758438	1795 Indian School Rd, Tucson, AZ, 85724	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427297	CLM	Christine Wright	1944-09-24	UHC-27440-91	—	5140 Ridge Rd, Glendale, AZ, 85395	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
CLM-405458	CLM	Marilyn Fisher	1985-04-16	UHC-53466-53	6327881364	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-119268	ENR	Doris Adams	1940-11-18	UHC-18964-47	9415550683	117 Mesa Dr, San Antonio, TX, 78236	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-420161	CLM	Abigail V Gonzalez	1980-11-06	—	—	6210 Highland Ave, San Antonio, TX, 78200	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24486	PRV	Lawrence Q Rice	1963-11-14	—	2524895991	7553 Harbor Blvd, Tampa, FL	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
CLM-428425	CLM	Olivia Gilbert	1972-07-07	—	—	2339 Oak St, San Antonio, TX, 78241	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-112700	ENR	Nathan D Le	1939-01-27	UHC-46456-17	4853381706	3318 Canyon Rd, Tampa, FL, 33616	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
CLM-421178	CLM	Willie K Le	—	UHC-73240-85	5725184926	—	0.68	Date of birth unreadable Phone reformatted Gender normalised Whitespace trimmed
ENR-100891	ENR	Margaret H Foster	1947-04-01	UHC-49481-03	8026717844	6182 Meadow Ln, Denver, CO	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
TPA-52693	TPA	Sara Burotn	1938-03-28	—	—	2589 Canyon Rd, Atlanta, GA, 30328	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-127582	ENR	Doris Gilbert	1945-07-11	UHC-96647-42	2979854632	8676 Canyon Rd, Las Vegas, NV, 89190	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
PRV-26879	PRV	Evans Vincent	2007-02-09	UHC-91535-79	—	—	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
CLM-415230	CLM	Carlos Hendersoon	1938-09-10	UHC-04658-83	8887734314	3916 Washington St, Plano, TX	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
PRV-25026	PRV	Gregory U Woods	1998-03-11	—	8544162356	2736 Oak St, San Diego, CA, 92136	0.68	Two-digit birth year City re-cased Gender normalised Placeholder values cleared
TPA-63617	TPA	Andrea Hrrison	1956-06-22	—	—	1180 Meadow Ln, Phoenix, AZ, 85054	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56584	TPA	Alice Peters	1997-11-27	—	—	8453 Apache Blvd, Plano, TX, 75040	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-118540	ENR	Dennis Contreras	1998-08-27	UHC-23357-72	2344197421	1344 Mountain View Dr, Orlando, FL, 32830	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-129871	ENR	Timothy U Carpenter	1970-04-07	UHC-24778-33	4365542674	8987 Hillcrest Rd, Mesa, AZ, 85217	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-119198	ENR	Douglas Z Duncan	1972-11-26	UHC-48753-15	5616492070	4993 Jefferson Ave, Gilbert, AZ, 85205	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-410707	CLM	Dlan Espinoza	1955-06-26	UHC-01683-02	—	—	0.68	Two-digit birth year Email lower-cased Gender normalised Whitespace trimmed
ENR-141503	ENR	Heather H Cruz	1979-04-21	UHC-18089-98	2159256455	—	0.68	Middle initial moved out of first name Date of birth reformatted Phone reformatted Gender normalised
CLM-400278	CLM	Amber Soto	2010-06-04	—	—	1088 Hillcrest Rd, Denver, CO	0.68	City re-cased ZIP missing Gender normalised Placeholder values cleared
CLM-402773	CLM	Gabriel J Contreras	2001-04-16	—	—	868 Desert Sky Blvd, Tampa, FL, 33683	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-111393	ENR	Cole Amanda	1965-07-03	UHC-99435-72	2735283878	4164 Broadway, Sacramento, CA, 95819	0.68	Date of birth reformatted Phone reformatted State name converted to code Gender normalised
PRV-29115	PRV	Theresa Bradley	1954-11-05	UHC-33427-48	2894178886	8604 Forest Ave, Sacramento, CA, 95810	0.68	Phone reformatted State name converted to code Gender normalised Placeholder values cleared
ENR-141084	ENR	Stephanie Brown	1980-11-02	UHC-58523-40	6625605636	7753 Desert Sky Blvd Apt 1, Jacksonville, FL, 32297	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
ENR-107195	ENR	Steven Weer	1994-06-16	UHC-54394-70	5059510649	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
TPA-57457	TPA	Camila Daniels	—	—	—	2438 Sage Ct, Phoenix, AZ, 85053	0.68	Date of birth missing Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28203	PRV	Maeto Q Miller	2000-08-15	UHC-99133-72	7718582429	1423 Spring St # 916, Nashville, TN, 37299	0.68	Unit split from street City re-cased Gender normalised Placeholder values cleared
ENR-126532	ENR	Hiroshi S Chavez	2002-04-28	UHC-86634-86	—	8268 Meadow Ln, Los Angeles, CA, 90020	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-402069	CLM	Donald L Sims	1998-04-09	UHC-69817-94	—	—	0.68	Middle initial moved out of first name Name re-cased Gender normalised Placeholder values cleared
PRV-26113	PRV	Melissa Hansen	1996-03-18	—	—	5176 Lincoln Way, Las Vegas, NV, 89109	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
TPA-62227	TPA	Stephen Davis	1963-12-19	—	6675426757	4730 Washington St, Las Vegas, NV, 89174	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-107153	ENR	Denise S Henderson	1962-12-28	UHC-25947-59	8855813464	7891 Harbor Blvd, Dallas, TX, 75294	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
PRV-25724	PRV	Lisa Hudson	—	UHC-49171-42	7192763236	19 Broadway, Phoenix, AZ, 85068	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
ENR-100205	ENR	Vincent Y Ruiz	2005-09-28	UHC-75913-18	7193792334	3625 Church St, Orlando, FL, 32803	0.68	Middle initial moved out of first name Date of birth reformatted City re-cased Gender normalised
TPA-57852	TPA	Aaron Jensen	1969-05-08	—	—	5197 Baseline Rd, Scottsdale, AZ, 85227	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-409580	CLM	Adam Li	1959-01-03	—	5296501946	9474 Union St, Atlanta, GA, 30353	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62017	TPA	Albert Watkins	2008-09-26	—	6938904629	6358 Ridge Rd, Tucson, AZ, 85780	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-422013	CLM	Sofia Lawrence	2001-04-24	UHC-25799-28	—	3103 Apache Blvd, Los Angeles, CA, 90044	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-428363	CLM	Bradley J Warren	2005-07-23	—	5883727120	93 Valley View Dr, Atlanta, GA, 30385	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-63624	TPA	Pamela Wheeler	1971-02-19	—	—	—	0.68	Name split from “Last, First”Gender normalised Plan code upper-cased Placeholder values cleared
CLM-412031	CLM	Keith Lopez	1954-12-07	UHC-85819-38	4926077912	—	0.68	Name split from “Last, First”Member ID reformatted Gender normalised Placeholder values cleared
CLM-405651	CLM	Maria Griffin	1989-06-25	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421102	CLM	Jeremy Garcia	1967-05-14	—	—	5842 Forest Ave, Sacramento, CA, 95862	0.68	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised
ENR-100918	ENR	Tny Q Kelly	2000-12-23	UHC-84357-74	5628479738	5361 Sunset Blvd, Eden Prairie, MN, 55325	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-123945	ENR	Juan Tucker	1956-04-19	UHC-20590-80	—	732 Valley View Dr, Atlanta, GA, 30361	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-431025	CLM	Amanda G Gibson	1938-02-15	UHC-89438-32	7508292181	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-128772	ENR	Jonathan Gibson	1978-02-08	UHC-88509-08	—	3380 Lake View Rd, Seattle, WA, 98175	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared

16,828 rows, page 224 of 337Previous Next