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
ENR-125111	ENR	David W Yang	1991-09-02	UHC-99596-65	8532747627	1276 Baseline Rd, Atlanta, GA, 30337	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22655	PRV	Diane Sanders	2003-04-09	UHC-96847-82	7786267217	2151 Mesa Dr, Miami, FL, 33164	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110084	ENR	Diana Moreno	1976-02-02	UHC-51935-99	7244447915	4616 Elm St, Houston, TX, 77041	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-141472	ENR	Aaron Morris	1945-05-07	UHC-45541-40	8769295150	6297 Lake View Rd, Scottsdale, AZ, 85276	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-127741	ENR	Richard Lawrence	1950-10-16	UHC-94560-14	—	6026 Church St, Gilbert, AZ, 85225	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420670	CLM	Nathan Murray	1947-07-27	—	4319747592	1602 Forest Ave, Minneapolis, MN, 55469	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408601	CLM	Arthur Lucas	1983-09-11	UHC-03901-28	—	2547 Ocean Ave, Nashville, TN, 37228	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-113120	ENR	Lori F Gardner	1955-11-11	UHC-82159-44	7715883281	6077 Washington St, Dallas, TX, 75287	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-427568	CLM	Fatima Warren	1943-01-18	UHC-57298-39	—	9247 Oak St, Minneapolis, MN, 55453	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119929	ENR	Mei Jordan	1974-06-14	UHC-25372-81	7322813810	8501 Canyon Rd, Tampa, FL, 33632	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405046	CLM	Paul Garza	1981-06-15	UHC-77971-56	—	1297 Central Ave, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-125336	ENR	Debra B Lewis	—	UHC-60002-78	2047313307	7820 Highland Ave, Mesa, AZ, 85212	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
TPA-63081	TPA	Mary Taylor	2000-02-17	—	—	7667 Bayshore Dr, Minneapolis, MN, 55400	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-137244	ENR	Daniel Yang	1950-03-26	UHC-28538-36	—	8826 Valley View Dr, Tucson, AZ, 85735	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
CLM-417315	CLM	Lori U Obrien	1982-05-16	—	—	232 Indian School Rd, San Diego, CA, 92191	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-114484	ENR	Nicholas J Little	—	UHC-39095-13	3814392435	2786 Bayshore Dr, Scottsdale, AZ, 85279	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
PRV-22854	PRV	Justin Vargas	2004-09-15	UHC-10790-41	5808880906	3263 Hillcrest Rd, Los Angeles, CA, 90035	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422837	CLM	Joshua Dominguez	1988-11-04	UHC-51478-26	—	9333 Park Pl, Houston, TX, 77003	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26135	PRV	Donna Sullivan	1998-01-01	UHC-84309-27	5786888092	7269 Broadway, Atlanta, GA, 30393	0.64	Name re-cased Phone reformatted Address re-cased ZIP+4 trimmed+2 more
ENR-137684	ENR	Maria Reed	1980-11-20	UHC-56361-37	9373430231	7395 Willow Ct, Scottsdale, AZ, 85251	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-417176	CLM	Russell Herrera	1968-07-06	—	2662400815	8097 Central Ave, Gilbert, AZ, 85222	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-428208	CLM	Abby Murray	1972-02-02	—	—	3973 Union St, Jacksonville, FL, 32200	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401555	CLM	Ed Baker	—	—	—	5237 Jefferson Ave, Denver, CO, 80253	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-106504	ENR	Fatima Hughes	1992-12-15	UHC-91024-20	3206511320	5837 Ridge Rd, Tucson, AZ, 85756	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52035	TPA	Olivia Padilla	1998-05-26	—	6444014155	9203 River Rd, San Diego, CA, 92139	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427793	CLM	Alice Austin	1992-08-28	UHC-95346-51	—	8627 Harbor Blvd, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-116843	ENR	Teresa G Reynolds	1957-06-02	UHC-27736-33	2096971136	6445 Park Pl, Plano, TX, 75029	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-105733	ENR	Pamela J Contreras	1991-04-02	UHC-42414-79	9777166114	8748 Elm St, Las Vegas, NV, 89196	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118120	ENR	Heather Q Schultz	2003-12-09	UHC-31606-78	2327998915	8354 Baseline Rd, Tucson, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-118121	ENR	Heather Q Schultz	2003-12-09	UHC-31606-78	2327998915	8354 Baseline Rd, Tucson, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-118041	ENR	Henry Z Johnson	1982-05-24	UHC-39549-73	7369763592	8640 Willow Ct, Tucson, AZ, 85757	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26608	PRV	Danny Cunningham	1943-08-03	UHC-00723-22	5869895708	2249 Mesa Dr, Glendale, AZ, 85325	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
PRV-22581	PRV	Judith H Lopez	1955-12-23	UHC-71589-82	8656504963	7203 Market St, Columbus, OH, 43283	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408955	CLM	Heather J Porter	2004-08-24	UHC-28711-83	—	4648 Baseline Rd, Charlotte, NC	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
ENR-107142	ENR	Willie Chapman	1967-09-13	UHC-27344-36	9775441123	1477 Mountain View Dr, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405276	CLM	Alexander Crawfodr	1994-02-06	UHC-69787-09	—	1954 Ocean Ave, Los Angeles, CA, 90087	0.64	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+2 more
TPA-53062	TPA	Sarah Warren	1958-09-27	—	—	9367 Church St, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-407959	CLM	Beverly Gonzales	1944-03-03	UHC-28012-85	—	7684 Harbor Blvd, Columbus, OH, 43247	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-432595	CLM	Emily Hamilton	1958-04-24	UHC-45306-29	7927784735	1869 Apache Blvd # 528, San Antonio, TX, 78278	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-140520	ENR	Emma G Richaardson	1955-11-07	UHC-56071-98	6538911908	4375 Ridge Rd, Eden Prairie, MN, 55313	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412514	CLM	Emily U Ford	1944-05-25	UHC-79018-96	7799506879	8358 Valley View Dr, Mesa, AZ, 85204	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-22076	PRV	Sofia J Kim	2007-02-04	UHC-90210-54	5972403708	2261 Ocean Ave, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-424673	CLM	Sandra F Obrien	1975-12-18	UHC-04569-93	4458089307	6992 Jefferson Ave # 177, Fresno, CA, 93777	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-420889	CLM	Doris Bradely	1946-08-01	—	—	158 Cedar Ln, Orlando, FL, 32883	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-126051	ENR	Grrace Perkins	2008-07-20	UHC-06554-47	2256017695	9709 Willow Ct, Tempe, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408937	CLM	Amanda Ortiz	1971-11-28	UHC-08539-42	—	9163 Desert Sky Blvd, Atlanta, GA, 30361	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23596	PRV	William Alvarez	1944-01-18	—	—	8942 Ridge Rd, Plano, TX, 75085	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-125917	ENR	Abigail P Armstrong	2006-10-06	UHC-16262-32	9635783174	9469 Apache Blvd, Dallas, TX, 75231	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-420268	CLM	Billy Valdez	1968-12-02	UHC-52318-42	—	1459 Hillcrest Rd, Glendale, AZ, 85310	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55061	TPA	Joe Adams	2008-05-04	—	5666361327	2370 Canyon Rd, Atlanta, GA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

39,996 rows, page 182 of 800Previous Next