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
ENR-133721	ENR	Daniele Bradley	1998-02-18	UHC-78142-72	—	670 Pine Dr, Denver, CO, 80201	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-26360	PRV	Helen Williams	1996-06-22	—	7898098614	6789 Canyon Rd, Houston, TX, 77046	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404497	CLM	Heather Soto	1972-04-28	UHC-92949-91	9742559371	4780 Union St, Tampa, FL	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58258	TPA	Aisha Snyder	1967-03-11	—	—	7756 Hillcrest Rd, Atlanta, GA	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-121296	ENR	Brittany K Ferguson	1990-09-21	UHC-84955-92	—	8269 Baseline Rd, Minneapolis, MN, 55433	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403375	CLM	Emma Castillo	—	UHC-27180-71	—	382 Highland Ave, San Diego, CA, 92131	0.52	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Street suffix standardised+2 more
CLM-410690	CLM	Robertson M Ahmed	1973-04-27	—	—	9758 Valley View Dr, Sacramento, CA	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410977	CLM	Dennis Hamilton	1990-08-17	UHC-00203-27	—	4256 Ocean Ave, Columbus, OH, 43270	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25981	PRV	Jose Griffin	1973-12-16	UHC-35738-01	9404860601	4251 Mountain View Dr, Atlanta, GA, 30303	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-414672	CLM	Grace E Cole	1972-04-15	—	—	8933 Meadow Ln # 456, Glendale, AZ, 85399	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-408845	CLM	Aaron Andrews	—	—	5338795238	6597 Church St, San Diego, CA, 92170	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411817	CLM	Jason Robinson	1978-02-06	—	5295219982	3577 Lake View Rd, Atlanta, GA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-425018	CLM	Alan Ferguson	1942-03-01	—	—	8978 Grand Ave, Eden Prairie, MN, 55362	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424570	CLM	Eugene Nichols	1980-03-11	—	—	1911 Palm Dr, Phoenix, AZ, 85031	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code City re-cased+2 more
TPA-51701	TPA	Margaret Kelley	—	—	—	6289 Jefferson Ave, Las Vegas, NV, 89138	0.52	Date of birth missing Street suffix standardised Address re-cased Gender normalised+2 more
TPA-57171	TPA	Valentina Harvey	1979-04-11	—	—	3650 River Rd, Austin, TX, 78759	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-63705	TPA	Madison Spencer	1973-01-18	—	9489971918	8387 River Rd, Denver, CO	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58647	TPA	Carolyn Gordn	1956-11-16	UHC-62649-12	—	5433 Desert Sky Blvd, Scottsdale, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-51736	TPA	Diana Russell	1999-01-05	—	—	3778 Apache Blvd, Tempe, AZ, 85228	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-59407	TPA	Jeffrey X Prk	1938-06-15	—	—	5894 Pine Dr, Chandler, AZ	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
CLM-423827	CLM	Andrea Guzman	1992-05-15	—	—	4778 Sage Ct, Tucson, AZ, 85773	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-53833	TPA	Randy Thompson	1994-11-20	—	—	4277 Elm St, Houston, TX, 77081	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425246	CLM	Martha Watson	1976-12-23	UHC-66588-79	—	6159 Union St, Eden Prairie, MN, 55365	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125182	ENR	Gregory Morgan	1943-01-06	UHC-49778-47	8538846540	3106 Harbor Blvd, Denver, CO	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-415452	CLM	Lawrence O Richards	—	—	—	6040 Main St, Columbus, OH, 43236	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-427637	CLM	Roy G Burns	1996-01-06	UHC-22217-24	—	1170 Church St, Denver, CO, 80296	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-125606	ENR	Margaret Bishop	1983-09-08	UHC-24206-49	—	9864 Maple Ave, Eden Prairie, MN, 55300	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code SSN last four extracted+2 more
CLM-418171	CLM	Ahmed Adams	2001-12-06	UHC-61442-82	6422262115	3121 Union St, Las Vegas, NV, 89139	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-417545	CLM	Walter D Moreno	1939-07-01	UHC-84396-39	—	597 Elm St, Denver, CO, 80262	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-403425	CLM	Jessica Burns	2007-05-20	UHC-28147-73	—	8189 Sage Ct, Seattle, WA, 98114	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130254	ENR	Samantha Dean	2004-11-26	UHC-17723-18	7555663797	8064 Indian School Rd, Dallas, TX, 75280	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55887	TPA	Eric Jenkinns	2004-02-27	—	4014251483	8967 Pine Dr, Nashville, TN	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25343	PRV	Abigail Owens	1964-11-24	UHC-36998-88	8754649144	9000 Valley View Dr Apt 35, Chandler, AZ, 85247	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-21961	PRV	Noah Nguyen	1976-10-23	UHC-84004-09	9623949341	2884 Lake View Rd Apt 7, Gilbert, AZ, 85245	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425732	CLM	Amber Jordan	1985-02-17	UHC-29175-45	—	1088 Sunset Blvd, Seattle, WA, 98186	0.52	Two-digit birth year City re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-413941	CLM	Albert Marsshall	1991-07-04	—	2196705939	8011 Maple Ave # 643, Plano, TX	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27951	PRV	John Z Bryant	1951-11-03	—	6278474946	9217 Elm St, Orlando, FL	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137038	ENR	Gaary Herrera	1983-11-17	UHC-69117-24	5483689686	589 Mountain View Dr, Plano, TX, 75017	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59387	TPA	Larry Bradley	2001-10-13	—	—	3299 Pine Dr, Eden Prairie, MN, 55391	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27686	PRV	Douglas R Woods	1940-01-07	—	—	2430 Elm St, Columbus, OH	0.52	Middle initial moved out of first name Phone missing area code State code upper-cased ZIP missing+2 more
TPA-57875	TPA	Andrea Carter	1968-01-14	—	—	589 Bayshore Dr, Houston, TX, 77082	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-51518	TPA	Betty Carlson	1976-12-24	—	—	3306 River Rd, Seattle, WA, 98135	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24157	PRV	Lisa Huughes	2005-08-28	—	4335563172	3596 Main St # 498, Las Vegas, NV, 89178	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-116179	ENR	Jacob L Evans	1966-12-02	UHC-47768-24	9006880173	7447 Baseline Rd, Fresno, CA, 93759	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-61568	TPA	Barbara Dunn	2007-01-04	UHC-34994-98	—	8620 Cedar Ln, Miami, FL, 33198	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430118	CLM	Austin Bowman	1959-10-02	UHC-22804-98	—	4575 Jefferson Ave, Houston, TX	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-27794	PRV	Mark Morgan	1981-04-13	UHC-34154-23	5242733609	2340 Pine Dr # 761, Tampa, FL, 33607	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-431520	CLM	Joan F Harris	1994-07-26	UHC-53549-85	3784526914	2628 Lincoln Way, Minneapolis, MN, 55446	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-25862	PRV	Judy Schmidt	2002-02-05	—	6373923645	4339 Park Pl Apt 12, Tempe, AZ, 85233	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
TPA-58589	TPA	Carolyn Ortiz	1983-01-27	—	—	4744 Cedar Ln, Miami, FL, 33179	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more

71,257 rows, page 117 of 1,426Previous Next