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-120597	ENR	Hannah Dunn	1973-09-11	UHC-05051-44	4698171397	9272 Mountain View Dr, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131668	ENR	Aisha H Bishop	2006-05-23	UHC-47775-45	9702656384	2430 Maple Ave, Orlando, FL	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-104827	ENR	Lisa Morrison	1994-02-08	UHC-79829-71	5939227666	993 Indian School Rd, Austin, TX, 78735	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22720	PRV	Scott Johnston	1991-06-01	UHC-09585-03	5782113159	8261 Pine Dr, San Diego, CA, 92181	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-400264	CLM	Charlotte Ortiz	2002-10-16	UHC-52389-49	4594479762	7944 Canyon Rd, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405691	CLM	Santiago Mendoza	1939-10-25	—	8258697914	4106 Central Ave, San Diego, CA, 92124	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24444	PRV	Jannet Hernandez	1956-04-08	UHC-93819-19	9423625956	5958 Meadow Ln, Tampa, FL, 33687	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400005	CLM	Jesse Black	2004-10-05	UHC-94495-51	—	3456 Bayshore Dr, Nashville, TN, 37230	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-427735	CLM	Beverly Padilla	1940-02-20	UHC-77581-82	—	5745 Grand Ave, Las Vegas, NV, 89191	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-409410	CLM	Carlos F Mendez	1967-01-27	—	—	9858 Elm St, San Antonio, TX, 78288	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-54043	TPA	Anna Thompson	1973-04-05	—	6345069772	3663 Willow Ct, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403741	CLM	Mei A Griffin	1958-01-25	UHC-58308-51	—	7654 Mesa Dr, Sacramento, CA, 95860	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-432195	CLM	Alexis Hicks	1950-12-06	UHC-23659-31	9864133426	7538 Market St Apt 30, Seattle, WA	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-26589	PRV	Lias Ferguson	1965-10-13	UHC-46337-12	5077289719	4972 Cedar Ln # 107, Eden Prairie, MN, 55370	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123022	ENR	Diana Bell	1962-10-11	UHC-78952-19	7726012308	3912 Mountain View Dr # 185, Phoenix, AZ, 85032	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-104167	ENR	Ana Hamilton	1991-01-09	UHC-46536-08	3099029073	8530 Union St, Scottsdale, AZ, 85282	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409579	CLM	Brian Pallmer	—	UHC-03330-36	—	4587 Sunset Blvd, Charlotte, NC, 28256	0.62	Date of birth reformatted Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
ENR-112929	ENR	Albert Williams	1960-08-14	UHC-50412-25	6602675424	5057 Forest Ave # 799, Austin, TX, 78727	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-118481	ENR	Kyle Young	1957-11-24	UHC-38709-51	2117034491	5907 Harbor Blvd, San Antonio, TX	0.62	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+3 more
ENR-123086	ENR	Jerry C Brown	1976-02-05	UHC-23768-79	3715568038	2285 Church St, Tampa, FL	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-432223	CLM	QJunk	1974-02-04	UHC-41356-33	3107560870	4275 Union St, Mesa, AZ, 85206	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-139593	ENR	Brandon H Peterson	—	UHC-21678-78	4556965096	3748 Forest Ave, Austin, TX, 78799	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-402530	CLM	Jerry Johnson	1966-05-03	UHC-03123-70	5653390096	5614 Palm Dr, San Diego, CA, 92125	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
CLM-400924	CLM	Peter Carter	—	—	5982547530	8215 Market St, Fresno, CA, 93755	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-407008	CLM	Emily Silva	1976-12-22	UHC-43687-71	7229420514	4265 Union St, Los Angeles, CA, 90067	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401785	CLM	Amy I Rice	1991-06-04	UHC-66150-22	—	7485 Highland Ave, Denver, CO, 80265	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22127	PRV	Grace Phillips	1939-01-26	—	2322617469	7250 Pine Dr, Houston, TX, 77002	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426052	CLM	Carlos Estrada	1969-05-14	—	—	4195 Ocean Ave, Denver, CO, 80281	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426133	CLM	Hiroshi Garza	2005-11-05	UHC-77416-36	—	3626 Indian School Rd, Plano, TX, 75018	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-25953	PRV	Daniel Webb	1951-10-12	UHC-29575-59	3948521162	4456 Harbor Blvd, Denver, CO, 80231	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29022	PRV	Matthew Cox	1952-01-15	UHC-62478-86	8509834923	6971 Park Pl, Atlanta, GA, 30377	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27713	PRV	Joe S Mills	1948-12-08	—	8457087300	2003 Mountain View Dr # 463, Miami, FL, 33167	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-110086	ENR	Amber Rogers	1984-04-20	UHC-64010-43	7903094072	7710 Park Pl, Glendale, AZ, 85376	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416575	CLM	Ethan Welch	1949-09-13	—	—	1962 Mesa Dr, San Antonio, TX, 78221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430390	CLM	Keith Kennedy	2007-04-08	UHC-38492-32	4048591532	8920 Palm Dr, Houston, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411736	CLM	Vincent Oliver	1992-04-28	UHC-78409-83	6274030658	9366 Main St, San Antonio, TX, 78264	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-21229	PRV	Daniel O Duncan	1938-07-21	—	7425243732	6999 Canyon Rd, Houston, TX, 77066	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430591	CLM	Frank Willis	1973-10-01	—	6417264275	9768 Spring St, Tucson, AZ, 85755	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430481	CLM	Alan Lopez	1983-04-13	—	—	6719 Union St Apt 38, Gilbert, AZ, 85295	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-22213	PRV	Camila Sandoval	—	—	6153861685	7717 Ocean Ave, Jacksonville, FL, 32220	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137091	ENR	Pamela X Edwards	2002-04-27	UHC-56282-29	—	6075 Meadow Ln, Mesa, AZ, 85215	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-411102	CLM	Sofia King	1959-10-18	UHC-08034-30	4546029507	1813 Valley View Dr, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-61298	TPA	Lauren Ray	1956-01-12	—	3568097738	9749 Meadow Ln, Orlando, FL, 32822	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-57434	TPA	Beverly Bennett	1948-08-14	—	3645788323	4158 Indian School Rd, Denver, CO, 80291	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-406331	CLM	Betty Richards	1964-11-14	UHC-44493-32	—	3269 Apache Blvd Apt 29, Denver, CO, 80269	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-53809	TPA	Jerry Lee	2002-06-25	—	7912415308	8472 Main St, Mesa, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412059	CLM	Lisa Soto	1980-08-16	UHC-28518-82	8755444993	264 Elm St, Sacramento, CA, 95876	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-416958	CLM	Sharon Little	2004-07-03	UHC-04514-99	8934527665	8702 Pine Dr, Houston, TX	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-22203	PRV	Joan Duncan	1950-01-11	UHC-35968-68	9008536637	8323 Spring St, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430115	CLM	Isabella Gardner	1997-09-23	—	7438452183	2017 Sunset Blvd, Dallas, TX, 75208	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

71,257 rows, page 209 of 1,426Previous Next