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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112867	ENR	Zachary Hill	1958-01-15	UHC-33929-52	2539570730	7404 Market St # 840, Sacramento, CA, 95805	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-102733	ENR	Greg Chen	—	UHC-87310-18	—	8242 Canyon Rd, Mesa, AZ, 85280	0.52	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+2 more
ENR-122681	ENR	Kathryn L Burke	1952-10-06	UHC-37727-05	8855054340	5009 Grand Ave, Glendale, AZ, 85394	0.52	Name split from “Last, First”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
ENR-113499	ENR	Watkins Maria	1943-09-15	UHC-30542-27	9796542026	7679 Central Ave, Tampa, FL, 33666	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111534	ENR	Carol James	1950-05-14	UHC-38761-26	—	34 Sage Ct Apt 39, Scottsdale, AZ, 85209	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+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-103974	ENR	Jean Santiago	1943-08-12	UHC-49960-87	5786613242	3517 Highland Ave, Los Angeles, CA, 90038	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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
CLM-418506	CLM	Emma Parker	1938-04-22	—	6326364147	3226 Spring St, Tucson, AZ, 85718	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
ENR-120827	ENR	Diane Snyder	—	UHC-68765-36	6082870496	3890 Cedar Ln, Plano, TX, 75081	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133295	ENR	Karen Q Clark	2007-12-06	UHC-47593-45	5647392600	1136 Baseline Rd, Los Angeles, CA, 90084	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142498	ENR	Terry Q Hill	—	UHC-63505-05	7094435864	212 Washington St, Seattle, WA, 98145	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+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-107661	ENR	Sara Carr	1982-05-24	UHC-76869-45	4134100117	3915 Washington St, Nashville, TN, 37293	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111687	ENR	Mratha B Soto	1957-12-05	UHC-45087-63	5014708672	2000 Harbor Blvd, Austin, TX, 78700	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+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
ENR-122979	ENR	Diane L Armstrong	2004-04-20	UHC-42308-24	2015399999	3013 Forest Ave # 864, Charlotte, NC, 28246	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+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-105592	ENR	Santiago Herrera	1965-05-20	UHC-36829-74	2975336713	9406 Washington St, Mesa, AZ, 85267	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+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
ENR-142058	ENR	Timothy G Bennett	1940-11-17	UHC-58565-83	3744460647	1538 Harbor Blvd # 855, Tempe, AZ, 85234	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+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
CLM-423458	CLM	Patricia Cooper	1938-05-02	—	5189299334	3209 Baseline Rd, Fresno, CA, 93792	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412688	CLM	Isabella P Wilson	2003-04-02	UHC-32664-98	2785996102	8501 Spring St, San Diego, CA, 92113	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402877	CLM	Amanda Austin	1998-09-20	—	2236782382	8867 Elm St, Plano, TX, 75075	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127425	ENR	Donna Cook	1978-02-12	UHC-07640-06	8798708298	6772 Desert Sky Blvd, Nashville, TN, 37276	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101139	ENR	Brandoon J Munoz	1965-08-06	UHC-24440-97	4199034858	466 Desert Sky Blvd, Jacksonville, FL, 32253	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-429612	CLM	Karen Richardson	1962-12-14	UHC-37708-18	—	1730 Central Ave, Nashville, TN, 37248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-138758	ENR	Dorothy Y Banks	1968-02-22	UHC-45975-38	7796758829	2711 Baseline Rd, Orlando, FL, 32854	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-411938	CLM	Keith Ramirez	1954-06-19	UHC-39559-25	—	9683 Grand Ave, Tempe, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-409834	CLM	Amber Green	1976-03-15	UHC-30412-77	—	2929 Maple Ave, Seattle, WA, 98104	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-28784	PRV	Julia Z Nelson	1997-06-11	—	8142135020	6787 Maple Ave, Tucson, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-64470	TPA	Wayne Simmons	—	—	—	2699 Ocean Ave Apt 3, Seattle, WA, 98148	0.52	Name re-cased Date of birth missing Unit split from street Street suffix standardised+2 more
ENR-125825	ENR	Aaron V Berry	1972-03-04	UHC-34568-51	6329208521	3935 Market St, Chandler, AZ, 85286	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25229	PRV	Matthew P Riec	1999-03-22	—	8689471631	6058 Apache Blvd, Houston, TX, 77066	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

55,824 rows, page 161 of 1,117Previous Next