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
PRV-28756	PRV	Jesse Spencer	2001-01-15	UHC-70831-73	5188681866	7662 Camelback Rd, Tempe, AZ, 85246	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-120437	ENR	Aisha Y Willliams	1988-06-12	UHC-18589-90	3819747385	1440 Washington St, Austin, TX, 78739	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-139505	ENR	Isabella L Gardner	1997-09-23	UHC-11860-11	7438452183	—	0.66	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-133953	ENR	Deborah C Day	1973-08-11	UHC-27341-20	7116763156	5489 Market St, Plano, TX, 75029	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-121508	ENR	Brittany N Sandoval	1986-09-12	UHC-58967-66	5693049470	7061 Bayshore Dr, Chandler, AZ, 85279	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+1 more
CLM-400808	CLM	Kathleen Soto	1939-10-26	UHC-10461-05	8439704719	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-25931	PRV	Jeremy Roberts	1994-12-02	UHC-19875-43	5318715301	9863 Sage Ct, Columbus, OH, 43260	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-139530	ENR	Christopher Palmer	2000-06-07	UHC-08391-89	7317224976	4263 Pine Dr, Scottsdale, AZ, 85290	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-403192	CLM	Mary U Daniels	1969-09-15	UHC-02753-64	—	3406 Market St, Denver, CO, 80259	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
TPA-50701	TPA	Nathan Lee	2006-08-25	—	—	5406 Willow Ct, Dallas, TX, 75272	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119466	ENR	Eric X Santos	1978-03-04	UHC-22547-48	6436106217	3962 Church St, Tempe, AZ, 85223	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119879	ENR	Teresa V Harrison	2007-01-27	UHC-56572-05	9753049752	1781 Harbor Blvd, San Antonio, TX, 78294	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411357	CLM	Theresa Ferguson	2000-05-07	UHC-58580-76	—	9633 Palm Dr, Tucson, AZ, 85712	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-52067	TPA	Madison Freeman	1960-11-28	UHC-37196-07	5449331530	9182 Willow Ct, Seattle, WA, 98191	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-410928	CLM	Jooyce A Herrera	1942-06-21	UHC-61035-88	5757403081	2531 Ridge Rd, Dallas, TX	0.66	Phone reformatted State code upper-cased ZIP missing Gender normalised+1 more
ENR-104643	ENR	Joe Richardson	1943-10-04	UHC-53594-59	6906491344	5386 Apache Blvd, Nashville, TN, 37204	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-141700	ENR	Matthew Graham	1962-06-15	UHC-65632-70	9539710478	5330 Union St, Nashville, TN, 37248	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
PRV-22731	PRV	Anna Thompson	1973-04-05	UHC-22617-58	6345069772	3663 Willow Ct, Sacramento, CA, 95859	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408553	CLM	Mariana Anderson	2000-10-14	UHC-20476-18	8244073420	340 Ocean Ave, Columbus, OH, 43274	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-24502	PRV	Pamela Fuller	1926-07-15	—	3507003668	3814 Market St, San Diego, CA, 92154	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-135337	ENR	Camila Schmidt	1982-02-13	UHC-82888-41	4655118349	8179 Hillcrest Rd, Phoenix, AZ, 85011	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108347	ENR	Joseph P Sanchez	—	UHC-03075-13	8204347708	1777 Central Ave, San Antonio, TX, 78272	0.66	Date of birth missing Phone reformatted City re-cased Gender normalised+1 more
PRV-25565	PRV	Amy Torres	1995-01-01	UHC-25276-49	6413517923	206 Lincoln Way, Tampa, FL, 33620	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-134965	ENR	Emily Lawson	2004-08-07	UHC-30773-21	7135083880	9248 Ridge Rd, San Diego, CA, 92141	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121461	ENR	Virginia Q Hunter	1968-02-24	UHC-14526-69	7402839156	3867 Broadway, Tampa, FL, 33638	0.66	Name split from “Last, First”Phone reformatted Address re-cased Gender normalised+1 more
CLM-430586	CLM	Laura N McDonald	1991-03-11	UHC-97504-92	—	8336 Market St, Miami, FL, 33146	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-117924	ENR	Elijah Freeman	1952-12-05	UHC-56078-41	—	2681 Lincoln Way, Los Angeles, CA, 90016	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-134117	ENR	Amanda Little	1989-06-12	UHC-87673-57	6056815541	8345 Lincoln Way, Mesa, AZ	0.66	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
TPA-60101	TPA	Terry Weaver	1940-10-16	—	—	3798 Camelback Rd, Tempe, AZ, 85205	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-124258	ENR	Kathryn O Hunter	1987-09-21	UHC-93530-79	—	6677 Harbor Blvd # 287, Scottsdale, AZ, 85234	0.66	Member ID reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-427358	CLM	Ruth Garrett	2003-10-09	UHC-34655-43	9529143682	3904 Baseline Rd, Orlando, FL, 32882	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-126666	ENR	Scot D Daniels	1995-07-08	UHC-86146-39	7302217424	1872 Lincoln Way, San Antonio, TX	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-427594	CLM	Nathan H Wong	2001-08-11	UHC-21440-42	7622412439	7166 Sage Ct, Phoenix, AZ	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-53845	TPA	Ann U Patel	1977-06-01	—	—	7149 Bayshore Dr, Orlando, FL, 32839	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-104420	ENR	Jeremy V Burke	1955-08-08	UHC-49049-12	7923206147	845 Meadow Ln, Fresno, CA, 93753	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-114672	ENR	Rebecca W George	1977-02-07	UHC-12353-35	8895679413	7053 Maple Ave, Eden Prairie, MN, 55377	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-413586	CLM	Christian Gonzalez	1979-07-21	UHC-05076-98	—	8471 Sage Ct, Tucson, AZ, 85735	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20453	PRV	Hannah Patterson	1981-05-01	UHC-91930-09	4365168470	801 Hillcrest Rd, Los Angeles, CA, 90072	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-124557	ENR	Joyce N Ray	1962-06-27	UHC-13938-24	4978740156	7032 Oak St, Phoenix, AZ, 85013	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136521	ENR	Gloria V Hall	1972-10-11	UHC-36250-98	2846590758	7812 Grand Ave, Tucson, AZ, 85707	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-106723	ENR	Kathleen Y Padilla	1969-03-14	UHC-42417-24	9738738383	8881 Pine Dr, Fresno, CA, 93762	0.66	Two-digit birth year Phone reformatted Email lower-cased Gender normalised+1 more
CLM-407104	CLM	Emmma Harrison	1966-03-10	UHC-63140-98	—	344 Grand Ave, Tampa, FL, 33626	0.66	Name re-cased Phone missing area code City re-cased Gender normalised+1 more
CLM-407464	CLM	Mateo Ryan	1956-10-22	UHC-46740-85	—	—	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-413607	CLM	David Shaw	1953-04-17	UHC-39003-12	5983859369	8652 Main St, Miami, FL, 33165	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-112135	ENR	Angela Y Murphy	1949-09-05	UHC-78709-34	9646761889	5389 Harbor Blvd, Glendale, AZ, 85341	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62916	TPA	Brian Little	2007-11-25	—	3942717446	7536 Mesa Dr, Orlando, FL, 32860	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-62597	TPA	Hannah Nelson	1987-03-10	—	—	7495 Mesa Dr, Tampa, FL	0.66	Name re-cased ZIP missing Gender normalised Plan code upper-cased+1 more
ENR-137865	ENR	Aisha W Hudson	1969-07-28	UHC-06355-21	3515930306	7330 Sunset Blvd, Tucson, AZ, 85756	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more
CLM-419762	CLM	Cynthia Carlson	1994-02-25	UHC-58426-35	—	7120 Oak St # 464, Las Vegas, NV, 89110	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
ENR-127863	ENR	Alice S Banks	1969-10-03	UHC-82671-03	3932714287	9877 Jefferson Ave, Plano, TX, 75096	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more

16,828 rows, page 221 of 337Previous Next