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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112536	ENR	Jennifer Larson	1989-06-21	UHC-10361-83	2655330194	4725 Elm St, Phoenix, AZ, 85048	0.40	Name split from “Last, First”Two-digit birth year SSN last four extracted Street suffix standardised+2 more
ENR-121778	ENR	Ahmed Q Black	1995-11-24	UHC-40100-10	5652872375	4516 Indian School Rd Apt 21, Fresno, CA, 93720	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142645	ENR	Rachel Q Carter	1953-11-18	UHC-82771-64	9288264879	6729 Grand Ave # 633, San Diego, CA, 92164	0.40	Name split from “Last, First”Two-digit birth year Unit split from street Email lower-cased+2 more
CLM-411251	CLM	Heather B Webb	—	—	—	4296 Harbor Blvd, Dallas, TX, 75252	0.40	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-420409	CLM	Abigail Jordan	1997-10-26	UHC-73690-42	—	3737 Oak St # 136, Denver, CO, 80294	0.40	Name split from “Last, First”SSN last four extracted Unit split from street State name converted to code+2 more
TPA-53945	TPA	Mike Carter	1956-09-01	—	7542750098	3476 Bayshore Dr, Columbus, OH, 43235	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-126913	ENR	Jennifer Moreno	1952-06-03	UHC-25859-06	—	6647 Valley View Dr, Las Vegas, NV, 89133	0.40	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-126940	ENR	Ann Wood	1950-12-23	UHC-47789-89	—	2226 Forest Ave, Minneapolis, MN	0.40	Name split from “Last, First”Phone missing area code ZIP missing Gender normalised+2 more
ENR-124139	ENR	Russell F Hanson	1997-11-13	UHC-68963-83	6919514431	3692 Cedar Ln, Houston, TX, 77004	0.40	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-105030	ENR	Hiroshi Dominguez	1942-06-23	UHC-02224-53	8594602517	9789 Central Ave # 962, Orlando, FL, 32850	0.40	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+2 more
ENR-127070	ENR	Patrick K Gutierrez	1994-09-25	UHC-40734-68	2545355645	2721 River Rd, Denver, CO, 80201	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-27803	PRV	Cynthia D Carlson	1997-07-15	—	3745851258	4545 Park Pl, Chandler, AZ, 85297	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-123885	ENR	Gabriiel Gray	—	UHC-32540-86	—	1051 Indian School Rd Apt 27, Minneapolis, MN, 55429	0.40	Name split from “Last, First”Date of birth unreadable Unit split from street Street suffix standardised+2 more
CLM-405376	CLM	Jeffrey B Valdez	—	—	—	8667 Baseline Rd, Nashville, TN, 37240	0.40	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-54858	TPA	Arthur Franklin	1949-08-05	—	—	350 Lake View Rd Apt 13, Denver, CO, 80289	0.40	Name split from “Last, First”Unit split from street ZIP+4 trimmed Gender normalised+2 more
ENR-123962	ENR	Stephen N Brown	—	UHC-37752-51	—	2974 Baseline Rd, Austin, TX, 78743	0.40	Name split from “Last, First”Date of birth unreadable Phone missing area code Street suffix standardised+2 more
CLM-416896	CLM	Caol Hall	2004-04-28	—	9579779207	6376 Desert Sky Blvd Apt 3, Phoenix, AZ, 85018	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-421084	CLM	Rebecca Carlson	—	—	—	3457 Bayshore Dr, Chandler, AZ, 85242	0.40	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-111481	ENR	Vincent Gordon	1973-01-03	UHC-67709-41	2558169267	1710 Central Ave, Miami, FL	0.40	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
CLM-413187	CLM	Steven O Wagner	1938-02-24	UHC-58486-02	2649432064	2800 Highland Ave, Los Angeles, CA	0.40	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
CLM-419530	CLM	Ashley B Munoz	—	—	5102809704	776 Apache Blvd # 350, Nashville, TN, 37282	0.40	Name split from “Last, First”Date of birth unreadable Unit split from street Street suffix standardised+2 more
ENR-138652	ENR	Jacob J Estrada	2003-02-10	UHC-56956-50	7635246727	3162 Park Pl, Miami, FL, 33198	0.40	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111023	ENR	Joyce B Mills	1971-03-28	UHC-61487-56	8173747109	8718 Valley View Dr # 754, Austin, TX, 78736	0.40	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-431131	CLM	Debra Nelson	1945-02-26	UHC-84410-57	—	9628 Maple Ave, San Diego, CA, 92142	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-139244	ENR	Jose M Boyd	1961-05-09	UHC-21496-08	—	2859 River Rd, Sacramento, CA, 95805	0.40	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-26444	PRV	Larson Joan	1949-09-16	—	—	2943 Pine Dr, Tempe, AZ	0.40	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+2 more
CLM-432791	CLM	Nancy Miller	1953-09-11	—	7795003781	3880 Desert Sky Blvd # 907, Dallas, TX, 75272	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126345	ENR	Chris Castro	—	UHC-49384-67	2503808591	5106 Ridge Rd, Tucson, AZ, 85732	0.40	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-126583	ENR	Gary Arnold	1996-02-18	UHC-03152-96	7812237795	3675 Mesa Dr, Houston, TX, 77067	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+2 more
ENR-141183	ENR	Nicole Gonzales	1941-02-13	UHC-80545-64	—	4175 Forest Ave, Orlando, FL, 32880	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-422037	CLM	Abby Nichols	1956-10-26	UHC-31174-53	—	4189 Elm St, Orlando, FL, 32889	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-138980	ENR	Sam Armstrong	1954-05-07	UHC-46849-18	4226324549	6687 Elm St Apt 20, Denver, CO, 80297	0.40	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-108230	ENR	Nicole Rodriguez	2008-05-07	UHC-29082-91	9859842278	9401 Ocean Ave # 664, Tempe, AZ, 85221	0.40	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-121239	ENR	Harold Greene	1994-12-16	UHC-22101-81	9595439891	7545 Ocean Ave, Seattle, WA, 98132	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+2 more
ENR-113760	ENR	Ronald W Hernandez	1959-09-24	UHC-70616-98	4314881127	4335 Main St, Las Vegas, NV, 89189	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56782	TPA	Lucia W Porter	1944-02-23	—	—	8965 Canyon Rd, San Antonio, TX, 78234	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-56783	TPA	Lucia W Porter	1944-02-23	—	—	8965 Canyon Rd, San Antonio, TX, 78234	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-120365	ENR	Betty H Howell	1945-07-07	—	4863957223	7429 Canyon Rd, Fresno, CA, 93723	0.40	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
ENR-133412	ENR	Janice Q Hansen	1970-06-13	UHC-17796-50	7636570096	930 Camelback Rd # 989, Fresno, CA, 93729	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-50945	TPA	Ryan Cooepr	1995-07-25	—	—	9896 Sunset Blvd, Tampa, FL, 33604	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-418822	CLM	Sophia U Davis	1966-05-17	UHC-17097-41	8063812193	4997 Baseline Rd, Houston, TX	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-407763	CLM	Heather Hansen	1938-08-09	—	—	8586 Apache Blvd, Sacramento, CA, 95812	0.40	Name split from “Last, First”Phone missing area code SSN last four extracted State name converted to code+2 more
TPA-62508	TPA	Isabella Mjia	1963-12-17	—	—	9832 Washington St, Phoenix, AZ, 85075	0.40	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-422268	CLM	Justin Knight	1985-10-27	UHC-39714-96	—	2762 Forest Ave, Seattle, WA, 98102	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-421133	CLM	Jacqueline Woods	1954-12-17	UHC-84563-22	6207410360	8373 Mesa Dr, Chandler, AZ	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
PRV-24345	PRV	Cynthia Jensen	1959-05-28	UHC-82520-15	—	454 Apache Blvd Apt 36, Columbus, OH, 43277	0.40	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+2 more
CLM-424377	CLM	Anna Morris	1960-03-24	—	—	3498 Willow Ct, Columbus, OH	0.40	Name split from “Last, First”State name converted to code ZIP missing Gender normalised+2 more
ENR-140088	ENR	Dennis F Watson	1960-02-18	UHC-66816-88	3863655889	3612 Highland Ave, Chandler, AZ, 85226	0.40	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+2 more
PRV-27011	PRV	Michael Matthews	1998-09-14	—	3932932161	9134 Grand Ave, Glendale, AZ, 85374	0.40	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-108720	ENR	Gary U Schmidt	1966-12-22	UHC-93699-20	9088961016	5966 Palm Dr Apt 15, Tucson, AZ, 85794	0.40	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more

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