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

Enrollment, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-119923	ENR	Gerald Z Valdez	2005-10-20	UHC-54744-88	7344737064	7970 Lake View Rd, Minneapolis, MN, 55412	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107655	ENR	Janet Rayn	2005-05-05	UHC-88654-36	3459233061	7220 Market St, Orlando, FL, 32819	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107656	ENR	Janet Rayn	2005-05-05	UHC-88654-36	3459233061	7220 Market St, Orlando, FL, 32819	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135900	ENR	Jeremy L Daaniels	1986-05-05	UHC-66664-57	5957459748	1579 Palm Dr, Sacramento, CA, 95830	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140632	ENR	Jason Bennett	1970-08-26	—	3074850798	9140 Lake View Rd, Tempe, AZ, 85296	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140181	ENR	Natalie C Vega	1940-08-09	UHC-56961-29	—	4147 Mountain View Dr, Gilbert, AZ, 85226	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-118181	ENR	Alexis G Aguilar	2006-06-28	UHC-01502-04	6814128467	5072 Ocean Ave, Tucson, AZ, 85760	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124498	ENR	Scott Bowman	1972-06-20	UHC-43015-79	8954096440	2445 Sage Ct, Chandler, AZ, 85299	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128468	ENR	Amanda Williamson	1976-12-06	UHC-93564-15	5386857122	6312 Market St, Fresno, CA, 93759	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-110289	ENR	Aarron Richardson	2005-03-08	UHC-17201-17	6953255626	7110 Indian School Rd, Houston, TX, 77077	0.76	Name re-cased Member ID reformatted City re-cased ZIP+4 trimmed+2 more
ENR-113672	ENR	Henry Sandoval	1956-09-25	UHC-18789-53	—	2749 Church St, Gilbert, AZ, 85250	0.76	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+2 more
ENR-112952	ENR	Juan Y Jimenez	1964-10-13	UHC-84918-36	6209491554	2041 Forest Ave, Dallas, TX, 75237	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-134748	ENR	Ehtan Y Foster	1941-08-06	UHC-36897-68	4382555960	7698 Lincoln Way, Minneapolis, MN, 55426	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-114690	ENR	Sofia D McDonald	1946-01-23	—	4185687231	6229 Sunset Blvd, Orlando, FL, 32804	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-132586	ENR	Wayne Ward	1940-05-22	UHC-86507-79	7225820567	8946 Apache Blvd, Plano, TX, 75025	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133582	ENR	Lauren U Gordon	1958-10-27	UHC-31771-83	5944924668	2676 Mesa Dr, Miami, FL, 33182	0.76	Middle initial moved out of first name Name re-cased Phone reformatted City re-cased+2 more
ENR-102244	ENR	Douglas Moore	1956-08-04	UHC-27864-05	6942089813	1328 Pine Dr, Denver, CO, 80266	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106573	ENR	Logan G Watson	1995-05-14	UHC-87359-27	6746099640	1020 Bayshore Dr, Orlando, FL, 32859	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125161	ENR	Donna Chapman	1960-09-17	UHC-43561-01	3125981322	7580 Elm St, Columbus, OH, 43291	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136185	ENR	Richard I Peters	1949-07-14	UHC-85740-09	2412311818	8617 Central Ave, Minneapolis, MN, 55418	0.76	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
ENR-131257	ENR	Ahmed H Jordan	1957-09-07	UHC-80312-48	4343134073	3570 Indian School Rd, Houston, TX, 77073	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130895	ENR	Heather Hamilton	2007-05-16	UHC-56452-78	9866280710	144 Highland Ave, Houston, TX, 77031	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-104314	ENR	Arjun E Armstrong	1985-10-09	UHC-08542-71	9788031626	8948 Oak St, Seattle, WA, 98134	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128399	ENR	Judy J Henderson	1973-01-23	UHC-53252-69	8753161429	4191 Ridge Rd, Eden Prairie, MN, 55354	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104103	ENR	Matthew Reed	1950-11-22	UHC-00225-74	8593481938	8868 Sage Ct, Mesa, AZ, 85228	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-103968	ENR	Joe S Gray	1949-02-23	UHC-46590-86	—	2333 Apache Blvd, Mesa, AZ, 85283	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-129868	ENR	Ethan L Fernandez	2000-08-05	UHC-55755-30	9734901084	3381 Church St, San Diego, CA, 92166	0.76	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
ENR-130809	ENR	Paul Gilbert	1976-03-18	UHC-92318-12	8037141612	3615 Apache Blvd, Orlando, FL, 32890	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-121183	ENR	Danielle King	1982-05-23	UHC-42664-83	6984437672	6050 Park Pl, Fresno, CA, 93707	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114711	ENR	Alan G Hoffman	1983-06-23	UHC-11329-12	6496540688	3527 Bayshore Dr # 512, Fresno, CA, 93778	0.76	Phone reformatted Unit split from street City re-cased Email lower-cased+2 more
ENR-126475	ENR	Sophia Y Vasquez	1962-10-22	UHC-26490-13	3249364423	3245 Sunset Blvd, Seattle, WA, 98111	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-130551	ENR	Hamilton J Henry	1955-04-12	UHC-12110-84	—	645 Spring St, Tucson, AZ, 85720	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-133668	ENR	Yuki U Perez	1986-01-19	UHC-27080-83	6265875624	5798 Elm St, Sacramento, CA, 95846	0.76	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+2 more
ENR-108068	ENR	Joyce Griffin	—	UHC-02702-65	3723388322	6425 Ocean Ave, Tampa, FL, 33676	0.76	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-135496	ENR	Amanda Singh	1946-10-03	UHC-34285-94	3987867358	2132 Baseline Rd, Dallas, TX, 75274	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105095	ENR	Natalie T Ortega	1972-12-09	UHC-37499-14	8859410547	8104 Jefferson Ave, Las Vegas, NV, 89191	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125169	ENR	Vincent S Gilbert	2005-03-11	UHC-99716-09	4174329160	5120 Cedar Ln, San Diego, CA, 92158	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101865	ENR	Susan Andrews	1986-06-20	UHC-26506-24	9784989022	8184 Spring St, Austin, TX, 78760	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104641	ENR	Cynthia Rodriguez	1977-01-27	UHC-17553-20	5005479875	9288 Oak St, Austin, TX, 78757	0.76	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
ENR-127651	ENR	Jordan Murphy	1986-12-16	UHC-04857-22	9374587240	621 Indian School Rd, Gilbert, AZ, 85230	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118677	ENR	Bryan Palmer	1963-10-26	UHC-05951-33	4823967267	9827 Meadow Ln, Nashville, TN	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
ENR-113326	ENR	Jose X Olson	1974-12-20	UHC-27977-11	7954990841	4124 Hillcrest Rd, Plano, TX, 75026	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101369	ENR	Rebecca Kennedy	1945-09-11	UHC-19364-47	—	1156 Lake View Rd, Jacksonville, FL, 32297	0.76	Date of birth reformatted City re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-118632	ENR	Wayne A Green	1981-01-24	UHC-81589-49	—	3029 Harbor Blvd, Tempe, AZ, 85244	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119897	ENR	Charles Burke	1955-11-08	UHC-58990-73	4566645212	5211 Sunset Blvd, Atlanta, GA, 30354	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118516	ENR	Zachary Riley	1957-11-26	UHC-92442-40	8716610553	3916 Main St, Las Vegas, NV, 89163	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-104338	ENR	Gloria Ryan	1955-07-08	UHC-01082-27	5792372085	4221 Forest Ave, Tempe, AZ, 85292	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-132255	ENR	Kevin Morales	2005-06-13	UHC-41017-23	9069539933	8345 Park Pl, Sacramento, CA, 95808	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128840	ENR	Banks Gerald	1965-08-10	—	7794184203	4255 Canyon Rd, Los Angeles, CA	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-134364	ENR	Tyler X Dixon	1997-07-09	UHC-85200-63	9076050899	8822 Grand Ave, Gilbert, AZ, 85230	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

8,423 rows, page 102 of 169Previous Next