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 “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-135600	ENR	Marilyn R Sullivan	1952-05-20	UHC-59465-80	2748519508	5246 Desert Sky Blvd, Miami, FL, 33143	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-109715	ENR	Ralph L Willis	1979-05-15	UHC-44807-51	2618428034	5490 Bayshore Dr, Denver, CO, 80211	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139413	ENR	Robert C Griffin	1973-10-08	UHC-89198-51	—	3543 Oak St, Tucson, AZ	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
ENR-104073	ENR	Stephanie F Howard	1999-02-18	UHC-41737-39	—	1991 Grand Ave, Miami, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-105062	ENR	Dylan Turner	1981-03-05	UHC-51775-76	4937353818	7631 Ridge Rd, Houston, TX, 77058	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138372	ENR	Maria F Diaz	1983-06-20	UHC-45228-06	—	5160 Valley View Dr, San Antonio, TX, 78208	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-103371	ENR	Amy I Montgomery	1969-05-19	UHC-01860-44	9546973499	6024 Ridge Rd, Tucson, AZ, 85733	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-133635	ENR	Kathy O Day	1966-11-21	UHC-04206-33	4146753098	3932 Meadow Ln, Tampa, FL, 33660	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108240	ENR	Jen Butler	1938-09-04	UHC-29218-05	—	7574 Harbor Blvd # 222, Nashville, TN, 37252	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-103888	ENR	Gabriel X Simpson	1943-02-15	UHC-23523-26	7445042495	6302 Lake View Rd, Chandler, AZ, 85210	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134755	ENR	Larry U Young	1938-09-24	UHC-78277-48	5749291037	8867 Maple Ave # 980, Minneapolis, MN, 55454	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-100621	ENR	Nicole Chen	1978-03-01	UHC-32643-30	9148064077	4532 Apache Blvd, Tempe, AZ, 85240	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128792	ENR	Kenneth Schmidt	1963-07-03	UHC-63880-62	3512069883	2650 Harbor Blvd, Scottsdale, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-134714	ENR	Kathleen V Schultz	—	UHC-54766-31	7224422726	9642 Camelback Rd, Gilbert, AZ, 85298	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137505	ENR	Lawrence C Payne	2004-07-14	UHC-92961-16	—	7040 Mesa Dr, San Diego, CA, 92123	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-115562	ENR	Andy Evans	1988-10-25	UHC-10411-09	9077744026	4471 Desert Sky Blvd, Nashville, TN, 37243	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-104706	ENR	Jack M Knight	1955-10-20	UHC-49193-58	9868685310	252 Sage Ct, Nashville, TN, 37219	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-107911	ENR	Elizabeth K Thompson	1978-01-01	UHC-73611-96	4478086615	944 Willow Ct, Chandler, AZ, 85252	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-131211	ENR	Bryan I Fowler	1948-06-15	UHC-45894-30	3066782087	8770 Sage Ct, Scottsdale, AZ, 85269	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
ENR-126536	ENR	Abigail V Gonzalez	1980-11-06	UHC-62276-24	—	6210 Highland Ave, San Antonio, TX, 78200	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-105137	ENR	Wayne Hayes	1955-01-27	UHC-81566-25	—	6294 Highland Ave, San Diego, CA, 92136	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129772	ENR	Omar J Marquez	1993-05-23	UHC-55399-98	5175410345	1963 Highland Ave, Miami, FL, 33175	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-127174	ENR	Nathan Murray	1947-07-27	UHC-10822-60	—	1602 Forest Ave, Minneapolis, MN, 55469	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-118860	ENR	Theresa B Mills	2000-03-14	UHC-17982-74	5065559050	2359 Market St, Tucson, AZ, 85714	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-118503	ENR	Melissa Q Reed	2002-06-23	UHC-35854-27	—	5544 Cedar Ln, Dallas, TX, 75272	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-126255	ENR	Brenda Ramos	1993-05-06	UHC-80032-61	3937925565	7121 Church St, Atlanta, GA, 30362	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118472	ENR	Mary Schmidt	—	UHC-46724-21	3239759410	8824 Forest Ave, Eden Prairie, MN, 55344	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104378	ENR	Hiroshi Wilson	1964-06-20	UHC-93354-09	5079974896	1523 Apache Blvd, Fresno, CA, 93704	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-120066	ENR	Philip A Grant	1990-09-27	UHC-64888-16	2138635170	5762 Main St, Mesa, AZ, 85227	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-108916	ENR	Amy Andrews	1968-08-10	UHC-27865-67	—	6269 Market St, Minneapolis, MN	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
ENR-107247	ENR	Brenda O Ford	1973-10-01	UHC-27693-78	2043879970	7624 Camelback Rd, San Diego, CA, 92169	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120849	ENR	Catherine Hawkins	1970-02-22	UHC-45783-13	4195745794	9389 Palm Dr, Chandler, AZ, 85281	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120848	ENR	Catherine Hawkins	1970-02-22	UHC-45783-13	4195745794	9389 Palm Dr, Chandler, AZ, 85281	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102208	ENR	Anna Williams	1944-12-02	UHC-74905-69	6325720411	9835 Mountain View Dr, Tucson, AZ	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142522	ENR	Alan Etrada	1981-01-01	UHC-27147-66	5823011657	7463 Canyon Rd, Dallas, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104699	ENR	Larry L Mills	1998-01-13	UHC-65514-03	5265578622	155 Harbor Blvd, Gilbert, AZ, 85209	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120006	ENR	Ahmed Salazar	2001-10-10	UHC-70661-98	—	7568 Washington St, Los Angeles, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-103645	ENR	Maria H Clark	1994-08-10	UHC-79357-13	4867624492	6838 Central Ave, Tempe, AZ, 85268	0.64	Name re-cased City re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-109761	ENR	Elizabeth I Alexander	2005-04-28	UHC-66996-44	6048220394	7990 Spring St, Eden Prairie, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106258	ENR	John T Vargas	2005-10-08	UHC-19817-94	—	2856 Baseline Rd, Plano, TX, 75000	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-103777	ENR	Ruth Young	1989-01-11	UHC-18250-65	6784433901	3975 Ridge Rd # 435, Nashville, TN, 37244	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-120112	ENR	Teresa Y Soto	1938-09-08	UHC-48969-60	4187460156	5777 Hillcrest Rd, San Diego, CA, 92113	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-141398	ENR	Samantha Cook	1946-05-07	UHC-28805-55	7297800928	3442 Hillcrest Rd, Denver, CO, 80218	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119256	ENR	Cynthia Chavez	2008-06-17	UHC-42338-82	—	4829 Willow Ct, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-107513	ENR	Roy Stephens	—	UHC-69885-63	—	—	0.64	Name re-cased Date of birth unreadable Phone missing area code Email lower-cased+2 more
ENR-111636	ENR	Mary J Burton	2008-01-03	UHC-12996-17	5543013548	6287 Palm Dr, Atlanta, GA, 30336	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123203	ENR	Arthur Vargas	1966-01-23	UHC-94619-95	4037955218	7710 Elm St, Gilbert, AZ, 85283	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-106441	ENR	Jerry F Hawkins	1982-08-16	UHC-79567-63	9046466195	2004 Sunset Blvd, Dallas, TX, 75280	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-115183	ENR	Alice Harrison	1996-04-08	UHC-75394-78	4028895035	9089 Sunset Blvd # 699, Seattle, WA, 98147	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
ENR-131475	ENR	Gloria Y Evans	1949-04-13	UHC-56869-18	—	8883 Union St, Columbus, OH, 43259	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

16,916 rows, page 99 of 339Previous Next