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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136089	ENR	Judith N Guzman	1944-02-20	UHC-84824-01	4878577182	3680 Church St, Glendale, AZ, 85308	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-115863	ENR	Juan N Weber	1953-11-28	UHC-19071-94	2105439815	6266 Spring St, Columbus, OH, 43284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130394	ENR	Sean S James	1978-05-06	UHC-94412-75	9112757314	7309 Mountain View Dr, Tucson, AZ, 85758	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137642	ENR	Laura Silva	1951-08-26	UHC-72934-78	—	9641 Valley View Dr, Austin, TX, 78743	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-121598	ENR	Janice Z Ramos	1999-11-02	UHC-65456-50	4708985083	7210 Ocean Ave, Atlanta, GA, 30381	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119018	ENR	Logan O Bailey	1976-05-22	UHC-29079-85	7702634606	9114 Grand Ave, San Diego, CA, 92136	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-115451	ENR	Andrew I Phillips	1942-07-11	UHC-37629-48	7705264508	3402 Lake View Rd, Mesa, AZ, 85223	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138446	ENR	Adam A Murray	1965-11-04	UHC-44804-05	—	474 Pine Dr, Columbus, OH, 43242	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-119327	ENR	Carlos McDonad	1967-01-15	UHC-52759-39	9483984209	2056 Central Ave, Plano, TX, 75017	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-109874	ENR	Kevin Z Aguilar	2007-06-08	UHC-46826-88	9306598326	3903 Oak St, Denver, CO	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128335	ENR	Janet W Myers	1974-03-13	UHC-74387-24	7543144225	2841 Sage Ct, Gilbert, AZ, 85247	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105860	ENR	Teresa Lane	1988-05-22	UHC-40035-51	8337024778	70 Pine Dr, Columbus, OH, 43256	0.64	Name re-cased Street suffix standardised Address re-cased 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-116028	ENR	Rachel L Myers	1940-11-03	UHC-29223-09	2984364564	366 Ocean Ave, Glendale, AZ, 85319	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-101879	ENR	Noah K Thompson	1941-11-01	UHC-55460-63	3026728944	5805 Lincoln Way, Los Angeles, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-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-126073	ENR	Patricia A Fox	1959-03-21	UHC-32104-52	6589475791	2227 Mountain View Dr, Phoenix, AZ, 85020	0.64	Name re-cased 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-100759	ENR	Rebecca Richards	1940-07-02	UHC-07899-04	9313423413	3120 Valley View Dr, Orlando, FL, 32802	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-114131	ENR	Cynthia K Woods	1940-10-04	UHC-56559-15	3028928121	7312 Desert Sky Blvd, Plano, TX, 75044	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104922	ENR	Linda Luna	1956-06-23	UHC-58794-29	6947805839	5602 Baseline Rd # 329, Denver, CO, 80214	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+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-132114	ENR	Denny V Ruiz	1988-12-22	UHC-75844-12	4304760934	2378 Valley View Dr, Dallas, TX, 75268	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116903	ENR	Justin S Lawrence	1945-06-12	UHC-56970-09	6774423139	1593 Spring St, Miami, FL, 33194	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138188	ENR	Amy K Morrison	1977-02-06	UHC-29243-33	4846396784	4055 Palm Dr, Austin, TX, 78794	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+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-123894	ENR	Ahmed Adams	2001-12-06	UHC-61442-82	6422262115	3121 Union St, Las Vegas, NV, 89139	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-125641	ENR	Jose Lane	1966-09-03	UHC-35015-77	7348032949	7622 Spring St, Sacramento, CA, 95800	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-131982	ENR	Isabella A Perkins	1995-04-22	UHC-94647-17	9873461132	4650 Union St, Dallas, TX, 75245	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128959	ENR	Karen I Myesr	1987-11-16	UHC-84098-18	9258330717	9793 Highland Ave, San Antonio, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113945	ENR	Joan Ford	1950-10-28	UHC-21698-74	4242089825	1737 Sage Ct, Eden Prairie, MN, 55305	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-130649	ENR	David Murray	1976-07-13	UHC-38699-76	3184922289	9779 Ocean Ave, San Antonio, TX, 78229	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-140610	ENR	Jose F Alexander	1974-01-13	UHC-74261-41	5096583189	3114 Highland Ave, Nashville, TN, 37277	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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-119662	ENR	Andy S Banks	1956-07-22	UHC-26341-52	—	4132 Willow Ct, Eden Prairie, MN, 55335	0.64	Date of birth reformatted Phone missing area code 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-125138	ENR	Wayne Lopez	1988-09-08	UHC-44726-52	4846326261	1771 Canyon Rd, Jacksonville, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128738	ENR	Carol Daniels	1943-12-28	UHC-99926-99	9794199053	4131 Ridge Rd, Los Angeles, CA, 90056	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106729	ENR	Kimberly Harvey	—	UHC-92279-14	8504993068	8206 Cedar Ln, Fresno, CA, 93766	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112301	ENR	Ryan Webb	1948-09-17	UHC-74733-63	9635849000	1242 Main St, Tempe, AZ, 85274	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-141397	ENR	Victoria Y Jimenez	2004-10-13	UHC-81928-43	4733961226	4112 Baseline Rd, Scottsdale, AZ, 85275	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address 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-117839	ENR	Lauren Hill	1970-11-09	UHC-71517-82	3917240818	7973 Park Pl, Denver, CO, 80283	0.64	Two-digit birth year Phone reformatted Member ID 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

26,564 rows, page 210 of 532Previous Next