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
CLM-431061	CLM	Jonathan Hunt	1991-05-28	—	—	7735 Valley View Dr, Plano, TX, 75023	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-428724	CLM	Victoria Peters	1974-07-28	—	6819061533	2121 Sage Ct, Miami, FL, 33152	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428980	CLM	Carol O Bryant	1951-09-03	—	—	2505 Meadow Ln, Jacksonville, FL, 32292	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59885	TPA	Marilyn Hall	1963-03-04	—	—	1501 Valley View Dr, Eden Prairie, MN, 55304	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425586	CLM	Betty Griffin	1981-06-15	UHC-94146-50	7358929307	3605 Washington St, Houston, TX, 77096	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117327	ENR	Marcus Z Butler	1982-06-16	UHC-16283-93	4528775947	7360 Canyon Rd, San Antonio, TX	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-129983	ENR	Amed Murray	1969-10-08	UHC-25565-57	2152984239	8022 Lincoln Way, Atlanta, GA, 30353	0.66	Phone reformatted State name converted to code Email lower-cased Gender normalised+1 more
CLM-402182	CLM	Alexis T Harrison	1954-01-19	UHC-84201-75	—	6782 Sunset Blvd, Los Angeles, CA, 90091	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-62946	TPA	Kayla B Dominguez	2005-12-04	—	—	9187 Hillcrest Rd, Mesa, AZ, 85231	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-124884	ENR	Nicholas Kim	1997-07-24	UHC-01441-68	9325553057	3130 Maple Ave, San Diego, CA, 92104	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-138478	ENR	Linda Burns	1945-04-05	UHC-14067-04	—	8097 Church St, Miami, FL, 33117	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-409661	CLM	Santiago Rios	1946-05-18	UHC-40928-42	4377457758	8884 Pine Dr, Tucson, AZ, 85797	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-60825	TPA	Andrew Sanders	1991-07-16	—	2044451309	5567 Bayshore Dr, Tampa, FL, 33617	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-134633	ENR	Philip Gilbert	1978-05-09	UHC-96744-17	6829805428	69 Meadow Ln, Jacksonville, FL, 32203	0.66	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-114381	ENR	Valentina Yang	1943-08-22	UHC-72593-31	8609219601	2679 Sunset Blvd, Seattle, WA, 98131	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-100185	ENR	Stephen B Clark	1938-06-26	UHC-08012-54	4178650313	2805 Market St, Jacksonville, FL, 32227	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-425542	CLM	Heather Carr	1966-07-04	UHC-15089-19	—	3767 Camelback Rd, Nashville, TN, 37248	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63291	TPA	Roy Young	1986-11-17	—	—	967 Oak St, Gilbert, AZ, 85202	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
ENR-132354	ENR	Denise Woods	1954-12-11	UHC-11661-57	—	7491 Hillcrest Rd, Columbus, OH, 43248	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-25911	PRV	Linda Wagner	1994-05-17	—	3179276389	4845 Hillcrest Rd, San Diego, CA, 92136	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-118877	ENR	Carlos M Moore	1960-12-21	UHC-01951-86	9678945504	2901 Main St, San Antonio, TX, 78289	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127978	ENR	Patty Perry	1975-08-04	UHC-59294-16	3325561529	6200 Grand Ave, Las Vegas, NV, 89114	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-131935	ENR	Samuel Y Nguyen	1983-07-13	UHC-32298-88	4435255505	6389 Palm Dr, Tucson, AZ, 85773	0.66	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-132787	ENR	Rachel Soto	2000-09-28	UHC-26861-94	6369522000	865 Oak St, Tampa, FL, 33681	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
ENR-132786	ENR	Rachel Soto	2000-09-28	UHC-26861-94	6369522000	865 Oak St, Tampa, FL, 33681	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Plan code upper-cased+1 more
ENR-132994	ENR	Mariana Cooper	1973-01-21	UHC-47049-46	4398327261	3039 Lake View Rd, Atlanta, GA, 30302	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107582	ENR	Mark D Espinoza	1947-12-03	UHC-46329-47	6137008519	8996 Ridge Rd, Plano, TX, 75018	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-106279	ENR	Luis U Park	1950-09-14	UHC-72273-24	5568203856	759 Forest Ave, Houston, TX, 77078	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59813	TPA	Heather Cox	1957-09-25	—	—	613 Ridge Rd, Los Angeles, CA, 90008	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117886	ENR	Ann Z Rogers	2003-02-18	UHC-24914-75	3032981285	9630 Spring St, Eden Prairie, MN, 55310	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
TPA-64396	TPA	Hiroshi Peterosn	1947-08-28	UHC-47694-32	—	6875 Apache Blvd # 572, Gilbert, AZ, 85234	0.66	Date of birth reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-107336	ENR	Aaron U Morrison	1970-05-11	UHC-12185-91	7573634652	6790 Sage Ct, Nashville, TN, 37223	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415835	CLM	Kenneth Thompson	1952-02-21	—	—	2624 Central Ave, San Antonio, TX, 78270	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-419643	CLM	Danielle Cox	1943-04-12	UHC-81480-36	7134007297	5635 Spring St, Sacramento, CA	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-25374	PRV	Kimberly Burns	1982-01-20	—	2305487241	3423 Camelback Rd, Tempe, AZ	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
TPA-52612	TPA	Hunt Stephanie	1938-10-16	—	4562020786	1688 Grand Ave, San Diego, CA	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-107120	ENR	Vicky Lucas	1940-01-17	UHC-83942-95	—	9563 Lake View Rd, Tampa, FL, 33698	0.66	Name split from “Last, First”Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-141359	ENR	Chen Sarah	1944-01-19	—	3222949129	2637 Canyon Rd, Denver, CO, 80268	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
PRV-21043	PRV	Samantha Guzman	1969-12-26	UHC-92739-37	9118284633	5202 Market St, Los Angeles, CA, 90040	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117003	ENR	Heather C Chapman	1981-12-02	UHC-90502-74	6795081731	7036 Park Pl, Minneapolis, MN	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
CLM-425384	CLM	Joan Santos	1978-01-04	—	5335437294	9445 Park Pl, Scottsdale, AZ, 85216	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-122370	ENR	Kenneth H Carrr	1947-01-02	UHC-16971-71	3289272055	5461 Grand Ave, Tucson, AZ, 85710	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-413211	CLM	Ana Boyd	1955-12-23	UHC-37481-63	5415505976	8426 Central Ave, Mesa, AZ, 85295	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115121	ENR	Ruth B Hicks	1985-02-22	UHC-03655-79	3646543765	5034 Grand Ave, Houston, TX, 77090	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119520	ENR	Deborah I Gonzalez	1945-11-14	UHC-20343-70	8885563042	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-401205	CLM	Katherine Carpenter	1949-04-23	UHC-20620-59	6706839429	4824 Lake View Rd, Plano, TX, 75046	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-429665	CLM	Nicholas Sanchez	2008-03-10	—	—	571 Canyon Rd, Tucson, AZ, 85728	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-138941	ENR	Donald Caarr	2007-07-24	UHC-61234-06	9764869671	3247 Valley View Dr, Atlanta, GA, 30313	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-139898	ENR	Gregory Bowman	1982-04-16	UHC-35477-26	2076868116	8611 Spring St, Mesa, AZ, 85290	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-133386	ENR	Yuki S Bradley	1968-03-18	UHC-33277-67	4419526572	7211 Jefferson Ave, Eden Prairie, MN, 55360	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more

16,828 rows, page 196 of 337Previous Next