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-109346	ENR	Samantha Roberts	1980-10-12	UHC-44286-72	—	4083 Baseline Rd, San Diego, CA, 92160	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115254	ENR	Jessica T Rice	1954-10-24	UHC-70139-88	5643506673	2355 Harbor Blvd, Austin, TX, 78776	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-121326	ENR	Ana T Ortiz	1942-10-19	UHC-95492-70	4869835473	4649 Bayshore Dr, Glendale, AZ, 85304	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-141404	ENR	Alexander Munoz	1971-02-14	—	6323478536	3127 Central Ave, Miami, FL, 33100	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130896	ENR	Butler J Kathrin	1961-10-11	UHC-94470-29	6924325907	1625 Forest Ave, Mesa, AZ, 85243	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129125	ENR	Diana A Spencer	1942-08-19	UHC-15396-79	6903792927	1835 Oak St, Denver, CO, 80219	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124623	ENR	Ana Burton	1972-03-20	UHC-36574-30	4505117293	3854 Spring St, Chandler, AZ, 85266	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139483	ENR	Dylan Munoz	—	UHC-31425-45	4687999981	4449 Camelback Rd, Nashville, TN, 37274	0.76	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more
ENR-107128	ENR	Linda Pena	1943-11-16	UHC-95877-97	4545565707	6796 Ocean Ave, Nashville, TN, 37281	0.76	Phone reformatted City re-cased Gender normalised Plan code upper-cased+2 more
ENR-127939	ENR	Valentina Q Ellis	1949-10-14	UHC-32094-69	4586968896	3256 Market St, Tucson, AZ, 85710	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-114491	ENR	Martha Gomez	1944-05-11	—	4663797384	6080 Cedar Ln, Plano, TX, 75035	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117833	ENR	Amanda Spencr	1981-09-04	UHC-64608-65	7504508448	3959 Main St, Nashville, TN, 37282	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128909	ENR	Brandon G Peters	1973-09-10	UHC-24583-07	8289636027	1387 Elm St, Tampa, FL	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
ENR-102635	ENR	Gerald P Berry	1980-02-20	UHC-19703-94	4255654549	2575 Church St, Las Vegas, NV, 89105	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-117250	ENR	Steven Baker	2002-10-12	UHC-37072-27	3242861137	4173 Lincoln Way, Glendale, AZ, 85377	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-142845	ENR	Amy I Grant	1983-06-11	UHC-34713-39	5487220164	4128 Sage Ct, Sacramento, CA, 95899	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105891	ENR	Gabriel I Campbell	1941-09-14	UHC-07730-92	8512204176	1460 Pine Dr, Plano, TX, 75001	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104658	ENR	Frank Thompson	1992-04-06	UHC-37893-53	4469309182	7457 Spring St, Tucson, AZ, 85710	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-106251	ENR	Gabriel Moreno	1963-03-04	UHC-78406-35	8767701307	492 Pine Dr, Los Angeles, CA, 90049	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-107176	ENR	Keith J Marshall	1990-04-01	UHC-06379-96	4777835742	2852 Main St, Atlanta, GA, 30380	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128067	ENR	Keith S Schultz	1940-01-23	UHC-59799-84	8369687185	3791 Sunset Blvd, Seattle, WA, 98127	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142399	ENR	Aisha E Lawrence	1987-04-07	UHC-96578-99	6016693678	2297 Elm St, Scottsdale, AZ, 85236	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114620	ENR	Randy Howell	1948-03-18	UHC-25970-10	—	9138 Maple Ave, Tempe, AZ, 85264	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-130983	ENR	Deborah D Henderson	2008-03-10	UHC-53868-27	8282516961	2283 Grand Ave, Scottsdale, AZ, 85238	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139977	ENR	Lucia G Hicks	1969-08-25	UHC-33115-56	3962989479	9284 Bayshore Dr, San Antonio, TX, 78289	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111315	ENR	Joshua Holmes	1977-04-20	UHC-28099-06	7197086582	7245 River Rd, Glendale, AZ, 85336	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104743	ENR	Philip V Nichols	1995-02-20	UHC-60512-53	2287262876	9885 Cedar Ln, Nashville, TN, 37243	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132270	ENR	Linda B Wilson	1989-11-08	UHC-89184-84	7403326533	1678 Church St, Fresno, CA, 93790	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112525	ENR	David I Reed	1997-03-28	UHC-77912-33	6643374804	6995 Pine Dr, Tampa, FL, 33661	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-133171	ENR	Isabella Lnych	1973-11-09	UHC-18597-75	8597405922	7754 Valley View Dr, Gilbert, AZ, 85235	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140726	ENR	Madison D Spencer	1973-01-18	UHC-73285-94	—	8387 River Rd, Denver, CO, 80217	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118577	ENR	Erric A Freeman	1961-04-07	UHC-11481-11	3409589916	533 Highland Ave, Dallas, TX, 75252	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124614	ENR	Martha R Bennett	1948-03-18	UHC-81390-49	8059561170	9730 Highland Ave, Fresno, CA, 93784	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-114983	ENR	Jacob G Kelly	1990-05-14	UHC-64102-34	2818663241	9005 Hillcrest Rd, Austin, TX, 78705	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-114492	ENR	Grace L Vadez	1975-12-17	UHC-18779-62	8919464711	6399 Sunset Blvd, Eden Prairie, MN, 55309	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113321	ENR	Cheryl Q Garza	1964-08-05	UHC-54815-28	—	561 Jefferson Ave, San Diego, CA, 92167	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-113322	ENR	Cheryl Q Garza	1964-08-05	UHC-54815-28	—	561 Jefferson Ave, San Diego, CA, 92167	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-121250	ENR	Bilyl E Daniels	1946-02-08	UHC-18777-46	4624523090	1049 Hillcrest Rd, Columbus, OH, 43222	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106132	ENR	Thomas F Stephens	1964-01-04	—	5798863712	3839 Indian School Rd, Denver, CO, 80248	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105349	ENR	Jeremy Richards	1990-07-11	UHC-44276-58	5412552374	9885 Union St, Atlanta, GA, 30394	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-101004	ENR	Jean D Howard	1991-07-15	UHC-11871-92	7267074042	6516 Central Ave, Atlanta, GA, 30386	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119957	ENR	Kenneth Reyes	1956-06-07	UHC-43176-47	6318610641	4850 Sunset Blvd, San Diego, CA, 92110	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121231	ENR	Tommy K Pena	1943-11-05	UHC-04105-91	8003025021	4370 Lincoln Way, Gilbert, AZ, 85282	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-121126	ENR	Brenda A Harper	1940-05-15	UHC-10195-16	—	7291 Ocean Ave, Mesa, AZ, 85254	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135170	ENR	Hannah Graham	1985-10-18	UHC-81918-44	2845015059	1714 Jefferson Ave, San Antonio, TX, 78215	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111700	ENR	Eugnee King	1977-12-14	UHC-68491-61	5913784107	5527 Lincoln Way, Tampa, FL, 33676	0.76	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased+2 more
ENR-133286	ENR	David S Ferguson	1982-07-23	—	2955627340	2980 Elm St, Fresno, CA, 93725	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-142724	ENR	Sophia Reid	1987-11-27	UHC-92033-81	9283138042	4481 Bayshore Dr, Las Vegas, NV, 89121	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115963	ENR	Mark M Ortiz	1990-09-03	UHC-37581-36	4358277855	607 Canyon Rd, Austin, TX, 78729	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105741	ENR	Carl A Hoffman	1941-12-11	—	9012172683	9270 Palm Dr, Columbus, OH, 43259	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more

16,916 rows, page 159 of 339Previous Next