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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113902	ENR	Amy Armstrong	1986-06-04	UHC-47924-78	5062396600	8116 Cedar Ln Apt 28, Atlanta, GA, 30391	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
ENR-103223	ENR	Gregory Wheeler	1949-09-13	UHC-48536-70	—	2451 Valley View Dr, Gilbert, AZ, 85299	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113913	ENR	Dorothy A Lwarence	1989-01-19	UHC-50425-91	6036224255	9067 Desert Sky Blvd, Phoenix, AZ, 85072	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-122342	ENR	Tyler Bell	1952-04-03	UHC-15801-13	9298344689	4712 Forest Ave Apt 17, Columbus, OH, 43291	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-112520	ENR	Jean Hunt	2000-11-13	UHC-31215-87	8958563700	3757 Central Ave # 557, Seattle, WA, 98175	0.66	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+1 more
ENR-116272	ENR	Tim W Olson	1938-01-07	UHC-91075-61	—	6827 Mountain View Dr, Phoenix, AZ	0.66	Date of birth reformatted State name converted to code ZIP missing Plan code upper-cased+1 more
ENR-131424	ENR	Laura Q Jordan	1961-07-06	UHC-59863-10	9824877437	7326 Elm St, Phoenix, AZ, 85020	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-102541	ENR	Justin Myers	1972-03-15	UHC-69978-94	2827644427	1634 Apache Blvd, San Diego, CA, 92189	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137196	ENR	Betty M Oliver	1971-09-12	UHC-97972-62	6322383388	7470 Church St, Denver, CO, 80258	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-105317	ENR	Charlotte Sooto	1999-07-06	UHC-90420-43	3965259977	8267 Pine Dr, San Diego, CA, 92129	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-114014	ENR	Marcus Q Yang	1963-12-06	UHC-97947-47	5212322900	9784 Maple Ave, Tampa, FL, 33684	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-131109	ENR	Arthur Sims	1953-05-18	UHC-45701-84	4998883626	7908 Broadway, Charlotte, NC, 28208	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+1 more
ENR-121438	ENR	Teresa Martinez	1976-02-26	UHC-30493-45	9614786866	332 Cedar Ln, Tucson, AZ, 85752	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104785	ENR	Arjun W Richardson	1995-07-14	UHC-29828-03	5063767791	1606 Valley View Dr, Sacramento, CA, 95824	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-128317	ENR	Mei J Mills	1981-06-18	UHC-17607-31	2119184585	3240 Mountain View Dr, Phoenix, AZ	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-117725	ENR	Jacob L Long	1994-01-23	UHC-60371-77	2923120934	3398 Main St, Los Angeles, CA, 90075	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-140071	ENR	Gary Y Park	1978-04-18	UHC-10824-31	8102382229	2690 Ocean Ave, Tucson, AZ, 85772	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-122195	ENR	Jordan Mendez	1971-06-10	UHC-72598-96	—	7025 Baseline Rd # 503, San Antonio, TX	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-105042	ENR	Keith B Jordan	1963-03-15	UHC-94244-68	4197367580	7093 Apache Blvd, Nashville, TN, 37267	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-119721	ENR	Eric M Cooper	1969-04-02	UHC-23594-28	2542375841	282 Union St, Phoenix, AZ, 85008	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-141965	ENR	Alexander T Wells	1960-08-11	UHC-85686-20	7125882690	9136 Union St, Sacramento, CA, 95845	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134969	ENR	Ana P Lee	1945-12-22	UHC-71604-82	5949592135	8520 Washington St, Fresno, CA, 93791	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-102717	ENR	Emily D Kennedy	1991-01-01	UHC-34634-77	—	5058 Central Ave, Tucson, AZ, 85746	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-141250	ENR	Charles Jacobs	2002-08-05	UHC-20686-10	4877499480	7898 Market St, Orlando, FL, 32822	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-104912	ENR	Heather T Walsh	1942-10-11	UHC-45163-98	—	6927 Oak St, Eden Prairie, MN	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP missing+1 more
ENR-140649	ENR	Aisha E Rogers	1953-12-24	UHC-34354-41	5958883840	6254 Baseline Rd, Tucson, AZ, 85701	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-138042	ENR	Justin Sms	1938-10-22	UHC-97386-84	6139832805	5124 Highland Ave Apt 36, Fresno, CA, 93787	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-113832	ENR	Janet S Wood	1942-01-24	UHC-90445-01	4788274782	230 Ocean Ave # 800, Phoenix, AZ, 85070	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-129270	ENR	Ryan D Reed	1954-01-18	UHC-08268-31	—	7022 Elm St, Charlotte, NC, 28289	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-110548	ENR	Bradley Collins	1999-12-03	UHC-31256-02	4216777803	6848 Spring St, San Diego, CA, 92104	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-134314	ENR	Kathleen B Boyd	2005-02-18	UHC-50611-25	6477208376	2553 Spring St, Orlando, FL	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124603	ENR	Albert H Walsh	1947-03-02	UHC-55801-51	3216485023	3120 Elm St, Chandler, AZ, 85298	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105243	ENR	Noah A Ross	2000-02-10	UHC-85850-73	5739479009	7804 Maple Ave Apt 9, Los Angeles, CA, 90050	0.66	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-128743	ENR	Ryan N Nunez	1950-10-06	UHC-12863-64	6953116420	3715 River Rd, Sacramento, CA, 95819	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-111822	ENR	Mei Harris	1954-02-09	UHC-30286-59	3758029813	9423 Ridge Rd Apt 19, Mesa, AZ, 85223	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-131274	ENR	Maria Q Jenkins	2006-04-01	UHC-85849-89	7118276384	2486 Mountain View Dr, Jacksonville, FL, 32232	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115208	ENR	Melissa Ray	1990-07-22	UHC-44121-79	8093623753	1183 Indian School Rd, Fresno, CA, 93720	0.66	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-104907	ENR	Nicole H Kelley	1961-04-04	UHC-85597-57	3414460761	4084 Central Ave, Plano, TX, 75074	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-139722	ENR	Gabriel I Price	1985-07-23	UHC-70241-02	5046017098	3420 Elm St, Las Vegas, NV	0.66	Name re-cased Date of birth reformatted SSN last four extracted ZIP missing+1 more
ENR-127590	ENR	Adam McDonald	1986-08-22	UHC-42579-42	6815230456	5555 Sunset Blvd, Columbus, OH, 43214	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-117934	ENR	Fraank Baker	1990-09-08	UHC-71529-54	7742601092	2429 Sage Ct, Glendale, AZ, 85307	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134403	ENR	Marcus K Matthews	1990-03-08	UHC-28870-27	8416307425	4840 Market St, Austin, TX, 78755	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-102218	ENR	John C Estrada	1991-01-14	UHC-95931-01	9288505242	7030 Baseline Rd, San Antonio, TX, 78290	0.66	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-132318	ENR	Julia Murphy	2005-01-03	UHC-12257-62	6847912313	752 Palm Dr, Scottsdale, AZ, 85274	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123960	ENR	Jason J Murphy	1996-09-21	UHC-15372-66	—	239 Church St, Nashville, TN, 37253	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-107488	ENR	Santiago A Mendoza	1939-10-25	UHC-87845-70	—	4106 Central Ave Apt 14, San Diego, CA	0.66	Date of birth reformatted Unit split from street ZIP missing Email lower-cased+1 more
ENR-101016	ENR	Kenneth Stewart	—	UHC-42668-04	2322345091	2211 Mesa Dr, Denver, CO, 80273	0.66	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-141479	ENR	Debbie Mendez	1978-02-28	UHC-11886-57	7439676147	2883 Forest Ave, Las Vegas, NV, 89170	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-119951	ENR	Deborah Baker	1968-08-22	UHC-51589-88	6883803339	8204 Sage Ct, Orlando, FL, 32887	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-112855	ENR	Brenda Ross	2000-06-04	UHC-31609-13	4059762446	6185 Harbor Blvd, Jacksonville, FL, 32241	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

13,989 rows, page 98 of 280Previous Next