Finland FI: Number of Surgical Procedures: per 100,000 population data was reported at 8,850.000 Number in 2014. Finland FI: Number of Surgical Procedures: per 100,000 population data is updated yearly, averaging 8,850.000 Number from Dec 2014 (Median) to 2014, with 1 observations. Finland FI: Number of Surgical Procedures: per 100,000 population data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Finland – Table FI.World Bank: Health Statistics. The number of procedures undertaken in an operating theatre per 100,000 population per year in each country. A procedure is defined as the incision, excision, or manipulation of tissue that needs regional or general anaesthesia, or profound sedation to control pain.; ; The Lancet Commission on Global Surgery (www.lancetglobalsurgery.org).; Weighted Average;

Oregon hospitals report surgical site infections involving deep incisional layers (fascial and muscle) and organ/space areas following coronary artery bypass graft (CBGB), colon (COLO), abdominal hysterectomy (HYST), hip prosthesis (HPRO), knee prosthesis (KPRO), and laminectomy (LAM) procedures as part of Oregon’s mandatory healthcare-associated infections reporting program. For information regarding standardized infection ratio baselines, please see https://www.cdc.gov/nhsn/2015rebaseline/index.html.

These are tables used to process the loads of gulf shrimp data. It contains pre-validation tables, error tables and information about statistics on data loads. It contains no data tables and no code tables. This information need not be published data set contains catch (landed catch) and effort for fishing trips made by the larger vessels that fish near and offshore for the various species of shrimp in the Gulf of Mexico. The data set also contains landings by the smaller boats that fish in the bays, lakes, bayous, and rivers for saltwater shrimp species; however, these landings data may be aggregated for multiple trip and may not provide effort data similar to the data for the larger vessels. The landings statistics in this data set consist of the quantity and value for the individual species of shrimp by size category type and quantity of gear, fishing duration and fishing area The data collection procedures for the catch/effort data for the large vessels consist of two parts. The landings statistics are collected from the seafood dealers after the trips are unloaded; whereas, the data on fishing effort and area are collected by interviews with the captain or crew while the trip is being unloaded.

Overview

This dataset, generated using R, provides a detailed perspective on various aspects of healthcare data. It encompasses information on patient demographics, endoscopy procedures, video analysis data, and hardware utilization. This rich dataset is ideal for studies in medical research, healthcare analytics, and machine learning applications.

Dataset Description

The dataset is divided into four main tables, each focusing on different aspects of healthcare information:

1. Patient Table

Content: Demographic and health-related information for 1,000,000 patients. Fields: PatientID: Unique identifier for each patient. Age: Age of the patient. Gender: Gender of the patient. Ethnicity: Ethnic background of the patient. MaritalStatus: Marital status of the patient. EmploymentStatus: Employment status of the patient. MedicalHistory: Medical history details. CurrentMedications: Information on current medications. LifestyleChoices: Lifestyle choices that might impact health. InsuranceProvider: Details of the insurance provider.

2. Endoscopy Procedure Table

Content: Detailed records of endoscopy procedures. Fields: ProcedureID: Unique identifier for each procedure. PatientID: Linked patient identifier. ProcedureDate: Date of the procedure. ProcedureTime: Time when the procedure was performed. EndoscopyType: Type of endoscopy procedure. Indication: Reason or indication for the procedure. FindingsAnomalies: Findings or anomalies detected. BiopsyResults: Results of any biopsies taken. Complications: Any complications during the procedure. PhysicianID: Identifier of the physician. Location: Location where the procedure was performed.

3. Video Analysis Table

Content: Data from computer vision analysis of endoscopy videos. Fields: VideoAnalysisID: Unique identifier for each video analysis. ProcedureID: Linked procedure identifier. AnalysisDate: Date of the video analysis. AnalysisTime: Time of the video analysis. VideoDuration: Duration of the endoscopy video. DetectedAnomalies: Anomalies detected by the software. SoftwareConfidenceLevel: Confidence level of the software in its analysis. ComparisonWithPhysicianAnalysis: Comparison of software analysis with physician’s observation. PhysicianComments: Comments from the physician. AdditionalVideoMetadata: Additional metadata about the video. FrameRate: Frame rate of the video.

4. Hardware Utilization Table

Content: Data on the utilization of hardware in procedures.* Fields: ProcedureID: Linked procedure identifier. Utilization: Metric indicating the utilization level of the hardware. Data Generation The dataset was generated using the R programming language. Key libraries used include dplyr for data manipulation, lubridate for handling dates and times, and stringi for string operations. Custom functions random_dates and random_times were developed to create realistic date and time entries.

Intended Use and Applications

This simulated dataset is ideal for:

• Testing and developing healthcare data analysis methodologies.
• Exploring specific use cases in healthcare, such as patient care strategies, procedural efficiency, or AI in medical imaging.

Export Format The data is exported in CSV format, making it easy to use in a variety of data analysis tools and environments.

Cuba CU: Number of Surgical Procedures: per 100,000 population data was reported at 4,740.000 Number in 2012. Cuba CU: Number of Surgical Procedures: per 100,000 population data is updated yearly, averaging 4,740.000 Number from Dec 2012 (Median) to 2012, with 1 observations. The data reached an all-time high of 4,740.000 Number in 2012 and a record low of 4,740.000 Number in 2012. Cuba CU: Number of Surgical Procedures: per 100,000 population data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Cuba – Table CU.World Bank.WDI: Social: Health Statistics. The number of procedures undertaken in an operating theatre per 100,000 population per year in each country. A procedure is defined as the incision, excision, or manipulation of tissue that needs regional or general anaesthesia, or profound sedation to control pain.;Data from various sources compiled by the Lancet Commission on Global Surgery (www.lancetglobalsurgery.org) and the Center for Health Equity in Surgery and Anesthesia at UCSF Medical Center.;Weighted average;

In 2015, Oregon hospitals reported surgical site infections for CBGB, COLO, HYST, HPRO, KPRO, and LAM procedures. This table contains only "complex" infections, defined as deep incisional/organ space infections. Superficial infections are not reported because of inconsistency in reporting.

Sweden SE: Number of Surgical Procedures: per 100,000 population data was reported at 15,228.000 Number in 2014. Sweden SE: Number of Surgical Procedures: per 100,000 population data is updated yearly, averaging 15,228.000 Number from Dec 2014 (Median) to 2014, with 1 observations. Sweden SE: Number of Surgical Procedures: per 100,000 population data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Sweden – Table SE.World Bank: Health Statistics. The number of procedures undertaken in an operating theatre per 100,000 population per year in each country. A procedure is defined as the incision, excision, or manipulation of tissue that needs regional or general anaesthesia, or profound sedation to control pain.; ; The Lancet Commission on Global Surgery (www.lancetglobalsurgery.org).; Weighted Average;

Kyrgyzstan KG: Number of Surgical Procedures: per 100,000 population data was reported at 3,045.000 Number in 2015. Kyrgyzstan KG: Number of Surgical Procedures: per 100,000 population data is updated yearly, averaging 3,045.000 Number from Dec 2015 (Median) to 2015, with 1 observations. Kyrgyzstan KG: Number of Surgical Procedures: per 100,000 population data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Kyrgyzstan – Table KG.World Bank.WDI: Health Statistics. The number of procedures undertaken in an operating theatre per 100,000 population per year in each country. A procedure is defined as the incision, excision, or manipulation of tissue that needs regional or general anaesthesia, or profound sedation to control pain.; ; The Lancet Commission on Global Surgery (www.lancetglobalsurgery.org).; Weighted average;

Statistical table 1 of AS-365 aircraft execution performance and emergency procedure training projects of the Air Service Corps of the Ministry of Interior

This table contains 1 series, with data for years 1960 - 1995 (not all combinations necessarily have data for all years), and is no longer being released. This table contains data described by the following dimensions (Not all combinations are available): Geography (1 item: Canada); Production (1 item: Process cheese).

IDEA Section 618 Data Products: Static Tables Part B Assessment Number and percent of students grades 3 through 8 and high school, served under IDEA, Part B, who participated in reading and math assessments, by assessment type and state. Number and percent of students grades 3 through 8 and high school served under IDEA, Part B, who received a valid and proficient score on assessments for math, by assessment type, grade level, and state. Number and percent of students grades 3 through 8 and high school served under IDEA, Part B, who received a valid and proficient score on assessments for reading, by assessment type, grade level, and state. Part B Child Count and Educational Environments Number of children and students served under IDEA, Part B, by age group and state. Number of children ages 3 through 5 (not in kindergarten) served under IDEA, Part B, by disability and state. Number of students ages 5 (in kindergarten) through 21 served under IDEA, Part B, by disability and state. Number and percent of children ages 3 through 5 (not in kindergarten) and students ages 5 (in kindergarten) through 21 served under IDEA, Part B, by EL status and state. Number and percent of children ages 3 through 5 (not in kindergarten) served under IDEA, Part B, by race/ethnicity and state. Number and percent of students ages 5 (in kindergarten) through 21 served under IDEA, Part B, by race/ethnicity and state. Children ages 3 through 5 (not in kindergarten) served under IDEA, Part B, as a percentage of population, by disability category and state. Students ages 5 (in kindergarten) through 21 served under IDEA, Part B, as a percentage of population, by disability category and state. Children and students ages 3 through 21 served under IDEA, Part B, as a percentage of population, by age and state. Number and percent of children in race/ethnicity category ages 3 through 5 (not in kindergarten) with disabilities served under IDEA, Part B, by disability category and state. Number and percent of children in race/ethnicity category ages 5 (in kindergarten) through 21 with disabilities served under IDEA, Part B, by disability category and state. Number and percent of children ages 3 through 5 (not in kindergarten) served under IDEA, Part B, by educational environment and state. Number and percent of students ages 5 (in kindergarten) through 21 served under IDEA, Part B, by educational environment and state. Number and percent of female/male children ages 3 through 5 (not in kindergarten) served under IDEA, Part B, by educational environment and state. Number and percent of female/male students ages 5 (in kindergarten) through 21 served under IDEA, Part B, by educational environment and state. Number and percent of non-English Learner (non-EL) and English Learner (EL) children ages 3 through 5 (not in kindergarten) served under IDEA, Part B, by educational environment and state. Number and percent of non-English Learner (non-EL) and English Learner (EL) students ages 5 (in kindergarten) through 21 served under IDEA, Part B, by educational environment and state. Number and percent of children in race/ethnicity category ages 3 through 5 (not in kindergarten) with disabilities served under IDEA, Part B, by educational environment and state. Number and percent of students in race/ethnicity category ages 5 (in kindergarten) through 21 with disabilities served under IDEA, Part B, by educational environment and state. Number of children and students served under IDEA, Part B, in the US, Outlying Areas, and Freely Associated States by age and disability category. Part B Discipline Number of children and students ages 3 through 21 with disabilities served under IDEA, Part B, removed to an Interim Alternative Educational Setting by type of removal and state by disability. Number of children and students ages 3 through 21 served under IDEA, Part B, suspended/expelled by total number of days removed and state by disability. Number of children and students ages 3 through 21 served under IDEA, Part B, subject to disciplinary removal by total cumulative number of days removed during school year and state by type of disability. Number of children and students ages 3 through 21 with disabilities served under IDEA, Part B, removed to an Interim Alternative Educational Setting by type of removal and state by race/ethnicity. Number of children and students ages 3 through 21 with disabilities served under IDEA, Part B, suspended/expelled by total number of days removed and state by race/ethnicity. Number of children and students ages 3 through 21 with disabilities served under IDEA, Part B, subject to disciplinary removal by total cumulative number of days removed during school year, and state by race/ethnicity. Number and percent of female and male children and students ages 3 through 21 with disabilities served under IDEA, Part B, removed to an Interim Alternative Educational Setting by type of removal and state. Number and percent of female and male children and students ages 3 through 21 with disabilities served under IDEA, Part B, suspended/expelled by total number of days removed and state. Number and percent of female and male children and students ages 3 through 21 with disabilities served under IDEA, Part B, subject to disciplinary removal by total cumulative number of days removed during school year and state. Number and percent of non-English Learner (non-EL) and English Learner (EL) children and students ages 3 through 21 with disabilities served under IDEA, Part B, removed to an Interim Alternative Educational Setting by type of removal and state. Number and percent of non-English Learner (non-EL) and English Learner (EL) children and students ages 3 through 21 with disabilities served under IDEA, Part B, suspended/expelled by total number of removed and state. Number and percent of non-English Learner (non-EL) and English Learner (EL) children and students ages 3 through 21 with disabilities served under IDEA, Part B, subject to disciplinary removal by total cumulative number of days removed during school year and state. Number of children and students, ages 3 through 21, subject to expulsion, by disability status, receipt of educational services and state. Percent of children and students ages 3 through 21 with disabilities served under IDEA, Part B, removed to an Interim Alternative Educational Setting by type of removal, disability, and state. Percent of children and students ages 3 through 21 with disabilities served under IDEA, Part B, suspended/expelled by total number of days removed, disability, and state. Percent of children and students ages 3 through 21 with disabilities served under IDEA, Part B, subject to disciplinary removal by total cumulative number of days removed during school year, disability, and state. Percent of children and students ages 3 through 21 with disabilities served under IDEA, Part B, removed to an Interim Alternative Educational Setting by type of removal, race/ethnicity, and state. Percent of children and students ages 3 through 21 with disabilities served under IDEA, Part B, suspended/expelled by total number of days removed, race/ethnicity, and state. Percent of children and students ages 3 through 21 with disabilities served under IDEA, Part B, subject to disciplinary removal by total cumulative number of days removed during school year, race/ ethnicity, and state. Part B Dispute Resolution Number and percent of written, signed complaints initiated through dispute resolution procedures for children ages 3 through 21 served under IDEA, Part B, by case status and state. Number and percent of mediations held through dispute resolution procedures for children ages 3 through 21 served under IDEA, Part B, by case status and state. Number and percent of hearings (fully adjudicated) through dispute resolution procedures for children ages 3 through 21 served under IDEA, Part B, by case status and state. Number of expedited hearing requests (related to disciplinary decision) filed through dispute resolution procedures for children ages 3 through 21 served under IDEA, Part B, by case status and state. Part B Exiting Number of students ages 14 through 21 with disabilities served under IDEA, Part B, who exited special education, by exit reason and state. Number of students ages 14 through 21 with disabilities served under IDEA, Part B, in the U.S., Outlying Areas, and Freely Associated States who exited special education, by exit reason and age. Number and percent of students ages 14 through 21 with disabilities served under IDEA, Part B, who exited special education, by exit reason, race/ethnicity, and state. Number and percent of female and male students ages 14 through 21 with disabilities served under IDEA, Part B, who exited special education, by exit reason and state. Number and percent of non-English Learner (non-EL) and English Learner (EL) students ages 14 through 21 with disabilities served under IDEA, Part B, who exited special education, by exit reason and state. Part B Maintenance of Effort Reduction and Coordinated Early Intervening Services Number and percent of LEAs reported under each determination level that controls whether the LEA may be able to reduce MOE Amount reduced under the IDEA MOE provision in IDEA §613(a)(2)(C) Number and percent of LEAs that met requirements and had an increase in 611 allocations and took the MOE reduction Number and percent of LEAs required to use 15% of funds for CEIS due to significant disproportionality or voluntarily reserved funds for CEIS Number of children who received CEIS anytime in the past two years and who received special education and related services Number and percent of LEAs/ESAs that were determined to meet the MOE compliance standard in SY 2016-17 Part B Personnel Teachers employed (FTE) to work with children, ages 3 through 5, who are receiving special education under IDEA, Part B, by qualification status and state. Teachers employed

Government deficit or surplus by sector, debt levels and other supporting information.

Key Table Information.Table Title.Wholesale Trade: Inventories by Valuation Method for the U.S.: 2022.Table ID.ECNEOYINV2022.EC2242EOYINV.Survey/Program.Economic Census.Year.2022.Dataset.ECN Sector Statistics Sector 42: Wholesale Trade.Source.U.S. Census Bureau, 2022 Economic Census, Sector Statistics.Release Date.2025-07-31.Release Schedule.The Economic Census occurs every five years, in years ending in 2 and 7.The data in this file come from the 2022 Economic Census data files released on a flow basis starting in January 2024 with First Look Statistics. Preliminary U.S. totals released in January 2024 are superseded with final data shown in the releases of later economic census statistics through March 2026.For more information about economic census planned data product releases, see 2022 Economic Census Release Schedule..Dataset Universe.The dataset universe consists of all establishments that are in operation for at least some part of 2022, are located in one of the 50 U.S. states, associated offshore areas, or the District of Columbia, have paid employees, and are classified in one of nineteen in-scope sectors defined by the 2022 North American Industry Classification System (NAICS)..Methodology.Data Items and Other Identifying Records.Total inventories, beginning of year ($1,000)LIFO reserve, beginning of year ($1,000)Total inventories, end of year ($1,000)LIFO reserve, end of year ($1,000)Last-in, first-out (LIFO) inventory valuation, end of year ($1,000)First-in, first-out (FIFO) inventory valuation, end of year ($1,000)Average cost inventory valuation, end of year ($1,000)Standard cost inventory valuation, end of year ($1,000)Other non-LIFO inventory valuation, end of year ($1,000)Response coverage of inventories by valuation method inquiry (%)Definitions can be found by clicking on the column header in the table or by accessing the Economic Census Glossary..Unit(s) of Observation.The reporting units for the economic census are employer establishments. An establishment is generally a single physical location where business is conducted or where services or industrial operations are performed. A company or firm is comprised of one or more in-scope establishments that operate under the ownership or control of a single organization. For some industries, the reporting units are instead groups of all establishments in the same industry belonging to the same firm..Geography Coverage.The data are shown for the U.S. level only. For information about economic census geographies, including changes for 2022, see Geographies..Industry Coverage.The data are shown at the 2- through 7-digit 2022 NAICS code levels and selected 8-digit 2022 NAICS-based code levels. For information about NAICS, see Economic Census Code Lists..Business Characteristics.For Wholesale Trade (42), data are presented by Type of Operation (All Establishments; Merchant Wholesalers, except Manufacturers' Sales Branches and Offices; and Manufacturers' Sales Branches and Offices)..Sampling.The 2022 Economic Census sample includes all active operating establishments of multi-establishment firms and approximately 1.7 million single-establishment firms, stratified by industry and state. Establishments selected to the sample receive a questionnaire. For some data on this table, estimates come only from the establishments selected into the sample. For more information about the sample design, see 2022 Economic Census Methodology..Confidentiality.The Census Bureau has reviewed this data product to ensure appropriate access, use, and disclosure avoidance protection of the confidential source data (Project No. 7504609, Disclosure Review Board (DRB) approval number: CBDRB-FY23-099).To protect confidentiality, the U.S. Census Bureau suppresses cell values to minimize the risk of identifying a particular business’ data or identity.To comply with disclosure avoidance guidelines, data rows with fewer than three contributing firms or three contributing establishments are not presented. Additionally, establishment counts are suppressed when other select statistics in the same row are suppressed. More information on disclosure avoidance is available in the 2022 Economic Census Methodology..Technical Documentation/Methodology.For detailed information about the methods used to collect data and produce statistics, survey questionnaires, Primary Business Activity/NAICS codes, NAPCS codes, and more, see Economic Census Technical Documentation..Weights.For some data on this table, estimates come only from the establishments selected into the sample. For these estimates, selected establishments have sampling weights equal to the inverse of their selection probability, generally between 1 and 40. There is further weighting to account for nonresponse and to ensure that detailed estimates sum to basic statistics where applicable. For more information on weighting, see 2022 Economic Census Methodology..Table Information.FTP Download.https://www2.census.gov/programs-s...

Conscripts subject to military service suspension of their obligations to support their families shall be entitled to various forms of living assistance from the military service authorities pursuant to the Military Service Act and related regulations. This matter is budgeted by our agency and administered by municipal and county governments.

IDEA Section 618 Data Products: Static Tables

Part C Child Count and Settings

1. Number of infants and toddlers ages birth through 2 and 3 and older, and percentage of population, receiving early intervention services under IDEA, Part C, by age and state.
2. Number and percent of infants and toddlers receiving early intervention services under IDEA, Part C, by age group, gender and state.
3. Number of at-risk infants and toddlers ages birth through 2 receiving early intervention services under IDEA, Part C, by age and state.
4. Number and percent of infants and toddlers receiving early intervention services under IDEA, Part C, by age and state.
5. Number and percent of infants and toddlers receiving early intervention services under IDEA, Part C, by age and state and race/ethnicity.
6. Number and percent of at-risk infants and toddlers birth through 2 receiving early intervention services under IDEA, Part C, by race/ethnicity and state.
7. Number of infants and toddlers birth through 2 served under IDEA, Part C, by early intervention setting and state.
8. Number and percent of infants and toddlers ages birth through 2 served under IDEA, Part C, by early intervention setting and state and race/ethnicity.
9. Number of and percent infants and toddlers ages three and older served under IDEA, Part C, by early intervention setting and state and race/ethnicity.
10. Cumulative count of infants and toddlers birth through age 2 receiving early intervention services under IDEA, Part C, by gender and state
11. Cumulative count of infants and toddlers birth through age 2 receiving early intervention services under IDEA, Part C, by race/ethnicity and state

Part C Dispute Resolution

1. Number and percent of written, signed complaints through dispute resolution procedures for infants and toddlers ages birth through 2 years, served under IDEA, Part C, by case status and state.
2. Number and percent of mediations held through dispute resolution procedures for infants and toddlers ages birth through 2 years, served under IDEA, Part C, by case status and state.
3. Number and percent of hearings (fully adjudicated) through dispute resolution procedures for infants and toddlers ages birth through 2 years, served under IDEA, Part C, by case status and state.

Part C Exiting

1. Number of infants and toddlers ages birth through 2 served under IDEA, Part C, who exited Part C programs, by exit reason and state.
2. Number of infants and toddlers through age 2 with disabilities served under IDEA, Part C, who exited Part C, by exit reason and state by race/ethnicity.
3. Number and percent of male/female infants and toddlers ages birth through 2 with disabilities served under IDEA, Part C, who exited Part C, by exit reason and state.

Retail store sales by method and type of store, for Canada, in dollars x 1,000, available on an annual basis.

The Mobile Surgery Table market has emerged as a vital segment within the healthcare equipment industry, playing a crucial role in enhancing surgical efficiency and patient care. These versatile tables are designed to provide flexibility and ergonomic support during various surgical procedures, enabling healthcare p