Justetc Social Services (non-profit)Jan 31 · 16 min read This code works with the data on the excel file: indicator-methodology.xls Purpose: Find out prominant indicators — this might also mean the critical aspect of health Find out the measurements that are used to find the quality Code Reference: This code heavily makes use of the code provided on …
Category: Health System Performance
Health System Performance
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Quality of Care, Health System Performance, Canada and Other Countries
Justetc Social Services (non-profit)Jan 31 · 5 min read import pandas as pdimport matplotlib.pyplot as plt%matplotlib inlinefrom __future__ import print_functionfrom ipywidgets import interact, interactive, fixed, interact_manualimport ipywidgets as widgetsquality_of_care = pd.read_excel(‘../data/quality-of-care.xls’)quality_of_care.head() # find all indicatorsquality_of_care.set_index([‘Indicator’])indicators = pd.Index(quality_of_care[‘Indicator’]).unique()# find all yearsyears = quality_of_care[‘Data year’].dropna().unique()indicators[0], years(’30-Day In-Hospital Fatality: AMI’, array([2015, 2014, 2013, ‘Not applicable’, ‘2013’, ‘2014’, ‘2015’, ‘2012 to 2014’, …
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primary-prescribing, Health System Performance, Canada and Others
Justetc Social Services (non-profit)Jan 31 · 5 min read import pandas as pdimport matplotlib.pyplot as plt%matplotlib inlinefrom __future__ import print_functionfrom ipywidgets import interact, interactive, fixed, interact_manualimport ipywidgets as widgetsprescribing_primary = pd.read_excel(‘../data/prescribing-primary.xls’)prescribing_primary.head() # find all indicatorsprescribing_primary.set_index([‘Indicator’])indicators = pd.Index(prescribing_primary[‘Indicator’]).unique()# find all yearsyears = prescribing_primary[‘Data year’].dropna().unique()indicators[0], years(‘Antibiotics: Proportion of Second Line’, array([‘2015’, ‘2014’, 2015, ‘Not applicable’, 2014], dtype=object))# sort yearsyears = …
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patient-safety, Health System Performance, Canada and Others
Justetc Social Services (non-profit)Jan 31 · 5 min read import pandas as pdimport matplotlib.pyplot as plt%matplotlib inlinefrom __future__ import print_functionfrom ipywidgets import interact, interactive, fixed, interact_manualimport ipywidgets as widgetspatient_safety = pd.read_excel(‘../data/patient-safety.xls’)patient_safety.head() # find all indicatorspatient_safety.set_index([‘Indicator’])indicators = pd.Index(patient_safety[‘Indicator’]).unique()# find all yearsyears = patient_safety[‘Data year’].dropna().unique()indicators[0], years(‘Foreign Body Left In’, array([2015, ‘2014–2015’, ‘Not applicable’, 2014], dtype=object))# sort yearsyears = [ aYear …
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non_med_determinants_visualizations, Health System Performance, Canada and Others
Justetc Social Services (non-profit)Jan 31 · 5 min read import pandas as pdimport matplotlib.pyplot as plt%matplotlib inlinefrom __future__ import print_functionfrom ipywidgets import interact, interactive, fixed, interact_manualimport ipywidgets as widgetsnon_med_determinants = pd.read_excel(‘../data/non-med-determinants.xls’)non_med_determinants.head() # find all indicatorsnon_med_determinants.set_index([‘Indicator’])indicators = pd.Index(non_med_determinants[‘Indicator’]).unique()# find all yearsyears = non_med_determinants[‘Data year’].dropna().unique()indicators[0], years(‘Alcohol Consumption: Adults’, array([‘2014’, ‘2015’, ‘2013’, 2015, ‘Not applicable’, ‘2016’], dtype=object))# sort yearsyears = [ …
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interactive_health_status_visualizations, Health System Performance, Canada and Others
Justetc Social Services (non-profit)Jan 31 · 5 min read import pandas as pdimport matplotlib.pyplot as plt%matplotlib inlinefrom __future__ import print_functionfrom ipywidgets import interact, interactive, fixed, interact_manualimport ipywidgets as widgetshealth_status = pd.read_excel(‘../data/health-status.xls’)health_status.head() # find all indicatorshealth_status.set_index([‘Indicator’])indicators = pd.Index(health_status[‘Indicator’]).unique()# find all yearsyears = health_status[‘Data year’].unique()indicators[0], years[0](‘Cancer Mortality (F)’, ‘2013’)# sort yearsyears = [ int(aYear) for aYear in years if (aYear …
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health_status_visualizations, Health System Performance, Canada and Others
Justetc Social Services (non-profit)Jan 31 · 4 min read import pandas as pdimport matplotlib.pyplot as plt%matplotlib inlinefrom __future__ import print_functionfrom ipywidgets import interact, interactive, fixed, interact_manualimport ipywidgets as widgetshealth_status = pd.read_excel(‘../data/health-status.xls’)health_status.head() health_status.set_index([‘Indicator’])#health_status.loc[health_status[‘Cancer Mortality (F)’]]#health_status.index.unique()indicators = pd.Index(health_status[‘Indicator’]).unique()years = health_status[‘Data year’].unique()indicators[0], years[0](‘Cancer Mortality (F)’, ‘2013’)cancer_mortality_2013 = health_status.loc[ (health_status[‘Indicator’] == indicators[0]) & (health_status[‘Data year’] == years[0]) ]cancer_mortality = health_status.loc[ (health_status[‘Indicator’] == …
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access_to_care, primary-prescribing, Health System Performance, Canada and Others
Justetc Social Services (non-profit)Jan 31 · 5 min read import pandas as pdimport matplotlib.pyplot as plt%matplotlib inlinefrom __future__ import print_functionfrom ipywidgets import interact, interactive, fixed, interact_manualimport ipywidgets as widgetsaccess_to_care = pd.read_excel(‘../data/access-to-care.xls’)access_to_care.head() # find all indicatorsaccess_to_care.set_index([‘Indicator’])indicators = pd.Index(access_to_care[‘Indicator’]).unique()# find all yearsyears = access_to_care[‘Data year’].dropna().unique()indicators[0], years(‘Inability to Pay for Medical Bills’, array([‘2016’, 2016, ‘Not applicable’, ‘2015’, ‘2013’], dtype=object))# sort yearsyears …
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How to use ipywidgets, interactive as used in the project
Justetc Social Services (non-profit)Jan 31 · 1 min read from __future__ import print_functionfrom ipywidgets import interact, interactive, fixed, interact_manualimport ipywidgets as widgetsdef f(x): return xinteract(f, x=10);interactive(children=(IntSlider(value=10, description=’x’, max=30, min=-10), Output()), _dom_classes=(‘widget-…interact(f, x=True);interactive(children=(Checkbox(value=True, description=’x’), Output()), _dom_classes=(‘widget-interact’,))interact(f, x=’Hi there!’);interactive(children=(Text(value=’Hi there!’, description=’x’), Output()), _dom_classes=(‘widget-interact’,))@interact(x=True, y=1.0)def g(x, y): return (x, y)interactive(children=(Checkbox(value=True, description=’x’), FloatSlider(value=1.0, description=’y’, max=3.0, …interact(f, x=[‘apples’,’oranges’]);interactive(children=(Dropdown(description=’x’, options=(‘apples’, ‘oranges’), value=’apples’), Output()), _do…from …
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IPywidgets, interactive
Justetc Social Services (non-profit)·Jan 31 from __future__ import print_functionfrom ipywidgets import interact, interactive, fixed, interact_manualimport ipywidgets as widgetsdef f(x): return xinteract(f, x=10);interactive(children=(IntSlider(value=10, description=’x’, max=30, min=-10), Output()), _dom_classes=(‘widget-…interact(f, x=True);interactive(children=(Checkbox(value=True, description=’x’), Output()), _dom_classes=(‘widget-interact’,))interact(f, x=’Hi there!’);interactive(children=(Text(value=’Hi there!’, description=’x’), Output()), _dom_classes=(‘widget-interact’,))@interact(x=True, y=1.0)def g(x, y): return (x, y)interactive(children=(Checkbox(value=True, description=’x’), FloatSlider(value=1.0, description=’y’, max=3.0, …interact(f, x=[‘apples’,’oranges’]);interactive(children=(Dropdown(description=’x’, options=(‘apples’, ‘oranges’), value=’apples’), Output()), _do…from IPython.display …
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This file will contain visualization code for 6 health performance aspects
Justetc Social Services (non-profit)Jan 31 · 29 min read Indicator visualizations will be in a separate ipynb file (visualize-indicators-final.ipynb) Visualizations can be created using the UI interface i.e. Select options and execute the code block after to get the visualizations. I have placed a separate section at the end of this file where research questions and plots as …
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About the Project : Benchmarking Canada’s Health Care Systems: International Comparisons, 2017
Justetc Social Services (non-profit)Jan 31 · 1 min read Project : Benchmarking Canada’s Health Care Systems: International Comparisons, 2017 By Sayed Ahmed Objective: Visualize the performance of Canadian Healthcare System Performance against other countries Short Description : Analyze, compare, and visualize the performance of Canadian healthcare system against other countries using public dataset. The dataset provides benchmark comparison data …
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Aspect: Patient Safety: Post-Op Sepsis: Abdominal 2015. Compare countries including Canada and Canadian Provinces
Aspect: Patient Safety: Post-Op Sepsis: Abdominal 2015. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you need more information, feel free to inform us [‘Measurement units used: Crude rate per 100,000 abdominal surgery discharges. Heatmap might show relative comparisons; …
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Aspect: Patient Safety: Post-Op PE: Hip and Knee 2015. Compare countries including Canada and Canadian Provinces
Aspect: Patient Safety: Post-Op PE: Hip and Knee 2015. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you need more information, feel free to inform us [‘Measurement units used: Crude rate per 100,000 hip or knee replacement surgery discharges. …
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Aspect: Patient Safety: OB Trauma: No Instrument 2015. Compare countries including Canada and Canadian Provinces
Aspect: Patient Safety: OB Trauma: No Instrument 2015. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you need more information, feel free to inform us [‘Measurement units used: Crude rate per 100 vaginal deliveries without instrument. Heatmap might show …
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Aspect: Patient Safety: OB Trauma: Instrument 2015. Compare countries including Canada and Canadian Provinces
Aspect: Patient Safety: OB Trauma: Instrument 2015. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you need more information, feel free to inform us [‘Measurement units used: Crude rate per 100 vaginal deliveries with instrument. Heatmap might show relative …
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Aspect: Patient Safety: Foreign Body Left In 2015. Compare countries including Canada and Canadian Provinces
Aspect: Patient Safety: Foreign Body Left In 2015. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you need more information, feel free to inform us [‘Measurement units used: Crude rate per 100,000 hospital discharges. Heatmap might show relative comparisons; …
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Aspect: Non-medical Determinants (Social, Habitual): Vegetable Consumption: Adults 2015. Compare countries including Canada and Canadian Provinces
Aspect: Non-medical Determinants (Social, Habitual): Vegetable Consumption: Adults 2015. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you need more information, feel free to inform us [‘Measurement units used: Percentage. Heatmap might show relative comparisons; not absolute values. The …
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Smoking. Aspect: Non-medical Determinants (Social, Habitual): Smoking: Adults (M) 2015. Compare countries including Canada and Canadian Provinces
Aspect: Non-medical Determinants (Social, Habitual): Smoking: Adults (M) 2015. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you need more information, feel free to inform us [‘Measurement units used: Percentage. Heatmap might show relative comparisons; not absolute values. The …
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Aspect: Non-medical Determinants (Social, Habitual): Smoking: Adults (F) 2015. Compare countries including Canada and Canadian Provinces
Aspect: Non-medical Determinants (Social, Habitual): Smoking: Adults (F) 2015. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you need more information, feel free to inform us [‘Measurement units used: Percentage. Heatmap might show relative comparisons; not absolute values. The …
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Aspect: Non-medical Determinants (Social, Habitual): Obesity Reported: Adults 2017. Compare countries including Canada and Canadian Provinces
Aspect: Non-medical Determinants (Social, Habitual): Obesity Reported: Adults 2017. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you need more information, feel free to inform us [‘Measurement units used: Percentage. Heatmap might show relative comparisons; not absolute values. The …
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Aspect: Non-medical Determinants (Social, Habitual): Fruit Consumption: Adults 2015. Compare countries including Canada and Canadian Provinces
Aspect: Access to Care: Fruit Consumption: Adults 2015. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you need more information, feel free to inform us [‘Measurement units used: Percentage. Heatmap might show relative comparisons; not absolute values. The primary …
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Aspect: Non-medical Determinants (Social, Habitual): Alcohol Consumption: Adults 2015. Compare countries including Canada and Canadian Provinces
Aspect: Access to Care: Alcohol Consumption: Adults 2015. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you need more information, feel free to inform us [‘Measurement units used: Litres per capita. Heatmap might show relative comparisons; not absolute values. …
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Aspect: Access to Care: Wait Time: Specialist 2016. Compare countries including Canada and Canadian Provinces
Aspect: Access to Care: Wait Time: Specialist 2016. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you see any mistakes, or if you need more information, feel free to inform us [‘Measurement units used: Percentage. Heatmap might show relative …
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Aspect: Access to Care: Wait Time: Knee Replacement 2016. Compare countries including Canada and Canadian Provinces
Aspect: Access to Care: Wait Time: Knee Replacement 2016. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you see any mistakes, or if you need more information, feel free to inform us [‘Measurement units used: Days. Heatmap might show …
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Aspect: Access to Care: Wait Time: Hip Replacement 2016. Compare countries including Canada and Canadian Provinces
Aspect: Access to Care: Wait Time: Hip Replacement 2016. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you see any mistakes, or if you need more information, feel free to inform us [‘Measurement units used: Days. Heatmap might show …
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Aspect: Access to Care: Wait Time: Cataract Surgery 2016. Compare countries including Canada and Canadian Provinces
Aspect: Access to Care: Wait Time: Cataract Surgery 2016. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you see any mistakes, or if you need more information, feel free to inform us [‘Measurement units used: Days. Heatmap might show …
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Aspect: Access to Care: Same or Next Day Appt 2016. Compare countries including Canada and Canadian Provinces
Aspect: Access to Care: Same or Next Day Appt 2016. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you see any mistakes, or if you need more information, feel free to inform us [‘Measurement units used: Percentage. Heatmap might …
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Aspect: Access to Care: Regular Doctor 2016. Compare countries including Canada and Canadian Provinces
Aspect: Access to Care: Regular Doctor 2016. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you see any mistakes, or if you need more information, feel free to inform us [‘Measurement units used: Percentage. Heatmap might show relative comparisons; …
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Aspect: Access to Care: Poor Weekend/Evening Care 2016. Compare countries including Canada and Canadian Provinces
Aspect: Access to Care: Poor Weekend/Evening Care 2016. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you see any mistakes, or if you need more information, feel free to inform us [‘Measurement units used: Percentage. Heatmap might show relative …
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Aspect: Access to Care: Inability to Pay for Medical Bills 2016. Compare countries including Canada and Canadian Provinces
Aspect: Access to Care: Inability to Pay for Medical Bills 2016. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you see any mistakes, or if you need more information, feel free to inform us [‘Measurement units used: Percentage. Heatmap …
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Health Status: Transport Accident Mortality (M) 2017 and 2015 . Compare countries including Canada and Canadian Provinces
Health Status: Transport Accident Mortality (M) 2017 and 2015 . [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you see any mistakes, or if you need more information, feel free to inform us [‘Measurement units used: Age-standardized rate per …
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Health Status: Transport Accident Mortality (F) 2015. Compare countries including Canada and Canadian Provinces
Health Status: Transport Accident Mortality (F) 2015. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you see any mistakes, or if you need more information, feel free to inform us [‘Measurement units used: Age-standardized rate per 100,000 females. Heatmap …
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Health Status: Suicide (M) 2015. Compare countries including Canada and Canadian Provinces
Health Status: Suicide (M) 2015. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you see any mistakes, or if you need more information, feel free to inform us [‘Measurement units used: Age-standardized rate per 100,000 males. Heatmap might show …
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Health Status: Suicide (F) 2015. Compare countries including Canada and Canadian Provinces
Health Status: Suicide (F) 2015. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you see any mistakes, or if you need more information, feel free to inform us [‘Measurement units used: Age-standardized rate per 100,000 females. Heatmap might show …
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Health Status: Stroke Mortality for 2017 and 2015. Compare countries including Canada and Canadian Provinces
Health Status: Stroke Mortality for 2017 and 2015. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you see any mistakes, or if you need more information, feel free to inform us [‘Measurement units used: Age–sex-standardized rate per 100,000 population. …
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Health Status: Perceived Health Status 2015. Compare countries including Canada and Canadian Provinces
Health Status: Perceived Health Status 2015. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you see any mistakes, or if you need more information, feel free to inform us [‘Measurement units used: Percentage. Heatmap might show relative comparisons; not …
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Health Status: Life Expectancy at Birth (M) 2015. Compare countries including Canada and Canadian Provinces
Health Status: Life Expectancy at Birth (M) 2015. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you see any mistakes, or if you need more information, feel free to inform us [‘Measurement units used: Years. Heatmap might show relative …
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Health Status: Life Expectancy at Birth (F) 2017. Compare countries including Canada and Canadian Provinces
Health Status: Life Expectancy at Birth (F) 2017. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you see any mistakes, or if you need more information, feel free to inform us [‘Measurement units used: Years. Heatmap might show relative …
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Health Status: Infant Mortality 2017. Compare countries including Canada and Canadian Provinces
Health Status: Infant Mortality 2017. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you see any mistakes, or if you need more information, feel free to inform us [‘Measurement units used: Deaths per 1,000 live births. Heatmap might show …
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Health Status: Heart Disease Mortality 2017. Compare countries including Canada and Canadian Provinces
Health Status: Heart Disease Mortality 2017. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you see any mistakes, or if you need more information, feel free to inform us [‘Measurement units used: Age–sex-standardized rate per 100,000 population. Heatmap might …
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Health Status: Cancer Mortality (M) 2017. Compare countries including Canada and Canadian Provinces
Health Status: Cancer Mortality (M) 2017. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached at the bottom. If you see any mistakes, or if you need more information, feel free to inform us [‘Measurement units used: Age-standardized rate per 100,000 …
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Health Status: Cancer Mortality (F) 2017. Compare countries including Canada and Canadian Provinces
Health Status: Cancer Mortality (F)2017. [Compare countries including Canada and Canadian Provinces] Dataset: from CIHI, Canada. The same information plotted with different charts. Data files are also attached. If you see any mistakes, or if you need more information, feel free to inform us [‘Measurement units used: Age-standardized rate per 100,000 females. Heatmap might show …
Permanent link to this article: https://bangla.sitestree.com/health-status-cancer-mortality-f-2017-compare-countries-including-canada-and-canadian-provinces-2/
Quality of Care: Health System Performance
Quality of Care: Health System Performance ’30-Day In-Hospital Fatality: AMI’, ’30-Day In-Hospital Fatality: Ischemic\xa0Stroke’, ‘Avoidable Admissions: Asthma’, ‘Avoidable Admissions: COPD’, ‘Avoidable Admissions: Diabetes’, ‘Breast Cancer Mortality’, ‘Breast Cancer Survival’, ‘Cervical Cancer Mortality’, ‘Cervical Cancer Survival’, ‘Colorectal Cancer Mortality’, ‘Colorectal Cancer Survival’, ‘Easy to Understand Doctor’, ‘Influenza Vaccination: 65+’, ‘Involvement in Decisions’, ‘Know Important Medical History’, …
Permanent link to this article: https://bangla.sitestree.com/quality-of-care-health-system-performance/
Prescribing Primary: Health System Performance
Prescribing Primary: Health System Performance ‘Antibiotics: Proportion of Second Line’, ‘Antibiotics: Total Volume for Systemic Use’, ‘Benzodiazepines (65+): Chronic Use ‘, ‘Benzodiazepines (65+): Long-Acting’, ‘Diabetes: High Blood Pressure Medication’ Reference: A dataset from CIHI, Canada. Sayed Ahmed Linkedin: https://ca.linkedin.com/in/sayedjustetc Blog: http://sitestree.com, http://bangla.salearningschool.com
Permanent link to this article: https://bangla.sitestree.com/prescribing-primary-health-system-performance/
Patient Safety Indicators: Health System Performance
Patient Safety Indicators: Health System Performance ‘Foreign Body Left In’, ‘OB Trauma: Instrument’, ‘OB Trauma: No Instrument’, ‘Post-Op PE: Hip and Knee’, ‘Post-Op Sepsis: Abdominal’ Reference: A dataset from CIHI, Canada. Sayed Ahmed Linkedin: https://ca.linkedin.com/in/sayedjustetc Blog: http://sitestree.com, http://bangla.salearningschool.com
Permanent link to this article: https://bangla.sitestree.com/patient-safety-indicators-health-system-performance/
Non Medical Determinants (for Health) Indicators: Health System Performance
Non Medical Determinants (for Health) Indicators: Health System Performance ‘Alcohol Consumption: Adults’, ‘Fruit Consumption: Adults’, ‘Obesity Reported: Adults’, ‘Smoking: Adults (F)’, ‘Smoking: Adults (M)’, ‘Vegetable Consumption: Adults’ Reference: A dataset from CIHI, Canada. Sayed Ahmed Linkedin: https://ca.linkedin.com/in/sayedjustetc Blog: http://sitestree.com, http://bangla.salearningschool.com
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Access to Care Indicators: Health System Performance
Access to Care Indicators: Health System Performance ‘Inability to Pay for Medical Bills’, ‘Poor Weekend/Evening Care’, ‘Regular Doctor’, ‘Same or Next Day Appt’, ‘Wait Time: Cataract Surgery’, ‘Wait Time: Hip Replacement’, ‘Wait Time: Knee Replacement’, ‘Wait Time: Specialist’ Reference: A dataset from CIHI, Canada Sayed Ahmed Linkedin: https://ca.linkedin.com/in/sayedjustetc Blog: http://sitestree.com, http://bangla.salearningschool.com
Permanent link to this article: https://bangla.sitestree.com/access-to-care-indicators-health-system-performance/
Health Status Indicators: Health System Performance
Health Status Indicators: Health System Performance Health Status Measurements Indicators: Dataset from CIHI, Canada Cancer Mortality (F)’, ‘Cancer Mortality (M)’, ‘Heart Disease Mortality’, ‘Infant Mortality’, ‘Life Expectancy at Birth (F)’, ‘Life Expectancy at Birth (M)’, ‘Perceived Health Status’, ‘Stroke Mortality’, ‘Suicide (F)’, ‘Suicide (M)’, ‘Transport Accident Mortality (F)’, ‘Transport Accident Mortality (M)’ Sayed Ahmed Linkedin: …
Permanent link to this article: https://bangla.sitestree.com/health-status-indicators-health-system-performance/
Prescribing Primary: Benzodiazepines (65+): Long-Acting. Compare countries including Canada and Canadian Provinces
Prescribing Primary: Benzodiazepines (65+): Long-Acting. [Compare countries including Canada and Canadian Provinces] Plotted for mean values over multiple years: Dataset: from CIHI, Canada. The same information with different plots such as Bar, Line, Bubble, GeoMap, Pie might be published in future. If you see any mistakes, feel free to inform us [‘Measurement units used: Per …
Permanent link to this article: https://bangla.sitestree.com/prescribing-primary-benzodiazepines-65-long-acting-compare-countries-including-canada-and-canadian-provinces/
Prescribing Primary: Diabetes: High Blood Pressure Medication
Prescribing Primary: Diabetes: High Blood Pressure Medication. [Compare countries including Canada and Canadian Provinces] Plotted for mean values over multiple years: Dataset: from CIHI, Canada. The same information with different plots such as Bar, Line, Bubble, GeoMap, Pie might be published in future. If you see any mistakes, feel free to inform us [‘Measurement units …
Permanent link to this article: https://bangla.sitestree.com/prescribing-primary-diabetes-high-blood-pressure-medication/
Prescribing Primary: Benzodiazepines (65+): Chronic Use
Prescribing Primary: Benzodiazepines (65+): Chronic Use . [Compare countries including Canada and Canadian Provinces] Plotted for mean values over multiple years: Dataset: from CIHI, Canada. The same information with different plots such as Bar, Line, Bubble, GeoMap, Pie might be published in future. If you see any mistakes, feel free to inform us [‘Measurement units …
Permanent link to this article: https://bangla.sitestree.com/prescribing-primary-benzodiazepines-65-chronic-use/
Prescribing Primary: Antibiotics: Total Volume for Systemic Use. Compare countries including Canada and Canadian Provinces
Plotted for mean values over multiple years: Dataset: from CIHI, Canada. The same information with different plots such as Bar, Line, Bubble, GeoMap, Pie might be published in future. If you see any mistakes, feel free to inform us [‘Measurement units usedDDDs per 1,000 population per day. Heatmap shows relative comparisons; not absolute values. The …
Permanent link to this article: https://bangla.sitestree.com/prescribing-primary-antibiotics-total-volume-for-systemic-use-compare-countries-including-canada-and-canadian-provinces/
Prescribing Primary: Antibiotics: Proportion of Second Line. Compare countries including Canada and Canadian Provinces
Prescribing Primary: Antibiotics: Proportion of Second Line. [Compare countries including Canada and Canadian Provinces] Plotted for mean values over multiple years: Dataset: from CIHI, Canada. The same information with different plots such as Bar, Line, Bubble, GeoMap, Pie might be published in future. If you see any mistakes, feel free to inform us [‘Measurement units …
Permanent link to this article: https://bangla.sitestree.com/prescribing-primary-antibiotics-proportion-of-second-line-compare-countries-including-canada-and-canadian-provinces/
Quality of Care Breast Cancer Mortality Compare countries including Canada and Canadian Provinces
Quality of Care Breast Cancer Mortality Compare countries including Canada and Canadian Provinces Over multiple years: together and separately. Dataset: from CIHI, Canada. The same information with different plots such as Bar, Line, Heatmap, GeoMap, Pie might be published in future. If you see any mistakes, feel free to inform us
Permanent link to this article: https://bangla.sitestree.com/quality-of-care-breast-cancer-mortality-compare-countries-including-canada-and-canadian-provinces/
Quality of Care : Avoidable Admissions: Diabetes: Compare countries including Canada and Canadian Provinces
Over multiple years: together and separately. Dataset: from CIHI, Canada. The same information with different plots such as Bar, Line, Heatmap, GeoMap, Pie might be published in future. If you see any mistakes, feel free to inform us
Permanent link to this article: https://bangla.sitestree.com/quality-of-care-avoidable-admissions-diabetes-compare-countries-including-canada-and-canadian-provinces/
Quality of care: Avoidable Admissions: COPD: Compare Countries including Canada and Canadian Provinces
Over multiple years, separately and together. Dataset: from CIHI, Canada. Plots using other formats such as Bar, Heatmap, Geomap, Line, and similar – might be published in near future. if you see any mistakes, feel free to inform.
Permanent link to this article: https://bangla.sitestree.com/quality-of-care-avoidable-admissions-copd-compare-countries-including-canada-and-canadian-provinces/
Bubble Chart: Quality of care: Avoidable Admissions: Asthma: Compare countries including Canada.
Over multiple years separately, and together. Quality of care: Avoidable Admissions: Asthma: Compare countries including Canada. The sane information will be posted using other charts such as Line, Pie, Geoplot, Heatmap or similar as applicable. Dataset: CIHI, Canada. (if you see any mistakes, fell free to inform us)
Permanent link to this article: https://bangla.sitestree.com/bubble-chart-quality-of-care-avoidable-admissions-asthma-compare-countries-including-canada/
Permanent link to this article: https://bangla.sitestree.com/bubble-chart2013-to-2016-30-day-in-hospital-fatality-ischemic-stroke-compare-countries-including-canada/
Bubble Chart: 30-Day In-Hospital Fatality: AMI : 2013 to 2016: Compare Countries
Bubble Chart: 30-Day In-Hospital Fatality: AMI : 2013 to 2016: Compare Countries.
Permanent link to this article: https://bangla.sitestree.com/bubble-chart-30-day-in-hospital-fatality-ami-2013-to-2016-compare-countries/
Geoplot: Concern: For 2015, compare countries and Canadian Provinces for the indicator: 30-Day In-Hospital Fatality: AMI
Bubble sizes are proportional to the values. Values are multiplied by 2.5 to get the bubble/marker sizes. (Unit of the values: Age–sex-standardized rate per 100 admissions)
Permanent link to this article: https://bangla.sitestree.com/geoplot-concern-for-2015-compare-countries-and-canadian-provinces-for-the-indicator-30-day-in-hospital-fatality-ami/
Permanent link to this article: https://bangla.sitestree.com/concern-for-2015-compare-countries-and-canadian-provinces-for-the-indicator-30-day-in-hospital-fatality-ami-%c2%b6/
How different countries including Canada compare for Patient Safety Measures?
Patient safety measures as used: [‘Foreign Body Left In’, ‘OB Trauma: Instrument’, ‘OB Trauma: No Instrument’, ‘Post-Op PE: Hip and Knee’, ‘Post-Op Sepsis: Abdominal’] Dataset: from CIHI, Canada (Open and public data). Data for 2014-2015
Permanent link to this article: https://bangla.sitestree.com/how-different-countries-including-canada-compare-for-patient-safety-measures/
What are average alcohol consumption across countries over last couple of years
What are average alcohol consumption across countries over last couple of years. Dataset from CIHI
Permanent link to this article: https://bangla.sitestree.com/what-are-average-alcohol-consumption-across-countries-over-last-couple-of-years/
Using a Heatmap, How different countries compare for their Non Medical Determinants aspect for 2014
Using a Heatmap, How different countries compare for their Non Medical Determinants aspect for 2014 Dataset from CIHI, Canada
Permanent link to this article: https://bangla.sitestree.com/using-a-heatmap-how-different-countries-compare-for-their-non-medical-determinants-aspect-for-2014/
How do different countries compare for health status indicators over years
How do different countries compare for health status indicators over years. Dataset from CIHI, Canada
Permanent link to this article: https://bangla.sitestree.com/how-do-different-countries-compare-for-health-status-indicators-over-years/
How does transport mortality (Female) compare acrosss countries for 2017¶
How does transport mortality (Female) compare across countries for 2017¶ Dataset from CIHI, Canada
Permanent link to this article: https://bangla.sitestree.com/how-does-transport-mortality-female-compare-acrosss-countries-for-2017%c2%b6/
same-or-next-day-appointments-over-canadian-regions: Health care system performance
Dataset from CIHI, Canada. Will add details information/explain the chart later.
Permanent link to this article: https://bangla.sitestree.com/same-or-next-day-appointments-over-canadian-regions-health-care-system-performance/
Heatmap: Access to Care Indicators: Compare Countries (including Canada) across the world
Heatmap: Access to Care Indicators: Compare Countries (including Canada) across the world
Permanent link to this article: https://bangla.sitestree.com/heatmap-access-to-care-indicators-compare-countries-including-canada-across-the-world/
How does Canada compare with other countries for Waiting time for Specialists?
How does Canada compare with some other countries for Waiting time for Specialists? Apparently, from the data and the visualization: Canada does not perform great. Values are in days (you can simply consider them as relative scales as well). The plot took averages/mean of the available data for couple of years. 41% reported waiting two …
Permanent link to this article: https://bangla.sitestree.com/how-does-canada-compare-with-other-countries-for-waiting-time-for-specialists/
How different Canadian Regions/Provinces compare for Health Status Indicators?
As my code found using a dataset (on Health System Performance) from CIHI, Canada. Available Data Averaged for 2013 to 2017 Health Status Indicators: [‘Cancer Mortality (F)’, ‘Cancer Mortality (M)’, ‘Heart Disease Mortality’, ‘Infant Mortality’, ‘Life Expectancy at Birth (F)’, ‘Life Expectancy at Birth (M)’, ‘Perceived Health Status’, ‘Stroke Mortality’, ‘Suicide (F)’, ‘Suicide (M)’, ‘Transport …
Permanent link to this article: https://bangla.sitestree.com/how-different-canadian-regions-provinces-compare-for-health-status-indicators/
Transport Accident Mortality (Male) over a year : 2017
Compare Transport Accident Mortality (Male) for 2017 across countries (based on the data available). The same information plotted in different ways. The values either indicate per 100k or just indicate a relative scale Colors in the Bubble chart (also in the pie chart) were used to indicate different countries Colors in bar charts do not …
Permanent link to this article: https://bangla.sitestree.com/transport-accident-mortality-male-over-a-year-2017/
Transport Accident Mortality Across Countries and Canadian Provinces
Transport Accident Mortality Across Countries and Canadian Provinces: A Visualization experiment: Does it look right? Dataset: from cihi.ca, the dataset usually uses counts per 100,000 population. The values might mean out of 100,000 (need verifications on my part) or values can just be taken as relative.
Permanent link to this article: https://bangla.sitestree.com/transport-accident-mortality-across-countries-and-canadian-provinces/
Visualizing the Indicator Methodology Terms for the Health System Performance in Canada
File: indicator-methodology.xls From: https://www.cihi.ca/sites/default/files/document/oecd-benchmarking-canadas-health-systems -2017-en-web.xlsx
Permanent link to this article: https://bangla.sitestree.com/visualizing-the-indicator-methodology-terms-for-the-health-system-performance-in-canada/
AI and ML in 2019: Health/personalized medicine and AI/ML/DL/NLP
Keeping up with AI in 2019. What is the next big thing in AI and ML? https://medium.com/thelaunchpad/what-is-the-next-big-thing-in-ai-and-ml-904a3f3345ef — A Technical Overview of AI & ML (NLP, Computer Vision, Reinforcement Learning) in 2018 & Trends for 2019 https://www.analyticsvidhya.com/blog/2018/12/key-breakthroughs-ai-ml-2018-trends-2019/ — AI Research Trends https://ai100.stanford.edu/2016-report/section-i-what-artificial-intelligence/ai-research-trends — Artificial intelligence in healthcare: past, present and future https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5829945/pdf/svn-2017-000101.pdf — From hype …
Permanent link to this article: https://bangla.sitestree.com/ai-and-ml-in-2019-health-personalized-medicine-and-ai-ml-dl-nlp/
