Роль физической активности в снижении риска заболевания раком: Новое в системе Wolfram Language 11

Роль физической активности в снижении риска заболевания раком

Исследование, опубликованное в 2016 г. (doi:10.1001/jamainternmed.2016.1548) изучает риск развития рака в зависимости от уровня физической активности в свободное время. Данный пример сочетает в себе использование функций Dataset и EntityStore, в комбинации с другими встроенными функциональными возможностями для изучения типов рака, риск которых значительно снижается благодаря высоким уровням физической активности в свободное время.

Создадим набор данных, Dataset, на основе данных исследования.

код на языке Wolfram Language целиком

In[1]:=

datagrid = \!\(\*
TagBox[GridBox[{
{"\"\<esophageal adenocarcinoma\>\"", "899", "0.58", 
RowBox[{"{", 
TemplateBox[{"\"esophagus\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Esophagus\""}], "]"}],
           "\"Entity[\\\"AnatomicalStructure\\\", \
\\\"Esophagus\\\"]\"","\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{"\"esophageal cancer\"",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine150\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine150\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<gallbladder\>\"", "382", "0.72", 
RowBox[{"{", 
TemplateBox[{"\"gallbladder\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Gallbladder\""}], "]"}],
           "\"Entity[\\\"AnatomicalStructure\\\", \
\\\"Gallbladder\\\"]\"","\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{"\"gallbladder cancer\"",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine156.0\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine156.0\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<liver\>\"", "1384", "0.73", 
RowBox[{"{", 
TemplateBox[{"\"liver\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Liver\""}], "]"}],
           "\"Entity[\\\"AnatomicalStructure\\\", \\\"Liver\\\"]\"",
           "\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{"\"primary liver cancer\"",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine155.0\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine155.0\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<lung\>\"", "19133", "0.74", 
RowBox[{"{", 
TemplateBox[{"\"lung\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Lung\""}], "]"}],
           "\"Entity[\\\"AnatomicalStructure\\\", \\\"Lung\\\"]\"",
           "\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{
         "\"cancer of the trachea, bronchus, and lung\"",
          RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine162\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine162\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<kidney\>\"", "4548", "0.77", 
RowBox[{"{", 
TemplateBox[{"\"kidney\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Kidney\""}], "]"}],
           "\"Entity[\\\"AnatomicalStructure\\\", \\\"Kidney\\\"]\"",
           "\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{
         "\"cancer of the kidney and urinary organs\"",
          RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine189\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine189\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<small intestine\>\"", "503", "0.78", 
RowBox[{"{", 
TemplateBox[{"\"small intestine\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"SmallIntestine\""}], "]"}],
           "\"Entity[\\\"AnatomicalStructure\\\", \
\\\"SmallIntestine\\\"]\"","\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{
         "\"cancer of the small intestine\"",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine152\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine152\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<gastric cardia\>\"", "790", "0.78", 
RowBox[{"{", 
TemplateBox[{"\"cardia of stomach\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"CardiaOfStomach\""}], 
             "]"}],"\"Entity[\\\"AnatomicalStructure\\\", \
\\\"CardiaOfStomach\\\"]\"","\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{"\"cancer of the cardia\"",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine151.0\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine151.0\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<endometrial\>\"", "5346", "0.79", 
RowBox[{"{", 
TemplateBox[{"\"endometrium\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Endometrium\""}], "]"}],
           
           "\"Entity[\\\"AnatomicalStructure\\\", \
\\\"Endometrium\\\"]\"","\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{"\"cancer of the uterine body\"",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine182\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine182\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<esophageal squamous\>\"", "442", "0.8", 
RowBox[{"{", 
TemplateBox[{"\"esophagus\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Esophagus\""}], "]"}],
           "\"Entity[\\\"AnatomicalStructure\\\", \
\\\"Esophagus\\\"]\"","\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{"\"esophageal cancer\"",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine150\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine150\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<myeloid leukemia\>\"", "1692", "0.8", 
RowBox[{"{", 
TemplateBox[{"\"bone marrow\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"BoneMarrow\""}], "]"}],
           "\"Entity[\\\"AnatomicalStructure\\\", \\\"BoneMarrow\\\"]\
\"","\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{"\"myeloid leukemia\"",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine205\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine205\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<myeloma\>\"", "2161", "0.83", 
RowBox[{"{", 
TemplateBox[{"\"bone marrow\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"BoneMarrow\""}], "]"}],
           "\"Entity[\\\"AnatomicalStructure\\\", \\\"BoneMarrow\\\"]\
\"","\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{"\"multiple myeloma\"",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine203.0\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine203.0\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<colon\>\"", "14160", "0.84", 
RowBox[{"{", 
TemplateBox[{"\"colon\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Colon\""}], "]"}],
           "\"Entity[\\\"AnatomicalStructure\\\", \\\"Colon\\\"]\"",
           "\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{"\"colon cancer\"",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine153\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine153\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<head and neck\>\"", "3985", "0.85", 
RowBox[{"{", 
RowBox[{
TemplateBox[{"\"head\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Head\""}], "]"}],
            "\"Entity[\\\"AnatomicalStructure\\\", \\\"Head\\\"]\"",
            "\"anatomical structure\""},
"Entity"], ",", 
TemplateBox[{"\"neck\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Neck\""}], "]"}],
            "\"Entity[\\\"AnatomicalStructure\\\", \\\"Neck\\\"]\"",
            "\"anatomical structure\""},
"Entity"]}], "}"}], 
TemplateBox[{
         "\:f3b5cancer of the connective and soft tissue of the head, \
face, and neck\:f3b5",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine171.0\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine171.0\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<rectum\>\"", "5531", "0.87", 
RowBox[{"{", 
TemplateBox[{"\"rectum\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Rectum\""}], "]"}],
           "\"Entity[\\\"AnatomicalStructure\\\", \\\"Rectum\\\"]\"",
           "\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{"\"rectal cancer\"",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine154.1\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine154.1\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<bladder\>\"", "9073", "0.87", 
RowBox[{"{", 
TemplateBox[{"\"urinary bladder\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"UrinaryBladder\""}], "]"}],
           "\"Entity[\\\"AnatomicalStructure\\\", \
\\\"UrinaryBladder\\\"]\"","\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{"\"bladder cancer\"",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine188\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine188\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<breast\>\"", "35178", "0.9", 
RowBox[{"{", 
TemplateBox[{"\"breast\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Breast\""}], "]"}],
           "\"Entity[\\\"AnatomicalStructure\\\", \\\"Breast\\\"]\"",
           "\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{"\"female breast cancer\"",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine174\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine174\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<non-hodgkin lymphoma\>\"", "6953", "0.91", 
RowBox[{"{", 
TemplateBox[{"\"lymphocyte\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Lymphocyte\""}], "]"}],
           
           "\"Entity[\\\"AnatomicalStructure\\\", \\\"Lymphocyte\\\"]\
\"","\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{
         "\"lymphosarcoma, reticulosarcoma, and other malignant \
tumors of lymphatic tissue\"",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine200\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine200\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<thyroid\>\"", "1829", "0.92", 
RowBox[{"{", 
TemplateBox[{"\"thyroid gland\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"ThyroidGland\""}], "]"}],
           "\"Entity[\\\"AnatomicalStructure\\\", \
\\\"ThyroidGland\\\"]\"","\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{"\"thyroid cancer\"",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine193\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine193\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<gastric noncardia\>\"", "1428", "0.93", 
RowBox[{"{", 
TemplateBox[{"\"stomach\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Stomach\""}], "]"}],
           "\"Entity[\\\"AnatomicalStructure\\\", \\\"Stomach\\\"]\"",
           "\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{"\"stomach cancer\"",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine151\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine151\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<soft tissue\>\"", "851", "0.94", 
RowBox[{"{", 
RowBox[{
TemplateBox[{"\"tendon\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Tendon\""}], "]"}],
            "\"Entity[\\\"AnatomicalStructure\\\", \\\"Tendon\\\"]\"",
            "\"anatomical structure\""},
"Entity"], ",", 
TemplateBox[{"\"ligament\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"SetOfLigaments\""}], "]"}],
            "\"Entity[\\\"AnatomicalStructure\\\", \\\"SetOfLigaments\
\\\"]\"","\"anatomical structure\""},
"Entity"], ",", 
TemplateBox[{"\"fascia (organ subdivision)\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", 
                "\"FasciaOrganSubdivision\""}], "]"}],
            "\"Entity[\\\"AnatomicalStructure\\\", \
\\\"FasciaOrganSubdivision\\\"]\"","\"anatomical structure\""},
"Entity"], ",", 
TemplateBox[{"\"skin\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Skin\""}], "]"}],
            "\"Entity[\\\"AnatomicalStructure\\\", \\\"Skin\\\"]\"",
            "\"anatomical structure\""},
"Entity"], ",", 
TemplateBox[{"\"fibrous tissue\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"FibrousTissue\""}], "]"}],
            "\"Entity[\\\"AnatomicalStructure\\\", \
\\\"FibrousTissue\\\"]\"","\"anatomical structure\""},
"Entity"], ",", 
TemplateBox[{"\"adipose tissue\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"AdiposeTissue\""}], "]"}],
            "\"Entity[\\\"AnatomicalStructure\\\", \
\\\"AdiposeTissue\\\"]\"","\"anatomical structure\""},
"Entity"], ",", 
TemplateBox[{"\"synovial membrane\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"SynovialMembrane\""}], 
              "]"}],"\"Entity[\\\"AnatomicalStructure\\\", \
\\\"SynovialMembrane\\\"]\"","\"anatomical structure\""},
"Entity"], ",", 
TemplateBox[{"\"muscle\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Muscle\""}], "]"}],
            "\"Entity[\\\"AnatomicalStructure\\\", \\\"Muscle\\\"]\"",
            "\"anatomical structure\""},
"Entity"], ",", 
TemplateBox[{"\"nerve\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Nerve\""}], "]"}],
            "\"Entity[\\\"AnatomicalStructure\\\", \\\"Nerve\\\"]\"",
            "\"anatomical structure\""},
"Entity"], ",", 
TemplateBox[{
           "\"blood vessel viewed macroscopically\"",
            RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", 
                "\"BloodVesselViewedMacroscopically\""}], "]"}],
            
            "\"Entity[\\\"AnatomicalStructure\\\", \
\\\"BloodVesselViewedMacroscopically\\\"]\"",
            "\"anatomical structure\""},
"Entity"]}], "}"}], 
TemplateBox[{
         "\"cancer of connective and soft tissue\"",
          RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine171\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine171\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<pancreas\>\"", "4186", "0.95", 
RowBox[{"{", 
TemplateBox[{"\"pancreas\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Pancreas\""}], "]"}],
           "\"Entity[\\\"AnatomicalStructure\\\", \
\\\"Pancreas\\\"]\"","\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{"\"pancreatic cancer\"",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine157\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine157\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<lymphocytic leukemia\>\"", "2160", "0.98", 
RowBox[{"{", 
TemplateBox[{"\"lymphocyte\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Lymphocyte\""}], "]"}],
           "\"Entity[\\\"AnatomicalStructure\\\", \\\"Lymphocyte\\\"]\
\"","\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{"\"lymphoid leukemia\"",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine204\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine204\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<ovary\>\"", "2880", "1.01", 
RowBox[{"{", 
TemplateBox[{"\"ovary\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Ovary\""}], "]"}],
           "\"Entity[\\\"AnatomicalStructure\\\", \\\"Ovary\\\"]\"",
           "\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{"\"ovarian cancer\"",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine183.0\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine183.0\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<prostate\>\"", "46890", "1.05", 
RowBox[{"{", 
TemplateBox[{"\"prostate\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Prostate\""}], "]"}],
           "\"Entity[\\\"AnatomicalStructure\\\", \
\\\"Prostate\\\"]\"","\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{"\"prostate cancer\"",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine185\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine185\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<brain\>\"", "2110", "1.06", 
RowBox[{"{", 
TemplateBox[{"\"brain\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Brain\""}], "]"}],
           "\"Entity[\\\"AnatomicalStructure\\\", \\\"Brain\\\"]\"",
           "\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{"\"brain cancer\"",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine191\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine191\\\"]\"",
          "\"disease\""},
"Entity"]},
{"\"\<malignant melanoma\>\"", "12438", "1.27", 
RowBox[{"{", 
TemplateBox[{"\"melanocyte\"",RowBox[{"Entity", "[", 
RowBox[{"\"AnatomicalStructure\"", ",", "\"Melanocyte\""}], "]"}],
           "\"Entity[\\\"AnatomicalStructure\\\", \\\"Melanocyte\\\"]\
\"","\"anatomical structure\""},
"Entity"], "}"}], 
TemplateBox[{
         "\"malignant melanoma of the skin\"",RowBox[{"Entity", "[", 
RowBox[{"\"Disease\"", ",", "\"ICDNine172\""}], "]"}],
          "\"Entity[\\\"Disease\\\", \\\"ICDNine172\\\"]\"",
          "\"disease\""},
"Entity"]}
},
AutoDelete->False,
BaseStyle->8,
GridBoxAlignment->{
       "Columns" -> {{Left}}, "ColumnsIndexed" -> {}, "Rows" -> {}, 
        "RowsIndexed" -> {}, "Items" -> {}, "ItemsIndexed" -> {}},
GridBoxDividers->{
       "Columns" -> {{True}}, "ColumnsIndexed" -> {}, 
        "Rows" -> {{True}}, "RowsIndexed" -> {}, "Items" -> {}, 
        "ItemsIndexed" -> {}},
GridBoxItemSize->{
       "Columns" -> {{Automatic}}, "ColumnsIndexed" -> {}, 
        "Rows" -> {{Automatic}}, "RowsIndexed" -> {}, "Items" -> {}, 
        "ItemsIndexed" -> {}}],
"Grid"]\);

In[2]:=

dataset = 
 Dataset[Association[
     Rule @@@ 
      Transpose[{{"Cancer", "Case count", "Hazard ratio", 
         "Anatomical site", "Disease"}, #}]] & /@ datagrid[[1]]]

Out[2]=

Извлечем общее число случаев заболевания и средний коэффициент риска.

In[3]:=

dataset[Total, "Case count"]

Out[3]=

In[4]:=

dataset[Mean, "Hazard ratio"]

Out[4]=

Сохраним информацию об отдельных видах рака в качестве объекта информации, entity store (букв. хранилище сущностей).

код на языке Wolfram Language целиком

In[5]:=

entities = <|
   Map[#["Cancer"] -> <|
       "Label" -> #["Cancer"],
       "CaseCount" -> #["Case count"],
       "HazardRatio" -> #["Hazard ratio"], 
       "AnatomicalSite" -> #["Anatomical site"],
       "Disease" -> #["Disease"]
       |> &, Normal@dataset]
   |>;

In[6]:=

properties = <|
   "Label" -> <|"Label" -> "label"|>,
   "CaseCount" -> <|"Label" -> "case count"|>, 
   "HazardRatio" -> <|"Label" -> "hazard ratio"|>, 
   "AnatomicalSite" -> <|"Label" -> "anatomical site"|>, 
   "Disease" -> <|"Label" -> "disease"|>
   |>;

In[7]:=

store = EntityStore["Cancer" -> <|
    "Label" -> "cancer",
    "Entities" -> entities,
    "Properties" -> properties
    |>]

Out[7]=

Зарегистрируем созданный объект информации.

In[8]:=

PrependTo[$EntityStores, store];

Извлечем информацию о видах раковых заболеваний из созданного объекта.

In[9]:=

EntityList["Cancer"]

Out[9]=

In[10]:=

EntityValue["Cancer", "Properties"]

Out[10]=

Запросим заболевания, связанные с раком.

In[11]:=

EntityValue["Cancer", "Disease", "EntityAssociation"] // 
   Take[#, 5] & // Normal // Column

Out[11]=

Запросим индекс массы тела (ИМТ) из созданного информационного объекта

In[12]:=

bmi = EntityValue[EntityValue["Cancer", "Disease"], 
  EntityProperty["Disease", "BodyMassIndexMean"], "EntityAssociation"]

Out[12]=

Создадим гистограмму со значениями ИМТ для групп здоровых пациентов и пациентов с распространенными типами рака.

In[13]:=

Histogram[{MedicalTestData["BodyMassIndex", "DistributionData"][[2, 
   1]], bmi}, Automatic, "Probability", 
 ChartElementFunction -> "FadingRectangle", 
 PlotLabel -> "body mass index", 
 ChartLegends -> {"normal", "patients with common types of cancer"}]

Out[13]=

Запросим информацию о вероятности ракового заболевания, связанной с уровнем физической активности (высоким или низким) в свободное время.

In[14]:=

hr = Normal[EntityValue["Cancer", "HazardRatio", "EntityAssociation"]]

Out[14]=

Отобразим на графике типы рака с коэффициентом риска заболевания в связи с уровнем физической активности.

код на языке Wolfram Language целиком

In[15]:=

ListPlot[Tooltip[#2, #1] & @@@ hr,
 Axes -> True,
 PlotRange -> {.5, 1.3}, 
 PlotStyle -> Directive[Orange, PointSize[Large]], 
 Ticks -> {Transpose[{Range[Length[hr]], 
     Rotate[#, -Pi/2, {Left, 0}] & /@ hr[[All, 1]]}], Automatic},
 PlotLabel -> 
  "Hazard ratio associated with leisure\[Hyphen]time physical \
activity", PlotRange -> {{1, 30}, All},
 AxesLabel -> {"type of cancer", "Hazard ratio"}]

Out[15]=

Воспользуемся неявно определенным классом сущностей, чтобы найти типы рака, для которых более высокий уровень физическая активности уменьшает риск заболевания более чем на 20%.

In[16]:=

TextGrid[EntityValue[
   EntityClass[
    "Cancer", {"HazardRatio" -> LessThan[1 - 0.2]}], {"Entity", 
    "HazardRatio"}], Dividers -> All, 
  Background -> {Automatic, {{LightBlue, None}}}] // TraditionalForm

Out[16]//TraditionalForm=