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Krebsrisiko basierend auf körperlicher Aktivität mittels EntityStore ermitteln

Eine Studie aus dem Jahr 2016, die in doi:10.1001/jamainternmed.2016.1548 veröffentlicht wurde, untersucht das Krebsrisiko als eine Funktion körperlicher Aktivität in der Freizeit. Dieses Beispiel kombiniert Dataset, EntityStore und andere eingebaute Funktionalitäten mit diesen Daten, um zu untersuchen, bei welcher Krebsart freizeitbasierte körperliche Aktivität die größte Verringerung des Krebsrisikos herbeiführt.

Erstellen Sie ein Dataset aus studienbezogenen Daten.

Den kompletten Wolfram Language-Input zeigen
In[1]:=
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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"]\);
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dataset = Dataset[Association[ Rule @@@ Transpose[{{"Cancer", "Case count", "Hazard ratio", "Anatomical site", "Disease"}, #}]] & /@ datagrid[[1]]]
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Extrahieren Sie die Gesamtzahl der Fälle und die mittlere Hazardrate.

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dataset[Total, "Case count"]
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dataset[Mean, "Hazard ratio"]
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Speichern Sie benutzerspezifische Krebsentitäten und die dazugehörigen Daten in einem EntityStore.

Den kompletten Wolfram Language-Input zeigen
In[5]:=
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entities = <| Map[#["Cancer"] -> <| "Label" -> #["Cancer"], "CaseCount" -> #["Case count"], "HazardRatio" -> #["Hazard ratio"], "AnatomicalSite" -> #["Anatomical site"], "Disease" -> #["Disease"] |> &, Normal@dataset] |>;
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properties = <| "Label" -> <|"Label" -> "label"|>, "CaseCount" -> <|"Label" -> "case count"|>, "HazardRatio" -> <|"Label" -> "hazard ratio"|>, "AnatomicalSite" -> <|"Label" -> "anatomical site"|>, "Disease" -> <|"Label" -> "disease"|> |>;
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store = EntityStore["Cancer" -> <| "Label" -> "cancer", "Entities" -> entities, "Properties" -> properties |>]
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Registrieren Sie den Store für diese Sitzung.

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PrependTo[$EntityStores, store];

Rufen Sie Entitäten und verfügbare Eigenschaften aus dem EntityStore ab.

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EntityList["Cancer"]
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EntityValue["Cancer", "Properties"]
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Ermitteln Sie Krankheiten, die mit Krebs in Verbindung stehen.

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EntityValue["Cancer", "Disease", "EntityAssociation"] // Take[#, 5] & // Normal // Column
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Rufen Sie Information zum Body Mass Index (BMI) ab.

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bmi = EntityValue[EntityValue["Cancer", "Disease"], EntityProperty["Disease", "BodyMassIndexMean"], "EntityAssociation"]
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Erstellen Sie ein Histogramm für eine Gruppe normaler Patienten und für eine Gruppe von Patienten mit häufigen Krebsarten.

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Histogram[{MedicalTestData["BodyMassIndex", "DistributionData"][[2, 1]], bmi}, Automatic, "Probability", ChartElementFunction -> "FadingRectangle", PlotLabel -> "body mass index", ChartLegends -> {"normal", "patients with common types of cancer"}]
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Rufen Sie Informationen zu Hazardraten in Zusammenhang mit hoher vs. niedriger freizeitbasierter körperlicher Aktivität ab.

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hr = Normal[EntityValue["Cancer", "HazardRatio", "EntityAssociation"]]
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Plotten Sie Krebsart vs. Hazardrate in Zusammenhang mit hoher vs. niedriger freizeitbasierter körperlicher Aktivität.

Den kompletten Wolfram Language-Input zeigen
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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"}]
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Ermitteln Sie mit einer implizit definierten Entitätsklasse jene Krebsarten, bei denen größere freizeitbasierte körperliche Aktivität mit einer Verringerung des Krebsrisikos um mehr als 20% in Verbindung gebracht wird.

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TextGrid[EntityValue[ EntityClass[ "Cancer", {"HazardRatio" -> LessThan[1 - 0.2]}], {"Entity", "HazardRatio"}], Dividers -> All, Background -> {Automatic, {{LightBlue, None}}}] // TraditionalForm
Out[16]//TraditionalForm=

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