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EntityStore를 사용한 운동량에 따른 암 위험성

doi:10.1001/jamainternmed.2016.1548에 개제된 2016년 논문을 살펴보면 여가 시간의 신체 운동 수준의 함수로 알아보는 암에 걸릴 위험성에 관한 연구를 찾아볼 수 있습니다. 이 예제는 Dataset, EntityStore, 그리고 다른 임베디드 기능을 이 데이터와 결합하여 여가로 즐기는 신체 운동 레벨에 따른 위험성의 감소가 가장 두드러지는 암은 무엇인지 살펴봅니다.

연구 데이터를 사용하여 Dataset을 생성합니다.

전체 Wolfram 언어 입력 표시하기
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"]\);
In[2]:=
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dataset = Dataset[Association[ Rule @@@ Transpose[{{"Cancer", "Case count", "Hazard ratio", "Anatomical site", "Disease"}, #}]] & /@ datagrid[[1]]]
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사례의 수와 평균 위험 요소의 수를 추출합니다.

In[3]:=
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dataset[Total, "Case count"]
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dataset[Mean, "Hazard ratio"]
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사용자 지정 암 엔티티와 그 데이터를 엔티티 저장소에 저장합니다.

전체 Wolfram 언어 입력 표시하기
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entities = <| Map[#["Cancer"] -> <| "Label" -> #["Cancer"], "CaseCount" -> #["Case count"], "HazardRatio" -> #["Hazard ratio"], "AnatomicalSite" -> #["Anatomical site"], "Disease" -> #["Disease"] |> &, Normal@dataset] |>;
In[6]:=
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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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이 세션을 위해 스토어를 등록합니다.

In[8]:=
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PrependTo[$EntityStores, store];

엔티티 저장소에서 엔티티와 사용 가능한 특성을 꺼냅니다.

In[9]:=
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EntityList["Cancer"]
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In[10]:=
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EntityValue["Cancer", "Properties"]
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암과 관련된 질병을 표시합니다.

In[11]:=
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EntityValue["Cancer", "Disease", "EntityAssociation"] // Take[#, 5] & // Normal // Column
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엔티티 스토어에서 비만도 지수 (BMI) 정보를 추출합니다

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bmi = EntityValue[EntityValue["Cancer", "Disease"], EntityProperty["Disease", "BodyMassIndexMean"], "EntityAssociation"]
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정상적인 환자 그룹과 일반적 유형의 암을 앓고있는 환자 그룹의 BMI의 히스토그램을 작성합니다.

In[13]:=
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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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여가 신체 운동 수준이 높은 경우와 낮은 경우에 관련한 위험 요소 정보를 꺼냅니다.

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hr = Normal[EntityValue["Cancer", "HazardRatio", "EntityAssociation"]]
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암의 유형과 여가의 신체 운동량과 관련한 위험 요소를 플롯합니다.

전체 Wolfram 언어 입력 표시하기
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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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간접적으로 정의된 엔티티 클래스를 사용하여 여가 신체 운동량이 많을때 위험률이 20% 이상 절감되는 암의 종류를 찾습니다.

In[16]:=
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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=

관련 예제

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