B3-9

第16回全国⾼等学校情報教育研究会全国⼤会（東京⼤会）

ピクトグラフ生成でデータ活用とデザインを試行錯誤させる
授業法の実施と検討঩ၳ̈́̓ᖲႏߩ ࠨࠗ࠻

https://

johono.site/

東京都立南多摩中等教育学校 講師

御家雄一
青山学院大学ピクトグラム研究所 研究員© 2023YuichiOIE
2020YuichiOIE

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2020YuichiOIE

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2020YuichiOIE

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2020YuichiOIE

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B3-9

第16回全国⾼等学校情報教育研究会全国⼤会（東京⼤会）

ピクトグラフ生成でデータ活用とデザインを試行錯誤させる
授業法の実施と検討঩ၳ̈́̓ᖲႏߩ ࠨࠗ࠻

https://

johono.site/

東京都立南多摩中等教育学校 講師

御家雄一
青山学院大学ピクトグラム研究所 研究員© 2023YuichiOIE
2020YuichiOIE

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略歴

2018年

東京都立立川高等学校

情報の科学

2019年

東京都立南多摩中等教育学校

情報の科学

2020年

情報の科学

2021年

情報の科学

2022年

情報Ⅰ

2023年

情報Ⅰ

, 東京都立調布南高等学校

社会と情報© 2023YuichiOIE
2020YuichiOIE

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情報Ⅰの立ち位置

国
語

地
歴

公
民

数
学

理
科

英
語

美
術

音
楽

情
…

報

© 2023YuichiOIE
2020YuichiOIE

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ピクトグラ

フ
© 2023YuichiOIE
2020YuichiOIE

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声出します
© 2023YuichiOIE
2020YuichiOIE

ピクトグラフ© 2021YuichiOIE

44© 2023YuichiOIE
2020YuichiOIE

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実習・話し合い© 2022YuichiOIE
2020YuichiOIE

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Blue

Red
Green

Red

Blue

Green

© 2023YuichiOIE
2020YuichiOIE

53© 2023YuichiOIE
2020YuichiOIE

54© 2023YuichiOIE
2020YuichiOIE

55© 2023YuichiOIE
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56© 2023YuichiOIE
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授業内に体験すること© 2023YuichiOIE
2020YuichiOIE

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2020YuichiOIE

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2020YuichiOIE

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ピクトグラム

語意意味するものの形状を使って, その意味概念を理解させる記号

非常口

トイレ

© 2023YuichiOIE
2020YuichiOIE

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ピクトグラフ語意

絵を使った図表や、絵で表した統計数値。統計図表。

© 2023YuichiOIE
2020YuichiOIE

1918年© 2023YuichiOIE
2020YuichiOIE

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1918年

オーストリア出身の科学哲学者、社会学者、政治経済学者。

./012© 2023YuichiOIE
2020YuichiOIE

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1918年

34
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2020YuichiOIE

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1918年
を
法
方
展示の
な
か
う
よ
し
う
ど

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2020YuichiOIE

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1918年

ウィーンメソッド
展示手法の一種
・この展示物には読解するためのルールが必要
・教育を受けられない人にもわかるようにしよう

34
5
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2020YuichiOIE

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64
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2020YuichiOIE

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ウィーンメソッド

8/9:/;ISOTYPEInternational System of Typographic Picture Education
国際絵ことば教育システム© 2023YuichiOIE
2020YuichiOIE

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ISOTYPE・事象と意味をつなぐ視覚化(=絵文字化)のシステム
・国際絵ことば教育システム© 2023YuichiOIE
2020YuichiOIE

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ISOTYPE

ドイツにおける結婚した人の数

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ISOTYPEド イ ツ に お け る 結 婚 し た 人 の 数 (1年あたりの平均)!"!!<!(!"!$<!=!"!"<%%!"%><%&!?@ABCD?E*F!###G###-HIJ© 2023YuichiOIE
2020YuichiOIE

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ISOTYPE© 2023YuichiOIE
2020YuichiOIE

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ISOTYPEド イ ツ に お け る 結 婚 し た 人 の 数 (1年あたりの平均)!"!!<!(!"!$<!=!"!"<%%!"%><%&!?@ABCD?E*F!###G###-HIJ© 2023YuichiOIE
2020YuichiOIE

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ISOTYPEド イ ツ に お け る 結 婚 し た 人 の 数 (1年あたりの平均)!"!!<!(!"!$<!=!"!"<%%!"%><%&!?@ABCD?E*F!###G###-HIJ© 2023YuichiOIE
2020YuichiOIE

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ISOTYPE!"!!<!(!"!!<!(!"!$<!=!"!$<!=!"!"<%%!"!"<%%!"%><%&!"%><%&!?@ABCD?E*F!###G###-HIJ© 2023YuichiOIE
2020YuichiOIE

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ISOTYPE!?@ABCD?E*F!###G###-HIJ© 2023YuichiOIE
2020YuichiOIE

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ISOTYPE

弊社が所有するバスは55台です© 2023YuichiOIE
2020YuichiOIE

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ISOTYPE・どのような言語でも伝わる
視覚表現は必要だろう(いろいろな言語があるヨーロッパで育った
ノイラートだからこその感覚でしょう。)./012© 2023YuichiOIE
2020YuichiOIE

88

ピクトグラフ語意

絵を使った図表や、絵で表した統計数値。統計図表。

© 2023YuichiOIE
2020YuichiOIE

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ピクトグラフ© 2023YuichiOIE
2020YuichiOIE

92© 2023YuichiOIE
2020YuichiOIE

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2020YuichiOIE

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ピクトグラフィ ング© 2023YuichiOIE
2020YuichiOIE

背景© 2023YuichiOIE
2020YuichiOIE

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背景ピクトグラムやインフォグラフィックスは初等教育から⾼等教育まで幅広い教育の段階で，数学，地理，⾔語学，英語などのさまざまな科⽬を享受するために活⽤され始めており，教育におけるインフォグ
ラフィックスの活⽤は学業成績の向上，学業態度の向上，インタラクションの促進や情報理解⼒の強化など多くの効果があるとされている．
⾼等学校では，情報の科学的理解を基軸とする「情報I」が必履修科⽬となり，情報Iの主要な学習テーマの1つである「データの活⽤」において，上記の効果があるインフォグラフィックスを活⽤することは意義があると考える．
そこで，我々はピクトグラムを構成素とするピクトグラフ⽣成アプリケーションの開発を進めている. ピ
クトグラフは，ピクトグラムと同義で使⽤されることもあるが，イラストやシンボルを構成素とする統計
図表のことをいう．数量の概念の学習など⼩学校での学習内容に関する機能に加え，⾼等学校情報科で学習するクエリによるデータ操作などの機能をいくつか実装したアプリケーション「ピクトグラフィング(Pictographing)」を使⽤した授業実践事例を報告する。

© 2023YuichiOIE
2020YuichiOIE

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ピクトグラフィ ング© 2023YuichiOIE
2020YuichiOIE

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検索

ピクトグラミング※ カタカナだとすぐに検索に引っかかります ※URLhttps://pictogramming.org© 2023YuichiOIE
2020YuichiOIE

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検索

ピクトグラフィング※ カタカナだとすぐに検索に引っかかります ※URLhttps://pictogramming.org© 2023YuichiOIE
2020YuichiOIE

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2020YuichiOIE

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2020YuichiOIE

113© 2023YuichiOIE
2020YuichiOIE

Yuichi OIE 114

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https://www.pictogramming.org/apps/humanpictograph/?level=3© 2023YuichiOIE
2020YuichiOIE

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ピクトグラフィング
https://www.pictogramming.org/apps/humanpictograph/?level=3

1

ピクトグラフ生成のみ

2

共有機能ON3

データ操作ON、CSVアップロードON© 2023YuichiOIE
2020YuichiOIE

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ピクトグラフィング

高橋伶奈，御家雄一，伊藤一成：ピクトグラフィング －データ活用の学習を目的としたピクトグラフ生成アプリケーションの実装－，
第15回データ工学と情報マネジメントに関するフォーラム DEIM2023, (2023.03)© 2023YuichiOIE
2020YuichiOIE

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2020YuichiOIE

121© 2023YuichiOIE
2020YuichiOIE

122https://www.pictogramming.org/apps/humanpictograph/?
level=2&json=%5B%7B%22label%22%3A%22%E3%82%A4%E3%82%B1%E3%83%A1%E3%83%B3%22%2C%22number%22%3A%2220%22%2C%22icon%22%3A%22data%3Aimage%2Fpng%3Bbase64%2CiVBORw0KGgoAAAANSUhEUgAAAmwAAAJsCAYAAABAlf8lAAAAAXNSR0IArs4c6QAAIABJREFUeF7t3YuV5cZ1BVAoA4fADCxHMGQEcgZWCHIEI0VghaAUFAHFDJSBFYIysFZx5pk9ze5%2B%2BJxCXaB2r8VFSgQuCvveN31Y7%2Febx
Q8BAgQIECBAgEBpgd%2BUXp3FESBAgAABAgQILAKbISBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGS
BAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAg
QIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io3yPIIECBAgAABAgKbGSBAgAABAgQIFBcQ2Io
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2020YuichiOIE

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https://www.pictogramming.org/apps/humanpictograph/?
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FAHBVs8s2OqNnUAgWkCwRa%2FP8ASmCAi2embBVm%2FsBALRAoIten2GJzBFQLDVMwu2emMnEIgWEGzR6zM8gSkCgq2eWbDVGzuBQLSAYIten%2BEJTBEQbPXMgq3e2AkEogUEW%2FT6DE9gioBgq2cWbPXGTiAQLSDYotdneAJTBARbPbNgqzd2AoFoAcEWvT7DE5giINjqmQVbvbETCEQLCLbo9RmewBQBwVbPLNjqjZ1AIFpAsEWvz%2FA
EpggItnpmwVZv7AQC0QKCLXp9hicwRUCw1TMLtnpjJxCIFhBs0eszPIEpAoKtnlmw1Rs7gUC0gGCLXp%2FhCUwREGz1zIKt3tgJBKIFBFv0%2BgxPYIqAYKtnFmz1xk4gEC0g2KLXZ3gCUwQEWz2zYKs3dgKBaAHBFr0%2BwxOYIiDY6pkFW72xEwhECwi26PUZnsAUAcFWzyzY6o2dQCBaQLBFr8%2FwBKYICLZ6ZsFWb%2BwEAtECgi16fYYnMEVAsNUzC7Z6YycQiBYQbNHrMzyBKQKCrZ5ZsNUbO4FAtIBgi16f4QlMERBs9cyCrd7YCQSiBQRb9PoMT2CKgGCrZxZs9cZOIBAtINii12d4AlMEBFs9s2CrN3YCgWgBwRa9PsMTmCIg2OqZBVu9sRMIRAsItuj1GZ7AFAHBVs8s2OqNnUAgWkCwRa%2FP8ASmCAi2embBVm%2FsBALRAoIten2GJzBFQLDVMwu2emMnEIgWEGzR6zM8gSkCgq2eWbDVGzuBQLSAYIten%2BEJTBEQbPXMgq3e2AkEogUEW%2FT6DE9gioBgq2cWbPXGTiAQLSDYotdneAJTBARbPbNgqzd2AoFoAcEWvT7DE5giINjqmQVbvbETCEQLCLbo9RmewBQBwVbPLNjqjZ1AIFpAsEWvz%2FAEpggItnpmwVZv7AQC0QKCLXp9hicwRUCw1TMLtnpjJxCIFhBs0eszPIEpAoKtnlmw1Rs7gUC0gGCLXp%2FhCUwRSAi2fz4ej18%2F0PjX
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P1rO32kuBYCRQKCrQjW0xLYTKDz97E98zvMOgenz8ObfbC4HAIVAj5RVKh6TgJ7CnSNnmdeoeo6%2BzOvDu55N7kqAgReEhBsL3F5ZwJHC3SMnleCp%2BP8z8Tm0TediydA4E8BweZOIEDgFYFu0fPK57Busz%2FzpdxXduN9CRDYWOCVT3YbM7g0AgReEOjyDfwjwdMp2nz%2BfeGm864EThfwCeP0O8D1E3hdoEP0vPKl0O%2BvsMOvKPGl0Nfv
O48gcLSAYDt6%2FS6ewLDAymj7SqxdF7z6J15HXhkcXpQHEiCwh4Bg22OProLACoFV0XbHq1OrZhdrK%2B5UZxLYQECwbbBEl0BgocDM8LleWbuC5%2FrvO95mv9Im1u7YmucgcKiAYDt08S6bwI0CM6KtKnauaPvt7cukN5L85amq5q%2Bc2XMTINBIQLA1WoZRCAQLVIbPjNip%2BkGE91cE73pVMPgWMToBAl8REGxf0fNYAgS%2BF7jzy4wzQu3b%2Be%2BOztnzuxsJENhYQLBtvFyXRmChwGj8XK9E%2FfF4PK4vs656e5%2F9Ov%2F6v195uyLtels5%2Fyvzel8CBEIEBFvIooxJIFjgip7rP3%2F75hqu%2F%2Fd7nL3%2Ff3eMnPdg%2B37%2B95mvuOw8f%2FBtY3QCBL4VEGzuBwIECBAgQIBAcwHB1nxBxiNAgAABAgQICDb3AAECBAgQIECguYBga74g4xEgQIAAAQIEBJt7gAABAgQIECDQXECwNV%2BQ8QgQIECAAAECgs09QIAAAQIECBBoLiDYmi%2FIeAQIECBAgAABweYeIECAAAECBAg0FxBszRdkPAIECBAgQICAYHMPECBAgAABAgSaCwi25gsyHgECBAgQIEBAsLkHCBAgQIAAAQLNBQRb8wUZjwABAgQIECAg2NwDBAgQIECAAIHmAoKt%2BYKMR4AAAQIECBAQbO4BAgQIECBAgEBzAcHWfEHGI0CAAAECBAgINvcAAQIECBAgQKC5gGBrv
iDjESBAgAABAgQEm3uAAAECBAgQINBcQLA1X5DxCBAgQIAAAQKCzT1AgAABAgQIEGguINiaL8h4BAgQIECAAAHB5h4gQIAAAQIECDQXEGzNF2Q8AgQIECBAgIBgcw8QIECAAAECBJoLCLbmCzIeAQIECBAgQECwuQcIECBAgAABAs0FBFvzBRmPAAECBAgQICDY3AMECBAgQIAAgeYCgq35goxHgAABAgQIEBBs7gECBAgQIECAQHMBwdZ8QcYjQIAAAQIECAg29wABAgQIECBAoLmAYGu%2BIOMRIECAAAECBASbe4AAAQIECBAg0Fzg%2FwEMbU7WSCTLMwAAAABJRU5ErkJggg%3D%3D%22%7D%5D&uni=0&select=%E5%90%8D%E5%89%8D%E3%80%81%E7%94%BB%E5%83%8F%2C%E6%95%B0%2C%E4%BB%A5%E4%B8%8A%2C%2C0&title=Chosa" title="Pictograph" frameborder="0"></iframe>© 2023YuichiOIE
2020YuichiOIE

127

インターネット通信が遮断されているとき© 2023YuichiOIE
2020YuichiOIE

WebAPI© 2023YuichiOIE
2020YuichiOIE

129

WebAPI

外部サービスのデータや機能を利用するために用いられるインターフェース© 2023YuichiOIE
2020YuichiOIE

130

WebAPI
WebAPI呼び出し
γϦʔζ

ピクトグラフィング↣ᓥ

処理結果の返却

Webブラウザ
Webサービス© 2023YuichiOIE
2020YuichiOIE

131

WebAPI

WebブラウザN1OPPPQ4
RNSN@HTUVSWXY4
Z[\]^_`abbZcdJe@f4
ghiWXYWOjkWlWSkWXY

Webサービス© 2023YuichiOIE
2020YuichiOIE

132

WebAPI
WebAPI呼び出し
γϦʔζ

ピクトグラフィング↣ᓥWebブラウザ
Webサービス

処理結果の返却

外で作ってもらえばいい© 2023YuichiOIE
2020YuichiOIE

授業全体像© 2023YuichiOIE
2020YuichiOIE

134

授業全体像
1

ピクトグラムと情報デザインの復習

2

ピクトグラフ概論

3

ピクトグラフィングの操作説明

4

個人制作/随時画面共有

5

HTMLにWebAPIを埋め込む/随時画面共有© 2023YuichiOIE
2020YuichiOIE

136

授業全体像

1

ピクトグラムと情報デザインの復習

開始

ピクトグラムの定義確認
インフォグラフィックの確認
デザインの定義の確認
ピクトグラミングを思い出す
終了© 2023YuichiOIE
2020YuichiOIE

137

授業全体像

1

ピクトグラムと情報デザインの復習

開始

ピクトグラムの定義確認
インフォグラフィックの確認
デザインの定義の確認
ピクトグラミングを思い出す
終了© 2023YuichiOIE
2020YuichiOIE

139

授業全体像

1

開始

ピクトグラムと情報デザインの復習

これは何を表す

ピクトグラムの定義確認

ピクトグラムでしょう

インフォグラフィックの確認

海外の方にはデザインの定義の確認
ピクトグラミングを思い出す

わからないらしい
この形状から何を想起すると思いますか

終了© 2023YuichiOIE
2020YuichiOIE

140

授業全体像

1

開始

そこに人が入るとピクトグラムの定義確認

どうでしょうインフォグラフィックの確認

そうですね

デザインの定義の確認
ピクトグラミングを思い出す
終了

ピクトグラムと情報デザインの復習人が入ったピッツァ
さっきよりも温泉っぽくなりました
JIS規格では
両方とも温泉を示す© 2023YuichiOIE
2020YuichiOIE

141

授業全体像

1

ピクトグラムと情報デザインの復習
ピクさんをドラッグしてポーズを作ってみよう

開始

ピクトグラムの定義確認

おお良いポーズ

インフォグラフィックの確認
デザインの定義の確認

お お (ポーズを真似る)

ピクトグラミングを思い出す
終了

１に変えて

© 2023YuichiOIE
2020YuichiOIE

143

授業全体像

1

ピクトグラムと情報デザインの復習

開始

ピクトグラムの定義確認
インフォグラフィックの確認
デザインの定義の確認
ピクトグラミングを思い出す

明日の天気は晴れで降水確率は30%です。
最低気温は12℃で最高気温は19℃です。

19℃
最高気温

12℃
最低気温

降水確率



終了

© 2023YuichiOIE
2020YuichiOIE

145

授業全体像
1

ピクトグラムと情報デザインの復習

2

ピクトグラフ概論

3

ピクトグラフィングの操作説明

4

個人制作/随時画面共有

5

HTMLにWebAPIを埋め込む/随時画面共有© 2023YuichiOIE
2020YuichiOIE

授業設計方針© 2023YuichiOIE
2020YuichiOIE

147

授業設計方針

情報Ⅰは
すべての高校生が学ぶ
高校生© 2023YuichiOIE
2020YuichiOIE

148

進路は様々

授業設計方針

rs

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mnopq

xyz

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ÄÅSWS高校生© 2023YuichiOIE
2020YuichiOIE

149

授業設計方針外部サービスのデータや機能を利用するために用いられるインターフェース↣ᓥ© 2023YuichiOIE
2020YuichiOIE

150

授業設計方針外部サービスのデータや機能を利用するために用いられるインターフェース

É
É

Ç
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u
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2020YuichiOIE

151

授業設計方針

É

S
N
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Ü
j
R
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© 2023YuichiOIE
2020YuichiOIE

152

授業設計方針áàZâäNÜ4ãåZçkéÖNÜ4èyZêéÖNÜ

↣ᓥ© 2023YuichiOIE
2020YuichiOIE

153

授業設計方針ëíìîÇWOiïñ4áàZâäNÜ4%*ó@jED`òV8ôÜ4ãåZçkéÖNÜ4

Ö@ööçEeõúOÜÜ

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2年後

↣ᓥ

↣ᓥ
© 2023YuichiOIE
2020YuichiOIE

155

授業設計方針

毎月末

任意、月例なんでも課題提出
条件：情報っぽいならなんでもOK© 2023YuichiOIE
2020YuichiOIE

160

WebAPI
WebAPI呼び出し
γϦʔζ

ピクトグラフィング↣ᓥWebブラウザ
Webサービス

処理結果の返却

外で作ってもらえばいい© 2023YuichiOIE
2020YuichiOIE

まとめ© 2023YuichiOIE
2020YuichiOIE

194

まとめ
・APIの授業としては物足りないが..
・限られた時間で体験的な実施としてはよいだろう
・生徒が試行錯誤できた（指示通りしかやらない実習ではない）・きっかけづくりが重要ですよね・頭に叩き込むことは宿題、また受験生のときですね© 2023YuichiOIE
2020YuichiOIE