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    <generator uri="https://www.getzola.org/">Zola</generator><updated>2026-03-04T00:00:00+00:00</updated><id>https://codedchords.dev/tags/python/atom.xml</id><entry xml:lang="en">
        <title>ギターはHiFi化し、音楽はLoFi化している — Billboard Hot 100の音響分析で検証する</title>
        <published>2026-03-04T00:00:00+00:00</published>
        <updated>2026-03-04T00:00:00+00:00</updated>
        <author>
            <name>Toshiyuki Yoshida</name>
        </author>
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&lt;summary&gt;Table of Contents&lt;&#x2F;summary&gt;
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&lt;&#x2F;details&gt;
&lt;h2 id=&quot;ギターのHiFi化と音楽のLoFi化&quot;&gt;ギターのHiFi化と音楽のLoFi化&lt;&#x2F;h2&gt;
&lt;p&gt;ギタリストの間でよく聞く話があります。近年、真空管アンプとギターキャビネットの組み合わせに代わってアンプシミュレーターが急速に普及しました。従来のギターアンプはスピーカーの周波数特性によって5kHz付近から高域が自然にロールオフし、いわゆる「ギターらしい音」が作られていました。アンプシミュレーターもIR（インパルスレスポンス）でキャビネットの特性を忠実に再現できますが、IRの選択やEQの自由度は従来のアンプとは比較にならないほど高く、FRFRスピーカーやDAWへのライン出力など、従来のギタースピーカーの制約を受けない再生環境も広がっています。結果として、ギターの音はかつてないほどHiFi化しているというのです。&lt;&#x2F;p&gt;
&lt;p&gt;PolyphiaのTim Hensonはその象徴的な存在です。Neural DSPのプラグインを駆使した彼のトーンは、従来のギタースピーカーでは再現できないほどクリアで広帯域な音色を持っています。&lt;&#x2F;p&gt;
&lt;p&gt;一方で、音楽全体を見るとLoFi Hip HopやチルウェイブなどLoFiを志向するジャンルが台頭し、ヒット曲の音作りもウォームで暗い方向に向かっているといわれます。&lt;&#x2F;p&gt;
&lt;p&gt;ギターはHiFi化し、音楽はLoFi化している。これは本当なのでしょうか。「なんとなくそう感じる」ではなく、データで検証してみたくなりました。&lt;&#x2F;p&gt;
&lt;h2 id=&quot;分析手法&quot;&gt;分析手法&lt;&#x2F;h2&gt;
&lt;p&gt;当初は日本のヒットチャートでも同様の分析を試みましたが、オリコンやBillboard Japanの年間チャートは握手会チケットとしてCDを売りさばくアイドルの大量ランクインに支配されており、音楽的なトレンドを反映したデータとしては使い物になりませんでした。そこで対象を米国のBillboard Hot 100に絞っています。&lt;&#x2F;p&gt;
&lt;p&gt;Billboard Year-End Hot 100のトップ5曲を2000年から2024年まで、計125曲を対象としました。各楽曲の音源を取得し、Pythonの音響分析ライブラリlibrosaで以下の6つの音響特徴量を抽出しました。&lt;&#x2F;p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;RMS Loudness (dB)&lt;&#x2F;strong&gt;: 音圧（音量感）&lt;&#x2F;li&gt;
&lt;li&gt;&lt;strong&gt;Spectral Centroid (Hz)&lt;&#x2F;strong&gt;: スペクトル重心（音の明るさ）&lt;&#x2F;li&gt;
&lt;li&gt;&lt;strong&gt;Spectral Rolloff (Hz)&lt;&#x2F;strong&gt;: エネルギーの85%が集中する周波数上限&lt;&#x2F;li&gt;
&lt;li&gt;&lt;strong&gt;Spectral Bandwidth (Hz)&lt;&#x2F;strong&gt;: スペクトルの広がり&lt;&#x2F;li&gt;
&lt;li&gt;&lt;strong&gt;Tempo (BPM)&lt;&#x2F;strong&gt;: テンポ&lt;&#x2F;li&gt;
&lt;li&gt;&lt;strong&gt;Zero Crossing Rate&lt;&#x2F;strong&gt;: ゼロ交差率（テクスチャのノイジーさ）&lt;&#x2F;li&gt;
&lt;&#x2F;ul&gt;
&lt;p&gt;このうち、Spectral Centroid、Spectral Rolloff、Spectral Bandwidth、Zero Crossing Rateの4指標がLoFi化の指標として機能します。値が低いほど高周波成分が少なく、ウォームで暗い音色、つまりLoFi的な音になります。&lt;&#x2F;p&gt;
&lt;p&gt;分析に使用したコードは&lt;a rel=&quot;external&quot; href=&quot;https:&#x2F;&#x2F;github.com&#x2F;yostos&#x2F;music-trend-analysis&quot;&gt;GitHub&lt;&#x2F;a&gt;で公開しています。&lt;&#x2F;p&gt;
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&lt;h2 id=&quot;RMS_Loudness_—_音圧は上がり続ける&quot;&gt;RMS Loudness — 音圧は上がり続ける&lt;&#x2F;h2&gt;
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&lt;thead&gt;&lt;tr&gt;&lt;th&gt;期間&lt;&#x2F;th&gt;&lt;th&gt;平均RMS (dB)&lt;&#x2F;th&gt;&lt;&#x2F;tr&gt;&lt;&#x2F;thead&gt;
&lt;tbody&gt;
&lt;tr&gt;&lt;td&gt;2000-2004&lt;&#x2F;td&gt;&lt;td&gt;-16.71&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2005-2009&lt;&#x2F;td&gt;&lt;td&gt;-15.46&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2010-2014&lt;&#x2F;td&gt;&lt;td&gt;-16.25&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2015-2019&lt;&#x2F;td&gt;&lt;td&gt;-13.89&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2020-2024&lt;&#x2F;td&gt;&lt;td&gt;-13.29&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;&#x2F;tbody&gt;
&lt;&#x2F;table&gt;
&lt;&#x2F;figure&gt;
&lt;p&gt;年との相関はr=0.319（正の相関）で、年が進むほど音圧が上昇しています。いわゆる「ラウドネス・ウォー」（音圧競争）の傾向が数値で裏付けられました。&lt;&#x2F;p&gt;
&lt;p&gt;2000年代前半は-16〜-17dBだった平均音圧が、2020年代には-13dB付近まで上昇しています。Spotifyのラウドネスノーマライゼーション（-14 LUFS）が導入されてもなお、マスタリング段階で音圧を上げる傾向は続いています。&lt;&#x2F;p&gt;
&lt;p&gt;2010-2014年に一度平均が下がっているのが興味深い点です。Adeleの&quot;Rolling in the Deep&quot;(-20.71dB)やGotyeの&quot;Somebody That I Used to Know&quot;(-25.77dB)など、ダイナミクスを活かした楽曲がヒットした時期と一致します。&lt;&#x2F;p&gt;
&lt;div style=&quot;clear: both;&quot;&gt;&lt;&#x2F;div&gt;
&lt;h2 id=&quot;Spectral_Centroid_—_音の「明るさ」は低下&quot;&gt;Spectral Centroid — 音の「明るさ」は低下&lt;&#x2F;h2&gt;
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&lt;tbody&gt;
&lt;tr&gt;&lt;td&gt;2000-2004&lt;&#x2F;td&gt;&lt;td&gt;3,095&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2005-2009&lt;&#x2F;td&gt;&lt;td&gt;3,160&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2010-2014&lt;&#x2F;td&gt;&lt;td&gt;3,038&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2015-2019&lt;&#x2F;td&gt;&lt;td&gt;2,661&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2020-2024&lt;&#x2F;td&gt;&lt;td&gt;2,611&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
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&lt;p&gt;スペクトル重心は周波数スペクトルの「重心」で、音の「明るさ」に対応します。値が高いほど高周波成分が多くキラキラした音（HiFi寄り）、低いほど暗く丸い音（LoFi寄り）です。&lt;&#x2F;p&gt;
&lt;p&gt;年との相関はr=-0.327（負の相関）で、2000年代の3,000〜3,200Hz付近から2020年代には2,600Hz付近まで低下しました。ヒット曲の音色が確実に「暗く」「丸く」なっています。&lt;&#x2F;p&gt;
&lt;div style=&quot;clear: both;&quot;&gt;&lt;&#x2F;div&gt;
&lt;h2 id=&quot;Spectral_Rolloff_—_エネルギーの分布が低域にシフト&quot;&gt;Spectral Rolloff — エネルギーの分布が低域にシフト&lt;&#x2F;h2&gt;
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&lt;tbody&gt;
&lt;tr&gt;&lt;td&gt;2000-2004&lt;&#x2F;td&gt;&lt;td&gt;6,492&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2005-2009&lt;&#x2F;td&gt;&lt;td&gt;6,662&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2010-2014&lt;&#x2F;td&gt;&lt;td&gt;6,387&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2015-2019&lt;&#x2F;td&gt;&lt;td&gt;5,541&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2020-2024&lt;&#x2F;td&gt;&lt;td&gt;5,475&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
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&lt;&#x2F;figure&gt;
&lt;p&gt;全エネルギーの85%が集中する周波数の上限を示す指標です。年との相関はr=-0.319（負の相関）で、2000年代の6,500Hz前後から2020年代には5,500Hz前後に低下しました。楽曲のエネルギーが高周波帯から低〜中周波帯にシフトしていることがわかります。&lt;&#x2F;p&gt;
&lt;div style=&quot;clear: both;&quot;&gt;&lt;&#x2F;div&gt;
&lt;h2 id=&quot;Spectral_Bandwidth_—_帯域幅は縮小&quot;&gt;Spectral Bandwidth — 帯域幅は縮小&lt;&#x2F;h2&gt;
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&lt;tbody&gt;
&lt;tr&gt;&lt;td&gt;2000-2004&lt;&#x2F;td&gt;&lt;td&gt;3,540&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2005-2009&lt;&#x2F;td&gt;&lt;td&gt;3,621&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2010-2014&lt;&#x2F;td&gt;&lt;td&gt;3,517&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2015-2019&lt;&#x2F;td&gt;&lt;td&gt;3,201&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2020-2024&lt;&#x2F;td&gt;&lt;td&gt;3,203&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
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&lt;p&gt;スペクトルの「広がり」を示す指標で、年との相関はr=-0.316（負の相関）です。2000年代の3,500〜3,600Hzから2020年代の3,200Hzへ約10%縮小しました。&lt;&#x2F;p&gt;
&lt;p&gt;近年のヒット曲はボーカル、808ベース、シンプルなシンセパッドなど少数の要素で構成されることが多く、バンドサウンドのように広帯域を埋め尽くすプロダクションが減ったことと整合します。音作りが「フルバンド」から「焦点を絞った」方向へ変化しているのです。&lt;&#x2F;p&gt;
&lt;div style=&quot;clear: both;&quot;&gt;&lt;&#x2F;div&gt;
&lt;h2 id=&quot;Tempo_—_明確な傾向は見られない&quot;&gt;Tempo — 明確な傾向は見られない&lt;&#x2F;h2&gt;
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&lt;tbody&gt;
&lt;tr&gt;&lt;td&gt;2000-2004&lt;&#x2F;td&gt;&lt;td&gt;106.7&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2005-2009&lt;&#x2F;td&gt;&lt;td&gt;126.9&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2010-2014&lt;&#x2F;td&gt;&lt;td&gt;121.5&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2015-2019&lt;&#x2F;td&gt;&lt;td&gt;130.3&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2020-2024&lt;&#x2F;td&gt;&lt;td&gt;123.2&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
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&lt;&#x2F;table&gt;
&lt;&#x2F;figure&gt;
&lt;p&gt;テンポは年との相関がr=0.193と弱く、他の指標ほど明確な傾向は見られません。年ごとのばらつきが大きく、LoFi化とは独立した指標といえます。なお、librosaのビートトラッキングには倍テンポ・半テンポの誤検出が起こりうる点には留意が必要です。&lt;&#x2F;p&gt;
&lt;div style=&quot;clear: both;&quot;&gt;&lt;&#x2F;div&gt;
&lt;h2 id=&quot;Zero_Crossing_Rate_—_最も強い相関を示した指標&quot;&gt;Zero Crossing Rate — 最も強い相関を示した指標&lt;&#x2F;h2&gt;
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&lt;tr&gt;&lt;td&gt;2000-2004&lt;&#x2F;td&gt;&lt;td&gt;0.06102&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2005-2009&lt;&#x2F;td&gt;&lt;td&gt;0.05974&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2010-2014&lt;&#x2F;td&gt;&lt;td&gt;0.05657&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2015-2019&lt;&#x2F;td&gt;&lt;td&gt;0.04951&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2020-2024&lt;&#x2F;td&gt;&lt;td&gt;0.04761&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;&#x2F;tbody&gt;
&lt;&#x2F;table&gt;
&lt;&#x2F;figure&gt;
&lt;p&gt;ゼロ交差率は信号がゼロを横切る頻度で、高周波成分やノイズの多さを反映します。年との相関はr=-0.343で、今回の分析で最も強い相関を示しました。&lt;&#x2F;p&gt;
&lt;p&gt;2000年代前半の0.061から2020年代の0.048へ、約22%低下しています。シンバル、ハイハット、ギターのディストーションといった高域成分が減り、クリーンなボーカル、サブベース、ソフトなシンセパッドが主体のプロダクションへ移行していることを如実に示しています。&lt;&#x2F;p&gt;
&lt;p&gt;Post Maloneの&quot;Rockstar&quot;(0.0262)が最小値であることは象徴的です。トラップの特徴である808ベースとオートチューンボーカルの組み合わせが、いかにスムーズなテクスチャを生むかがわかります。&lt;&#x2F;p&gt;
&lt;div style=&quot;clear: both;&quot;&gt;&lt;&#x2F;div&gt;
&lt;h2 id=&quot;ジャンルの変遷と音響特性の対応&quot;&gt;ジャンルの変遷と音響特性の対応&lt;&#x2F;h2&gt;
&lt;table&gt;&lt;thead&gt;&lt;tr&gt;&lt;th&gt;時期&lt;&#x2F;th&gt;&lt;th&gt;主流ジャンル&lt;&#x2F;th&gt;&lt;th&gt;音響的特徴&lt;&#x2F;th&gt;&lt;&#x2F;tr&gt;&lt;&#x2F;thead&gt;&lt;tbody&gt;
&lt;tr&gt;&lt;td&gt;2000-2004&lt;&#x2F;td&gt;&lt;td&gt;Pop, R&amp;amp;B, Rock&lt;&#x2F;td&gt;&lt;td&gt;広帯域、中程度の音圧&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2005-2009&lt;&#x2F;td&gt;&lt;td&gt;Pop, Hip-Hop, EDM前夜&lt;&#x2F;td&gt;&lt;td&gt;帯域やや広、テンポ上昇&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2010-2014&lt;&#x2F;td&gt;&lt;td&gt;EDM Pop, Indie Pop&lt;&#x2F;td&gt;&lt;td&gt;ばらつき大、ダイナミクスのある曲も&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2015-2019&lt;&#x2F;td&gt;&lt;td&gt;Hip-Hop&#x2F;Trap, Pop&lt;&#x2F;td&gt;&lt;td&gt;帯域縮小、音圧上昇、ダーク化&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;2020-2024&lt;&#x2F;td&gt;&lt;td&gt;Hip-Hop, Pop, Country&lt;&#x2F;td&gt;&lt;td&gt;低域集中、高音圧、スムーズ&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;&#x2F;tbody&gt;&lt;&#x2F;table&gt;
&lt;p&gt;スペクトル指標の変化はジャンルの変遷とよく対応しています。ロックバンドやポップのシンセサウンドが支配的だった2000年代から、ベースとキックを中心としたヒップホップ&#x2F;トラップのプロダクションが主流になった変化が、数値にそのまま表れています。&lt;&#x2F;p&gt;
&lt;h2 id=&quot;考察：LoFi化の背景&quot;&gt;考察：LoFi化の背景&lt;&#x2F;h2&gt;
&lt;p&gt;分析結果をまとめると、スペクトル系の3指標（Centroid、Rolloff、Bandwidth）とゼロ交差率がすべて負の相関を示しており、米国のヒット曲は25年間で「HiFi」から「LoFi」方向へ明確にシフトしたといえます。&lt;&#x2F;p&gt;
&lt;p&gt;ここでいうLoFiは「音質の劣化」ではありません。808ベースとオートチューンボーカルで構成されるトラップは、制作環境としては極めてHiFiです。しかし結果として出力される楽曲のスペクトル特性は、高周波成分を抑えたウォームでダークな方向に向かっています。これがプロデューサーの意図的な音色設計なのか、ヒップホップやトラップというジャンル固有の音響特性が結果的にそうなったのかは、この分析だけでは区別できません。ただ、ジャンルの変遷そのものが時代の嗜好を反映しているのは確かです。&lt;&#x2F;p&gt;
&lt;p&gt;冒頭の問いに戻ると、「ギターはHiFi化し、音楽はLoFi化している」という仮説のうち、少なくとも後半はデータで裏付けられました。ギターがアンプシミュレーターで広い周波数帯域を手に入れた一方で、音楽全体はむしろ帯域を絞る方向に進んでいるのは、なかなか皮肉な状況です。&lt;&#x2F;p&gt;
&lt;!-- textlint-disable --&gt;
&lt;div class=&quot;admonition warning&quot;&gt;
    &lt;div class=&quot;admonition-icon admonition-icon-warning&quot;&gt;&lt;&#x2F;div&gt;
    &lt;div class=&quot;admonition-content&quot;&gt;
        &lt;strong class=&quot;admonition-title&quot;&gt;分析の限界&lt;&#x2F;strong&gt;
        &lt;p&gt;今回の分析にはいくつかの制約があります。&lt;&#x2F;p&gt;
&lt;ul&gt;
&lt;li&gt;各年5曲というサンプルサイズは統計的に小さく、個別の曲の影響を受けやすい。トップ5には特定のジャンルが偏る可能性がある&lt;&#x2F;li&gt;
&lt;li&gt;音源の取得元や圧縮形式によっては高域が劣化している可能性があり、特に古い楽曲ほどソースの品質にばらつきがある&lt;&#x2F;li&gt;
&lt;li&gt;librosaのビートトラッキングによるテンポ推定は、特にヒップホップやトラップでハーフタイム&#x2F;ダブルタイムの誤判定が起こりやすい&lt;&#x2F;li&gt;
&lt;li&gt;RMSはLUFSとは異なる指標であり、厳密なラウドネス比較には向かない&lt;&#x2F;li&gt;
&lt;&#x2F;ul&gt;

    &lt;&#x2F;div&gt;
&lt;&#x2F;div&gt;
&lt;!-- textlint-enable --&gt;
&lt;p&gt;より精度の高い分析には、サンプル数の拡大やオフィシャル音源の使用が望ましいでしょう。とはいえ、125曲のデータで一貫した傾向が出ている点は注目に値します。&lt;&#x2F;p&gt;
&lt;!-- textlint-disable --&gt;
&lt;div class=&quot;references&quot;&gt;
    &lt;ul&gt;
&lt;li&gt;&lt;a rel=&quot;external&quot; href=&quot;https:&#x2F;&#x2F;github.com&#x2F;yostos&#x2F;music-trend-analysis&quot;&gt;GitHub&lt;&#x2F;a&gt;. 「music-trend-analysis — 分析コード」&lt;&#x2F;li&gt;
&lt;li&gt;&lt;a rel=&quot;external&quot; href=&quot;https:&#x2F;&#x2F;librosa.org&#x2F;&quot;&gt;librosa&lt;&#x2F;a&gt;. &quot;librosa: Audio and Music Signal Analysis in Python&quot;&lt;&#x2F;li&gt;
&lt;li&gt;&lt;a rel=&quot;external&quot; href=&quot;https:&#x2F;&#x2F;www.billboard.com&#x2F;&quot;&gt;Billboard&lt;&#x2F;a&gt;. &quot;Year-End Hot 100 Songs&quot;&lt;&#x2F;li&gt;
&lt;&#x2F;ul&gt;

&lt;&#x2F;div&gt;
&lt;!-- textlint-enable --&gt;
</content>
        <summary type="html">近年ギターはアンプシミュレーターの普及でHiFi化する一方、
ヒット曲はLoFi化しているという説をデータで検証しました。
Billboard Hot 100のトップ5曲（2000〜2024年）を音響分析した結果、
スペクトル指標が一貫して低下し、音楽のLoFi化は事実であることがわかりました。
</summary>
        </entry><entry xml:lang="en">
        <title>フォント編集ソフト OTEdit問題</title>
        <published>2025-09-20T00:00:00+00:00</published>
        <updated>2025-09-20T00:00:00+00:00</updated>
        <author>
            <name>Toshiyuki Yoshida</name>
        </author>
        <link rel="alternate" href="https://codedchords.dev/blog/2025/09/otedit-problem/" type="text/html"/>
        <id>https://codedchords.dev/blog/2025/09/otedit-problem/</id>
        
            <content type="html">&lt;details&gt;
&lt;summary&gt;Table of Contents&lt;&#x2F;summary&gt;
  &lt;!-- toc --&gt;
&lt;&#x2F;details&gt;
&lt;p&gt;フォント編集ソフト「OTEdit」で作成されたフォントの空グリフ問題について解説。Adobe-Japan1文字集合選択時に発生する空グリフによりフォールバック機能が正常に動作しない問題と、Pythonスクリプトを使った修正方法を紹介。&lt;&#x2F;p&gt;
&lt;h2 id=&quot;OTEditとは&quot;&gt;OTEditとは&lt;&#x2F;h2&gt;
&lt;p&gt;&lt;strong&gt;OTEdit&lt;&#x2F;strong&gt;とは、&lt;a rel=&quot;external&quot; href=&quot;https:&#x2F;&#x2F;opentype.jp&#x2F;&quot;&gt;武蔵システム&lt;&#x2F;a&gt;が販売する
OpenTypeフォントを作成・編集を行なうアプリケーションです。
Windows版とMac版が販売されています。&lt;&#x2F;p&gt;
&lt;p&gt;この手のアプリケーションとしては比較的安価で、使用しているフォント作家の方も多いようです。&lt;&#x2F;p&gt;
&lt;h2 id=&quot;OTEditの問題&quot;&gt;OTEditの問題&lt;&#x2F;h2&gt;
&lt;p&gt;&lt;em&gt;(以下の考察は、OTEditの試用版による短時間の検証に基づいています。全ての機能を検証できている訳ではないので誤りを含む可能性があります。)&lt;&#x2F;em&gt;&lt;&#x2F;p&gt;
&lt;p&gt;OTEditではAdobe-Japan1-3、Adobe-Japan1-4、 Adobe-Japan1-7の3種の文字集合のフォントを作成できます。
新規作成時に選択した文字集合について全てのグリフを設定することを前提としているようです。
OTEditではフォントの新規作成時に選択した文字集合から文字の削除ができず、グリフが作成されなくとも「空グリフ」と
各文字コードとグリフのcmapを作成してしまいます。&lt;&#x2F;p&gt;
&lt;p&gt;すべてのフォントがAdobe社の策定した日本語文字集合規格で作成されればよいのですが、
実際にはいずれかの文字集合を選択してもすべてのグリフをサポートしないフォントも多いようです。
例えば、IPAが配布するIPAフォントです。このフォントがどんなツールを使用して作成されたか不明ですが、
JIS X 0213:2012の文字集合をサポートしておりAdobe社の文字集合規格には従っていません。
Adobeの規格と並べると下表のような食い違いがあります。&lt;&#x2F;p&gt;
&lt;table&gt;&lt;thead&gt;&lt;tr&gt;&lt;th&gt;文字セット&lt;&#x2F;th&gt;&lt;th&gt;総文字数&lt;&#x2F;th&gt;&lt;th&gt;JIS第1～2水準（6,355字）&lt;&#x2F;th&gt;&lt;th&gt;JIS第3～4水準（3,695字）&lt;&#x2F;th&gt;&lt;th&gt;JIS規格外文字（異体字・独自文字）&lt;&#x2F;th&gt;&lt;th&gt;主な特徴&lt;&#x2F;th&gt;&lt;&#x2F;tr&gt;&lt;&#x2F;thead&gt;&lt;tbody&gt;
&lt;tr&gt;&lt;td&gt;JIS X 0213:2012&lt;&#x2F;td&gt;&lt;td&gt;11,233文字&lt;&#x2F;td&gt;&lt;td&gt;完全対応&lt;&#x2F;td&gt;&lt;td&gt;完全対応&lt;&#x2F;td&gt;&lt;td&gt;含まない&lt;&#x2F;td&gt;&lt;td&gt;公的規格・政府標準&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;Adobe-Japan1-3&lt;&#x2F;td&gt;&lt;td&gt;9,354文字&lt;&#x2F;td&gt;&lt;td&gt;完全対応&lt;&#x2F;td&gt;&lt;td&gt;非対応&lt;&#x2F;td&gt;&lt;td&gt;機種依存文字等含む&lt;&#x2F;td&gt;&lt;td&gt;一般用途標準&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;Adobe-Japan1-4&lt;&#x2F;td&gt;&lt;td&gt;15,444文字&lt;&#x2F;td&gt;&lt;td&gt;完全対応&lt;&#x2F;td&gt;&lt;td&gt;一部対応&lt;&#x2F;td&gt;&lt;td&gt;多数の独自文字・異体字含む&lt;&#x2F;td&gt;&lt;td&gt;商業印刷用&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;Adobe-Japan1-7&lt;&#x2F;td&gt;&lt;td&gt;23,060文字&lt;&#x2F;td&gt;&lt;td&gt;完全対応&lt;&#x2F;td&gt;&lt;td&gt;完全対応&lt;&#x2F;td&gt;&lt;td&gt;大量の独自文字・異体字含む&lt;&#x2F;td&gt;&lt;td&gt;最上位規格&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;&#x2F;tbody&gt;&lt;&#x2F;table&gt;
&lt;p&gt;このようなケースでは、OTEditがcmapを生成しますが作者がグリフを用意していない文字には「空グリフ」をマッピングしてしまいます。&lt;&#x2F;p&gt;
&lt;p&gt;通常の使用ではあまり問題にならないかもしれませんが、フォント表示の際にフォールバックを前提にしている
ターミナルやブラウザなどで使用するとマズいことになります。
本来であれば指定したフォントがグリフを持たない場合は、別のフォントのグリフが表示されます。
しかしOTEditで作成したフォントでは、「空グリフ」が設定されている可能性が高いので「空白」が表示されてしまいます。&lt;&#x2F;p&gt;
&lt;h2 id=&quot;フォントの修正&quot;&gt;フォントの修正&lt;&#x2F;h2&gt;
&lt;p&gt;最近購入した中村書体室の「カドマ-R」でこの不具合の遭遇したので、
作者の方に相談させていただき手元のフォントに修正を掛けました。&lt;&#x2F;p&gt;
&lt;p&gt;対応は、空グリフと思われる文字を調査し該当文字についてcmapからエントリーを削除するという乱暴なものです。
以下がそのスクリプトです。&lt;&#x2F;p&gt;
&lt;h3 id=&quot;分析スクリプト&quot;&gt;分析スクリプト&lt;&#x2F;h3&gt;
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&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-storage z-type z-function z-python&quot;&gt;def&lt;&#x2F;span&gt;&lt;span class=&quot;z-entity z-name z-function&quot;&gt; analyze_font_glyphs&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;font_path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;):&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;    &amp;quot;&amp;quot;&amp;quot;フォントファイルを分析して空のグリフとスペースグリフを区別する&amp;quot;&amp;quot;&amp;quot;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    font&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt; TTFont&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;font_path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    cmap&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; font&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;getBestCmap&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;()&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;    if&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt; &amp;#39;CFF &amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator z-logical z-python&quot;&gt; in&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; font&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;        cff&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-indexed-name z-python&quot;&gt; font&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;[&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;CFF &lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;]&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;        charstrings&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; cff&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-indexed-name z-python&quot;&gt;cff&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;[&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;0&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;].&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;CharStrings&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;    else&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;        print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;This is not a CFF font&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;        return&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    hmtx&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-indexed-name z-python&quot;&gt; font&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;[&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;hmtx&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;]&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    results&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt; []&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    space_codes&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt; [&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type&quot;&gt;0x&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;0020&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type&quot;&gt; 0x&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;3000&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;]&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;  # SPACE, IDEOGRAPHIC SPACE&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;    for&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; unicode_code&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; glyph_name&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt; in&lt;&#x2F;span&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt; sorted&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;cmap&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;items&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;()):&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;        if&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; glyph_name&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator z-logical z-python&quot;&gt; in&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; hmtx&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;metrics&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;            width&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; lsb&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; hmtx&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-indexed-name z-python&quot;&gt;metrics&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;[&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-item-access z-python&quot;&gt;glyph_name&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;]&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;        else&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;            width&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; lsb&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 0&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 0&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;        if&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; glyph_name&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator z-logical z-python&quot;&gt; in&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; charstrings&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;            charstring&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-indexed-name z-python&quot;&gt; charstrings&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;[&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-item-access z-python&quot;&gt;glyph_name&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;]&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;            pen&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt; RecordingPen&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;()&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;            try&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;                charstring&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;draw&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;pen&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;                commands&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; pen&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;value&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;                has_drawing&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt; len&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;commands&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; &amp;gt;&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 0&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;            except&lt;&#x2F;span&gt;&lt;span class=&quot;z-support z-type z-exception z-python&quot;&gt; Exception&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;                has_drawing&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-language z-python&quot;&gt; False&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;            # グリフの分類&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;            is_space_char&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; unicode_code&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator z-logical z-python&quot;&gt; in&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; space_codes&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python z-keyword z-operator z-logical z-python&quot;&gt;            if not&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; has_drawing&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;                if&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; width&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; &amp;gt;&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 0&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;                    if&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; is_space_char&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;                        glyph_type&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt; &amp;quot;SPACE&amp;quot;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;                    else&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;                        glyph_type&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt; &amp;quot;BLANK_WITH_WIDTH&amp;quot;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;                else&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;                    glyph_type&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt; &amp;quot;EMPTY&amp;quot;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;            else&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;                glyph_type&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt; &amp;quot;NORMAL&amp;quot;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;            results&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;append&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;({&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;                &amp;#39;unicode&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type z-string z-python&quot;&gt; f&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;U+&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;{&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;unicode_code&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type&quot;&gt;:04X&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;                &amp;#39;code&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; unicode_code&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;                &amp;#39;char&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt; chr&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;unicode_code&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;),&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;                &amp;#39;glyph_name&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; glyph_name&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;                &amp;#39;type&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; glyph_type&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;                &amp;#39;width&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; width&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;                &amp;#39;commands_count&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt; len&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;commands&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt; if&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; has_drawing&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt; else&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 0&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation&quot;&gt;            })&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;    return&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; results&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;&lt;&#x2F;code&gt;&lt;&#x2F;pre&gt;
&lt;p&gt;判定基準は、次の通りです。&lt;&#x2F;p&gt;
&lt;ul&gt;
&lt;li&gt;NORMAL: 描画データがあるグリフ&lt;&#x2F;li&gt;
&lt;li&gt;SPACE: スペース文字（U+0020, U+3000）で描画データなし&lt;&#x2F;li&gt;
&lt;li&gt;BLANK_WITH_WIDTH: スペース以外で幅はあるが描画データなし → 削除対象&lt;&#x2F;li&gt;
&lt;li&gt;EMPTY: 幅や描画データがない → 削除対象&lt;&#x2F;li&gt;
&lt;&#x2F;ul&gt;
&lt;h3 id=&quot;自動修正スクリプト&quot;&gt;自動修正スクリプト&lt;&#x2F;h3&gt;
&lt;pre class=&quot;giallo z-code&quot;&gt;&lt;code data-lang=&quot;python&quot; data-name=&quot;font_cleaner_final.py&quot;&gt;&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-storage z-type z-function z-python&quot;&gt;def&lt;&#x2F;span&gt;&lt;span class=&quot;z-entity z-name z-function&quot;&gt; fix_font_cmap_only&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;input_path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; output_path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;):&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;    &amp;quot;&amp;quot;&amp;quot;OTEで作成されたフォントのcmapテーブルから空グリフエントリを削除&amp;quot;&amp;quot;&amp;quot;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    font&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt; TTFont&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;input_path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    original_cmap&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; font&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;getBestCmap&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;()&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;    if&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt; &amp;#39;CFF &amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator z-logical z-python&quot;&gt; in&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; font&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;        cff&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-indexed-name z-python&quot;&gt; font&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;[&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;CFF &lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;]&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;        charstrings&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; cff&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-indexed-name z-python&quot;&gt;cff&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;[&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;0&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;].&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;CharStrings&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;    else&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;        return&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-language z-python&quot;&gt; False&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    hmtx&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-indexed-name z-python&quot;&gt; font&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;[&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;hmtx&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;]&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    codes_to_remove&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt; []&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    space_code&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type&quot;&gt; 0x&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;0020&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    ideographic_space_code&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type&quot;&gt; 0x&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;3000&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;    for&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; unicode_code&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; glyph_name&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt; in&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; original_cmap&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;items&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;():&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;        if&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; glyph_name&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator z-logical z-python&quot;&gt; in&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; hmtx&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;metrics&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;            width&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; lsb&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; hmtx&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-indexed-name z-python&quot;&gt;metrics&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;[&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-item-access z-python&quot;&gt;glyph_name&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;]&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;        else&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;            width&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; lsb&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 0&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 0&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;        if&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; glyph_name&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator z-logical z-python&quot;&gt; in&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; charstrings&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;            charstring&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-indexed-name z-python&quot;&gt; charstrings&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;[&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-item-access z-python&quot;&gt;glyph_name&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;]&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;            pen&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt; RecordingPen&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;()&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;            try&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;                charstring&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;draw&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;pen&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;                commands&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; pen&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;value&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;                has_drawing&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt; len&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;commands&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; &amp;gt;&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 0&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;            except&lt;&#x2F;span&gt;&lt;span class=&quot;z-support z-type z-exception z-python&quot;&gt; Exception&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;                has_drawing&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-language z-python&quot;&gt; False&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;            # スペース文字以外で描画データがない場合は削除対象&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;            if&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; unicode_code&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator z-logical z-python&quot;&gt; not in&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt; [&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;space_code&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; ideographic_space_code&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;]:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python z-keyword z-operator z-logical z-python&quot;&gt;                if not&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; has_drawing&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator z-logical z-python&quot;&gt; and&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; width&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; &amp;gt;&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 0&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;                    codes_to_remove&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;append&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;unicode_code&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;    # cmapテーブルから削除&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;    for&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; table&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt; in&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-indexed-name z-python&quot;&gt; font&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;[&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;cmap&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;].&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;tables&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;        if&lt;&#x2F;span&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt; hasattr&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;table&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt; &amp;#39;cmap&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;):&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;            for&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; code&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt; in&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; codes_to_remove&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;                if&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; code&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator z-logical z-python&quot;&gt; in&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; table&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;cmap&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;                    del&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; table&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-indexed-name z-python&quot;&gt;cmap&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;[&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-item-access z-python&quot;&gt;code&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;]&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    font&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;save&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;output_path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;    return&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-language z-python&quot;&gt; True&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt; len&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;codes_to_remove&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;&lt;&#x2F;code&gt;&lt;&#x2F;pre&gt;&lt;h2 id=&quot;修正結果&quot;&gt;修正結果&lt;&#x2F;h2&gt;
&lt;p&gt;修正結果は次の通りです。&lt;&#x2F;p&gt;
&lt;ul&gt;
&lt;li&gt;総cmapエントリ数: 10,161 → 5,762個（削減率: 43.3%）&lt;&#x2F;li&gt;
&lt;li&gt;削除されたエントリ: 4,399個&lt;&#x2F;li&gt;
&lt;li&gt;Adobe Japan 1-4拡張範囲: 408個&lt;&#x2F;li&gt;
&lt;li&gt;その他の範囲: 3,991個&lt;&#x2F;li&gt;
&lt;li&gt;ファイルサイズ: 2.6% 削減&lt;&#x2F;li&gt;
&lt;&#x2F;ul&gt;
&lt;p&gt;修正の結果、
今のところターミナルでも問題なく使用できています。&lt;&#x2F;p&gt;
&lt;p&gt;上記のスクリプトは精緻にテストを行なっていませんので、
利用については自己責任でどうぞ。&lt;&#x2F;p&gt;
</content>
        <summary type="html">フォント編集ソフト「OTEdit」で作成されたフォントの空グリフ問題について解説。Adobe-Japan1文字集合選択時に発生する空グリフによりフォールバック機能が正常に動作しない問題と、Pythonスクリプトを使った修正方法を紹介。</summary>
        </entry><entry xml:lang="en">
        <title>AWSからSMSにメッセージを送る</title>
        <published>2025-06-09T00:00:00+00:00</published>
        <updated>2025-06-09T00:00:00+00:00</updated>
        <author>
            <name>Toshiyuki Yoshida</name>
        </author>
        <link rel="alternate" href="https://codedchords.dev/blog/2025/06/aws-sns/" type="text/html"/>
        <id>https://codedchords.dev/blog/2025/06/aws-sns/</id>
        
            <content type="html">&lt;h2 id=&quot;機密文書のメールでの共有&quot;&gt;機密文書のメールでの共有&lt;&#x2F;h2&gt;
&lt;p&gt;職場では取引先に資料を送付するのに暗号化したZIPでメールし、
パスワードを電話で伝えるということをやっているようです。
最低限のPPAP対策ですが、前時代的ですね。
当然ですが、先方から「電話で伝えられても困る」とよくクレームを受けているようです。
フィアル送信サービスも使っているようですが、「セキュリティ」と言う観点では何
の解決にもなっていません。&lt;&#x2F;p&gt;
&lt;p&gt;メールで機密文書を送る方法について、
現実的な選択肢を考えると以下のような評価かなと思います。&lt;&#x2F;p&gt;
&lt;table&gt;&lt;thead&gt;&lt;tr&gt;&lt;th&gt;手段&lt;&#x2F;th&gt;&lt;th&gt;秘匿性（＝パスワードが第三者に見えないか）&lt;&#x2F;th&gt;&lt;th&gt;本人確認性（正しい相手か）&lt;&#x2F;th&gt;&lt;th&gt;コメント&lt;&#x2F;th&gt;&lt;&#x2F;tr&gt;&lt;&#x2F;thead&gt;&lt;tbody&gt;
&lt;tr&gt;&lt;td&gt;① 暗号化ファイル、またはクラウドストレージ（認証なし） + パスワードを同じメールで送信&lt;&#x2F;td&gt;&lt;td&gt;❌：1通盗まれればすべて漏洩&lt;&#x2F;td&gt;&lt;td&gt;❌&lt;&#x2F;td&gt;&lt;td&gt;PPAPの典型。秘匿性は完全に破綻&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;② 暗号化ファイル、またはクラウドストレージ（認証なし） + パスワードを別メールで送信&lt;&#x2F;td&gt;&lt;td&gt;△：通信経路は一応分離だが同一インフラ内&lt;&#x2F;td&gt;&lt;td&gt;❌&lt;&#x2F;td&gt;&lt;td&gt;傍受・誤送信時に漏洩リスク高&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;③ 暗号化ファイル、またはクラウドストレージ（認証なし） + パスワードをSMSで送信&lt;&#x2F;td&gt;&lt;td&gt;◯：通信経路分離、実効性あり&lt;&#x2F;td&gt;&lt;td&gt;◯：端末本人であれば高い&lt;&#x2F;td&gt;&lt;td&gt;現実的な最低限の安全策&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;④ クラウドストレージ（認証あり）で共有&lt;&#x2F;td&gt;&lt;td&gt;◎：パスワード共有不要、URL単体では無効&lt;&#x2F;td&gt;&lt;td&gt;◎：ログインが必要なため本人限定&lt;&#x2F;td&gt;&lt;td&gt;アクセス制限・ログ取得が可能&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;⑤ S&#x2F;MIME暗号化メール&lt;&#x2F;td&gt;&lt;td&gt;◎：メール本文と添付がエンドツーエンドで暗号化&lt;&#x2F;td&gt;&lt;td&gt;◎：証明書により本人性確保&lt;&#x2F;td&gt;&lt;td&gt;導入済の組織間では最適解&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;tr&gt;&lt;td&gt;⑥ GPG暗号メール &#x2F; 公開鍵暗号によるファイル送信&lt;&#x2F;td&gt;&lt;td&gt;◎：パスワード共有不要&lt;&#x2F;td&gt;&lt;td&gt;△：鍵配布と運用に依存&lt;&#x2F;td&gt;&lt;td&gt;高い秘匿性だが一般業務には難しい&lt;&#x2F;td&gt;&lt;&#x2F;tr&gt;
&lt;&#x2F;tbody&gt;&lt;&#x2F;table&gt;
&lt;h2 id=&quot;パスワードを別メールで送信&quot;&gt;パスワードを別メールで送信&lt;&#x2F;h2&gt;
&lt;p&gt;本来はS&#x2F;MIMEやGPGを検討すべきでしょうが、S&#x2F;MIMEの費用捻出が難しく、GPGを使う
リテラシーも無いので、次善の策としてSMSでパスワード送信は経路分離できている
分マシだと思いました。&lt;&#x2F;p&gt;
&lt;p&gt;以下はメールとは別の手段でパスワードを伝えるだけならばPC上からこうやってSMSにメッセージを送ることもできますよというデモです。
GUIから任意の電話番号にSMSを送信できます。&lt;&#x2F;p&gt;
&lt;p&gt;Pythonの実行環境が必要です。&lt;&#x2F;p&gt;
&lt;p&gt;処理概要です。あくまでデモです。&lt;&#x2F;p&gt;


&lt;noscript&gt;
    &lt;strong&gt;⚠️ JavaScript is required to render the diagram.&lt;&#x2F;strong&gt;
&lt;&#x2F;noscript&gt;
&lt;pre class=&quot;mermaid invertible-image&quot;&gt;
    graph TD
A[ユーザー]--&gt; B[Python GUIアプリケーション]
B --&gt; C[.env.localファイル]
C --&gt; D[AWS認証情報&lt;br&#x2F;&gt;ACCESS_KEY_ID&lt;br&#x2F;&gt;SECRET_ACCESS_KEY&lt;br&#x2F;&gt;REGION]

    B --&gt; E[電話番号入力&lt;br&#x2F;&gt;+81XXXXXXXXX]
    B --&gt; F[メッセージ入力&lt;br&#x2F;&gt;パスワード等]
    B --&gt; G[送信ボタン]

    G --&gt; H[boto3 SDK]
    H --&gt; I[AWS SNS API]
    I --&gt; J{SMS Sandbox?}

    J --&gt;|Sandbox Mode| K[検証済み番号のみ]
    J --&gt;|Production Mode| L[全世界の番号]

    K --&gt; M[国内キャリア&lt;br&#x2F;&gt;DoCoMo&#x2F;au&#x2F;SoftBank]
    L --&gt; M

    M --&gt; N[受信者の携帯電話]

    I --&gt; O[CloudWatch Logs]
    O --&gt; P[配信ログ&lt;br&#x2F;&gt;成功&#x2F;失敗&#x2F;料金]

    Q[料金] --&gt; R[$0.06-0.1&#x2F;SMS&lt;br&#x2F;&gt;約6-10円&#x2F;通]

    subgraph &quot;ローカル環境&quot;
        B
        C
    end

    subgraph &quot;AWS Cloud&quot;
        I
        J
        O
        P
    end

    subgraph &quot;日本国内&quot;
        M
        N
    end
    style A fill:#e1f5fe
    style B fill:#f3e5f5
    style I fill:#fff3e0
    style N fill:#e8f5e8
    style R fill:#ffebee
&lt;&#x2F;pre&gt;
&lt;p&gt;実際に任意のSMSに送信するには、AWSの管理コンソールでSANDBOXを解除する必要が
あります。また、このままだとユーザー認証していないので誰でも送信できてし
まいます。実際にシステムで行うには、認証した上でログを取得し監査できる状態に
するべきでしょう。&lt;&#x2F;p&gt;
&lt;p&gt;またSMSなので料金が発生します。&lt;&#x2F;p&gt;
&lt;p&gt;こんなことやるくらいなら&lt;strong&gt;さっさと S&#x2F;MINE をちゃんと導入しろよ&lt;&#x2F;strong&gt;と思います。&lt;&#x2F;p&gt;
&lt;h2 id=&quot;ソースコード＆設定&quot;&gt;ソースコード＆設定&lt;&#x2F;h2&gt;
&lt;pre class=&quot;giallo z-code&quot;&gt;&lt;code data-lang=&quot;python&quot;&gt;&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;アプリケーション開始&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-storage z-type&quot;&gt;class&lt;&#x2F;span&gt;&lt;span class=&quot;z-entity z-name z-type&quot;&gt; SNSSender&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-storage z-type z-function z-python&quot;&gt;    def&lt;&#x2F;span&gt;&lt;span class=&quot;z-support z-function z-magic z-python&quot;&gt; __init__&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter z-function z-language z-special z-self z-python&quot;&gt;self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;):&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;        print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;SNSSender初期化中...&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;        try&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;            self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;sns&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; boto3&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;client&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;                &amp;quot;sns&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; region_name&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;ap-northeast-1&amp;quot;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation&quot;&gt;            )&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;  # 東京リージョン&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;            print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;AWS SNSクライアント作成完了&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;        except&lt;&#x2F;span&gt;&lt;span class=&quot;z-support z-type z-exception z-python&quot;&gt; Exception&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt; as&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; e&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;            print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type z-string z-python&quot;&gt;f&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;AWS SNSクライアント作成エラー: &lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;{&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;e&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;            self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;sns&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-language z-python&quot;&gt; None&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;        self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;setup_gui&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;()&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-storage z-type z-function z-python&quot;&gt;    def&lt;&#x2F;span&gt;&lt;span class=&quot;z-entity z-name z-function&quot;&gt; setup_gui&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter z-function z-language z-special z-self z-python&quot;&gt;self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;):&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;        print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;GUI設定中...&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;        self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;root&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; tk&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;Tk&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;()&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;        self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;root&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;title&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;AWS SNS SMS送信ツール&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;        self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;root&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;geometry&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;500x400&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;        # 電話番号入力&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;        tk&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;Label&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;root&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; text&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;電話番号 (+81XXXXXXXXX):&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; font&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;Arial&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 12&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)).&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;pack&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;            pady&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;10&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation&quot;&gt;        )&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;        self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;phone_entry&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; tk&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;Entry&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;root&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; width&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;30&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; font&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;Arial&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 11&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;))&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;        self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;phone_entry&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;pack&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;pady&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;5&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;        # メッセージ入力&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;        tk&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;Label&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;root&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; text&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;メッセージ:&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; font&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;Arial&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 12&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)).&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;pack&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;pady&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;20&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 5&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;))&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;        self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;message_entry&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; tk&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;Text&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;root&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; height&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;8&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; width&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;50&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; font&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;Arial&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 10&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;))&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;        self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;message_entry&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;pack&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;pady&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;5&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;        # 送信ボタン&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;        tk&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;Button&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;            self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;root&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;            text&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;SMS送信&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;            command&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;send_sms&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;            bg&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;blue&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;            fg&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;white&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;            font&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;Arial&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 12&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;),&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;            padx&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;20&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;            pady&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;10&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation&quot;&gt;        ).&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;pack&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;pady&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;20&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;        # 結果表示&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;        self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;result_label&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; tk&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;Label&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;            self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;root&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; text&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string&quot;&gt;&amp;quot;&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; font&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;Arial&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 10&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;),&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; wraplength&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;400&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation&quot;&gt;        )&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;        self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;result_label&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;pack&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;pady&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;10&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;        print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;GUI設定完了&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-storage z-type z-function z-python&quot;&gt;    def&lt;&#x2F;span&gt;&lt;span class=&quot;z-entity z-name z-function&quot;&gt; send_sms&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter z-function z-language z-special z-self z-python&quot;&gt;self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;):&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;        print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;SMS送信ボタンがクリックされました&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;        phone_number&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt; self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;phone_entry&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;get&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;().&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;strip&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;()&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;        message&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt; self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;message_entry&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;get&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;1.0&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; tk&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;END&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;).&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;strip&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;()&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;        print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type z-string z-python&quot;&gt;f&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;電話番号: &lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;{&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;phone_number&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;        print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type z-string z-python&quot;&gt;f&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;メッセージ: &lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;{&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;message&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python z-keyword z-operator z-logical z-python&quot;&gt;        if not&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; phone_number&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;            self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;result_label&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;config&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;text&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;電話番号を入力してください&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; fg&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;red&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;            return&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python z-keyword z-operator z-logical z-python&quot;&gt;        if not&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; message&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;            self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;result_label&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;config&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;text&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;メッセージを入力してください&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; fg&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;red&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;            return&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;        if&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt; self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;sns&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator z-logical z-python&quot;&gt; is&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-language z-python&quot;&gt; None&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;            self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;result_label&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;config&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;text&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;AWS接続エラー&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; fg&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;red&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;            return&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;        try&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;            print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;SMS送信中...&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;            response&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt; self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;sns&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;publish&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;                PhoneNumber&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;phone_number&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;                Message&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;message&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;                MessageAttributes&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;{&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;                    &amp;quot;AWS.SNS.SMS.SMSType&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;: {&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;                        &amp;quot;DataType&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt; &amp;quot;String&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;                        &amp;quot;StringValue&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt; &amp;quot;Transactional&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation&quot;&gt;                    }&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation&quot;&gt;                },&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation&quot;&gt;            )&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;            message_id&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-indexed-name z-python&quot;&gt; response&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;[&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;MessageId&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;]&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;            success_text&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type z-string z-python&quot;&gt; f&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;送信完了！&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-escape&quot;&gt;\n&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;Message ID: &lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;{&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;message_id&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;            self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;result_label&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;config&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;text&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;success_text&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; fg&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;green&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;            print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type z-string z-python&quot;&gt;f&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;送信成功: &lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;{&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;message_id&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;        except&lt;&#x2F;span&gt;&lt;span class=&quot;z-support z-type z-exception z-python&quot;&gt; Exception&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt; as&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; e&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;            error_text&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type z-string z-python&quot;&gt; f&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;送信エラー:&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-escape z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;\n{&lt;&#x2F;span&gt;&lt;span class=&quot;z-support z-type z-python&quot;&gt;str&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;e&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;            self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;result_label&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;config&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;text&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;error_text&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; fg&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;red&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;            print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type z-string z-python&quot;&gt;f&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;送信エラー: &lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;{&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;e&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-storage z-type z-function z-python&quot;&gt;    def&lt;&#x2F;span&gt;&lt;span class=&quot;z-entity z-name z-function&quot;&gt; run&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter z-function z-language z-special z-self z-python&quot;&gt;self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;):&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;        print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;GUIメインループ開始&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-variable z-language z-special z-self z-python&quot;&gt;        self&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;root&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;mainloop&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;()&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;        print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;GUIメインループ終了&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;# メイン実行&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;if&lt;&#x2F;span&gt;&lt;span class=&quot;z-support z-variable z-magic z-python&quot;&gt; __name__&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; ==&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt; &amp;quot;__main__&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    app&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt; SNSSender&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;()&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    app&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;run&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;()&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;&lt;&#x2F;code&gt;&lt;&#x2F;pre&gt;
&lt;p&gt;AWSのIAMでアクセスキーを作成して、&lt;code&gt;.env.local&lt;&#x2F;code&gt;などに保存しておきます。&lt;&#x2F;p&gt;
&lt;pre class=&quot;giallo z-code&quot;&gt;&lt;code data-lang=&quot;plain&quot;&gt;&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;AWS_ACCESS_KEY_ID=A@@@@@@@@@@@@@@@@&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;AWS_SECRET_ACCESS_KEY=@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span&gt;AWS_DEFAULT_REGION=ap-northeast-1&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;&lt;&#x2F;code&gt;&lt;&#x2F;pre&gt;&lt;pre class=&quot;giallo z-code&quot;&gt;&lt;code data-lang=&quot;plain&quot;&gt;&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;&lt;&#x2F;code&gt;&lt;&#x2F;pre&gt;</content>
        <summary type="html">AWSが提供するAmazon SNS(Simple Notification Service)を使って、SMSにメッセージを送信するサンプルコードを作ってみました。</summary>
        </entry><entry xml:lang="en">
        <title>A Failed Experiment: Using OpenCV to Read Printed Dates from Scanned Photos</title>
        <published>2025-01-06T00:00:00+00:00</published>
        <updated>2025-01-06T00:00:00+00:00</updated>
        <author>
            <name>Toshiyuki Yoshida</name>
        </author>
        <link rel="alternate" href="https://codedchords.dev/blog/2025/01/a-failed-experiment-using-opencv/" type="text/html"/>
        <id>https://codedchords.dev/blog/2025/01/a-failed-experiment-using-opencv/</id>
        
            <content type="html">&lt;h3 id=&quot;Organizing_Old_Photographs&quot;&gt;Organizing Old Photographs&lt;&#x2F;h3&gt;
&lt;p&gt;I recently purchased a scanner at the end of the year to digitize old photographs. The photographs have dates printed on them, and I&#x27;ve been manually setting these dates in the EXIF information using ExifTool.&lt;&#x2F;p&gt;
&lt;p&gt;I use Hazel to organize image files, and I&#x27;ve already created a tool that updates file creation dates that Hazel can read with the shooting dates from EXIF data. However, since setting EXIF information manually is time-consuming, I explored the possibility of automating this process using OpenCV.&lt;&#x2F;p&gt;
&lt;h3 id=&quot;Date_Reading_Tool&quot;&gt;Date Reading Tool&lt;&#x2F;h3&gt;
&lt;p&gt;Below is a script that uses OpenCV to read dates from images and set them using ExifTool.&lt;&#x2F;p&gt;
&lt;pre class=&quot;giallo z-code&quot;&gt;&lt;code data-lang=&quot;python&quot;&gt;&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;#!&#x2F;usr&#x2F;bin&#x2F;env python3&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword&quot;&gt;from&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; datetime&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword&quot;&gt; import&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; datetime&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-storage z-type z-function z-python&quot;&gt;def&lt;&#x2F;span&gt;&lt;span class=&quot;z-entity z-name z-function&quot;&gt; preprocess_image&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;image_path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;):&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string&quot;&gt;    &amp;quot;&amp;quot;&amp;quot;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-string&quot;&gt;    Extract and process the date stamp portion from the image&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string&quot;&gt;    &amp;quot;&amp;quot;&amp;quot;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;    # Load image&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    img&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; cv2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;imread&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;image_path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    height&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; width&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; img&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-indexed-name z-python&quot;&gt;shape&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;[:&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;]&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;    # Crop the bottom right region&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    x1&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-support z-type z-python&quot;&gt; int&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;width&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; *&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 0.65&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    y1&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-support z-type z-python&quot;&gt; int&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;height&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; *&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 0.75&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    cropped&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-indexed-name z-python&quot;&gt; img&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;[&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-item-access z-python&quot;&gt;y1&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-item-access z-python&quot;&gt;height&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-item-access z-python&quot;&gt; x1&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-item-access z-python&quot;&gt;width&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;]&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;    # Split channels&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    b&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; g&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; r&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; cv2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;split&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;cropped&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;    # Enhance red channel&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    red_emphasis&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; cv2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;subtract&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;r&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; cv2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;max&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;b&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; g&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;))&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;    # Enhance contrast using CLAHE&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    clahe&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; cv2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;createCLAHE&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;clipLimit&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;3.0&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; tileGridSize&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;8&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;8&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;))&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    enhanced&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; clahe&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;apply&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;red_emphasis&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;    # Strong thresholding&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    _&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; binary&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; cv2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;threshold&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;enhanced&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 30&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 255&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; cv2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;THRESH_BINARY&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;    # Remove noise&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    kernel&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; np&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;ones&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;((&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;),&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; np&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;uint8&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    cleaned&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; cv2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;morphologyEx&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;binary&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; cv2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;MORPH_OPEN&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; kernel&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;    # Detect and filter contours&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    contours&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; _&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; cv2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;findContours&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;cleaned&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; cv2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;RETR_EXTERNAL&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; cv2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;CHAIN_APPROX_SIMPLE&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;    # Filter by area&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    mask&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; np&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;zeros_like&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;cleaned&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    min_area&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 10&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    max_area&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 500&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;    for&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; contour&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt; in&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; contours&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;        area&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; cv2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;contourArea&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;contour&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;        if&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; min_area&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; &amp;lt;&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; area&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; &amp;lt;&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; max_area&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;            cv2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;drawContours&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;mask&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;, [&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;contour&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;],&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; -&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;1&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;, (&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;255&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;),&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; -&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;1&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;    # Resize to 4x&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    result&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; cv2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;resize&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;mask&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-language z-python&quot;&gt; None&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; fx&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;4&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; fy&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;4&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; interpolation&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;cv2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;INTER_CUBIC&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;    # Save debug images&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    debug_dir&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; os&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;join&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;os&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;dirname&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;image_path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;),&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt; &amp;#39;debug&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    os&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;makedirs&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;debug_dir&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; exist_ok&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-language z-python&quot;&gt;True&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    basename&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; os&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;basename&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;image_path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    cv2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;imwrite&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;os&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;join&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;debug_dir&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type z-string z-python&quot;&gt; f&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;#39;cropped_&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;{&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;basename&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;),&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; cropped&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    cv2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;imwrite&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;os&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;join&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;debug_dir&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type z-string z-python&quot;&gt; f&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;#39;red_emphasis_&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;{&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;basename&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;),&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; red_emphasis&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    cv2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;imwrite&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;os&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;join&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;debug_dir&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type z-string z-python&quot;&gt; f&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;#39;enhanced_&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;{&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;basename&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;),&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; enhanced&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    cv2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;imwrite&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;os&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;join&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;debug_dir&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type z-string z-python&quot;&gt; f&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;#39;binary_&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;{&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;basename&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;),&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; binary&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    cv2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;imwrite&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;os&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;join&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;debug_dir&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type z-string z-python&quot;&gt; f&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;#39;result_&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;{&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;basename&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;),&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; result&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;    return&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; result&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-storage z-type z-function z-python&quot;&gt;def&lt;&#x2F;span&gt;&lt;span class=&quot;z-entity z-name z-function&quot;&gt; extract_date_from_image&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;image_path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;):&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;    &amp;quot;&amp;quot;&amp;quot;Extract date from image using OCR&amp;quot;&amp;quot;&amp;quot;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;    # Preprocess image&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    processed_image&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt; preprocess_image&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;image_path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;    # OCR configuration for single line text&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    custom_configs&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt; [&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;        &amp;#39;--psm 6 -c tessedit_char_whitelist=&amp;quot;0123456789&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-escape&quot;&gt;\&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-string z-punctuation z-definition z-string&quot;&gt; &amp;quot;&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;  # Uniform text block&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;        &amp;#39;--psm 7 -c tessedit_char_whitelist=&amp;quot;0123456789&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-escape&quot;&gt;\&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-string z-punctuation z-definition z-string&quot;&gt; &amp;quot;&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;  # Single text line&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;        &amp;#39;--psm 8 -c tessedit_char_whitelist=&amp;quot;0123456789&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-escape&quot;&gt;\&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-string z-punctuation z-definition z-string&quot;&gt; &amp;quot;&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;  # Single word&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;        &amp;#39;--psm 10 -c tessedit_char_whitelist=&amp;quot;0123456789&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-escape&quot;&gt;\&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-string z-punctuation z-definition z-string&quot;&gt; &amp;quot;&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;  # Single character&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation&quot;&gt;    ]&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;    for&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; config&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt; in&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; custom_configs&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;        # Run OCR&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;        text&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; pytesseract&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;image_to_string&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;processed_image&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; config&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;config&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;        text&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; text&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;strip&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;()&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;        print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type z-string z-python&quot;&gt;f&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;OCR result (config=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;{&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;config&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;): [&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;{&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;text&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;]&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;        # Normalize spaces&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;        text&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string&quot;&gt; &amp;#39; &amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;join&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;text&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;split&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;())&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;        # Simple pattern matching&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;        pattern&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type z-string z-python&quot;&gt; r&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-begin&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator z-quantifier z-regexp&quot;&gt;?&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;\d&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator z-quantifier z-regexp&quot;&gt;{2}&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;\s&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator z-quantifier z-regexp&quot;&gt;*&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;\d&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator z-quantifier z-regexp&quot;&gt;{1,2}&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;\s&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator z-quantifier z-regexp&quot;&gt;*&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;\d&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator z-quantifier z-regexp&quot;&gt;{1,2}&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-end&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;        match&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; re&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;search&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;pattern&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; text&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;        if&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; match&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;            try&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;                year&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-support z-type z-python&quot;&gt; int&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;match&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;group&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;1&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;))&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;                month&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-support z-type z-python&quot;&gt; int&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;match&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;group&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;))&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;                day&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-support z-type z-python&quot;&gt; int&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;match&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;group&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;3&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;))&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;                # Handle 2000s&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;                year&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 2000&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; +&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; year&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt; if&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; year&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; &amp;lt;&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 50&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt; else&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 1900&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; +&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; year&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;                if&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 1&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; &amp;lt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; month&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; &amp;lt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 12&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator z-logical z-python&quot;&gt; and&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 1&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; &amp;lt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; day&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; &amp;lt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 31&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;                    return&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt; datetime&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;year&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; month&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; day&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;            except&lt;&#x2F;span&gt;&lt;span class=&quot;z-support z-type z-exception z-python&quot;&gt; ValueError&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;                continue&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;    return&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-language z-python&quot;&gt; None&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-storage z-type z-function z-python&quot;&gt;def&lt;&#x2F;span&gt;&lt;span class=&quot;z-entity z-name z-function&quot;&gt; set_exif_date&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;image_path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; date&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;):&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;    &amp;quot;&amp;quot;&amp;quot;Set EXIF date information using ExifTool&amp;quot;&amp;quot;&amp;quot;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python z-keyword z-operator z-logical z-python&quot;&gt;    if not&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; date&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;        print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type z-string z-python&quot;&gt;f&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;No date found in: &lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;{&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;image_path&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;        return&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-language z-python&quot;&gt; False&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    date_str&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; date&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;strftime&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;%Y:%m:&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;%d&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-comment z-comment&quot;&gt;    # EXIF tags to set&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    exif_tags&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt; [&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;        &amp;quot;DateTimeOriginal&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;        &amp;quot;CreateDate&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;        &amp;quot;ModifyDate&amp;quot;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation&quot;&gt;    ]&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    command&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt; [&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;exiftool&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt; &amp;quot;-overwrite_original_in_place&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;]&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;    for&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; tag&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt; in&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; exif_tags&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;        command&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;extend&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;([&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type z-string z-python&quot;&gt;f&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;-&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;{&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;tag&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;{&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;date_str&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;])&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    command&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;append&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;image_path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;    try&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;        subprocess&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;run&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;command&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; check&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-language z-python&quot;&gt;True&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt; capture_output&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt;=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-language z-python&quot;&gt;True&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;        print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type z-string z-python&quot;&gt;f&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;Date set successfully: &lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;{&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;image_path&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt; -&amp;gt; &lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;{&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;date_str&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;        return&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-language z-python&quot;&gt; True&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;    except&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; subprocess&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;CalledProcessError&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt; as&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; e&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;        print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type z-string z-python&quot;&gt;f&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;Failed to set EXIF information: &lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;{&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;e&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;        return&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-language z-python&quot;&gt; False&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-storage z-type z-function z-python&quot;&gt;def&lt;&#x2F;span&gt;&lt;span class=&quot;z-entity z-name z-function&quot;&gt; process_images&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-variable z-parameter&quot;&gt;directory&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;):&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;    &amp;quot;&amp;quot;&amp;quot;Process all images in the specified directory&amp;quot;&amp;quot;&amp;quot;&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    processed&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 0&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    failed&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 0&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;    for&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; filename&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt; in&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; os&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;listdir&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;directory&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;):&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;        if&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; filename&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;lower&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;().&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;endswith&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;((&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;#39;.png&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt; &amp;#39;.jpg&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt; &amp;#39;.jpeg&amp;#39;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)):&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;            image_path&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; os&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;join&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;directory&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; filename&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;            date&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt; extract_date_from_image&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;image_path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;            if&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt; set_exif_date&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;image_path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;,&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt; date&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;):&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;                processed&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; +=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 1&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;            else&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;                failed&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; +=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 1&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;    print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type z-string z-python&quot;&gt;f&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-escape&quot;&gt;\n&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;Processing complete:&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;    print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type z-string z-python&quot;&gt;f&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;Success: &lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;{&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;processed&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;    print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-storage z-type z-string z-python&quot;&gt;f&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;Failed: &lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;{&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;failed&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-character z-format z-placeholder z-other z-python&quot;&gt;}&lt;&#x2F;span&gt;&lt;span class=&quot;z-string&quot;&gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-storage z-type z-function z-python&quot;&gt;def&lt;&#x2F;span&gt;&lt;span class=&quot;z-entity z-name z-function&quot;&gt; main&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;():&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;    if&lt;&#x2F;span&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt; len&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;sys&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;argv&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; !=&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt; 2&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;        print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;Usage: photodate &amp;lt;image_directory&amp;gt;&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;        sys&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;exit&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;1&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;    directory&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; =&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; sys&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-indexed-name z-python&quot;&gt;argv&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;[&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;1&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;]&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python z-keyword z-operator z-logical z-python&quot;&gt;    if not&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt; os&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-source&quot;&gt;path&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;isdir&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;directory&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;):&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-support z-function z-builtin z-python&quot;&gt;        print&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt;&amp;quot;Specified path is not a valid directory&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-source&quot;&gt;        sys&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;.&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;exit&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-constant z-numeric&quot;&gt;1&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;    process_images&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;(&lt;&#x2F;span&gt;&lt;span class=&quot;z-meta z-function-call z-arguments z-python&quot;&gt;directory&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;)&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-keyword z-control z-flow z-python&quot;&gt;if&lt;&#x2F;span&gt;&lt;span class=&quot;z-support z-variable z-magic z-python&quot;&gt; __name__&lt;&#x2F;span&gt;&lt;span class=&quot;z-keyword z-operator&quot;&gt; ==&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation z-definition z-string z-string&quot;&gt; &amp;quot;__main__&amp;quot;&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;:&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;
&lt;span class=&quot;giallo-l&quot;&gt;&lt;span class=&quot;z-meta z-function-call z-python&quot;&gt;    main&lt;&#x2F;span&gt;&lt;span class=&quot;z-punctuation&quot;&gt;()&lt;&#x2F;span&gt;&lt;&#x2F;span&gt;&lt;&#x2F;code&gt;&lt;&#x2F;pre&gt;&lt;h3 id=&quot;Results&quot;&gt;Results&lt;&#x2F;h3&gt;
&lt;p&gt;I tested the script on 27 scanned photographs.&lt;&#x2F;p&gt;
&lt;p&gt;Out of 27 images, the script only detected dates in 4 images, and among those, only 1 date was correctly recognized.&lt;&#x2F;p&gt;
&lt;p&gt;Well, this isn&#x27;t practical enough to use.&lt;&#x2F;p&gt;
</content>
        <summary type="html">I recently purchased a scanner and was challenged to see if I could capture the shooting date from the images when digitizing old photos that have dates printed on them.</summary>
        </entry>
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