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Programming for Social Scientists
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<h1>Programming for Social Scientists</h1>
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<h1>Programming for Social Scientists<a class="headerlink" href="#programming-for-social-scientists" title="Permalink to this headline">#</a></h1>
<p>“PSS (Programming for Social Scientists)” is tailored for beginners in programming, specifically those in the field of social sciences. This ebook delves into the extensive applications of data science and computational methods within the realm of social sciences. Covering everything from data analysis to visualization, and from text processing to network structures, the course focuses on honing computational skills relevant to data characteristics. Whether or not you possess a background in the subject, this book will guide you through using the Python programming language to solve real-world social issues. Through numerous practical case studies, you will gain a deep understanding of programming’s significance in the social sciences and cultivate a genuine interest in learning.</p>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Basic Logic</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="PSS/P01_counting.html">P01-Counting</a></li>
<li class="toctree-l1"><a class="reference internal" href="PSS/P02_0_basic.html">P02-Python Basic</a></li>
<li class="toctree-l1"><a class="reference internal" href="PSS/P03_list_dictionary.html">P03-List and Dictionary</a></li>
<li class="toctree-l1"><a class="reference internal" href="PSS/P04_for.html">P04 Flow Control</a></li>
</ul>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Data Exploration</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="PSS/P05_read_csv_json.html">P05 READ Files</a></li>
<li class="toctree-l1"><a class="reference internal" href="PSS/P06_pandas.html">P06 Pandas</a></li>
<li class="toctree-l1"><a class="reference internal" href="PSS/P07_0_visualization.html">P07 Visualization</a><ul>
<li class="toctree-l2"><a class="reference internal" href="PSS/P07_1_plot_pandas.html">Making Charts with Pandas</a></li>
<li class="toctree-l2"><a class="reference internal" href="PSS/P07_2_bokeh.html">Bokeh & Seaborn(Vaccinating)</a></li>
</ul>
</li>
</ul>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Data Acquisition</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="PSS/P08_0_scraper.html">P08 Web Crawler</a><ul>
<li class="toctree-l2"><a class="reference internal" href="PSS/P08_1_web_json.html">Web API: cnyes & 104.com</a></li>
<li class="toctree-l2"><a class="reference internal" href="PSS/P08_5_cases.html">Scraping cases</a></li>
<li class="toctree-l2"><a class="reference internal" href="PSS/P08_6_youtube_scraper.html">Youtube Scraper</a></li>
</ul>
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<li class="toctree-l1"><a class="reference internal" href="PSS/P08_4_ptt_crawler.html">P08 HTML Parsing - Crawling PTT</a></li>
<li class="toctree-l1"><a class="reference internal" href="PSS/P09_database.html">P09 Database</a></li>
</ul>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Text Mining</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="TM/TM01_tokenization.html">TM01 Tokenization</a></li>
<li class="toctree-l1"><a class="reference internal" href="TM/TM02_collocation.html">TM02 Collocation</a></li>
<li class="toctree-l1"><a class="reference internal" href="TM/TM02_collocation.html#the-simiplist-way-co-occurrence-count">The simiplist way: Co-occurrence count</a></li>
<li class="toctree-l1"><a class="reference internal" href="TM/TM03_POS%20Tagging.html">TM03 POS Tagging</a></li>
<li class="toctree-l1"><a class="reference internal" href="TM/TM04_IR_search.html">TM04 Feature Selection & IR & Search</a></li>
<li class="toctree-l1"><a class="reference internal" href="TM/TM05_sentiment.html">TM05 Sentiment analysis</a></li>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Machine Learning</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="TM/TM06_Clustering.html">TM06 Clustering</a></li>
<li class="toctree-l1"><a class="reference internal" href="TM/TM07_embedding_clustering.html">TM07 embedding and clustering</a></li>
<li class="toctree-l1"><a class="reference internal" href="TM/TM07_2_doc2vec.html">TM07 word2vec vs doc2vec</a></li>
<li class="toctree-l1"><a class="reference internal" href="TM/TM08_doc_classification.html">TM08 Classification</a></li>
<li class="toctree-l1"><a class="reference internal" href="TM/TM09_BERTopic.html">TM09 Topic Modeling by BERtopic</a></li>
<li class="toctree-l1"><a class="reference internal" href="TM/TM10_Using_Open_AI.html">TM10 Using Open AI</a></li>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Using deep learning</span></p>
<ul>
<li class="toctree-l1"><a class="reference external" href="https://colab.research.google.com/drive/1pXfdPEQDY5wDhlzjr867duFsAVAXj5Yz?usp=sharing">Transformer-Clusteirng</a></li>
<li class="toctree-l1"><a class="reference external" href="https://colab.research.google.com/drive/1YD8mjrpEH6-0rYMY0L1xFFKpJ2jGY6nT?usp=share_link">Transformer-Classification</a></li>
</ul>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Compuational Social Science</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="CSS/CSS01_network_analysis.html">CSS01 Network Analysis</a></li>
<li class="toctree-l1"><a class="reference internal" href="CSS/CSS02_Simulation.html">CSS02 Simulation</a></li>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Assignments</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="AS/AS01_basic.html">AS01: Python Basics</a></li>
<li class="toctree-l1"><a class="reference internal" href="AS/AS01_basic.html#part-i-trivial-question-with-ai">PART I: Trivial Question with AI</a></li>
<li class="toctree-l1"><a class="reference internal" href="AS/AS01_basic.html#part-ii-accessing-taipei-bus-real-time-data">PART II: Accessing Taipei Bus real time data</a></li>
<li class="toctree-l1"><a class="reference internal" href="AS/AS01_basic.html#part-iii-reviewing-with-ai">PART III: Reviewing with AI</a></li>
<li class="toctree-l1"><a class="reference internal" href="AS/AS02_youbike.html">AS02 Youbike Applications</a></li>
<li class="toctree-l1"><a class="reference internal" href="AS/AS02_youbike.html#id1"></a></li>
<li class="toctree-l1"><a class="reference internal" href="AS/AS02_ptt_jsonl.html">AS02 Reading PTT data</a></li>
<li class="toctree-l1"><a class="reference internal" href="AS/AS02_list_dict_for_if.html">AS02 List-dict-for-if</a></li>
<li class="toctree-l1"><a class="reference internal" href="AS/AS03_summarize_ptt.html">AS03: Summarizing Data by Pandas</a></li>
<li class="toctree-l1"><a class="reference internal" href="AS/AS04_vis_twitter_api.html">AS04 Twitter API and Pandas Visualization</a></li>
<li class="toctree-l1"><a class="reference internal" href="AS/AS05_scraping_youtube.html">AS05 Scraping youtube</a></li>
<li class="toctree-l1"><a class="reference internal" href="AS/AS05_Scraping_youtube_with_chatGPT.html">AS05. Improving Youtube Scraper with ChatGPT</a></li>
<li class="toctree-l1"><a class="reference internal" href="AS/AS05_Scraping_youtube_with_chatGPT.html#a-workable-youtube-scraper">A workable Youtube scraper</a></li>
<li class="toctree-l1"><a class="reference internal" href="AS/AS05_Scraping_youtube_with_chatGPT.html#get-more-youtube-data-40">1. Get more Youtube data (40%)</a></li>
<li class="toctree-l1"><a class="reference internal" href="AS/AS05_Scraping_youtube_with_chatGPT.html#cleaning-and-observing-data">2. Cleaning and observing data</a></li>
<li class="toctree-l1"><a class="reference internal" href="AS/AS05_Scraping_youtube_with_chatGPT.html#stored-as-sqlite-optional">5. Stored as sqlite (Optional)</a></li>
<li class="toctree-l1"><a class="reference external" href="https://drive.google.com/file/d/1L9coxxzKsy7_KzrBWno6Jh9zY785AtJB/view?usp=sharing">AS06 Tokenization</a></li>
<li class="toctree-l1"><a class="reference internal" href="AS/AS06_Tokenization.html">AS06 - Tokenization and keywords</a></li>
<li class="toctree-l1"><a class="reference internal" href="AS/AS07_collocation.html">AS07 Collocation for finding enthusiastic commentors</a></li>
<li class="toctree-l1"><a class="reference internal" href="AS/AS08_clustering_yt_comment.html">AS08 Youtube comment clustering</a></li>
<li class="toctree-l1"><a class="reference internal" href="AS/AS08_clustering_people.html">AS08 - Clustering Commenters Based on Behavior</a></li>
</ul>
</div>
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<p aria-level="2" class="caption" role="heading"><span class="caption-text">Resources</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="Resource/video_list.html">Python教學影片</a></li>
<li class="toctree-l1"><a class="reference internal" href="Resource/IDEs.html">Python開發環境</a></li>
</ul>
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