Conference Talks Rankings.ipynb

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   "source": [
    "<div style=\"background-color: #262626\"> \n",
    "    <img src='logos/pyconx.png' width='50%' />\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
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   "metadata": {},
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   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from IPython.display import HTML "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a name=\"absolute_rank\"></a>\n",
    "# Community Voting Results\n",
    "\n",
    "### Absolute Ranking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
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   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Type</th>\n",
       "      <th>Title</th>\n",
       "      <th>Track</th>\n",
       "      <th>Level</th>\n",
       "      <th>Lang</th>\n",
       "      <th>Speakers</th>\n",
       "      <th>Gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Python Standard Library, the hidden gems</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Alessandro Molina</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Talk</td>\n",
       "      <td>A practical guide towards explainability and bias evaluation in machine learning</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alejandro Saucedo</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Please tell me why?! Explaining Machine Learning predictions in Python with Shap</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alessio Guerrieri</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Predicting Human Activity using Time Series Analysis</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Akul Mehra</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Deep learning: the final frontier for time series analysis and signal processing?</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alexandr Honchar</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Dimmi perchè?! Spiegare modelli Machine Learning in Python con Shap</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Alessio Guerrieri</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Training</td>\n",
       "      <td>PyTorch from the ground up</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alessandro Re</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Meet dask and distributed: the unsung heroes of Python scientific data ecosystem.</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Advanced</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alessandro Amici</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Uno sguardo alle Dataclasses: quando una namedtuple non basta</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Alessandro Cucci</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Demystifying Network Science  with Python</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Avneet Kaur</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Sviluppare per Alexa in Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Alberto Anceschi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Deep Learning with PyTorch for Fun and Profit (Part III / Italian Edition: Divina Commedia)</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alexander Hendorf</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Deep learning the Bayesian way. Moving towards safer AI !</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Ayush Kumar Singh</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Hearing Colours and Seeing Sounds using Python</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Aakanksha Chouhan</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Communicating Between Microservices</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Anton Caceres</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Kubeflow: portable and scalable machine learning on top of Kubernetes</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Akash Tandon</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Traversing the land of graph computing and databases</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Akash Tandon</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Algoritmo di Routing Multi-Obiettivo di Veicoli Elettrici con vincoli di ricarica lungo il percorso</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Alessandro Betti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Building a Celery alternative in Django on Kubernetes</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alec Clowes</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Talk</td>\n",
       "      <td>A Worked Intro to Scikit-learn</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Anders Bogsnes</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Machine learning approaches for road scene video analysis</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Andrea Benericetti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Text Extraction from PDFs made Easy</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Aakriti Jain</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Sharing is Caring! - how to free the CPU from message passing hell - shared memory saved the day</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Andrei Neagu</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Architectures for the real world: retina U-nets, prototypical networks and VA-GANs in PyTorch</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alessandro Re</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Talk</td>\n",
       "      <td>An insight into Python Garbage Collection</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Fabio Falzoi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Training</td>\n",
       "      <td>Kubernetes 101 for Python Developer</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Christian Barra</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Understanding Caching in Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Chirag Shah</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Spotting Sharks with the TensorFlow Object Detection API</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Andrew Carter</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Porting your Python web app to serverless in 30 minutes</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alex Casalboni</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Choosing the right (managed) database in 2019</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Alex Casalboni</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Defence Against the Dark Arts: Adversarial ML</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Amit Kushwaha</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Talk</td>\n",
       "      <td>AI and algorithmic art</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Cheuk Ho</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Understanding multithreading by deciphering the cpython interpreter source code.</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Chirag Shah</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Talk</td>\n",
       "      <td>How to help an international organisation transitioning to Python.</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alessandro Amici</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Talk</td>\n",
       "      <td>What's trending this month?</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alisha Aneja</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Thinking functionally: Introduction to FP in Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alisha Aneja</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Talk</td>\n",
       "      <td>How to write a JIT compiler in 30 minutes</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Advanced</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Antonio Cuni</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Good features beat algorithms</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Pietro Mascolo</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Understanding how a malware works using Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Yan Orestes</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Adaptive Online Geospatial Machine Learning</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Breno Freitas</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Configuration management and service discovery in a serverless world</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Advanced</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alex Casalboni</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Talk</td>\n",
       "      <td>TensorFlow 2.0: the Good and the Bad</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Michele De Simoni</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Python and Elasticsearch: An introduction</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Fabio Falzoi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Scrivere i primi test frontend con python? Si Può!</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Fiorella De Luca</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Doing data science in the real world- Not the usual fairy tale !</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Daniel Ajisafe</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Training</td>\n",
       "      <td>Geospatial analysis with Python</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Francesco Bruni</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Darkweb + Python: discover, analyze and extract information from hidden services</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Jose Manuel Ortega</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Introduction to deep learning for computer vision</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Daniel Ajisafe</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Clean architectures in Python: why, what, how</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Leonardo Giordani</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Clean architectures in Python: perché, cosa, come</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Leonardo Giordani</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Growing vegetables with Python</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Christian Barra</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Ravioli vs Pelmeni software architecture (microservices vs services)</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Anastasiia Tymoshchuk</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Training</td>\n",
       "      <td>TDD in Python with pytest</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Leonardo Giordani</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Training</td>\n",
       "      <td>Creare una Dashboard con Flask e Vue.js</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Gianfranco Castro</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Training</td>\n",
       "      <td>But I never wanted to do DevOps!</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Daniele Procida</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Talk</td>\n",
       "      <td>You don't need n dimensions when you have pandas</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Pietro Battiston</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Refactoring con i test in Python: un esempio pratico</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Leonardo Giordani</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Deepfake: usare il deep learning per sostituire i volti</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>David Santucci</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Python Website is Slow? Think Again!</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Iskandar Setiadi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Chatbot from zero to hero</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Gianluca Carucci,Fabrizio Romano</td>\n",
       "      <td>👨‍🎤+👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Training</td>\n",
       "      <td>Human Mobility Analysis: from the theory to the practice</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Luca Pappalardo</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Mappe 🗺️ con GeoDjango 🌎, PostGIS 🐘 e Leaflet 🍃</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Paolo Melchiorre</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Pandas ecosystem 2019</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Marc Garcia</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Modern gold mining: Leveraging Deep Learning to predict GMV for 100k+ shops</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Breno Freitas</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Asynchronous Web Development with Flask</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Miguel Grinberg</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Talk</td>\n",
       "      <td>26 librerie in 40 minuti</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Danilo Abbasciano</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Learning new words in English using Python</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Anuj Menta</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Talk</td>\n",
       "      <td>TurboGears 2.4, 10 years of redesigning a web framework</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Alessandro Molina</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Talk</td>\n",
       "      <td>#STOPCODING. Alziamo le mani dalla tastiera e iniziamo a capire e risolvere i problemi!</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Gabriele Giaccari</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Talk</td>\n",
       "      <td>TDD in Python con pytest</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Leonardo Giordani</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Training</td>\n",
       "      <td>Playing with Data by using of Python, Pandas</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Abhijeet Mote</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Training</td>\n",
       "      <td>Securing a Python applications</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Tilak T</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Using Vault to better protect your secrets.</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Bryce Verdier</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Say No to the Dependency Hell: Proper Management of Software Dependencies</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Ivan Pashchenko</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Immagino: un racconto di serverless e codeless (più o meno).</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Christian Strappazzon</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Good code documents itself and other lies</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Tania Allard</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Forecasting and observing Airfare trends using Python and Neural Networks</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Anuj Menta</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Python on IoT devices thanks to Mbed Linux OS</td>\n",
       "      <td>PyBusiness</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Diego Russo</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Get native with Cython</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Stefan Behnel</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Let the AI Do the Talk: Adventures with Natural Language Generation</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Marco Bonzanini</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Probabilistic Programming and Bayesian Deep Learning</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Sandeep Saurabh</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Using Python to create political acts</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Felipe Cabral</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Non ti servono n dimensioni quando hai pandas</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Pietro Battiston</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Talk</td>\n",
       "      <td>NLP researchers on language modelling : What do they know? Do they know things? Let's find out!</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Arnav Arora</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Using Python and machine learning to detect the replay of memories in the hippocampus</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Pietro Marchesi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Let’s talk about MLOps</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Christian Barra</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Machine learning workflow con Apache Airflow</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Claudio Masolo</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Talk</td>\n",
       "      <td>What Football Captains and Tribal Chieftans Can Teach Us About Leading Software Teams</td>\n",
       "      <td>PyBusiness</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Ahmad Alhour</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Data analysis in Python - come in, don't get lost</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Pietro Battiston</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Analisi di dati in Python - ti serve una cartina?</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Pietro Battiston</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Ternary CPUs: how they work and how Python helps designing one</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Advanced</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Cesare Di Mauro</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Robust and charming dataviz with RainCloud Plots</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Davide Poggiali</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Cyber security auditing with python tools</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Jose Manuel Ortega</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Matematica e fisica al liceo con Python e Jupyter</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Davide Passaro</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Does rain cause traffic delays? Weather and geophysical processing for data scientists.</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Michael Salib</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Quando la tua applicazione Django non va abbastanza veloce</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Riccardo Magliocchetti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Machine Learning behind chatbots</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Bhavani Ravi</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Talk</td>\n",
       "      <td>My way. Story of resistance: Python vs PHP</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Anastasiia Tymoshchuk</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Introduction to Face Processing with Computer Vision</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Gabriel Bianconi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Using OpenAPI (and Python) to standardize a Country's API Ecosystem</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Roberto Polli</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Importing anything from anywhere</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Hrvoje Gazibara</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Pipenv per la gestione delle dipendenze negli ambienti di sviluppo e di produzione</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Marco Santamaria</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Talk</td>\n",
       "      <td>A primer on manifold dimensionality reduction techniques</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Pietro Mascolo</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Extracting tabular data from PDFs with Camelot &amp; Excalibur</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Vinayak Mehta</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Real world Graphene - lessons learned from building a GraphQL API on top of a large Django project</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Marcin Gębala</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Training</td>\n",
       "      <td>How to learn the world in Keras</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Prakhar Srivastava</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Basta problemi con tensorflow usando Docker &amp; Nvidia Docker</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Nicola Landro</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Talk</td>\n",
       "      <td>MACHINE LEARNING FOR INVENTORY MANAGEMENT</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Laura De Stefanis</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Talk</td>\n",
       "      <td>How Far Can You Stretch Your Elasticsearch?</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Nikolay Vasiliev</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Usa lo Zen, Luke!</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Lorenzo Mele</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Web Automation con Selenium Web Driver: browser automation per i nostri progetti web</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Gianfranco Castro</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Deep Learning in Python: Image Recognition for Anime Characters</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Iskandar Setiadi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Plot at first sight!</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Fabrizio Ruffini</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>Talk</td>\n",
       "      <td>What is your Machine learning test score?</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Tania Allard</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Training</td>\n",
       "      <td>Dive into Object-oriented Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Leonardo Giordani</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Building Python Applications with MongoDB</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Joe Drumgoole</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Training</td>\n",
       "      <td>Deep Diving into GANs: form theory to production</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Michele De Simoni</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Object detection and Human recognition with YOLO in Python</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Kajal Puri</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Apprendimento permanente e futuro dell'istruzione superiore: il caso OMSCS</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Alan Franzoni</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Flying Python: How to control your drone with Python, a Raspberry Pi and a lot of tape!</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Franco Minucci</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Looking through the window of the Azerbaijani Laundromat</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Martin Ruskov</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Talk</td>\n",
       "      <td>DevOps - La rivoluzione industriale nell'era dell'informazione</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Giovanni Cannata</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Internet delle cose con Redis e django-channels</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Mario Orlandi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Advanced test patterns with pytest</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Massimiliano Pippi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Image Classification using Deep Learning (Capsule Networks)</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Sandeep Saurabh</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Decoupling Django with Django REST (and a sprinkle of React)</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Valentino Gagliardi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Multi-modal classification with PyTorch</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Jennifer Seale</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Building world-class data processing pipelines using Apache Airflow</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Hrvoje Gazibara</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Talk</td>\n",
       "      <td>CalcoloGrafia: riconoscimento ed esecuzione di calcoli scritti a mano</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Omar Rampado</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Service discovery</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Davide Setti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Deep Learning for brain MRI segmentation: Big Data, AI and HPC meet together</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Giuseppe Di Bernardo</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Python to transform businesses and lives</td>\n",
       "      <td>PyBusiness</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Aashi Narula</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Python &amp; Serverless: Refactor your monolith piece by piece</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Giuseppe Vallarelli</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Documentation in practice</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Daniele Procida</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Talk</td>\n",
       "      <td>The world's simplest, cheapest plotter</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Daniele Procida</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Py2Nim: compiling Python to idiomatic code in statically typed languages</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alexander Ivanov</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Talk</td>\n",
       "      <td>TemPy! Una alternativa al templating tradizionale usando solo Python.</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Federico Cerchiari</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Perceiving Python Programming Paradigms</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Jigyasa Grover</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Quality:The Best Business Plan</td>\n",
       "      <td>PyBusiness</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Anubha Maneshwar</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Text Summarisation made fun!</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Harshdeep Singh</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Hippo: Framework di testing basato su scikit-learn</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Thomas Bridi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Talk</td>\n",
       "      <td>From Monolith to Microservices: Design, Build, Deploy, Learn</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Elmer Thomas</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Python &amp; Serverless: Refactor your monolith piece by piece (Ita)</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Giuseppe Vallarelli</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Talk</td>\n",
       "      <td>AbracaGAN: introduction to the almost magical world of GANs</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Michele De Simoni</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Generative models - Building algorithms capable of imagination</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Prakhar Srivastava</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Association Rules Mining Using Python Generators and Pandas to Handle Large Datasets</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Pacham Pacham Sri Srinivasan</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Stereotypes, Role Models &amp; Learning to Code</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Cat Lamin</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Do more with Twitter data: Understanding the people behind the Tweet</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Karishma Babbar</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Training</td>\n",
       "      <td>BigData e Apache Spark</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Domenico Gioia</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Introduzione a Pyramid Web Framework</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Diego Mazzanti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Everything your model doesn't know</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Simone Scardapane</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Serverless or Containers?: two options to run python code in the cloud.</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Marco Pavanelli</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Talk</td>\n",
       "      <td>How to build a pizza-bot and chat with him to order your custom Capricciosa</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>David Santucci</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Open Notebook Science: Ricerca libera e riproducibile con Python</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Marco Scarselli</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Training</td>\n",
       "      <td>Object Oriented Programming in Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Lakshmi Boggaram</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Flying Python: Controlla il tuo drone con Python, un Raspberry Pi e tanto nastro adesivo!</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Franco Minucci</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Work smarter, not harder: task automation with Pyinvoke</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Massimiliano Pippi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Beyond Paradigms: key features for better Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Luciano Ramalho</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Beating the bookies in football – predicting matches with Machine Learning</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Michał Górnik</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Developing Natural Language Processing Applications using Python</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Saloni Garg</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Talk</td>\n",
       "      <td>A Tour of the Python Standard Libaray</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Niklas Meinzer</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Building a Data Pipeline with Observability in Mind</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Jiaqi Liu</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Bitcoin 101 con Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Mirko Bonasorte</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>Talk</td>\n",
       "      <td>One formula, many molecules: using metaheuristics and Python to run molecular simulations.</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Giordano Mancini</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Talk</td>\n",
       "      <td>PostgreSQL on the kube</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Marco Nenciarini</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Talk</td>\n",
       "      <td>How to write 15 tests in 15 minutes</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Suryansh Tibarewal</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Levers to deliver great solutions</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Christian Barra</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Identification of anomalous shutdown in Vehicle Tracking Units: a practical machine learning problem</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Luca Bravi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>Talk</td>\n",
       "      <td>È facile gestire un progetto Django se sai come farlo!</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Raffaele Colace</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Training</td>\n",
       "      <td>Dive into Object-oriented Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Leonardo Giordani</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Bayesian Modeling and MCMC sampling with PyMC3</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Shreya Khurana</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Build text classification models ( CBOW and Skip-gram) with FastText in python</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Kajal Puri</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>Training</td>\n",
       "      <td>Get started with asyncio and Tornado web services</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Stefan Behnel</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Let's predict the weather! Building a real time global rain forecaster.</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Michael Salib</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Talk</td>\n",
       "      <td>pyCAIR: Content Aware Image Resizing in Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Chirag Shah</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Talk</td>\n",
       "      <td>BigData e Apache Cassandra</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Domenico Gioia</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Microservices at Scale</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Jordi Soucheiron</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Continuous Delivery in the era of Kubernetes and OpenShift</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Advanced</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Peter Bittner</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Escaping the hell of the None type checking</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Kendrick Tan</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>Talk</td>\n",
       "      <td>A zero to Hero training on Text Mining and NLP</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Navid Nobani</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Web applications and web services aren’t secure as we think</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Tilak T</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Scatole e pacchetti - Un solo modo ovvio per farli?</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Pietro Brunetti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Python e Serverless: Cucina istantanea per proprietari di pitoni</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Pietro Brunetti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Deploy immutabili con Docker e infrastructure as code</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Paolo Ferretti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Set Practice: learning from Python's set types</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Luciano Ramalho</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Analyzing geospatial data using geopandas</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Marvin Bensch</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Sviluppare una data strategy in una start-up</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Pietro Mascolo</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Refactoring with tests in Python: a practical example</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Leonardo Giordani</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Non e' una DataViz per vecchi</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Fabrizio Ruffini</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>Training</td>\n",
       "      <td>Reincarnating Shakespeare with Recurrent Neural Networks</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Vaibhav Srivastava</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Demystifying Natural Language Processing using Python (Scikit-Learn/ Keras)</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Vaibhav Srivastava</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Learning to drive with deep neural networks</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Leonardo Sarti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Building serverless bot like a pro</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Vaibhav Singh</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Talk</td>\n",
       "      <td>An Introduction to Meta-Development Tasks for Releasing Open Source Python Packages</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Susam Pal</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Sviluppo di interfacce grafiche con wxPython</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Roberto Pancaldi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Mr.AUTOCLICK</td>\n",
       "      <td>PyBusiness</td>\n",
       "      <td>Advanced</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Cristiano Borotto</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Using PuLP for Optimizing Train Scheduling for Indian Railways</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Chetan Chauhan</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Talk</td>\n",
       "      <td>RedisAI</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Luca Antiga</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Portiamo un pezzo di codice sul Cloud</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Lorenzo Mele</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Protecting Privacy and Security — For Yourself and Your Community</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Justin Mayer</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Analizzare Django con i raggi X</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Martino Pizzol</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>Talk</td>\n",
       "      <td>openvas_lib: eseguire scansioni di vulnerabilità con python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Loredana Sideri</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Realizziamo un sistema di acquisizione dati IOT con Trueverit</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Advanced</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Simone Fardella</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Diagrammi phi-delta: implementazione di un tool visivo per sistemi di Machine Learning</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Advanced</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Giuliano Armano</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>Talk</td>\n",
       "      <td>The art of building a sophisticated psychologist with Python</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Harshinee Sriram</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>Talk</td>\n",
       "      <td>TFW your country is funding Open Source development</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Riccardo Magliocchetti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Dummies guide to Spark (using Python)!</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Harshdeep Singh</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>Training</td>\n",
       "      <td>Developing for Voice User Interfaces</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Suryansh Tibarewal</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Going Serverless with Python</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Jorge Luis Galvis Quintero</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Applicazioni veloci per desktop - Tabelle/Maschere/Tab/Estrazioni in pochi click</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Marco Muratore</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Less Python in PySpark: Techniques to reduce UDF usage</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Diego Martin</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Switching from batch ETL to streaming pipelines</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Francesco Bruni</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>Talk</td>\n",
       "      <td>The matchmaking system in Hearthstone: how to simulate it with Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Giulio Giorgio</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>Talk</td>\n",
       "      <td>You don't have to be mad to work here, but it helps</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Cat Lamin</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Why should kids learn to code and how can we help?</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Cat Lamin</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Una formula, molte molecole: usare Python e metodi metaeuristici per determinare proprietà molecolari</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Giordano Mancini</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>Talk</td>\n",
       "      <td>A Multi-Patient Data Driven Approach to Blood Glucose Prediction</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Stefano Terna</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Learning from Constraints: a Distributed and Privacy-Preserving Approach</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Francesco Farina</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>Training</td>\n",
       "      <td>Pythonic Objects: idiomatic OOP in Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Luciano Ramalho</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Mastering Mock Object Library to Write Better Unit Tests</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Sunaina Pai</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>Talk</td>\n",
       "      <td>MVP, is never just a MVP</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Suryansh Tibarewal</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Learning and using \"new generation\" blockchain with Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Paolo D'Onorio De Meo</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Learning from Constraints: un Appoccio Distribuito e Privacy-Preserving</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Francesco Farina</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>Talk</td>\n",
       "      <td>BigData e Apache Spark</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Domenico Gioia</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Automating massively-scalable operational pipelines with AutoML and Apache Airflow</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Advanced</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Zubin John</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Python and the MySQL 8.0 Document Store</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Frédéric Descamps</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Python e MySQL 8.0 Document Store</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Frédéric Descamps</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Building Python Modules using @rustlang</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Jayesh Katta Ramalingaiah</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Python in Computer Vision</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Tariro Chagwiza</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Tornado web services on asyncio</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Stefan Behnel</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Developing a Data Strategy in a start-up environment</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Pietro Mascolo</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Python and MongoDB with Ming</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Walter Danilo Galante</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Genropy e lo storage di file in cloud</td>\n",
       "      <td>PyBusiness</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Francesco Porcari</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>Talk</td>\n",
       "      <td>La fatturazione elettronica con Erpy.</td>\n",
       "      <td>PyBusiness</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Giovanni Porcari</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Building footprint extraction using semantic segmentation</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Shubham Goel</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>Talk</td>\n",
       "      <td>A Plain English Overview of Text Mining Techniques</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Tariq Rashid</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>Talk</td>\n",
       "      <td>La sicurezza dei database MySQL (con speciale attenzione alla GDPR)</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Marco Carlessi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Serverless WebSocket con API Gateway e AWS Lambda</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Matteo Zuccon</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Talk</td>\n",
       "      <td>MySQL e le architetture a micro servizi</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Marco Carlessi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Il matchmaking in Hearthstone: come simularlo in Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Giulio Giorgio</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Being Pragmatic: a Simple Developer Mindset</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Gianluca Romanin</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>Talk</td>\n",
       "      <td>concurrent.futures.RpcExecutor: modern python rpc protocol</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Simone Marzola</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Celery pseudoservices</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Simone Gasbarroni</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>Training</td>\n",
       "      <td>Trasformiamo i nostri dati in un applicativo con Genropy</td>\n",
       "      <td>PyBusiness</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Francesco Porcari</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Ticket e task in Erpy</td>\n",
       "      <td>PyBusiness</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Francesco Porcari</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>Talk</td>\n",
       "      <td>The Future of Chatbots in the Travel Industry</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Prabh Simran Baweja</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>Talk</td>\n",
       "      <td>How to build and e-commerce website with Odoo</td>\n",
       "      <td>PyBusiness</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Davide Corio</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Share Python libraries between AWS Lambda Functions &amp; Layers and continuously deploy with Terraform</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Toshiya Doi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Serverless App Showdown: How to choose the right cloud provider</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Michelle Brenner</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Custom design patterns per lavorare meglio in team</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Paolo Ferretti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Talk</td>\n",
       "      <td>ldap3 - come nasce (e cresce) un progetto open source</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Giovanni Cannata</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Use the Zen, Luke!</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Lorenzo Mele</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Python and Serverless - instant cooking for snakes owners</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Pietro Brunetti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Converting your last Python 2 program to Python 3 - The Why and How</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Yan Orestes</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Artisanal Async Adventures</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Jonas Obrist</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Adoption of Serverless in Python</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Tilak T</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Let's bring a piece of code on the cloud</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Lorenzo Mele</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>Talk</td>\n",
       "      <td>GoalSurvival - using Python to scrape football scoring events and to perform survival analysis</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Joaquim Borges</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Towards Interpretable Visual Question Answering via Compositional Reasoning</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Vedika Agarwal</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Python e MongoDB con Ming</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Walter Danilo Galante</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>Talk</td>\n",
       "      <td>What the *** happened to this car??</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Nicolas Pierre</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Creative Coding with Python and P5js</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Tariq Rashid</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Recognition of Inlet wet Food to Drying Process Through a Deep Learning Approach</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Roberto Moscetti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Talk</td>\n",
       "      <td>MySQL Shell : the best DBA tool ? - How to use the MySQL Shell as a Python framework for DBAs</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Frédéric Descamps</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>Talk</td>\n",
       "      <td>MySQL and micro service architectures</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Marco Carlessi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>Talk</td>\n",
       "      <td>7 Deadly Sins of React</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Ersel Aker</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Costruire un sito e-commerce con Odoo</td>\n",
       "      <td>PyBusiness</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Davide Corio</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Engineering Fashion Technology and Human Organs: Interdisciplinary making for better wellbeing</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Rachel Konichiwakitty</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Ereditá delle View Django: come usare le Class View</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Matteo Scarpa</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>Talk</td>\n",
       "      <td>MySQL HA cosi facile?... è pazzesco!</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Frédéric Descamps</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>Talk</td>\n",
       "      <td>G3W-Suite, una suite dedicata alla pubblicazione su web di progetti cartografici e alla loro gestion</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Walter Lorenzetti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Editing di Django models nel front-end</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Mario Orlandi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Python + Neo4j: How a Graph DB can make a transit app more intelligent</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Navid Nobani</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Security for MySQL database (and GDPR)</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Marco Carlessi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Boxes and packets - only one obvious way to do them?</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Pietro Brunetti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>Talk</td>\n",
       "      <td>Modern Tech meets Traditional Music: Assisting Angklung Rehearsals with Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Trapsilo Bumi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>Talk</td>\n",
       "      <td>MySQL HA do easy that's insane !</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Frédéric Descamps</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rankings = pd.read_csv('./ranking_pyconx.txt', sep='~', skiprows=1, header=0)\n",
    "rankings.drop('TID', axis=1, inplace=True)\n",
    "rankings.drop('Duration', axis=1, inplace=True)\n",
    "\n",
    "union_jack = '\\U0001F1EC\\U0001F1E7'\n",
    "tricolore = '\\U0001F1EE\\U0001F1F9'\n",
    "female = '\\U0001f469\\u200d\\U0001f3a4'\n",
    "male = '\\U0001f468\\u200d\\U0001f3a4'\n",
    "\n",
    "rankings.Gender = rankings.Gender.apply(lambda g: '+'.join(female if l=='female' else male \n",
    "                                         for l in g.split('+')))\n",
    "rankings.Lang = rankings.Lang.apply(lambda l: union_jack if l=='en' else tricolore)\n",
    "pd.set_option('display.max_rows', rankings.index.size)\n",
    "pd.set_option('display.max_colwidth', 300)\n",
    "\n",
    "rankings.index = np.arange(1, rankings.index.size+1)\n",
    "\n",
    "HTML(rankings.to_html())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "trainings = rankings[rankings['Type'].values == 'Training']\n",
    "talks = rankings[rankings['Type'].values == 'Talk']\n",
    "\n",
    "# Drop cols\n",
    "trainings = trainings.drop('Type', axis=1)\n",
    "talks = talks.drop('Type', axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a name=\"stats\"></a>\n",
    "# Stats"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Speakers Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import defaultdict\n",
    "speakers = defaultdict(set)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i, speaker in enumerate(rankings.Speakers.values):\n",
    "    for j, name in enumerate(speaker.split(',')):\n",
    "        gender = rankings.Gender[i+1].split('+')[j]\n",
    "        speakers[gender].add(name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "187\n"
     ]
    }
   ],
   "source": [
    "count_speakers = sum(len(s) for s in speakers.values())\n",
    "print(count_speakers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "👨‍🎤 --> 159\n",
      "👩‍🎤 --> 28\n"
     ]
    }
   ],
   "source": [
    "for k in speakers:\n",
    "    print('{} --> {}'.format(k, len(speakers[k])))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Talks Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Talks --> 257\n",
      "Trainings --> 20\n"
     ]
    }
   ],
   "source": [
    "print('Talks --> {}'.format(talks.index.size))\n",
    "print('Trainings --> {}'.format(trainings.index.size))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Lang"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "🇬🇧    200\n",
       "🇮🇹     77\n",
       "Name: Lang, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rankings.Lang.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Level"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Beginner        157\n",
       "Intermediate    111\n",
       "Advanced          9\n",
       "Name: Level, dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rankings.Level.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a name=\"trainings\"></a>\n",
    "# Trainings Ranking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Title</th>\n",
       "      <th>Track</th>\n",
       "      <th>Level</th>\n",
       "      <th>Lang</th>\n",
       "      <th>Speakers</th>\n",
       "      <th>Gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>PyTorch from the ground up</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alessandro Re</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Kubernetes 101 for Python Developer</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Christian Barra</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Geospatial analysis with Python</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Francesco Bruni</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TDD in Python with pytest</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Leonardo Giordani</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Creare una Dashboard con Flask e Vue.js</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Gianfranco Castro</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>But I never wanted to do DevOps!</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Daniele Procida</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Human Mobility Analysis: from the theory to the practice</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Luca Pappalardo</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Playing with Data by using of Python, Pandas</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Abhijeet Mote</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Securing a Python applications</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Tilak T</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>How to learn the world in Keras</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Prakhar Srivastava</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Dive into Object-oriented Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Leonardo Giordani</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Deep Diving into GANs: form theory to production</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Michele De Simoni</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>BigData e Apache Spark</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Domenico Gioia</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Object Oriented Programming in Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Lakshmi Boggaram</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Dive into Object-oriented Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Leonardo Giordani</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Get started with asyncio and Tornado web services</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Stefan Behnel</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Reincarnating Shakespeare with Recurrent Neural Networks</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Vaibhav Srivastava</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Developing for Voice User Interfaces</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Suryansh Tibarewal</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Pythonic Objects: idiomatic OOP in Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Luciano Ramalho</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Trasformiamo i nostri dati in un applicativo con Genropy</td>\n",
       "      <td>PyBusiness</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Francesco Porcari</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trainings.index = np.arange(1, trainings.index.size+1)\n",
    "HTML(trainings.to_html())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a name=\"talks\"></a>\n",
    "# Talks Ranking (per single Track)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"background-color: #FAFAFA\">\n",
    "    <a name=\"pydata\"></a>\n",
    "    <img src='logos/PyDataLogo-no-location.png' style=\"align: center;\" width=\"50%\" />\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Title</th>\n",
       "      <th>Track</th>\n",
       "      <th>Level</th>\n",
       "      <th>Lang</th>\n",
       "      <th>Speakers</th>\n",
       "      <th>Gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>A practical guide towards explainability and bias evaluation in machine learning</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alejandro Saucedo</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Please tell me why?! Explaining Machine Learning predictions in Python with Shap</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alessio Guerrieri</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Predicting Human Activity using Time Series Analysis</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Akul Mehra</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Deep learning: the final frontier for time series analysis and signal processing?</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alexandr Honchar</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Dimmi perchè?! Spiegare modelli Machine Learning in Python con Shap</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Alessio Guerrieri</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Meet dask and distributed: the unsung heroes of Python scientific data ecosystem.</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Advanced</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alessandro Amici</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Demystifying Network Science  with Python</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Avneet Kaur</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Deep Learning with PyTorch for Fun and Profit (Part III / Italian Edition: Divina Commedia)</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alexander Hendorf</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Deep learning the Bayesian way. Moving towards safer AI !</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Ayush Kumar Singh</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Hearing Colours and Seeing Sounds using Python</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Aakanksha Chouhan</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Kubeflow: portable and scalable machine learning on top of Kubernetes</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Akash Tandon</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>A Worked Intro to Scikit-learn</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Anders Bogsnes</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Machine learning approaches for road scene video analysis</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Andrea Benericetti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Text Extraction from PDFs made Easy</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Aakriti Jain</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Architectures for the real world: retina U-nets, prototypical networks and VA-GANs in PyTorch</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alessandro Re</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Spotting Sharks with the TensorFlow Object Detection API</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Andrew Carter</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Defence Against the Dark Arts: Adversarial ML</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Amit Kushwaha</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>AI and algorithmic art</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Cheuk Ho</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>How to help an international organisation transitioning to Python.</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alessandro Amici</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>What's trending this month?</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alisha Aneja</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Good features beat algorithms</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Pietro Mascolo</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Adaptive Online Geospatial Machine Learning</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Breno Freitas</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>TensorFlow 2.0: the Good and the Bad</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Michele De Simoni</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Python and Elasticsearch: An introduction</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Fabio Falzoi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Doing data science in the real world- Not the usual fairy tale !</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Daniel Ajisafe</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Introduction to deep learning for computer vision</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Daniel Ajisafe</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>You don't need n dimensions when you have pandas</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Pietro Battiston</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Deepfake: usare il deep learning per sostituire i volti</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>David Santucci</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Chatbot from zero to hero</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Gianluca Carucci,Fabrizio Romano</td>\n",
       "      <td>👨‍🎤+👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Pandas ecosystem 2019</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Marc Garcia</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Modern gold mining: Leveraging Deep Learning to predict GMV for 100k+ shops</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Breno Freitas</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Learning new words in English using Python</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Anuj Menta</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Forecasting and observing Airfare trends using Python and Neural Networks</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Anuj Menta</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Let the AI Do the Talk: Adventures with Natural Language Generation</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Marco Bonzanini</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Probabilistic Programming and Bayesian Deep Learning</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Sandeep Saurabh</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Non ti servono n dimensioni quando hai pandas</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Pietro Battiston</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>NLP researchers on language modelling : What do they know? Do they know things? Let's find out!</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Arnav Arora</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Using Python and machine learning to detect the replay of memories in the hippocampus</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Pietro Marchesi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Let’s talk about MLOps</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Christian Barra</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Machine learning workflow con Apache Airflow</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Claudio Masolo</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Data analysis in Python - come in, don't get lost</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Pietro Battiston</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Analisi di dati in Python - ti serve una cartina?</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Pietro Battiston</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Robust and charming dataviz with RainCloud Plots</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Davide Poggiali</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Matematica e fisica al liceo con Python e Jupyter</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Davide Passaro</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Does rain cause traffic delays? Weather and geophysical processing for data scientists.</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Michael Salib</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Machine Learning behind chatbots</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Bhavani Ravi</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Introduction to Face Processing with Computer Vision</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Gabriel Bianconi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>A primer on manifold dimensionality reduction techniques</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Pietro Mascolo</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Extracting tabular data from PDFs with Camelot &amp; Excalibur</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Vinayak Mehta</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>MACHINE LEARNING FOR INVENTORY MANAGEMENT</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Laura De Stefanis</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Deep Learning in Python: Image Recognition for Anime Characters</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Iskandar Setiadi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Plot at first sight!</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Fabrizio Ruffini</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>What is your Machine learning test score?</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Tania Allard</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Object detection and Human recognition with YOLO in Python</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Kajal Puri</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Looking through the window of the Azerbaijani Laundromat</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Martin Ruskov</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Image Classification using Deep Learning (Capsule Networks)</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Sandeep Saurabh</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Multi-modal classification with PyTorch</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Jennifer Seale</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Building world-class data processing pipelines using Apache Airflow</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Hrvoje Gazibara</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>CalcoloGrafia: riconoscimento ed esecuzione di calcoli scritti a mano</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Omar Rampado</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Deep Learning for brain MRI segmentation: Big Data, AI and HPC meet together</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Giuseppe Di Bernardo</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Text Summarisation made fun!</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Harshdeep Singh</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Hippo: Framework di testing basato su scikit-learn</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Thomas Bridi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>AbracaGAN: introduction to the almost magical world of GANs</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Michele De Simoni</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Generative models - Building algorithms capable of imagination</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Prakhar Srivastava</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Association Rules Mining Using Python Generators and Pandas to Handle Large Datasets</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Pacham Pacham Sri Srinivasan</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Do more with Twitter data: Understanding the people behind the Tweet</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Karishma Babbar</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Everything your model doesn't know</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Simone Scardapane</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Open Notebook Science: Ricerca libera e riproducibile con Python</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Marco Scarselli</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Beating the bookies in football – predicting matches with Machine Learning</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Michał Górnik</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Developing Natural Language Processing Applications using Python</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Saloni Garg</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Building a Data Pipeline with Observability in Mind</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Jiaqi Liu</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>One formula, many molecules: using metaheuristics and Python to run molecular simulations.</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Giordano Mancini</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Identification of anomalous shutdown in Vehicle Tracking Units: a practical machine learning problem</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Luca Bravi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Bayesian Modeling and MCMC sampling with PyMC3</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Shreya Khurana</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Build text classification models ( CBOW and Skip-gram) with FastText in python</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Kajal Puri</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Let's predict the weather! Building a real time global rain forecaster.</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Michael Salib</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>BigData e Apache Cassandra</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Domenico Gioia</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>A zero to Hero training on Text Mining and NLP</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Navid Nobani</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Analyzing geospatial data using geopandas</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Marvin Bensch</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Sviluppare una data strategy in una start-up</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Pietro Mascolo</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Demystifying Natural Language Processing using Python (Scikit-Learn/ Keras)</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Vaibhav Srivastava</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Learning to drive with deep neural networks</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Leonardo Sarti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>RedisAI</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Luca Antiga</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Diagrammi phi-delta: implementazione di un tool visivo per sistemi di Machine Learning</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Advanced</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Giuliano Armano</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>The art of building a sophisticated psychologist with Python</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Harshinee Sriram</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Dummies guide to Spark (using Python)!</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Harshdeep Singh</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Less Python in PySpark: Techniques to reduce UDF usage</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Diego Martin</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Una formula, molte molecole: usare Python e metodi metaeuristici per determinare proprietà molecolari</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Giordano Mancini</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>A Multi-Patient Data Driven Approach to Blood Glucose Prediction</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Stefano Terna</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Learning from Constraints: a Distributed and Privacy-Preserving Approach</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Francesco Farina</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Learning from Constraints: un Appoccio Distribuito e Privacy-Preserving</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Francesco Farina</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>BigData e Apache Spark</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Domenico Gioia</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Automating massively-scalable operational pipelines with AutoML and Apache Airflow</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Advanced</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Zubin John</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Developing a Data Strategy in a start-up environment</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Pietro Mascolo</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Building footprint extraction using semantic segmentation</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Shubham Goel</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>A Plain English Overview of Text Mining Techniques</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Tariq Rashid</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>The Future of Chatbots in the Travel Industry</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Prabh Simran Baweja</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>GoalSurvival - using Python to scrape football scoring events and to perform survival analysis</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Joaquim Borges</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Towards Interpretable Visual Question Answering via Compositional Reasoning</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Vedika Agarwal</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>What the *** happened to this car??</td>\n",
       "      <td>PyData</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Nicolas Pierre</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pydataers = talks[talks['Track'].values == 'PyData']\n",
    "pydataers.index = np.arange(1, pydataers.index.size+1)\n",
    "HTML(pydataers.to_html())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Talks Proposed:  100\n",
      "\n",
      "Language of Talks Proposed: \n",
      "🇬🇧    84\n",
      "🇮🇹    16\n",
      "Name: Lang, dtype: int64\n",
      "\n",
      "Levels of Talks Proposed: \n",
      "Beginner        49\n",
      "Intermediate    48\n",
      "Advanced         3\n",
      "Name: Level, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print('Number of Talks Proposed: ', pydataers.index.size, end='\\n\\n')\n",
    "\n",
    "print('Language of Talks Proposed: ')\n",
    "print(pydataers.Lang.value_counts(), end='\\n\\n')\n",
    "\n",
    "print('Levels of Talks Proposed: ')\n",
    "print(pydataers.Level.value_counts())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a name=\"pylang\"></a>\n",
    "##  Track `Python & Friends` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Title</th>\n",
       "      <th>Track</th>\n",
       "      <th>Level</th>\n",
       "      <th>Lang</th>\n",
       "      <th>Speakers</th>\n",
       "      <th>Gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Python Standard Library, the hidden gems</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Alessandro Molina</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Uno sguardo alle Dataclasses: quando una namedtuple non basta</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Alessandro Cucci</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sviluppare per Alexa in Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Alberto Anceschi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Algoritmo di Routing Multi-Obiettivo di Veicoli Elettrici con vincoli di ricarica lungo il percorso</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Alessandro Betti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Sharing is Caring! - how to free the CPU from message passing hell - shared memory saved the day</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Andrei Neagu</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>An insight into Python Garbage Collection</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Fabio Falzoi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Understanding Caching in Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Chirag Shah</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Understanding multithreading by deciphering the cpython interpreter source code.</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Chirag Shah</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Thinking functionally: Introduction to FP in Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alisha Aneja</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>How to write a JIT compiler in 30 minutes</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Advanced</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Antonio Cuni</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Understanding how a malware works using Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Yan Orestes</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Clean architectures in Python: why, what, how</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Leonardo Giordani</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Clean architectures in Python: perché, cosa, come</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Leonardo Giordani</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Refactoring con i test in Python: un esempio pratico</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Leonardo Giordani</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>26 librerie in 40 minuti</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Danilo Abbasciano</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>#STOPCODING. Alziamo le mani dalla tastiera e iniziamo a capire e risolvere i problemi!</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Gabriele Giaccari</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>TDD in Python con pytest</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Leonardo Giordani</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Say No to the Dependency Hell: Proper Management of Software Dependencies</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Ivan Pashchenko</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Good code documents itself and other lies</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Tania Allard</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Get native with Cython</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Stefan Behnel</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Using Python to create political acts</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Felipe Cabral</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Ternary CPUs: how they work and how Python helps designing one</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Advanced</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Cesare Di Mauro</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>My way. Story of resistance: Python vs PHP</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Anastasiia Tymoshchuk</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Importing anything from anywhere</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Hrvoje Gazibara</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Apprendimento permanente e futuro dell'istruzione superiore: il caso OMSCS</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Alan Franzoni</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Flying Python: How to control your drone with Python, a Raspberry Pi and a lot of tape!</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Franco Minucci</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Advanced test patterns with pytest</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Massimiliano Pippi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Documentation in practice</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Daniele Procida</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>The world's simplest, cheapest plotter</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Daniele Procida</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Py2Nim: compiling Python to idiomatic code in statically typed languages</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alexander Ivanov</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Perceiving Python Programming Paradigms</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Jigyasa Grover</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Stereotypes, Role Models &amp; Learning to Code</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Cat Lamin</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>How to build a pizza-bot and chat with him to order your custom Capricciosa</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>David Santucci</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Flying Python: Controlla il tuo drone con Python, un Raspberry Pi e tanto nastro adesivo!</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Franco Minucci</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Work smarter, not harder: task automation with Pyinvoke</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Massimiliano Pippi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Beyond Paradigms: key features for better Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Luciano Ramalho</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>A Tour of the Python Standard Libaray</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Niklas Meinzer</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Bitcoin 101 con Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Mirko Bonasorte</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>How to write 15 tests in 15 minutes</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Suryansh Tibarewal</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>pyCAIR: Content Aware Image Resizing in Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Chirag Shah</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Escaping the hell of the None type checking</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Kendrick Tan</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Scatole e pacchetti - Un solo modo ovvio per farli?</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Pietro Brunetti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Set Practice: learning from Python's set types</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Luciano Ramalho</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Refactoring with tests in Python: a practical example</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Leonardo Giordani</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Non e' una DataViz per vecchi</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Fabrizio Ruffini</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>An Introduction to Meta-Development Tasks for Releasing Open Source Python Packages</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Susam Pal</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Sviluppo di interfacce grafiche con wxPython</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Roberto Pancaldi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Using PuLP for Optimizing Train Scheduling for Indian Railways</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Chetan Chauhan</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Protecting Privacy and Security — For Yourself and Your Community</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Justin Mayer</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>openvas_lib: eseguire scansioni di vulnerabilità con python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Loredana Sideri</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>TFW your country is funding Open Source development</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Riccardo Magliocchetti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Switching from batch ETL to streaming pipelines</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Francesco Bruni</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>The matchmaking system in Hearthstone: how to simulate it with Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Giulio Giorgio</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>You don't have to be mad to work here, but it helps</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Cat Lamin</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Why should kids learn to code and how can we help?</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Cat Lamin</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Mastering Mock Object Library to Write Better Unit Tests</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Sunaina Pai</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>MVP, is never just a MVP</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Suryansh Tibarewal</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Learning and using \"new generation\" blockchain with Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Paolo D'Onorio De Meo</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Building Python Modules using @rustlang</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Jayesh Katta Ramalingaiah</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Python in Computer Vision</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Tariro Chagwiza</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Il matchmaking in Hearthstone: come simularlo in Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Giulio Giorgio</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Being Pragmatic: a Simple Developer Mindset</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Gianluca Romanin</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Custom design patterns per lavorare meglio in team</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Paolo Ferretti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>ldap3 - come nasce (e cresce) un progetto open source</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Giovanni Cannata</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Use the Zen, Luke!</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Lorenzo Mele</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Converting your last Python 2 program to Python 3 - The Why and How</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Yan Orestes</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Artisanal Async Adventures</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Jonas Obrist</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Creative Coding with Python and P5js</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Tariq Rashid</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Recognition of Inlet wet Food to Drying Process Through a Deep Learning Approach</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Roberto Moscetti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Engineering Fashion Technology and Human Organs: Interdisciplinary making for better wellbeing</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Rachel Konichiwakitty</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Python + Neo4j: How a Graph DB can make a transit app more intelligent</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Navid Nobani</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Boxes and packets - only one obvious way to do them?</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Pietro Brunetti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Modern Tech meets Traditional Music: Assisting Angklung Rehearsals with Python</td>\n",
       "      <td>Python &amp; Friends</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Trapsilo Bumi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pylang = talks[talks['Track'].values == 'Python & Friends']\n",
    "pylang.index = np.arange(1, pylang.index.size+1)\n",
    "HTML(pylang.to_html())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Talks Proposed:  73\n",
      "\n",
      "Language of Talks Proposed: \n",
      "🇬🇧    54\n",
      "🇮🇹    19\n",
      "Name: Lang, dtype: int64\n",
      "\n",
      "Levels of Talks Proposed: \n",
      "Beginner        51\n",
      "Intermediate    20\n",
      "Advanced         2\n",
      "Name: Level, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print('Number of Talks Proposed: ', pylang.index.size, end='\\n\\n')\n",
    "\n",
    "print('Language of Talks Proposed: ')\n",
    "print(pylang.Lang.value_counts(), end='\\n\\n')\n",
    "\n",
    "print('Levels of Talks Proposed: ')\n",
    "print(pylang.Level.value_counts())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a name=\"pyweb\"></a>\n",
    "## Track `PyWeb & DevOps` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Title</th>\n",
       "      <th>Track</th>\n",
       "      <th>Level</th>\n",
       "      <th>Lang</th>\n",
       "      <th>Speakers</th>\n",
       "      <th>Gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Communicating Between Microservices</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Anton Caceres</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Building a Celery alternative in Django on Kubernetes</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alec Clowes</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Porting your Python web app to serverless in 30 minutes</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alex Casalboni</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Configuration management and service discovery in a serverless world</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Advanced</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Alex Casalboni</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Scrivere i primi test frontend con python? Si Può!</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Fiorella De Luca</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Darkweb + Python: discover, analyze and extract information from hidden services</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Jose Manuel Ortega</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Growing vegetables with Python</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Christian Barra</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Ravioli vs Pelmeni software architecture (microservices vs services)</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Anastasiia Tymoshchuk</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Python Website is Slow? Think Again!</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Iskandar Setiadi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Mappe 🗺️ con GeoDjango 🌎, PostGIS 🐘 e Leaflet 🍃</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Paolo Melchiorre</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Asynchronous Web Development with Flask</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Miguel Grinberg</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>TurboGears 2.4, 10 years of redesigning a web framework</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Alessandro Molina</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Using Vault to better protect your secrets.</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Bryce Verdier</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Immagino: un racconto di serverless e codeless (più o meno).</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Christian Strappazzon</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Cyber security auditing with python tools</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Jose Manuel Ortega</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Quando la tua applicazione Django non va abbastanza veloce</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Riccardo Magliocchetti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Using OpenAPI (and Python) to standardize a Country's API Ecosystem</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Roberto Polli</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Pipenv per la gestione delle dipendenze negli ambienti di sviluppo e di produzione</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Marco Santamaria</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Real world Graphene - lessons learned from building a GraphQL API on top of a large Django project</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Marcin Gębala</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Basta problemi con tensorflow usando Docker &amp; Nvidia Docker</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Nicola Landro</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Usa lo Zen, Luke!</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Lorenzo Mele</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Web Automation con Selenium Web Driver: browser automation per i nostri progetti web</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Gianfranco Castro</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>DevOps - La rivoluzione industriale nell'era dell'informazione</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Giovanni Cannata</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Internet delle cose con Redis e django-channels</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Mario Orlandi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Decoupling Django with Django REST (and a sprinkle of React)</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Valentino Gagliardi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Service discovery</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Davide Setti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Python &amp; Serverless: Refactor your monolith piece by piece</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Giuseppe Vallarelli</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>TemPy! Una alternativa al templating tradizionale usando solo Python.</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Federico Cerchiari</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>From Monolith to Microservices: Design, Build, Deploy, Learn</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Elmer Thomas</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Python &amp; Serverless: Refactor your monolith piece by piece (Ita)</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Giuseppe Vallarelli</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Introduzione a Pyramid Web Framework</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Diego Mazzanti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Serverless or Containers?: two options to run python code in the cloud.</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Marco Pavanelli</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Levers to deliver great solutions</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Christian Barra</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>È facile gestire un progetto Django se sai come farlo!</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Raffaele Colace</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Microservices at Scale</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Jordi Soucheiron</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Continuous Delivery in the era of Kubernetes and OpenShift</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Advanced</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Peter Bittner</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Web applications and web services aren’t secure as we think</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Tilak T</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Python e Serverless: Cucina istantanea per proprietari di pitoni</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Pietro Brunetti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Deploy immutabili con Docker e infrastructure as code</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Paolo Ferretti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Building serverless bot like a pro</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Vaibhav Singh</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Portiamo un pezzo di codice sul Cloud</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Lorenzo Mele</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Analizzare Django con i raggi X</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Martino Pizzol</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Realizziamo un sistema di acquisizione dati IOT con Trueverit</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Advanced</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Simone Fardella</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Going Serverless with Python</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Jorge Luis Galvis Quintero</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Tornado web services on asyncio</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Stefan Behnel</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Serverless WebSocket con API Gateway e AWS Lambda</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Matteo Zuccon</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>concurrent.futures.RpcExecutor: modern python rpc protocol</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Simone Marzola</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Celery pseudoservices</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Simone Gasbarroni</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Share Python libraries between AWS Lambda Functions &amp; Layers and continuously deploy with Terraform</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Toshiya Doi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Serverless App Showdown: How to choose the right cloud provider</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Michelle Brenner</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Python and Serverless - instant cooking for snakes owners</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Pietro Brunetti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Adoption of Serverless in Python</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Tilak T</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Let's bring a piece of code on the cloud</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Lorenzo Mele</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>7 Deadly Sins of React</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Ersel Aker</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Ereditá delle View Django: come usare le Class View</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Matteo Scarpa</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>MySQL HA cosi facile?... è pazzesco!</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Frédéric Descamps</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>G3W-Suite, una suite dedicata alla pubblicazione su web di progetti cartografici e alla loro gestion</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Walter Lorenzetti</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Editing di Django models nel front-end</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Mario Orlandi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>MySQL HA do easy that's insane !</td>\n",
       "      <td>PyWeb &amp; DevOps</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Frédéric Descamps</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pyweb = talks[talks['Track'].values == 'PyWeb & DevOps']\n",
    "pyweb.index = np.arange(1, pyweb.index.size+1)\n",
    "HTML(pyweb.to_html())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Talks Proposed:  59\n",
      "\n",
      "Language of Talks Proposed: \n",
      "🇬🇧    32\n",
      "🇮🇹    27\n",
      "Name: Lang, dtype: int64\n",
      "\n",
      "Levels of Talks Proposed: \n",
      "Intermediate    34\n",
      "Beginner        22\n",
      "Advanced         3\n",
      "Name: Level, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print('Number of Talks Proposed: ', pyweb.index.size, end='\\n\\n')\n",
    "\n",
    "print('Language of Talks Proposed: ')\n",
    "print(pyweb.Lang.value_counts(), end='\\n\\n')\n",
    "\n",
    "print('Levels of Talks Proposed: ')\n",
    "print(pyweb.Level.value_counts())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a name=\"pydb\"></a>\n",
    "## Track `PyDatabase` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Title</th>\n",
       "      <th>Track</th>\n",
       "      <th>Level</th>\n",
       "      <th>Lang</th>\n",
       "      <th>Speakers</th>\n",
       "      <th>Gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Traversing the land of graph computing and databases</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Akash Tandon</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Choosing the right (managed) database in 2019</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Alex Casalboni</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>How Far Can You Stretch Your Elasticsearch?</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Nikolay Vasiliev</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Building Python Applications with MongoDB</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Joe Drumgoole</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>PostgreSQL on the kube</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Marco Nenciarini</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Applicazioni veloci per desktop - Tabelle/Maschere/Tab/Estrazioni in pochi click</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Marco Muratore</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Python and the MySQL 8.0 Document Store</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Frédéric Descamps</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Python e MySQL 8.0 Document Store</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Frédéric Descamps</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Python and MongoDB with Ming</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Walter Danilo Galante</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>La sicurezza dei database MySQL (con speciale attenzione alla GDPR)</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Marco Carlessi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>MySQL e le architetture a micro servizi</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Marco Carlessi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Python e MongoDB con Ming</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Walter Danilo Galante</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>MySQL Shell : the best DBA tool ? - How to use the MySQL Shell as a Python framework for DBAs</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Frédéric Descamps</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>MySQL and micro service architectures</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Marco Carlessi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Security for MySQL database (and GDPR)</td>\n",
       "      <td>PyDatabase</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Marco Carlessi</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pydb = talks[talks['Track'].values == 'PyDatabase']\n",
    "pydb.index = np.arange(1, pydb.index.size+1)\n",
    "HTML(pydb.to_html())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Talks Proposed:  15\n",
      "\n",
      "Language of Talks Proposed: \n",
      "🇬🇧    8\n",
      "🇮🇹    7\n",
      "Name: Lang, dtype: int64\n",
      "\n",
      "Levels of Talks Proposed: \n",
      "Beginner        14\n",
      "Intermediate     1\n",
      "Name: Level, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print('Number of Talks Proposed: ', pydb.index.size, end='\\n\\n')\n",
    "\n",
    "print('Language of Talks Proposed: ')\n",
    "print(pydb.Lang.value_counts(), end='\\n\\n')\n",
    "\n",
    "print('Levels of Talks Proposed: ')\n",
    "print(pydb.Level.value_counts())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a name=\"pybusiness\"></a>\n",
    "##  Track `PyBusiness` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Title</th>\n",
       "      <th>Track</th>\n",
       "      <th>Level</th>\n",
       "      <th>Lang</th>\n",
       "      <th>Speakers</th>\n",
       "      <th>Gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Python on IoT devices thanks to Mbed Linux OS</td>\n",
       "      <td>PyBusiness</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Diego Russo</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>What Football Captains and Tribal Chieftans Can Teach Us About Leading Software Teams</td>\n",
       "      <td>PyBusiness</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Ahmad Alhour</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Python to transform businesses and lives</td>\n",
       "      <td>PyBusiness</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Aashi Narula</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Quality:The Best Business Plan</td>\n",
       "      <td>PyBusiness</td>\n",
       "      <td>Intermediate</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Anubha Maneshwar</td>\n",
       "      <td>👩‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Mr.AUTOCLICK</td>\n",
       "      <td>PyBusiness</td>\n",
       "      <td>Advanced</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Cristiano Borotto</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Genropy e lo storage di file in cloud</td>\n",
       "      <td>PyBusiness</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Francesco Porcari</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>La fatturazione elettronica con Erpy.</td>\n",
       "      <td>PyBusiness</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Giovanni Porcari</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Ticket e task in Erpy</td>\n",
       "      <td>PyBusiness</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Francesco Porcari</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>How to build and e-commerce website with Odoo</td>\n",
       "      <td>PyBusiness</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇬🇧</td>\n",
       "      <td>Davide Corio</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Costruire un sito e-commerce con Odoo</td>\n",
       "      <td>PyBusiness</td>\n",
       "      <td>Beginner</td>\n",
       "      <td>🇮🇹</td>\n",
       "      <td>Davide Corio</td>\n",
       "      <td>👨‍🎤</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pybusiness = talks[talks['Track'].values == 'PyBusiness']\n",
    "pybusiness.index = np.arange(1, pybusiness.index.size+1)\n",
    "HTML(pybusiness.to_html())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Talks Proposed:  10\n",
      "\n",
      "Language of Talks Proposed: \n",
      "🇬🇧    5\n",
      "🇮🇹    5\n",
      "Name: Lang, dtype: int64\n",
      "\n",
      "Levels of Talks Proposed: \n",
      "Beginner        8\n",
      "Advanced        1\n",
      "Intermediate    1\n",
      "Name: Level, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print('Number of Talks Proposed: ', pybusiness.index.size, end='\\n\\n')\n",
    "\n",
    "print('Language of Talks Proposed: ')\n",
    "print(pybusiness.Lang.value_counts(), end='\\n\\n')\n",
    "\n",
    "print('Levels of Talks Proposed: ')\n",
    "print(pybusiness.Level.value_counts())"
   ]
  }
 ],
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