PyConX Conference Talks Ranking

pyconx_conference_talks_ranking.md

import pandas as pd
import numpy as np
from IPython.display import HTML 

Community Voting Results

Absolute Ranking

rankings = pd.read_csv('./ranking_pyconx.txt', sep='~', skiprows=1, header=0)
rankings.drop('TID', axis=1, inplace=True)
rankings.drop('Duration', axis=1, inplace=True)

union_jack = '\U0001F1EC\U0001F1E7'
tricolore = '\U0001F1EE\U0001F1F9'
female = '\U0001f469\u200d\U0001f3a4'
male = '\U0001f468\u200d\U0001f3a4'

rankings.Gender = rankings.Gender.apply(lambda g: '+'.join(female if l=='female' else male 
                                         for l in g.split('+')))
rankings.Lang = rankings.Lang.apply(lambda l: union_jack if l=='en' else tricolore)
pd.set_option('display.max_rows', rankings.index.size)
pd.set_option('display.max_colwidth', 300)

rankings.index = np.arange(1, rankings.index.size+1)

HTML(rankings.to_html())

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

trainings = rankings[rankings['Type'].values == 'Training']
talks = rankings[rankings['Type'].values == 'Talk']

# Drop cols
trainings = trainings.drop('Type', axis=1)
talks = talks.drop('Type', axis=1)

Stats

Speakers Stats

from collections import defaultdict
speakers = defaultdict(set)

for i, speaker in enumerate(rankings.Speakers.values):
    for j, name in enumerate(speaker.split(',')):
        gender = rankings.Gender[i+1].split('+')[j]
        speakers[gender].add(name)

count_speakers = sum(len(s) for s in speakers.values())
print(count_speakers)

187

for k in speakers:
    print('{} --> {}'.format(k, len(speakers[k])))

👨‍🎤 --> 159
👩‍🎤 --> 28

Talks Stats

print('Talks --> {}'.format(talks.index.size))
print('Trainings --> {}'.format(trainings.index.size))

Talks --> 257
Trainings --> 20

Lang

rankings.Lang.value_counts()

🇬🇧    200
🇮🇹     77
Name: Lang, dtype: int64

Level

rankings.Level.value_counts()

Beginner        157
Intermediate    111
Advanced          9
Name: Level, dtype: int64

Trainings Ranking

trainings.index = np.arange(1, trainings.index.size+1)
HTML(trainings.to_html())

	Title	Track	Level	Lang	Speakers	Gender
1	PyTorch from the ground up	PyData	Intermediate	🇬🇧	Alessandro Re	👨‍🎤
2	Kubernetes 101 for Python Developer	PyWeb & DevOps	Intermediate	🇬🇧	Christian Barra	👨‍🎤
3	Geospatial analysis with Python	PyData	Intermediate	🇬🇧	Francesco Bruni	👨‍🎤
4	TDD in Python with pytest	Python & Friends	Beginner	🇬🇧	Leonardo Giordani	👨‍🎤
5	Creare una Dashboard con Flask e Vue.js	PyWeb & DevOps	Beginner	🇮🇹	Gianfranco Castro	👨‍🎤
6	But I never wanted to do DevOps!	PyWeb & DevOps	Beginner	🇬🇧	Daniele Procida	👨‍🎤
7	Human Mobility Analysis: from the theory to the practice	PyData	Intermediate	🇬🇧	Luca Pappalardo	👨‍🎤
8	Playing with Data by using of Python, Pandas	PyData	Intermediate	🇬🇧	Abhijeet Mote	👨‍🎤
9	Securing a Python applications	PyWeb & DevOps	Beginner	🇬🇧	Tilak T	👨‍🎤
10	How to learn the world in Keras	PyData	Beginner	🇬🇧	Prakhar Srivastava	👨‍🎤
11	Dive into Object-oriented Python	Python & Friends	Beginner	🇬🇧	Leonardo Giordani	👨‍🎤
12	Deep Diving into GANs: form theory to production	PyData	Intermediate	🇬🇧	Michele De Simoni	👨‍🎤
13	BigData e Apache Spark	PyData	Beginner	🇬🇧	Domenico Gioia	👨‍🎤
14	Object Oriented Programming in Python	Python & Friends	Beginner	🇬🇧	Lakshmi Boggaram	👩‍🎤
15	Dive into Object-oriented Python	Python & Friends	Beginner	🇮🇹	Leonardo Giordani	👨‍🎤
16	Get started with asyncio and Tornado web services	PyWeb & DevOps	Intermediate	🇬🇧	Stefan Behnel	👨‍🎤
17	Reincarnating Shakespeare with Recurrent Neural Networks	PyData	Beginner	🇬🇧	Vaibhav Srivastava	👨‍🎤
18	Developing for Voice User Interfaces	PyWeb & DevOps	Beginner	🇬🇧	Suryansh Tibarewal	👨‍🎤
19	Pythonic Objects: idiomatic OOP in Python	Python & Friends	Beginner	🇬🇧	Luciano Ramalho	👨‍🎤
20	Trasformiamo i nostri dati in un applicativo con Genropy	PyBusiness	Beginner	🇮🇹	Francesco Porcari	👨‍🎤

Talks Ranking (per single Track)

pydataers = talks[talks['Track'].values == 'PyData']
pydataers.index = np.arange(1, pydataers.index.size+1)
HTML(pydataers.to_html())

	Title	Track	Level	Lang	Speakers	Gender
1	A practical guide towards explainability and bias evaluation in machine learning	PyData	Intermediate	🇬🇧	Alejandro Saucedo	👨‍🎤
2	Please tell me why?! Explaining Machine Learning predictions in Python with Shap	PyData	Intermediate	🇬🇧	Alessio Guerrieri	👨‍🎤
3	Predicting Human Activity using Time Series Analysis	PyData	Intermediate	🇬🇧	Akul Mehra	👨‍🎤
4	Deep learning: the final frontier for time series analysis and signal processing?	PyData	Intermediate	🇬🇧	Alexandr Honchar	👨‍🎤
5	Dimmi perchè?! Spiegare modelli Machine Learning in Python con Shap	PyData	Intermediate	🇮🇹	Alessio Guerrieri	👨‍🎤
6	Meet dask and distributed: the unsung heroes of Python scientific data ecosystem.	PyData	Advanced	🇬🇧	Alessandro Amici	👨‍🎤
7	Demystifying Network Science with Python	PyData	Intermediate	🇬🇧	Avneet Kaur	👩‍🎤
8	Deep Learning with PyTorch for Fun and Profit (Part III / Italian Edition: Divina Commedia)	PyData	Intermediate	🇬🇧	Alexander Hendorf	👨‍🎤
9	Deep learning the Bayesian way. Moving towards safer AI !	PyData	Intermediate	🇬🇧	Ayush Kumar Singh	👨‍🎤
10	Hearing Colours and Seeing Sounds using Python	PyData	Beginner	🇬🇧	Aakanksha Chouhan	👩‍🎤
11	Kubeflow: portable and scalable machine learning on top of Kubernetes	PyData	Intermediate	🇬🇧	Akash Tandon	👨‍🎤
12	A Worked Intro to Scikit-learn	PyData	Beginner	🇬🇧	Anders Bogsnes	👨‍🎤
13	Machine learning approaches for road scene video analysis	PyData	Intermediate	🇬🇧	Andrea Benericetti	👨‍🎤
14	Text Extraction from PDFs made Easy	PyData	Beginner	🇬🇧	Aakriti Jain	👩‍🎤
15	Architectures for the real world: retina U-nets, prototypical networks and VA-GANs in PyTorch	PyData	Intermediate	🇬🇧	Alessandro Re	👨‍🎤
16	Spotting Sharks with the TensorFlow Object Detection API	PyData	Intermediate	🇬🇧	Andrew Carter	👨‍🎤
17	Defence Against the Dark Arts: Adversarial ML	PyData	Intermediate	🇬🇧	Amit Kushwaha	👨‍🎤
18	AI and algorithmic art	PyData	Beginner	🇬🇧	Cheuk Ho	👩‍🎤
19	How to help an international organisation transitioning to Python.	PyData	Beginner	🇬🇧	Alessandro Amici	👨‍🎤
20	What's trending this month?	PyData	Beginner	🇬🇧	Alisha Aneja	👩‍🎤
21	Good features beat algorithms	PyData	Beginner	🇬🇧	Pietro Mascolo	👨‍🎤
22	Adaptive Online Geospatial Machine Learning	PyData	Intermediate	🇬🇧	Breno Freitas	👨‍🎤
23	TensorFlow 2.0: the Good and the Bad	PyData	Beginner	🇬🇧	Michele De Simoni	👨‍🎤
24	Python and Elasticsearch: An introduction	PyData	Beginner	🇬🇧	Fabio Falzoi	👨‍🎤
25	Doing data science in the real world- Not the usual fairy tale !	PyData	Intermediate	🇬🇧	Daniel Ajisafe	👨‍🎤
26	Introduction to deep learning for computer vision	PyData	Intermediate	🇬🇧	Daniel Ajisafe	👨‍🎤
27	You don't need n dimensions when you have pandas	PyData	Beginner	🇬🇧	Pietro Battiston	👨‍🎤
28	Deepfake: usare il deep learning per sostituire i volti	PyData	Intermediate	🇮🇹	David Santucci	👨‍🎤
29	Chatbot from zero to hero	PyData	Beginner	🇮🇹	Gianluca Carucci,Fabrizio Romano	👨‍🎤+👨‍🎤
30	Pandas ecosystem 2019	PyData	Intermediate	🇬🇧	Marc Garcia	👨‍🎤
31	Modern gold mining: Leveraging Deep Learning to predict GMV for 100k+ shops	PyData	Intermediate	🇬🇧	Breno Freitas	👨‍🎤
32	Learning new words in English using Python	PyData	Beginner	🇬🇧	Anuj Menta	👨‍🎤
33	Forecasting and observing Airfare trends using Python and Neural Networks	PyData	Beginner	🇬🇧	Anuj Menta	👨‍🎤
34	Let the AI Do the Talk: Adventures with Natural Language Generation	PyData	Beginner	🇬🇧	Marco Bonzanini	👨‍🎤
35	Probabilistic Programming and Bayesian Deep Learning	PyData	Beginner	🇬🇧	Sandeep Saurabh	👨‍🎤
36	Non ti servono n dimensioni quando hai pandas	PyData	Beginner	🇮🇹	Pietro Battiston	👨‍🎤
37	NLP researchers on language modelling : What do they know? Do they know things? Let's find out!	PyData	Beginner	🇬🇧	Arnav Arora	👨‍🎤
38	Using Python and machine learning to detect the replay of memories in the hippocampus	PyData	Beginner	🇬🇧	Pietro Marchesi	👨‍🎤
39	Let’s talk about MLOps	PyData	Intermediate	🇬🇧	Christian Barra	👨‍🎤
40	Machine learning workflow con Apache Airflow	PyData	Beginner	🇮🇹	Claudio Masolo	👨‍🎤
41	Data analysis in Python - come in, don't get lost	PyData	Beginner	🇬🇧	Pietro Battiston	👨‍🎤
42	Analisi di dati in Python - ti serve una cartina?	PyData	Beginner	🇮🇹	Pietro Battiston	👨‍🎤
43	Robust and charming dataviz with RainCloud Plots	PyData	Beginner	🇬🇧	Davide Poggiali	👨‍🎤
44	Matematica e fisica al liceo con Python e Jupyter	PyData	Beginner	🇮🇹	Davide Passaro	👨‍🎤
45	Does rain cause traffic delays? Weather and geophysical processing for data scientists.	PyData	Intermediate	🇬🇧	Michael Salib	👨‍🎤
46	Machine Learning behind chatbots	PyData	Intermediate	🇬🇧	Bhavani Ravi	👩‍🎤
47	Introduction to Face Processing with Computer Vision	PyData	Beginner	🇬🇧	Gabriel Bianconi	👨‍🎤
48	A primer on manifold dimensionality reduction techniques	PyData	Intermediate	🇬🇧	Pietro Mascolo	👨‍🎤
49	Extracting tabular data from PDFs with Camelot & Excalibur	PyData	Beginner	🇬🇧	Vinayak Mehta	👨‍🎤
50	MACHINE LEARNING FOR INVENTORY MANAGEMENT	PyData	Intermediate	🇬🇧	Laura De Stefanis	👩‍🎤
51	Deep Learning in Python: Image Recognition for Anime Characters	PyData	Beginner	🇬🇧	Iskandar Setiadi	👨‍🎤
52	Plot at first sight!	PyData	Beginner	🇬🇧	Fabrizio Ruffini	👨‍🎤
53	What is your Machine learning test score?	PyData	Intermediate	🇬🇧	Tania Allard	👩‍🎤
54	Object detection and Human recognition with YOLO in Python	PyData	Beginner	🇬🇧	Kajal Puri	👩‍🎤
55	Looking through the window of the Azerbaijani Laundromat	PyData	Beginner	🇬🇧	Martin Ruskov	👨‍🎤
56	Image Classification using Deep Learning (Capsule Networks)	PyData	Beginner	🇬🇧	Sandeep Saurabh	👨‍🎤
57	Multi-modal classification with PyTorch	PyData	Intermediate	🇬🇧	Jennifer Seale	👩‍🎤
58	Building world-class data processing pipelines using Apache Airflow	PyData	Intermediate	🇬🇧	Hrvoje Gazibara	👨‍🎤
59	CalcoloGrafia: riconoscimento ed esecuzione di calcoli scritti a mano	PyData	Intermediate	🇮🇹	Omar Rampado	👨‍🎤
60	Deep Learning for brain MRI segmentation: Big Data, AI and HPC meet together	PyData	Intermediate	🇬🇧	Giuseppe Di Bernardo	👨‍🎤
61	Text Summarisation made fun!	PyData	Intermediate	🇬🇧	Harshdeep Singh	👨‍🎤
62	Hippo: Framework di testing basato su scikit-learn	PyData	Intermediate	🇮🇹	Thomas Bridi	👨‍🎤
63	AbracaGAN: introduction to the almost magical world of GANs	PyData	Intermediate	🇬🇧	Michele De Simoni	👨‍🎤
64	Generative models - Building algorithms capable of imagination	PyData	Intermediate	🇬🇧	Prakhar Srivastava	👨‍🎤
65	Association Rules Mining Using Python Generators and Pandas to Handle Large Datasets	PyData	Intermediate	🇬🇧	Pacham Pacham Sri Srinivasan	👨‍🎤
66	Do more with Twitter data: Understanding the people behind the Tweet	PyData	Beginner	🇬🇧	Karishma Babbar	👩‍🎤
67	Everything your model doesn't know	PyData	Intermediate	🇬🇧	Simone Scardapane	👨‍🎤
68	Open Notebook Science: Ricerca libera e riproducibile con Python	PyData	Beginner	🇮🇹	Marco Scarselli	👨‍🎤
69	Beating the bookies in football – predicting matches with Machine Learning	PyData	Intermediate	🇬🇧	Michał Górnik	👨‍🎤
70	Developing Natural Language Processing Applications using Python	PyData	Beginner	🇬🇧	Saloni Garg	👩‍🎤
71	Building a Data Pipeline with Observability in Mind	PyData	Intermediate	🇬🇧	Jiaqi Liu	👩‍🎤
72	One formula, many molecules: using metaheuristics and Python to run molecular simulations.	PyData	Beginner	🇬🇧	Giordano Mancini	👨‍🎤
73	Identification of anomalous shutdown in Vehicle Tracking Units: a practical machine learning problem	PyData	Intermediate	🇬🇧	Luca Bravi	👨‍🎤
74	Bayesian Modeling and MCMC sampling with PyMC3	PyData	Beginner	🇬🇧	Shreya Khurana	👩‍🎤
75	Build text classification models ( CBOW and Skip-gram) with FastText in python	PyData	Beginner	🇬🇧	Kajal Puri	👩‍🎤
76	Let's predict the weather! Building a real time global rain forecaster.	PyData	Intermediate	🇬🇧	Michael Salib	👨‍🎤
77	BigData e Apache Cassandra	PyData	Beginner	🇮🇹	Domenico Gioia	👨‍🎤
78	A zero to Hero training on Text Mining and NLP	PyData	Intermediate	🇬🇧	Navid Nobani	👨‍🎤
79	Analyzing geospatial data using geopandas	PyData	Beginner	🇬🇧	Marvin Bensch	👨‍🎤
80	Sviluppare una data strategy in una start-up	PyData	Beginner	🇮🇹	Pietro Mascolo	👨‍🎤
81	Demystifying Natural Language Processing using Python (Scikit-Learn/ Keras)	PyData	Beginner	🇬🇧	Vaibhav Srivastava	👨‍🎤
82	Learning to drive with deep neural networks	PyData	Intermediate	🇬🇧	Leonardo Sarti	👨‍🎤
83	RedisAI	PyData	Intermediate	🇬🇧	Luca Antiga	👨‍🎤
84	Diagrammi phi-delta: implementazione di un tool visivo per sistemi di Machine Learning	PyData	Advanced	🇮🇹	Giuliano Armano	👨‍🎤
85	The art of building a sophisticated psychologist with Python	PyData	Beginner	🇬🇧	Harshinee Sriram	👩‍🎤
86	Dummies guide to Spark (using Python)!	PyData	Beginner	🇬🇧	Harshdeep Singh	👨‍🎤
87	Less Python in PySpark: Techniques to reduce UDF usage	PyData	Intermediate	🇬🇧	Diego Martin	👨‍🎤
88	Una formula, molte molecole: usare Python e metodi metaeuristici per determinare proprietà molecolari	PyData	Beginner	🇮🇹	Giordano Mancini	👨‍🎤
89	A Multi-Patient Data Driven Approach to Blood Glucose Prediction	PyData	Intermediate	🇬🇧	Stefano Terna	👨‍🎤
90	Learning from Constraints: a Distributed and Privacy-Preserving Approach	PyData	Beginner	🇬🇧	Francesco Farina	👨‍🎤
91	Learning from Constraints: un Appoccio Distribuito e Privacy-Preserving	PyData	Beginner	🇮🇹	Francesco Farina	👨‍🎤
92	BigData e Apache Spark	PyData	Beginner	🇮🇹	Domenico Gioia	👨‍🎤
93	Automating massively-scalable operational pipelines with AutoML and Apache Airflow	PyData	Advanced	🇬🇧	Zubin John	👨‍🎤
94	Developing a Data Strategy in a start-up environment	PyData	Beginner	🇬🇧	Pietro Mascolo	👨‍🎤
95	Building footprint extraction using semantic segmentation	PyData	Intermediate	🇬🇧	Shubham Goel	👨‍🎤
96	A Plain English Overview of Text Mining Techniques	PyData	Beginner	🇬🇧	Tariq Rashid	👨‍🎤
97	The Future of Chatbots in the Travel Industry	PyData	Beginner	🇬🇧	Prabh Simran Baweja	👨‍🎤
98	GoalSurvival - using Python to scrape football scoring events and to perform survival analysis	PyData	Intermediate	🇬🇧	Joaquim Borges	👨‍🎤
99	Towards Interpretable Visual Question Answering via Compositional Reasoning	PyData	Intermediate	🇬🇧	Vedika Agarwal	👩‍🎤
100	What the *** happened to this car??	PyData	Intermediate	🇬🇧	Nicolas Pierre	👨‍🎤

print('Number of Talks Proposed: ', pydataers.index.size, end='\n\n')

print('Language of Talks Proposed: ')
print(pydataers.Lang.value_counts(), end='\n\n')

print('Levels of Talks Proposed: ')
print(pydataers.Level.value_counts())

Number of Talks Proposed:  100

Language of Talks Proposed: 
🇬🇧    84
🇮🇹    16
Name: Lang, dtype: int64

Levels of Talks Proposed: 
Beginner        49
Intermediate    48
Advanced         3
Name: Level, dtype: int64

Track Python & Friends

pylang = talks[talks['Track'].values == 'Python & Friends']
pylang.index = np.arange(1, pylang.index.size+1)
HTML(pylang.to_html())

	Title	Track	Level	Lang	Speakers	Gender
1	Python Standard Library, the hidden gems	Python & Friends	Beginner	🇮🇹	Alessandro Molina	👨‍🎤
2	Uno sguardo alle Dataclasses: quando una namedtuple non basta	Python & Friends	Beginner	🇮🇹	Alessandro Cucci	👨‍🎤
3	Sviluppare per Alexa in Python	Python & Friends	Intermediate	🇮🇹	Alberto Anceschi	👨‍🎤
4	Algoritmo di Routing Multi-Obiettivo di Veicoli Elettrici con vincoli di ricarica lungo il percorso	Python & Friends	Beginner	🇮🇹	Alessandro Betti	👨‍🎤
5	Sharing is Caring! - how to free the CPU from message passing hell - shared memory saved the day	Python & Friends	Intermediate	🇬🇧	Andrei Neagu	👨‍🎤
6	An insight into Python Garbage Collection	Python & Friends	Intermediate	🇬🇧	Fabio Falzoi	👨‍🎤
7	Understanding Caching in Python	Python & Friends	Beginner	🇬🇧	Chirag Shah	👨‍🎤
8	Understanding multithreading by deciphering the cpython interpreter source code.	Python & Friends	Beginner	🇬🇧	Chirag Shah	👨‍🎤
9	Thinking functionally: Introduction to FP in Python	Python & Friends	Beginner	🇬🇧	Alisha Aneja	👩‍🎤
10	How to write a JIT compiler in 30 minutes	Python & Friends	Advanced	🇬🇧	Antonio Cuni	👨‍🎤
11	Understanding how a malware works using Python	Python & Friends	Intermediate	🇬🇧	Yan Orestes	👨‍🎤
12	Clean architectures in Python: why, what, how	Python & Friends	Intermediate	🇬🇧	Leonardo Giordani	👨‍🎤
13	Clean architectures in Python: perché, cosa, come	Python & Friends	Intermediate	🇮🇹	Leonardo Giordani	👨‍🎤
14	Refactoring con i test in Python: un esempio pratico	Python & Friends	Beginner	🇮🇹	Leonardo Giordani	👨‍🎤
15	26 librerie in 40 minuti	Python & Friends	Beginner	🇮🇹	Danilo Abbasciano	👨‍🎤
16	#STOPCODING. Alziamo le mani dalla tastiera e iniziamo a capire e risolvere i problemi!	Python & Friends	Beginner	🇮🇹	Gabriele Giaccari	👨‍🎤
17	TDD in Python con pytest	Python & Friends	Beginner	🇮🇹	Leonardo Giordani	👨‍🎤
18	Say No to the Dependency Hell: Proper Management of Software Dependencies	Python & Friends	Intermediate	🇬🇧	Ivan Pashchenko	👨‍🎤
19	Good code documents itself and other lies	Python & Friends	Beginner	🇬🇧	Tania Allard	👩‍🎤
20	Get native with Cython	Python & Friends	Intermediate	🇬🇧	Stefan Behnel	👨‍🎤
21	Using Python to create political acts	Python & Friends	Beginner	🇬🇧	Felipe Cabral	👨‍🎤
22	Ternary CPUs: how they work and how Python helps designing one	Python & Friends	Advanced	🇬🇧	Cesare Di Mauro	👨‍🎤
23	My way. Story of resistance: Python vs PHP	Python & Friends	Beginner	🇬🇧	Anastasiia Tymoshchuk	👩‍🎤
24	Importing anything from anywhere	Python & Friends	Intermediate	🇬🇧	Hrvoje Gazibara	👨‍🎤
25	Apprendimento permanente e futuro dell'istruzione superiore: il caso OMSCS	Python & Friends	Beginner	🇮🇹	Alan Franzoni	👨‍🎤
26	Flying Python: How to control your drone with Python, a Raspberry Pi and a lot of tape!	Python & Friends	Beginner	🇬🇧	Franco Minucci	👨‍🎤
27	Advanced test patterns with pytest	Python & Friends	Intermediate	🇬🇧	Massimiliano Pippi	👨‍🎤
28	Documentation in practice	Python & Friends	Beginner	🇬🇧	Daniele Procida	👨‍🎤
29	The world's simplest, cheapest plotter	Python & Friends	Beginner	🇬🇧	Daniele Procida	👨‍🎤
30	Py2Nim: compiling Python to idiomatic code in statically typed languages	Python & Friends	Intermediate	🇬🇧	Alexander Ivanov	👨‍🎤
31	Perceiving Python Programming Paradigms	Python & Friends	Beginner	🇬🇧	Jigyasa Grover	👩‍🎤
32	Stereotypes, Role Models & Learning to Code	Python & Friends	Beginner	🇬🇧	Cat Lamin	👩‍🎤
33	How to build a pizza-bot and chat with him to order your custom Capricciosa	Python & Friends	Intermediate	🇬🇧	David Santucci	👨‍🎤
34	Flying Python: Controlla il tuo drone con Python, un Raspberry Pi e tanto nastro adesivo!	Python & Friends	Beginner	🇮🇹	Franco Minucci	👨‍🎤
35	Work smarter, not harder: task automation with Pyinvoke	Python & Friends	Beginner	🇬🇧	Massimiliano Pippi	👨‍🎤
36	Beyond Paradigms: key features for better Python	Python & Friends	Beginner	🇬🇧	Luciano Ramalho	👨‍🎤
37	A Tour of the Python Standard Libaray	Python & Friends	Beginner	🇬🇧	Niklas Meinzer	👨‍🎤
38	Bitcoin 101 con Python	Python & Friends	Beginner	🇮🇹	Mirko Bonasorte	👨‍🎤
39	How to write 15 tests in 15 minutes	Python & Friends	Beginner	🇬🇧	Suryansh Tibarewal	👨‍🎤
40	pyCAIR: Content Aware Image Resizing in Python	Python & Friends	Beginner	🇬🇧	Chirag Shah	👨‍🎤
41	Escaping the hell of the None type checking	Python & Friends	Beginner	🇬🇧	Kendrick Tan	👨‍🎤
42	Scatole e pacchetti - Un solo modo ovvio per farli?	Python & Friends	Beginner	🇮🇹	Pietro Brunetti	👨‍🎤
43	Set Practice: learning from Python's set types	Python & Friends	Intermediate	🇬🇧	Luciano Ramalho	👨‍🎤
44	Refactoring with tests in Python: a practical example	Python & Friends	Beginner	🇬🇧	Leonardo Giordani	👨‍🎤
45	Non e' una DataViz per vecchi	Python & Friends	Beginner	🇮🇹	Fabrizio Ruffini	👨‍🎤
46	An Introduction to Meta-Development Tasks for Releasing Open Source Python Packages	Python & Friends	Beginner	🇬🇧	Susam Pal	👨‍🎤
47	Sviluppo di interfacce grafiche con wxPython	Python & Friends	Beginner	🇮🇹	Roberto Pancaldi	👨‍🎤
48	Using PuLP for Optimizing Train Scheduling for Indian Railways	Python & Friends	Intermediate	🇬🇧	Chetan Chauhan	👨‍🎤
49	Protecting Privacy and Security — For Yourself and Your Community	Python & Friends	Beginner	🇬🇧	Justin Mayer	👨‍🎤
50	openvas_lib: eseguire scansioni di vulnerabilità con python	Python & Friends	Intermediate	🇮🇹	Loredana Sideri	👩‍🎤
51	TFW your country is funding Open Source development	Python & Friends	Beginner	🇬🇧	Riccardo Magliocchetti	👨‍🎤
52	Switching from batch ETL to streaming pipelines	Python & Friends	Intermediate	🇬🇧	Francesco Bruni	👨‍🎤
53	The matchmaking system in Hearthstone: how to simulate it with Python	Python & Friends	Intermediate	🇬🇧	Giulio Giorgio	👨‍🎤
54	You don't have to be mad to work here, but it helps	Python & Friends	Beginner	🇬🇧	Cat Lamin	👩‍🎤
55	Why should kids learn to code and how can we help?	Python & Friends	Beginner	🇬🇧	Cat Lamin	👩‍🎤
56	Mastering Mock Object Library to Write Better Unit Tests	Python & Friends	Beginner	🇬🇧	Sunaina Pai	👩‍🎤
57	MVP, is never just a MVP	Python & Friends	Beginner	🇬🇧	Suryansh Tibarewal	👨‍🎤
58	Learning and using "new generation" blockchain with Python	Python & Friends	Beginner	🇬🇧	Paolo D'Onorio De Meo	👨‍🎤
59	Building Python Modules using @rustlang	Python & Friends	Beginner	🇬🇧	Jayesh Katta Ramalingaiah	👨‍🎤
60	Python in Computer Vision	Python & Friends	Beginner	🇬🇧	Tariro Chagwiza	👩‍🎤
61	Il matchmaking in Hearthstone: come simularlo in Python	Python & Friends	Intermediate	🇮🇹	Giulio Giorgio	👨‍🎤
62	Being Pragmatic: a Simple Developer Mindset	Python & Friends	Beginner	🇬🇧	Gianluca Romanin	👨‍🎤
63	Custom design patterns per lavorare meglio in team	Python & Friends	Beginner	🇮🇹	Paolo Ferretti	👨‍🎤
64	ldap3 - come nasce (e cresce) un progetto open source	Python & Friends	Beginner	🇮🇹	Giovanni Cannata	👨‍🎤
65	Use the Zen, Luke!	Python & Friends	Beginner	🇬🇧	Lorenzo Mele	👨‍🎤
66	Converting your last Python 2 program to Python 3 - The Why and How	Python & Friends	Beginner	🇬🇧	Yan Orestes	👨‍🎤
67	Artisanal Async Adventures	Python & Friends	Intermediate	🇬🇧	Jonas Obrist	👨‍🎤
68	Creative Coding with Python and P5js	Python & Friends	Beginner	🇬🇧	Tariq Rashid	👨‍🎤
69	Recognition of Inlet wet Food to Drying Process Through a Deep Learning Approach	Python & Friends	Intermediate	🇬🇧	Roberto Moscetti	👨‍🎤
70	Engineering Fashion Technology and Human Organs: Interdisciplinary making for better wellbeing	Python & Friends	Beginner	🇬🇧	Rachel Konichiwakitty	👩‍🎤
71	Python + Neo4j: How a Graph DB can make a transit app more intelligent	Python & Friends	Beginner	🇬🇧	Navid Nobani	👨‍🎤
72	Boxes and packets - only one obvious way to do them?	Python & Friends	Beginner	🇬🇧	Pietro Brunetti	👨‍🎤
73	Modern Tech meets Traditional Music: Assisting Angklung Rehearsals with Python	Python & Friends	Beginner	🇬🇧	Trapsilo Bumi	👨‍🎤

print('Number of Talks Proposed: ', pylang.index.size, end='\n\n')

print('Language of Talks Proposed: ')
print(pylang.Lang.value_counts(), end='\n\n')

print('Levels of Talks Proposed: ')
print(pylang.Level.value_counts())

Number of Talks Proposed:  73

Language of Talks Proposed: 
🇬🇧    54
🇮🇹    19
Name: Lang, dtype: int64

Levels of Talks Proposed: 
Beginner        51
Intermediate    20
Advanced         2
Name: Level, dtype: int64

Track PyWeb & DevOps

pyweb = talks[talks['Track'].values == 'PyWeb & DevOps']
pyweb.index = np.arange(1, pyweb.index.size+1)
HTML(pyweb.to_html())

	Title	Track	Level	Lang	Speakers	Gender
1	Communicating Between Microservices	PyWeb & DevOps	Intermediate	🇬🇧	Anton Caceres	👨‍🎤
2	Building a Celery alternative in Django on Kubernetes	PyWeb & DevOps	Intermediate	🇬🇧	Alec Clowes	👨‍🎤
3	Porting your Python web app to serverless in 30 minutes	PyWeb & DevOps	Intermediate	🇬🇧	Alex Casalboni	👨‍🎤
4	Configuration management and service discovery in a serverless world	PyWeb & DevOps	Advanced	🇬🇧	Alex Casalboni	👨‍🎤
5	Scrivere i primi test frontend con python? Si Può!	PyWeb & DevOps	Beginner	🇮🇹	Fiorella De Luca	👩‍🎤
6	Darkweb + Python: discover, analyze and extract information from hidden services	PyWeb & DevOps	Intermediate	🇬🇧	Jose Manuel Ortega	👨‍🎤
7	Growing vegetables with Python	PyWeb & DevOps	Intermediate	🇬🇧	Christian Barra	👨‍🎤
8	Ravioli vs Pelmeni software architecture (microservices vs services)	PyWeb & DevOps	Intermediate	🇬🇧	Anastasiia Tymoshchuk	👩‍🎤
9	Python Website is Slow? Think Again!	PyWeb & DevOps	Intermediate	🇬🇧	Iskandar Setiadi	👨‍🎤
10	Mappe 🗺️ con GeoDjango 🌎, PostGIS 🐘 e Leaflet 🍃	PyWeb & DevOps	Intermediate	🇮🇹	Paolo Melchiorre	👨‍🎤
11	Asynchronous Web Development with Flask	PyWeb & DevOps	Intermediate	🇬🇧	Miguel Grinberg	👨‍🎤
12	TurboGears 2.4, 10 years of redesigning a web framework	PyWeb & DevOps	Beginner	🇮🇹	Alessandro Molina	👨‍🎤
13	Using Vault to better protect your secrets.	PyWeb & DevOps	Beginner	🇬🇧	Bryce Verdier	👨‍🎤
14	Immagino: un racconto di serverless e codeless (più o meno).	PyWeb & DevOps	Beginner	🇮🇹	Christian Strappazzon	👨‍🎤
15	Cyber security auditing with python tools	PyWeb & DevOps	Intermediate	🇬🇧	Jose Manuel Ortega	👨‍🎤
16	Quando la tua applicazione Django non va abbastanza veloce	PyWeb & DevOps	Intermediate	🇮🇹	Riccardo Magliocchetti	👨‍🎤
17	Using OpenAPI (and Python) to standardize a Country's API Ecosystem	PyWeb & DevOps	Beginner	🇬🇧	Roberto Polli	👨‍🎤
18	Pipenv per la gestione delle dipendenze negli ambienti di sviluppo e di produzione	PyWeb & DevOps	Intermediate	🇮🇹	Marco Santamaria	👨‍🎤
19	Real world Graphene - lessons learned from building a GraphQL API on top of a large Django project	PyWeb & DevOps	Intermediate	🇬🇧	Marcin Gębala	👨‍🎤
20	Basta problemi con tensorflow usando Docker & Nvidia Docker	PyWeb & DevOps	Beginner	🇮🇹	Nicola Landro	👨‍🎤
21	Usa lo Zen, Luke!	PyWeb & DevOps	Beginner	🇮🇹	Lorenzo Mele	👨‍🎤
22	Web Automation con Selenium Web Driver: browser automation per i nostri progetti web	PyWeb & DevOps	Beginner	🇮🇹	Gianfranco Castro	👨‍🎤
23	DevOps - La rivoluzione industriale nell'era dell'informazione	PyWeb & DevOps	Intermediate	🇮🇹	Giovanni Cannata	👨‍🎤
24	Internet delle cose con Redis e django-channels	PyWeb & DevOps	Beginner	🇮🇹	Mario Orlandi	👨‍🎤
25	Decoupling Django with Django REST (and a sprinkle of React)	PyWeb & DevOps	Beginner	🇬🇧	Valentino Gagliardi	👨‍🎤
26	Service discovery	PyWeb & DevOps	Beginner	🇮🇹	Davide Setti	👨‍🎤
27	Python & Serverless: Refactor your monolith piece by piece	PyWeb & DevOps	Intermediate	🇬🇧	Giuseppe Vallarelli	👨‍🎤
28	TemPy! Una alternativa al templating tradizionale usando solo Python.	PyWeb & DevOps	Beginner	🇮🇹	Federico Cerchiari	👨‍🎤
29	From Monolith to Microservices: Design, Build, Deploy, Learn	PyWeb & DevOps	Intermediate	🇬🇧	Elmer Thomas	👨‍🎤
30	Python & Serverless: Refactor your monolith piece by piece (Ita)	PyWeb & DevOps	Intermediate	🇮🇹	Giuseppe Vallarelli	👨‍🎤
31	Introduzione a Pyramid Web Framework	PyWeb & DevOps	Beginner	🇮🇹	Diego Mazzanti	👨‍🎤
32	Serverless or Containers?: two options to run python code in the cloud.	PyWeb & DevOps	Intermediate	🇬🇧	Marco Pavanelli	👨‍🎤
33	Levers to deliver great solutions	PyWeb & DevOps	Intermediate	🇬🇧	Christian Barra	👨‍🎤
34	È facile gestire un progetto Django se sai come farlo!	PyWeb & DevOps	Intermediate	🇮🇹	Raffaele Colace	👨‍🎤
35	Microservices at Scale	PyWeb & DevOps	Intermediate	🇬🇧	Jordi Soucheiron	👨‍🎤
36	Continuous Delivery in the era of Kubernetes and OpenShift	PyWeb & DevOps	Advanced	🇬🇧	Peter Bittner	👨‍🎤
37	Web applications and web services aren’t secure as we think	PyWeb & DevOps	Beginner	🇬🇧	Tilak T	👨‍🎤
38	Python e Serverless: Cucina istantanea per proprietari di pitoni	PyWeb & DevOps	Intermediate	🇮🇹	Pietro Brunetti	👨‍🎤
39	Deploy immutabili con Docker e infrastructure as code	PyWeb & DevOps	Intermediate	🇮🇹	Paolo Ferretti	👨‍🎤
40	Building serverless bot like a pro	PyWeb & DevOps	Beginner	🇬🇧	Vaibhav Singh	👨‍🎤
41	Portiamo un pezzo di codice sul Cloud	PyWeb & DevOps	Intermediate	🇮🇹	Lorenzo Mele	👨‍🎤
42	Analizzare Django con i raggi X	PyWeb & DevOps	Beginner	🇮🇹	Martino Pizzol	👨‍🎤
43	Realizziamo un sistema di acquisizione dati IOT con Trueverit	PyWeb & DevOps	Advanced	🇮🇹	Simone Fardella	👨‍🎤
44	Going Serverless with Python	PyWeb & DevOps	Intermediate	🇬🇧	Jorge Luis Galvis Quintero	👨‍🎤
45	Tornado web services on asyncio	PyWeb & DevOps	Intermediate	🇬🇧	Stefan Behnel	👨‍🎤
46	Serverless WebSocket con API Gateway e AWS Lambda	PyWeb & DevOps	Beginner	🇮🇹	Matteo Zuccon	👨‍🎤
47	concurrent.futures.RpcExecutor: modern python rpc protocol	PyWeb & DevOps	Intermediate	🇬🇧	Simone Marzola	👨‍🎤
48	Celery pseudoservices	PyWeb & DevOps	Intermediate	🇮🇹	Simone Gasbarroni	👨‍🎤
49	Share Python libraries between AWS Lambda Functions & Layers and continuously deploy with Terraform	PyWeb & DevOps	Intermediate	🇬🇧	Toshiya Doi	👨‍🎤
50	Serverless App Showdown: How to choose the right cloud provider	PyWeb & DevOps	Intermediate	🇬🇧	Michelle Brenner	👩‍🎤
51	Python and Serverless - instant cooking for snakes owners	PyWeb & DevOps	Intermediate	🇬🇧	Pietro Brunetti	👨‍🎤
52	Adoption of Serverless in Python	PyWeb & DevOps	Beginner	🇬🇧	Tilak T	👨‍🎤
53	Let's bring a piece of code on the cloud	PyWeb & DevOps	Intermediate	🇬🇧	Lorenzo Mele	👨‍🎤
54	7 Deadly Sins of React	PyWeb & DevOps	Intermediate	🇬🇧	Ersel Aker	👨‍🎤
55	Ereditá delle View Django: come usare le Class View	PyWeb & DevOps	Intermediate	🇮🇹	Matteo Scarpa	👨‍🎤
56	MySQL HA cosi facile?... è pazzesco!	PyWeb & DevOps	Beginner	🇮🇹	Frédéric Descamps	👨‍🎤
57	G3W-Suite, una suite dedicata alla pubblicazione su web di progetti cartografici e alla loro gestion	PyWeb & DevOps	Beginner	🇮🇹	Walter Lorenzetti	👨‍🎤
58	Editing di Django models nel front-end	PyWeb & DevOps	Beginner	🇮🇹	Mario Orlandi	👨‍🎤
59	MySQL HA do easy that's insane !	PyWeb & DevOps	Beginner	🇬🇧	Frédéric Descamps	👨‍🎤

print('Number of Talks Proposed: ', pyweb.index.size, end='\n\n')

print('Language of Talks Proposed: ')
print(pyweb.Lang.value_counts(), end='\n\n')

print('Levels of Talks Proposed: ')
print(pyweb.Level.value_counts())

Number of Talks Proposed:  59

Language of Talks Proposed: 
🇬🇧    32
🇮🇹    27
Name: Lang, dtype: int64

Levels of Talks Proposed: 
Intermediate    34
Beginner        22
Advanced         3
Name: Level, dtype: int64

Track PyDatabase

pydb = talks[talks['Track'].values == 'PyDatabase']
pydb.index = np.arange(1, pydb.index.size+1)
HTML(pydb.to_html())

	Title	Track	Level	Lang	Speakers	Gender
1	Traversing the land of graph computing and databases	PyDatabase	Beginner	🇬🇧	Akash Tandon	👨‍🎤
2	Choosing the right (managed) database in 2019	PyDatabase	Beginner	🇮🇹	Alex Casalboni	👨‍🎤
3	How Far Can You Stretch Your Elasticsearch?	PyDatabase	Beginner	🇬🇧	Nikolay Vasiliev	👨‍🎤
4	Building Python Applications with MongoDB	PyDatabase	Intermediate	🇬🇧	Joe Drumgoole	👨‍🎤
5	PostgreSQL on the kube	PyDatabase	Beginner	🇮🇹	Marco Nenciarini	👨‍🎤
6	Applicazioni veloci per desktop - Tabelle/Maschere/Tab/Estrazioni in pochi click	PyDatabase	Beginner	🇮🇹	Marco Muratore	👨‍🎤
7	Python and the MySQL 8.0 Document Store	PyDatabase	Beginner	🇬🇧	Frédéric Descamps	👨‍🎤
8	Python e MySQL 8.0 Document Store	PyDatabase	Beginner	🇮🇹	Frédéric Descamps	👨‍🎤
9	Python and MongoDB with Ming	PyDatabase	Beginner	🇬🇧	Walter Danilo Galante	👨‍🎤
10	La sicurezza dei database MySQL (con speciale attenzione alla GDPR)	PyDatabase	Beginner	🇮🇹	Marco Carlessi	👨‍🎤
11	MySQL e le architetture a micro servizi	PyDatabase	Beginner	🇮🇹	Marco Carlessi	👨‍🎤
12	Python e MongoDB con Ming	PyDatabase	Beginner	🇮🇹	Walter Danilo Galante	👨‍🎤
13	MySQL Shell : the best DBA tool ? - How to use the MySQL Shell as a Python framework for DBAs	PyDatabase	Beginner	🇬🇧	Frédéric Descamps	👨‍🎤
14	MySQL and micro service architectures	PyDatabase	Beginner	🇬🇧	Marco Carlessi	👨‍🎤
15	Security for MySQL database (and GDPR)	PyDatabase	Beginner	🇬🇧	Marco Carlessi	👨‍🎤

print('Number of Talks Proposed: ', pydb.index.size, end='\n\n')

print('Language of Talks Proposed: ')
print(pydb.Lang.value_counts(), end='\n\n')

print('Levels of Talks Proposed: ')
print(pydb.Level.value_counts())

Number of Talks Proposed:  15

Language of Talks Proposed: 
🇬🇧    8
🇮🇹    7
Name: Lang, dtype: int64

Levels of Talks Proposed: 
Beginner        14
Intermediate     1
Name: Level, dtype: int64

Track PyBusiness

pybusiness = talks[talks['Track'].values == 'PyBusiness']
pybusiness.index = np.arange(1, pybusiness.index.size+1)
HTML(pybusiness.to_html())

	Title	Track	Level	Lang	Speakers	Gender
1	Python on IoT devices thanks to Mbed Linux OS	PyBusiness	Beginner	🇬🇧	Diego Russo	👨‍🎤
2	What Football Captains and Tribal Chieftans Can Teach Us About Leading Software Teams	PyBusiness	Beginner	🇬🇧	Ahmad Alhour	👨‍🎤
3	Python to transform businesses and lives	PyBusiness	Beginner	🇬🇧	Aashi Narula	👩‍🎤
4	Quality:The Best Business Plan	PyBusiness	Intermediate	🇬🇧	Anubha Maneshwar	👩‍🎤
5	Mr.AUTOCLICK	PyBusiness	Advanced	🇮🇹	Cristiano Borotto	👨‍🎤
6	Genropy e lo storage di file in cloud	PyBusiness	Beginner	🇮🇹	Francesco Porcari	👨‍🎤
7	La fatturazione elettronica con Erpy.	PyBusiness	Beginner	🇮🇹	Giovanni Porcari	👨‍🎤
8	Ticket e task in Erpy	PyBusiness	Beginner	🇮🇹	Francesco Porcari	👨‍🎤
9	How to build and e-commerce website with Odoo	PyBusiness	Beginner	🇬🇧	Davide Corio	👨‍🎤
10	Costruire un sito e-commerce con Odoo	PyBusiness	Beginner	🇮🇹	Davide Corio	👨‍🎤

print('Number of Talks Proposed: ', pybusiness.index.size, end='\n\n')

print('Language of Talks Proposed: ')
print(pybusiness.Lang.value_counts(), end='\n\n')

print('Levels of Talks Proposed: ')
print(pybusiness.Level.value_counts())

Number of Talks Proposed:  10

Language of Talks Proposed: 
🇬🇧    5
🇮🇹    5
Name: Lang, dtype: int64

Levels of Talks Proposed: 
Beginner        8
Advanced        1
Intermediate    1
Name: Level, dtype: int64