import pandas as pd
import numpy as np

Community Voting Results

Absolute Ranking

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

union_jack = '\U0001F1EC\U0001F1E7'
tricolore = '\U0001F1EE\U0001F1F9'

rankings.Gender = rankings.Gender.apply(lambda g: '+'.join('\U0001f469\u200d\U0001f4bb' if l=='female' else '\U0001f468\u200d\U0001f4bb' 
                                         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', 200)
rankings

	Type	Duration	Title	Track	Level	Lang	Speakers	Gender
0	Talk	45	AI, Machine Learning e Deep Learning: cosa cambia?	PyData	Beginner	🇮🇹	Antonio Spadaro	👨‍💻
1	Talk	90	L’Italia, python e la chimera dell’Agile	PyCommunity	Intermediate	🇮🇹	Gabriele Giaccari	👨‍💻
2	Talk	45	Facial Analysis Techniques for Pythonista (and beyond!)	PyData	Intermediate	🇬🇧	Alex Casalboni	👨‍💻
3	Talk	45	Performant Python	PyLang	Beginner	🇬🇧	Burkhard Kloss	👨‍💻
4	Talk	45	Demystifying Decorators	PyLang	Beginner	🇬🇧	Akul Mehra	👨‍💻
5	Talk	45	Solving the Rubiks Cube with Python	PyData	Intermediate	🇬🇧	Daan van Berkel	👨‍💻
6	Talk	45	Building Serverless applications with Python	PyWeb	Advanced	🇬🇧	Andrii Soldatenko	👨‍💻
7	Talk	60	Deep Learning made easy	PyData	Beginner	🇬🇧	Jalem Raj Rohit	👨‍💻
8	Talk	60	The unconventional Introduction to Deep Learning	PyData	Beginner	🇬🇧	Valerio Maggio	👨‍💻
9	Training	240	Deep Learning, the Keras way	PyData	Intermediate	🇬🇧	Valerio Maggio	👨‍💻
10	Talk	60	A Gentle Introduction to Neural Networks (with Python)	PyData	Beginner	🇬🇧	Tariq Rashid	👨‍💻
11	Talk	45	Introduction to Data-Analysis with Pandas	PyData	Beginner	🇬🇧	Alexander Hendorf	👨‍💻
12	Talk	60	Machine Learning con Python: previsione in real-time della richiesta di energia elettrica	PyData	Beginner	🇮🇹	Felice Tuosto	👨‍💻
13	Talk	45	Create a serverless infrastructure for data collection with Python and AWS	PyWeb	Intermediate	🇮🇹	David Santucci	👨‍💻
14	Talk	30	Tales from the Crypt: A Cryptography Primer	PyLang	Beginner	🇬🇧	Adam Englander	👨‍💻
15	Talk	45	ByteCode al supporto dei test per protocolli ed enforcing di best practices	PyLang	Intermediate	🇮🇹	Alessandro Molina	👨‍💻
16	Talk	60	Solving the web most popular code shortening competition with Python 3	PyLang	Intermediate	🇬🇧	Alessandro Amici	👨‍💻
17	Talk	45	Affrontare le sfide del cambiamento climatico con Python	PyData	Beginner	🇮🇹	Alessandro Amici	👨‍💻
18	Talk	45	Time Series Analysis with Pandas	PyData	Intermediate	🇬🇧	Alexander Hendorf	👨‍💻
19	Talk	45	Unreal Engine 4 e Python: Ora si Puo'	PyLang	Beginner	🇮🇹	Roberto De Ioris	👨‍💻
20	Talk	60	Machine Learning con Python: algoritmi NILM e real-time processing	PyData	Beginner	🇮🇹	Felice Tuosto	👨‍💻
21	Talk	45	OpenCV for face detection	PyData	Beginner	🇬🇧	Ken Alger	👨‍💻
22	Talk	60	Digital Analytics Data Aggregation: un case study dal mondo reale utilizzando SQL, NoSQL e Pandas	PyDatabase	Advanced	🇮🇹	Alessandro Pelliciari	👨‍💻
23	Talk	45	Is it too late to learn how to program and how being a developer change my life	PyCommunity	Beginner	🇬🇧	Alicia Carr	👩‍💻
24	Talk	45	Perché Python fa schifo!	PyCommunity	Beginner	🇮🇹	Antonio Spadaro	👨‍💻
25	Talk	45	Indicizzare e ricercare tonnellate di dati con ElasticSearch e Django	PyWeb	Intermediate	🇮🇹	Ernesto Arbitrio	👨‍💻
26	Talk	45	Django Rest Framework - Tips&Tricks	PyWeb	Beginner	🇮🇹	Luca Zacchetti	👨‍💻
27	Talk	45	How to turn Wikipedia into a Quiz Game	PyData	Beginner	🇬🇧	Andrea Cappelli,Roberto Turrin	👨‍💻+👨‍💻
28	Talk	30	Out of Sight, Out of Mind: Survival tricks and tools for remote developers	PyWeb	Beginner	🇬🇧	Alessio Bragadini	👨‍💻
29	Talk	60	Where are you going? An overview on machine learning models for human mobility	PyData	Beginner	🇮🇹	Gianni Barlacchi	👨‍💻
30	Talk	45	Python on $5 IoT Device	PyLang	Beginner	🇬🇧	Ken Alger	👨‍💻
31	Talk	60	Tensor decomposition with Python: Learning structures from multidimensional data	PyData	Intermediate	🇮🇹	André Panisson	👨‍💻
32	Talk	45	An Introduction to Pandas for Data Analysis in Python	PyData	Beginner	🇬🇧	Ayush Kumar Singh	👨‍💻
33	Training	240	Quattro ore di Silenzio Assoluto	PyLang	Advanced	🇬🇧	Carlo Miron	👨‍💻
34	Talk	60	PyPy Status Update	PyLang	Intermediate	🇬🇧	Antonio Cuni	👨‍💻
35	Talk	45	Crash test of Django ORM	PyWeb	Intermediate	🇬🇧	Andrii Soldatenko	👨‍💻
36	Talk	60	Understanding Serverless Architecture	PyWeb	Beginner	🇬🇧	Jalem Raj Rohit	👨‍💻
37	Talk	45	Getting started with requests HTTP library	PyWeb	Beginner	🇮🇹	Andrea Grandi	👨‍💻
38	Talk	45	Basic principles of scientific data visualization	PyData	Beginner	🇬🇧	Giuseppe Jurman	👨‍💻
39	Talk	60	Serverless computing con Python e AWS	PyWeb	Intermediate	🇮🇹	Federico Caboni	👨‍💻
40	Talk	30	Behavioral Driven Development: Tame the Beast	PyLang	Beginner	🇬🇧	Adam Englander	👨‍💻
41	Talk	45	Explore the brain with Nilearn	PyData	Intermediate	🇬🇧	Darya Chyzhyk	👩‍💻
42	Talk	45	An Introduction to Feature Selection in Machine Learning using Python	PyData	Beginner	🇬🇧	Rahul Baboota	👨‍💻
43	Talk	45	Word Embedding: come codificare il linguaggio naturale per algoritmi di previsione e classificazione	PyData	Beginner	🇮🇹	Felice Tuosto,Andrea Ianni	👨‍💻+👨‍💻
44	Training	240	Intro to Natural Language Processing in Python	PyData	Beginner	🇬🇧	Marco Bonzanini	👨‍💻
45	Talk	60	The Journey Of aeneas: A Python Adventure In Text and Speech	PyData	Intermediate	🇬🇧	Alberto Pettarin	👨‍💻
46	Talk	60	Python in Africa	PyCommunity	Beginner	🇬🇧	Anna Makarudze	👩‍💻
47	Talk	45	Python e swift: linguaggi a confronto	PyLang	Intermediate	🇮🇹	Lelio Campanile	👨‍💻
48	Talk	45	Jupyter: if you don't use it yet you're doing wrong	PyData	Beginner	🇬🇧	Christian Barra	👨‍💻
49	Talk	45	Deploy automatizzato di un progetto Python 3/Django con Ansible	PyWeb	Intermediate	🇮🇹	Marco Santamaria	👨‍💻
50	Talk	30	From Idea to Presentation: How to Prepare a Conference Talk	PyCommunity	Beginner	🇬🇧	Anna Ossowski	👩‍💻
51	Talk	60	E.T. chiama Python	PyCommunity	Intermediate	🇮🇹	Davide Corio	👨‍💻
52	Talk	60	Serverless computing with Python and AWS	PyWeb	Intermediate	🇬🇧	Federico Caboni	👨‍💻
53	Talk	45	Why I still develop synchronous web in the asyncIO era	PyWeb	Intermediate	🇬🇧	Giovanni Barillari	👨‍💻
54	Talk	30	Be(come) a Mentor! Help Others Succeed!	PyCommunity	Beginner	🇬🇧	Anna Ossowski	👩‍💻
55	Talk	45	Test Driven Deployment with Ansible 2.	PyLang	Intermediate	🇬🇧	Roberto Polli	👨‍💻
56	Talk	30	No Coding Skills Required: How to Contribute to Open Source in Other Ways	PyCommunity	Beginner	🇬🇧	Anna Ossowski	👩‍💻
57	Talk	30	Django among modern web frameworks – was Angular2 a good choice?	PyWeb	Intermediate	🇬🇧	Andrzej Krawczyk	👨‍💻
58	Talk	60	42 PyCharm Tips and Tricks	PyLang	Beginner	🇬🇧	Dmitry Trofimov	👨‍💻
59	Talk	45	An Introduction to web scraping using Python	PyWeb	Beginner	🇬🇧	Manoj Pandey	👨‍💻
60	Talk	45	Perché sviluppo ancora web sincrono nell'era dell'asyncIO	PyWeb	Intermediate	🇮🇹	Giovanni Barillari	👨‍💻
61	Talk	60	Realizzare stampe HTML e PDF usando solo Python	PyBusiness	Beginner	🇮🇹	Saverio Porcari	👨‍💻
62	Talk	45	Chat Bot in Telegram (e slack e altri)	PyLang	Beginner	🇮🇹	Lorenzo Buonanno,Tommaso Sartor	👨‍💻+👨‍💻
63	Talk	30	Django and the testing pyramid	PyWeb	Intermediate	🇬🇧	Aaron Bassett	👨‍💻
64	Talk	45	Growing a Python community	PyCommunity	Beginner	🇬🇧	Anton Caceres	👨‍💻
65	Talk	45	Sparking Pandas: an experiment	PyData	Intermediate	🇬🇧	Francesco Bruni	👨‍💻
66	Talk	30	Data loss prevention in modern web applications	PyWeb	Beginner	🇬🇧	Xavier Dutreilh	👨‍💻
67	Talk	60	Don't try to look smart. Be smart	PyCommunity	Beginner	🇬🇧	Flavio Percoco	👨‍💻
68	Talk	60	Amazon Web Services for dummies - tips and tricks	PyWeb	Beginner	🇬🇧	Justyna Janczyszyn	👩‍💻
69	Talk	30	Compassionate Code Reviews	PyCommunity	Beginner	🇬🇧	April Wensel	👩‍💻
70	Talk	45	OpneSSH SFTP service con Python: pysftpserver.	PyWeb	Intermediate	🇮🇹	Filippo Morelli	👨‍💻
71	Talk	30	Rants and Ruminations From A Job Applicant After 💯 CS Job Interviews in Silicon Valley	PyCommunity	Beginner	🇬🇧	Susan Tan	👩‍💻
72	Talk	60	Amazon Web Services per i principianti - consigli e trucchi	PyWeb	Beginner	🇮🇹	Justyna Janczyszyn	👩‍💻
73	Talk	60	Creare videogiochi per smartphone con Kivy	PyLang	Intermediate	🇮🇹	Rigel Di Scala	👨‍💻
74	Talk	60	Rusty Python	PyLang	Intermediate	🇮🇹	Matteo Bertini	👨‍💻
75	Talk	45	Space weather monitoring for a simulation of a Martian settlement based on Virtual Reality	PyData	Beginner	🇬🇧	Giovanni Bruno	👨‍💻
76	Talk	45	Full Text Search con PostgreSQL	PyDatabase	Beginner	🇮🇹	Giuseppe Broccolo	👨‍💻
77	Talk	45	Disaster recovery: una serie di sfortunati eventi	PyDatabase	Beginner	🇮🇹	Giulio Calacoci	👨‍💻
78	Training	240	Scrivere Chat Bot per Telegram e Slack	PyLang	Beginner	🇮🇹	Lorenzo Buonanno,Tommaso Sartor	👨‍💻+👨‍💻
79	Talk	30	The Hidden Power Dynamics of Open Source	PyCommunity	Beginner	🇬🇧	Anna Ossowski	👩‍💻
80	Talk	45	Catching Neutrinos with Python and KM3NeT	PyData	Beginner	🇬🇧	Tamás Gál	👨‍💻
81	Talk	45	Svilluppare con python sull'iPad	PyLang	Beginner	🇮🇹	Lelio Campanile	👨‍💻
82	Talk	45	Il Viaggio di aeneas: Un'Avventura Con Python Tra Testo e Parlato	PyData	Beginner	🇮🇹	Alberto Pettarin	👨‍💻
83	Talk	45	Just one Shade of OpenStack	PyLang	Beginner	🇬🇧	Roberto Polli	👨‍💻
84	Talk	60	Python e PostgreSQL, un connubio perfetto	PyDatabase	Beginner	🇮🇹	Marco Nenciarini	👨‍💻
85	Talk	30	Applying the unix philosophy to django projects: a report from the real world	PyCommunity	Beginner	🇬🇧	Federico Capoano	👨‍💻
86	Talk	45	Taiga e l’agile project management: join the Oompa Loompas’ Army!	PyCommunity	Intermediate	🇮🇹	Gabriele Giaccari	👨‍💻
87	Talk	45	Plugin Based Chat Bots in Telegram (and Slack and others)	PyLang	Beginner	🇬🇧	Lorenzo Buonanno,Tommaso Sartor	👨‍💻+👨‍💻
88	Talk	45	Da applicativi Desktop a Web	PyBusiness	Beginner	🇮🇹	Luigi Renna	👨‍💻
89	Talk	45	Open edX, soluzione per l'e-learning basata su Django	PyWeb	Beginner	🇮🇹	Davide Corio	👨‍💻
90	Talk	45	Automated deploy of a Python 3/Django project with Ansible	PyWeb	Intermediate	🇬🇧	Marco Santamaria	👨‍💻
91	Talk	30	Type uWSGI; press enter; what happens?	PyWeb	Advanced	🇬🇧	Philip James	👨‍💻
92	Talk	30	Planet friendly web development with Django	PyWeb	Intermediate	🇬🇧	Chris Adams	👨‍💻
93	Talk	60	weppy: il framework web per umani	PyWeb	Beginner	🇮🇹	Giovanni Barillari	👨‍💻
94	Talk	45	Word Embeddings for Natural Language Processing in Python	PyData	Beginner	🇬🇧	Marco Bonzanini	👨‍💻
95	Talk	45	Scientific Hooliganism: lessons from the first hack in history	PyCommunity	Beginner	🇬🇧	Lilly Ryan	👩‍💻
96	Talk	30	Threading Yarn, Writing Code: What Traditional Arts and Crafts Can Teach Us About Programming	PyCommunity	Beginner	🇬🇧	Anna Ossowski	👩‍💻
97	Talk	45	Attack of Pythons : Gotchas and Landmines in Python	PyLang	Beginner	🇬🇧	Manoj Pandey	👨‍💻
98	Talk	45	Presenting pysftpserver: OpenSSH SFTP service with Python.	PyWeb	Intermediate	🇬🇧	Filippo Morelli	👨‍💻
99	Talk	30	Navigating unconscious bias	PyCommunity	Beginner	🇬🇧	Anna Schneider	👩‍💻
100	Talk	30	Loop better: a deeper look at iteration in Python	PyLang	Intermediate	🇬🇧	Trey Hunner	👨‍💻
101	Talk	60	Validazione e decodifica di file XML con Python	PyData	Intermediate	🇮🇹	Davide Brunato	👨‍💻
102	Talk	60	Dai dati alla visualizzazione: la mia prima data pipeline	PyData	Beginner	🇮🇹	Riccardo Magliocchetti	👨‍💻
103	Talk	45	Django nella giungla Javascript	PyWeb	Beginner	🇮🇹	Patrick Guido Arminio	👨‍💻
104	Talk	45	Ricerca full text in Django con PostgreSQL	PyDatabase	Intermediate	🇮🇹	Paolo Melchiorre	👨‍💻
105	Training	240	Supervised learning in high dimensional data: from zero to ℵ-0	PyData	Beginner	🇬🇧	Matteo Barbieri	👨‍💻
106	Talk	45	Ansible roles, private git repos and the Ansible Galaxy tool	PyLang	Intermediate	🇬🇧	serena lorenzini	👩‍💻
107	Training	240	Writing Plugin Based Chat Bots in Telegram (and Slack)	PyLang	Beginner	🇬🇧	Lorenzo Buonanno,Tommaso Sartor	👨‍💻+👨‍💻
108	Talk	45	How to use pandas the wrong way	PyData	Intermediate	🇬🇧	Pietro Battiston	👨‍💻
109	Talk	30	Comprehensible Comprehensions	PyLang	Beginner	🇬🇧	Trey Hunner	👨‍💻
110	Talk	60	E.T. phone Python	PyCommunity	Intermediate	🇬🇧	Davide Corio	👨‍💻
111	Talk	30	Leading an open source project as a startup.	PyCommunity	Beginner	🇬🇧	Nicolas Garnier	👨‍💻
112	Talk	30	The hard long journey of submitting a form	PyWeb	Intermediate	🇬🇧	Filipe de Alencar Ximenes	👨‍💻
113	Talk	30	Security Starts With You: Social Engineering	PyCommunity	Beginner	🇬🇧	Tiberius Hefflin	👨‍💻
114	Talk	30	How Not To Password	PyCommunity	Beginner	🇬🇧	Tiberius Hefflin	👨‍💻
115	Talk	60	Infrastructure as Code with Terraform	PyWeb	Beginner	🇬🇧	Justyna Janczyszyn	👩‍💻
116	Talk	30	The mullet architecture - Elasticsearch in the front, Postgres in the back	PyWeb	Intermediate	🇬🇧	Honza Král	👨‍💻
117	Training	240	Costruiamo l’Internet dei Robot	PyLang	Beginner	🇬🇧	Ludovico Orlando Russo	👨‍💻
118	Talk	45	Rules of thumb to test the documentation	PyLang	Intermediate	🇮🇹	Marco Buttu	👨‍💻
119	Talk	60	Infrastruttura come codice con Terraform	PyWeb	Beginner	🇮🇹	Justyna Janczyszyn	👩‍💻
120	Talk	45	Geospatial three amigos: Python, Leaflet, and ElasticSearch	PyWeb	Beginner	🇬🇧	Roberto Rosario	👨‍💻
121	Talk	45	ZimboPy: Empowering Zimbabwean Girls As Change Makers	PyCommunity	Beginner	🇬🇧	Marlene Mhangami	👩‍💻
122	Talk	45	Continuous Delivery for Iot with Python and Iottly	PyLang	Intermediate	🇬🇧	Stefano Terna	👨‍💻
123	Talk	30	Python, Locales and Writing Systems	PyLang	Intermediate	🇬🇧	Rae Knowler	👩‍💻
124	Talk	30	Django Admin - The Swiss Army Knife	PyWeb	Intermediate	🇬🇧	Prakash Kumar	👨‍💻
125	Talk	45	Keeping up with the pace of a fast growing community without dying	PyCommunity	Beginner	🇬🇧	Flavio Percoco	👨‍💻
126	Talk	45	Analisi dati e grafici in Genropy	PyBusiness	Beginner	🇮🇹	Francesco Porcari	👨‍💻
127	Talk	60	Cross-platform game development with Kivy	PyLang	Intermediate	🇮🇹	Rigel Di Scala	👨‍💻
128	Talk	45	Combating Impostor Syndrome	PyCommunity	Beginner	🇬🇧	Ken Alger	👨‍💻
129	Talk	45	MIT MicroMasters: come sviluppare una web application basata su servizi esterni.	PyWeb	Beginner	🇮🇹	Giovanni Di Milia	👨‍💻
130	Talk	45	PostgreSQL su NFS: miti e verità	PyDatabase	Intermediate	🇮🇹	Jonathan Battiato	👨‍💻
131	Talk	45	Misura: Un sistema per il controllo strumentale, l'acquisizione dati ed il calcolo scientifico	PyData	Beginner	🇮🇹	Daniele Paganelli	👨‍💻
132	Talk	45	The Wild West of Data Wrangling	PyData	Intermediate	🇬🇧	Sarah Guido	👩‍💻
133	Talk	45	Ansible: sviluppo e utilizzo di roles seguendo il modello di Ansible Galaxy	PyLang	Intermediate	🇮🇹	serena lorenzini	👩‍💻
134	Talk	45	Come usare male pandas	PyData	Intermediate	🇮🇹	Pietro Battiston	👨‍💻
135	Talk	30	Serverlessness - augmenting your Django apps with Functions-as-a-Service	PyWeb	Intermediate	🇬🇧	Tom Dyson	👨‍💻
136	Talk	45	Monitoring Beach Morphology with Python	PyData	Beginner	🇮🇹	Luca Liberti	👨‍💻
137	Talk	45	Artistic Python: Mixing Python Programming with Fashion	PyLang	Beginner	🇬🇧	Ria Baldevia	👩‍💻
138	Talk	45	Python + Windows, like a boss	PyLang	Intermediate	🇬🇧	Nicola Iarocci	👨‍💻
139	Talk	45	Pilotare un braccio robotico dal cloud con GenroPy e Raspberry	PyLang	Beginner	🇮🇹	Michele Bertoldi	👨‍💻
140	Talk	30	Qualities of great reusable Django apps	PyWeb	Intermediate	🇬🇧	Flávio Juvenal da Silva Junior	👨‍💻
141	Talk	45	Differential network analysis and graph classification: a glocal approach	PyData	Intermediate	🇬🇧	Giuseppe Jurman	👨‍💻
142	Talk	30	Never Accept the First Offer	PyCommunity	Beginner	🇬🇧	Tiberius Hefflin	👨‍💻
143	Talk	45	Roboto Framework for Test Code Coverage for cloud services.	PyLang	Beginner	🇬🇧	khushbu parakh	👩‍💻
144	Talk	45	RFLab - Controllo remoto strumentazione di un laboratorio nel settore delle microonde	PyData	Intermediate	🇮🇹	Andrea Saba	👨‍💻
145	Talk	60	weppy: the web framework for humans	PyWeb	Beginner	🇬🇧	Giovanni Barillari	👨‍💻
146	Talk	45	iCond: GenroPy per amministratori di condomini	PyBusiness	Beginner	🇮🇹	Andrea Busanelli	👨‍💻
147	Talk	45	Sviluppo lato client con Odoo	PyBusiness	Advanced	🇮🇹	Davide Corio	👨‍💻
148	Talk	45	Fuzzy is the new sexy: a tour of scikit-fuzzy	PyData	Beginner	🇮🇹	Niccolo Raspa	👨‍💻
149	Talk	30	Scaling Django with Kubernetes	PyWeb	Intermediate	🇬🇧	Saket Bhushan	👨‍💻
150	Talk	30	Mastering Your Tools	PyCommunity	Beginner	🇬🇧	Miguel Branco Palhas	👨‍💻
151	Talk	30	Beginning with django? Why you need to continue with django	PyWeb	Beginner	🇬🇧	Opetunde Adepoju	👩‍💻
152	Talk	45	Awesome CLI	PyLang	Beginner	🇬🇧	Mark Fink	👨‍💻
153	Talk	60	Creazione ed evoluzione di un framework per interfacce grafiche Multi-Touch con OpenGL	PyLang	Advanced	🇮🇹	Tiziano Carotti	👨‍💻
154	Training	240	Creiamo un'applicazione per la gestione di ticket in Genropy	PyBusiness	Beginner	🇬🇧	Francesco Porcari	👨‍💻
155	Talk	45	Form e Campi dinamici in Genropy	PyBusiness	Beginner	🇮🇹	Francesco Porcari	👨‍💻
156	Talk	45	Real-time Trajectory Optimization through contacts, a simple test case.	PyData	Intermediate	🇮🇹	Tommaso Sartor	👨‍💻
157	Training	240	Quando il saggio indica il cielo, pandas guarda l'indice	PyData	Beginner	🇮🇹	Pietro Battiston	👨‍💻
158	Talk	30	Migrating from JavaEE to Django: the OSIS case of embracing cultural and technical changes	PyWeb	Beginner	🇬🇧	Hildeberto Mendonca	👨‍💻
159	Talk	30	Why the Internet Loves Cats	PyCommunity	Beginner	🇬🇧	Tiberius Hefflin	👨‍💻
160	Talk	30	James and the Giant Forensics Toolkit	PyLang	Beginner	🇬🇧	Tiberius Hefflin	👨‍💻
161	Talk	30	Time Tracking is Hard	PyCommunity	Intermediate	🇬🇧	Sam Deng	👨‍💻
162	Talk	45	Taking care of PostgreSQL with Ansible	PyDatabase	Beginner	🇬🇧	Rubens Souza	👨‍💻
163	Talk	30	The Monster on the Project	PyCommunity	Beginner	🇬🇧	Tiberius Hefflin	👨‍💻
164	Talk	45	ENVIFATE: plugin per QGIS per la valutazione del rischio di inquinamento ambientale	PyLang	Beginner	🇮🇹	Francesco Geri	👨‍💻
165	Talk	30	Integrating the Bokeh library with Django	PyWeb	Beginner	🇬🇧	Ken Alger	👨‍💻
166	Talk	30	Preventing issues on Django with linters and tools	PyWeb	Beginner	🇬🇧	Flávio Juvenal da Silva Junior	👨‍💻
167	Talk	60	Genropy: 10 anni di sviluppo di un framework italiano	PyBusiness	Beginner	🇮🇹	Giovanni Porcari	👨‍💻
168	Talk	60	Django ORM in server TCP con backend multischema PostgreSQL	PyWeb	Intermediate	🇮🇹	Luca Ferroni	👨‍💻
169	Talk	45	LiFT - Un tagger di features per l’analisi multidimensionale di testi ottimizzato per PySpark	PyData	Beginner	🇮🇹	Michele Gabusi	👨‍💻
170	Talk	45	Terrain Generation in Python with Processing	PyLang	Intermediate	🇮🇹	Paolo Improta	👨‍💻
171	Talk	45	Genropy - Caso d'uso: gestione di una infrastruttura telefonica VoIP di medie/grandi dimensioni	PyBusiness	Beginner	🇮🇹	Mauro Zanardi	👨‍💻
172	Talk	45	Un anno di Genropy	PyBusiness	Beginner	🇮🇹	Muhammad Hassan Khurshid	👨‍💻
173	Talk	30	Dial M For Mentor	PyCommunity	Beginner	🇬🇧	Mariatta Wijaya	👩‍💻
174	Talk	30	Deploying your django application using puppet	PyWeb	Beginner	🇬🇧	Krzysztof Żuraw	👨‍💻
175	Talk	30	Addons: I can solve 90% of your problems. The other 90% are up to you.	PyWeb	Intermediate	🇬🇧	Stefan Foulis	👨‍💻
176	Talk	45	ADENINE: A Data ExploratioN pIpeliNE	PyData	Beginner	🇬🇧	Samuele Fiorini	👨‍💻
177	Talk	30	People Are Coming To My Beginning Workshop, What Now?	PyCommunity	Beginner	🇬🇧	Nicholle James	👩‍💻
178	Talk	45	Wargame web app - Odoo come framework di sviluppo	PyBusiness	Intermediate	🇮🇹	Nicola Malcontenti	👨‍💻
179	Talk	45	Usare Erpy da applicazioni esterne	PyBusiness	Beginner	🇮🇹	Giovanni Porcari	👨‍💻
180	Talk	30	Using SASS in Django	PyWeb	Beginner	🇬🇧	Jacob Rief	👨‍💻

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

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].split('+')[j]
        speakers[gender].add(name)

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

130

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

👨‍💻 --> 112
👩‍💻 --> 18

Talks Stats

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

Talks --> 172
Trainings --> 9

Lang

rankings.Lang.value_counts()

🇬🇧    112
🇮🇹     69
Name: Lang, dtype: int64

Level

rankings.Level.value_counts()

Beginner        114
Intermediate     61
Advanced          6
Name: Level, dtype: int64

Trainings Ranking

trainings

	Type	Duration	Title	Track	Level	Lang	Speakers	Gender
9	Training	240	Deep Learning, the Keras way	PyData	Intermediate	🇬🇧	Valerio Maggio	👨‍💻
33	Training	240	Quattro ore di Silenzio Assoluto	PyLang	Advanced	🇬🇧	Carlo Miron	👨‍💻
44	Training	240	Intro to Natural Language Processing in Python	PyData	Beginner	🇬🇧	Marco Bonzanini	👨‍💻
78	Training	240	Scrivere Chat Bot per Telegram e Slack	PyLang	Beginner	🇮🇹	Lorenzo Buonanno,Tommaso Sartor	👨‍💻+👨‍💻
105	Training	240	Supervised learning in high dimensional data: from zero to ℵ-0	PyData	Beginner	🇬🇧	Matteo Barbieri	👨‍💻
107	Training	240	Writing Plugin Based Chat Bots in Telegram (and Slack)	PyLang	Beginner	🇬🇧	Lorenzo Buonanno,Tommaso Sartor	👨‍💻+👨‍💻
117	Training	240	Costruiamo l’Internet dei Robot	PyLang	Beginner	🇬🇧	Ludovico Orlando Russo	👨‍💻
154	Training	240	Creiamo un'applicazione per la gestione di ticket in Genropy	PyBusiness	Beginner	🇬🇧	Francesco Porcari	👨‍💻
157	Training	240	Quando il saggio indica il cielo, pandas guarda l'indice	PyData	Beginner	🇮🇹	Pietro Battiston	👨‍💻

Talks Ranking (per single Track)

Track PyLang

pylang = talks[talks['Track'].values == 'PyLang']
pylang.index = np.arange(1, pylang.index.size+1)
pylang

	Type	Duration	Title	Track	Level	Lang	Speakers	Gender
1	Talk	45	Performant Python	PyLang	Beginner	🇬🇧	Burkhard Kloss	👨‍💻
2	Talk	45	Demystifying Decorators	PyLang	Beginner	🇬🇧	Akul Mehra	👨‍💻
3	Talk	30	Tales from the Crypt: A Cryptography Primer	PyLang	Beginner	🇬🇧	Adam Englander	👨‍💻
4	Talk	45	ByteCode al supporto dei test per protocolli ed enforcing di best practices	PyLang	Intermediate	🇮🇹	Alessandro Molina	👨‍💻
5	Talk	60	Solving the web most popular code shortening competition with Python 3	PyLang	Intermediate	🇬🇧	Alessandro Amici	👨‍💻
6	Talk	45	Unreal Engine 4 e Python: Ora si Puo'	PyLang	Beginner	🇮🇹	Roberto De Ioris	👨‍💻
7	Talk	45	Python on $5 IoT Device	PyLang	Beginner	🇬🇧	Ken Alger	👨‍💻
8	Talk	60	PyPy Status Update	PyLang	Intermediate	🇬🇧	Antonio Cuni	👨‍💻
9	Talk	30	Behavioral Driven Development: Tame the Beast	PyLang	Beginner	🇬🇧	Adam Englander	👨‍💻
10	Talk	45	Python e swift: linguaggi a confronto	PyLang	Intermediate	🇮🇹	Lelio Campanile	👨‍💻
11	Talk	45	Test Driven Deployment with Ansible 2.	PyLang	Intermediate	🇬🇧	Roberto Polli	👨‍💻
12	Talk	60	42 PyCharm Tips and Tricks	PyLang	Beginner	🇬🇧	Dmitry Trofimov	👨‍💻
13	Talk	45	Chat Bot in Telegram (e slack e altri)	PyLang	Beginner	🇮🇹	Lorenzo Buonanno,Tommaso Sartor	👨‍💻+👨‍💻
14	Talk	60	Creare videogiochi per smartphone con Kivy	PyLang	Intermediate	🇮🇹	Rigel Di Scala	👨‍💻
15	Talk	60	Rusty Python	PyLang	Intermediate	🇮🇹	Matteo Bertini	👨‍💻
16	Talk	45	Svilluppare con python sull'iPad	PyLang	Beginner	🇮🇹	Lelio Campanile	👨‍💻
17	Talk	45	Just one Shade of OpenStack	PyLang	Beginner	🇬🇧	Roberto Polli	👨‍💻
18	Talk	45	Plugin Based Chat Bots in Telegram (and Slack and others)	PyLang	Beginner	🇬🇧	Lorenzo Buonanno,Tommaso Sartor	👨‍💻+👨‍💻
19	Talk	45	Attack of Pythons : Gotchas and Landmines in Python	PyLang	Beginner	🇬🇧	Manoj Pandey	👨‍💻
20	Talk	30	Loop better: a deeper look at iteration in Python	PyLang	Intermediate	🇬🇧	Trey Hunner	👨‍💻
21	Talk	45	Ansible roles, private git repos and the Ansible Galaxy tool	PyLang	Intermediate	🇬🇧	serena lorenzini	👩‍💻
22	Talk	30	Comprehensible Comprehensions	PyLang	Beginner	🇬🇧	Trey Hunner	👨‍💻
23	Talk	45	Rules of thumb to test the documentation	PyLang	Intermediate	🇮🇹	Marco Buttu	👨‍💻
24	Talk	45	Continuous Delivery for Iot with Python and Iottly	PyLang	Intermediate	🇬🇧	Stefano Terna	👨‍💻
25	Talk	30	Python, Locales and Writing Systems	PyLang	Intermediate	🇬🇧	Rae Knowler	👩‍💻
26	Talk	60	Cross-platform game development with Kivy	PyLang	Intermediate	🇮🇹	Rigel Di Scala	👨‍💻
27	Talk	45	Ansible: sviluppo e utilizzo di roles seguendo il modello di Ansible Galaxy	PyLang	Intermediate	🇮🇹	serena lorenzini	👩‍💻
28	Talk	45	Artistic Python: Mixing Python Programming with Fashion	PyLang	Beginner	🇬🇧	Ria Baldevia	👩‍💻
29	Talk	45	Python + Windows, like a boss	PyLang	Intermediate	🇬🇧	Nicola Iarocci	👨‍💻
30	Talk	45	Pilotare un braccio robotico dal cloud con GenroPy e Raspberry	PyLang	Beginner	🇮🇹	Michele Bertoldi	👨‍💻
31	Talk	45	Roboto Framework for Test Code Coverage for cloud services.	PyLang	Beginner	🇬🇧	khushbu parakh	👩‍💻
32	Talk	45	Awesome CLI	PyLang	Beginner	🇬🇧	Mark Fink	👨‍💻
33	Talk	60	Creazione ed evoluzione di un framework per interfacce grafiche Multi-Touch con OpenGL	PyLang	Advanced	🇮🇹	Tiziano Carotti	👨‍💻
34	Talk	30	James and the Giant Forensics Toolkit	PyLang	Beginner	🇬🇧	Tiberius Hefflin	👨‍💻
35	Talk	45	ENVIFATE: plugin per QGIS per la valutazione del rischio di inquinamento ambientale	PyLang	Beginner	🇮🇹	Francesco Geri	👨‍💻
36	Talk	45	Terrain Generation in Python with Processing	PyLang	Intermediate	🇮🇹	Paolo Improta	👨‍💻

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:  36

Language of Talks Proposed: 
🇬🇧    22
🇮🇹    14
Name: Lang, dtype: int64

Levels of Talks Proposed: 
Beginner        19
Intermediate    16
Advanced         1
Name: Level, dtype: int64

Track PyCommunity

pycommunity = talks[talks['Track'].values == 'PyCommunity']
pycommunity.index = np.arange(1, pycommunity.index.size+1)
pycommunity

	Type	Duration	Title	Track	Level	Lang	Speakers	Gender
1	Talk	90	L’Italia, python e la chimera dell’Agile	PyCommunity	Intermediate	🇮🇹	Gabriele Giaccari	👨‍💻
2	Talk	45	Is it too late to learn how to program and how being a developer change my life	PyCommunity	Beginner	🇬🇧	Alicia Carr	👩‍💻
3	Talk	45	Perché Python fa schifo!	PyCommunity	Beginner	🇮🇹	Antonio Spadaro	👨‍💻
4	Talk	60	Python in Africa	PyCommunity	Beginner	🇬🇧	Anna Makarudze	👩‍💻
5	Talk	30	From Idea to Presentation: How to Prepare a Conference Talk	PyCommunity	Beginner	🇬🇧	Anna Ossowski	👩‍💻
6	Talk	60	E.T. chiama Python	PyCommunity	Intermediate	🇮🇹	Davide Corio	👨‍💻
7	Talk	30	Be(come) a Mentor! Help Others Succeed!	PyCommunity	Beginner	🇬🇧	Anna Ossowski	👩‍💻
8	Talk	30	No Coding Skills Required: How to Contribute to Open Source in Other Ways	PyCommunity	Beginner	🇬🇧	Anna Ossowski	👩‍💻
9	Talk	45	Growing a Python community	PyCommunity	Beginner	🇬🇧	Anton Caceres	👨‍💻
10	Talk	60	Don't try to look smart. Be smart	PyCommunity	Beginner	🇬🇧	Flavio Percoco	👨‍💻
11	Talk	30	Compassionate Code Reviews	PyCommunity	Beginner	🇬🇧	April Wensel	👩‍💻
12	Talk	30	Rants and Ruminations From A Job Applicant After 💯 CS Job Interviews in Silicon Valley	PyCommunity	Beginner	🇬🇧	Susan Tan	👩‍💻
13	Talk	30	The Hidden Power Dynamics of Open Source	PyCommunity	Beginner	🇬🇧	Anna Ossowski	👩‍💻
14	Talk	30	Applying the unix philosophy to django projects: a report from the real world	PyCommunity	Beginner	🇬🇧	Federico Capoano	👨‍💻
15	Talk	45	Taiga e l’agile project management: join the Oompa Loompas’ Army!	PyCommunity	Intermediate	🇮🇹	Gabriele Giaccari	👨‍💻
16	Talk	45	Scientific Hooliganism: lessons from the first hack in history	PyCommunity	Beginner	🇬🇧	Lilly Ryan	👩‍💻
17	Talk	30	Threading Yarn, Writing Code: What Traditional Arts and Crafts Can Teach Us About Programming	PyCommunity	Beginner	🇬🇧	Anna Ossowski	👩‍💻
18	Talk	30	Navigating unconscious bias	PyCommunity	Beginner	🇬🇧	Anna Schneider	👩‍💻
19	Talk	60	E.T. phone Python	PyCommunity	Intermediate	🇬🇧	Davide Corio	👨‍💻
20	Talk	30	Leading an open source project as a startup.	PyCommunity	Beginner	🇬🇧	Nicolas Garnier	👨‍💻
21	Talk	30	Security Starts With You: Social Engineering	PyCommunity	Beginner	🇬🇧	Tiberius Hefflin	👨‍💻
22	Talk	30	How Not To Password	PyCommunity	Beginner	🇬🇧	Tiberius Hefflin	👨‍💻
23	Talk	45	ZimboPy: Empowering Zimbabwean Girls As Change Makers	PyCommunity	Beginner	🇬🇧	Marlene Mhangami	👩‍💻
24	Talk	45	Keeping up with the pace of a fast growing community without dying	PyCommunity	Beginner	🇬🇧	Flavio Percoco	👨‍💻
25	Talk	45	Combating Impostor Syndrome	PyCommunity	Beginner	🇬🇧	Ken Alger	👨‍💻
26	Talk	30	Never Accept the First Offer	PyCommunity	Beginner	🇬🇧	Tiberius Hefflin	👨‍💻
27	Talk	30	Mastering Your Tools	PyCommunity	Beginner	🇬🇧	Miguel Branco Palhas	👨‍💻
28	Talk	30	Why the Internet Loves Cats	PyCommunity	Beginner	🇬🇧	Tiberius Hefflin	👨‍💻
29	Talk	30	Time Tracking is Hard	PyCommunity	Intermediate	🇬🇧	Sam Deng	👨‍💻
30	Talk	30	The Monster on the Project	PyCommunity	Beginner	🇬🇧	Tiberius Hefflin	👨‍💻
31	Talk	30	Dial M For Mentor	PyCommunity	Beginner	🇬🇧	Mariatta Wijaya	👩‍💻
32	Talk	30	People Are Coming To My Beginning Workshop, What Now?	PyCommunity	Beginner	🇬🇧	Nicholle James	👩‍💻

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

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

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

Number of Talks Proposed:  32

Language of Talks Proposed: 
🇬🇧    28
🇮🇹     4
Name: Lang, dtype: int64

Levels of Talks Proposed: 
Beginner        27
Intermediate     5
Name: Level, dtype: int64

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

	Type	Duration	Title	Track	Level	Lang	Speakers	Gender
1	Talk	45	AI, Machine Learning e Deep Learning: cosa cambia?	PyData	Beginner	🇮🇹	Antonio Spadaro	👨‍💻
2	Talk	45	Facial Analysis Techniques for Pythonista (and beyond!)	PyData	Intermediate	🇬🇧	Alex Casalboni	👨‍💻
3	Talk	45	Solving the Rubiks Cube with Python	PyData	Intermediate	🇬🇧	Daan van Berkel	👨‍💻
4	Talk	60	Deep Learning made easy	PyData	Beginner	🇬🇧	Jalem Raj Rohit	👨‍💻
5	Talk	60	The unconventional Introduction to Deep Learning	PyData	Beginner	🇬🇧	Valerio Maggio	👨‍💻
6	Talk	60	A Gentle Introduction to Neural Networks (with Python)	PyData	Beginner	🇬🇧	Tariq Rashid	👨‍💻
7	Talk	45	Introduction to Data-Analysis with Pandas	PyData	Beginner	🇬🇧	Alexander Hendorf	👨‍💻
8	Talk	60	Machine Learning con Python: previsione in real-time della richiesta di energia elettrica	PyData	Beginner	🇮🇹	Felice Tuosto	👨‍💻
9	Talk	45	Affrontare le sfide del cambiamento climatico con Python	PyData	Beginner	🇮🇹	Alessandro Amici	👨‍💻
10	Talk	45	Time Series Analysis with Pandas	PyData	Intermediate	🇬🇧	Alexander Hendorf	👨‍💻
11	Talk	60	Machine Learning con Python: algoritmi NILM e real-time processing	PyData	Beginner	🇮🇹	Felice Tuosto	👨‍💻
12	Talk	45	OpenCV for face detection	PyData	Beginner	🇬🇧	Ken Alger	👨‍💻
13	Talk	45	How to turn Wikipedia into a Quiz Game	PyData	Beginner	🇬🇧	Andrea Cappelli,Roberto Turrin	👨‍💻+👨‍💻
14	Talk	60	Where are you going? An overview on machine learning models for human mobility	PyData	Beginner	🇮🇹	Gianni Barlacchi	👨‍💻
15	Talk	60	Tensor decomposition with Python: Learning structures from multidimensional data	PyData	Intermediate	🇮🇹	André Panisson	👨‍💻
16	Talk	45	An Introduction to Pandas for Data Analysis in Python	PyData	Beginner	🇬🇧	Ayush Kumar Singh	👨‍💻
17	Talk	45	Basic principles of scientific data visualization	PyData	Beginner	🇬🇧	Giuseppe Jurman	👨‍💻
18	Talk	45	Explore the brain with Nilearn	PyData	Intermediate	🇬🇧	Darya Chyzhyk	👩‍💻
19	Talk	45	An Introduction to Feature Selection in Machine Learning using Python	PyData	Beginner	🇬🇧	Rahul Baboota	👨‍💻
20	Talk	45	Word Embedding: come codificare il linguaggio naturale per algoritmi di previsione e classificazione	PyData	Beginner	🇮🇹	Felice Tuosto,Andrea Ianni	👨‍💻+👨‍💻
21	Talk	60	The Journey Of aeneas: A Python Adventure In Text and Speech	PyData	Intermediate	🇬🇧	Alberto Pettarin	👨‍💻
22	Talk	45	Jupyter: if you don't use it yet you're doing wrong	PyData	Beginner	🇬🇧	Christian Barra	👨‍💻
23	Talk	45	Sparking Pandas: an experiment	PyData	Intermediate	🇬🇧	Francesco Bruni	👨‍💻
24	Talk	45	Space weather monitoring for a simulation of a Martian settlement based on Virtual Reality	PyData	Beginner	🇬🇧	Giovanni Bruno	👨‍💻
25	Talk	45	Catching Neutrinos with Python and KM3NeT	PyData	Beginner	🇬🇧	Tamás Gál	👨‍💻
26	Talk	45	Il Viaggio di aeneas: Un'Avventura Con Python Tra Testo e Parlato	PyData	Beginner	🇮🇹	Alberto Pettarin	👨‍💻
27	Talk	45	Word Embeddings for Natural Language Processing in Python	PyData	Beginner	🇬🇧	Marco Bonzanini	👨‍💻
28	Talk	60	Validazione e decodifica di file XML con Python	PyData	Intermediate	🇮🇹	Davide Brunato	👨‍💻
29	Talk	60	Dai dati alla visualizzazione: la mia prima data pipeline	PyData	Beginner	🇮🇹	Riccardo Magliocchetti	👨‍💻
30	Talk	45	How to use pandas the wrong way	PyData	Intermediate	🇬🇧	Pietro Battiston	👨‍💻
31	Talk	45	Misura: Un sistema per il controllo strumentale, l'acquisizione dati ed il calcolo scientifico	PyData	Beginner	🇮🇹	Daniele Paganelli	👨‍💻
32	Talk	45	The Wild West of Data Wrangling	PyData	Intermediate	🇬🇧	Sarah Guido	👩‍💻
33	Talk	45	Come usare male pandas	PyData	Intermediate	🇮🇹	Pietro Battiston	👨‍💻
34	Talk	45	Monitoring Beach Morphology with Python	PyData	Beginner	🇮🇹	Luca Liberti	👨‍💻
35	Talk	45	Differential network analysis and graph classification: a glocal approach	PyData	Intermediate	🇬🇧	Giuseppe Jurman	👨‍💻
36	Talk	45	RFLab - Controllo remoto strumentazione di un laboratorio nel settore delle microonde	PyData	Intermediate	🇮🇹	Andrea Saba	👨‍💻
37	Talk	45	Fuzzy is the new sexy: a tour of scikit-fuzzy	PyData	Beginner	🇮🇹	Niccolo Raspa	👨‍💻
38	Talk	45	Real-time Trajectory Optimization through contacts, a simple test case.	PyData	Intermediate	🇮🇹	Tommaso Sartor	👨‍💻
39	Talk	45	LiFT - Un tagger di features per l’analisi multidimensionale di testi ottimizzato per PySpark	PyData	Beginner	🇮🇹	Michele Gabusi	👨‍💻
40	Talk	45	ADENINE: A Data ExploratioN pIpeliNE	PyData	Beginner	🇬🇧	Samuele Fiorini	👨‍💻

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:  40

Language of Talks Proposed: 
🇬🇧    23
🇮🇹    17
Name: Lang, dtype: int64

Levels of Talks Proposed: 
Beginner        26
Intermediate    14
Name: Level, dtype: int64

Track PyWeb

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

	Type	Duration	Title	Track	Level	Lang	Speakers	Gender
1	Talk	45	Building Serverless applications with Python	PyWeb	Advanced	🇬🇧	Andrii Soldatenko	👨‍💻
2	Talk	45	Create a serverless infrastructure for data collection with Python and AWS	PyWeb	Intermediate	🇮🇹	David Santucci	👨‍💻
3	Talk	45	Indicizzare e ricercare tonnellate di dati con ElasticSearch e Django	PyWeb	Intermediate	🇮🇹	Ernesto Arbitrio	👨‍💻
4	Talk	45	Django Rest Framework - Tips&Tricks	PyWeb	Beginner	🇮🇹	Luca Zacchetti	👨‍💻
5	Talk	30	Out of Sight, Out of Mind: Survival tricks and tools for remote developers	PyWeb	Beginner	🇬🇧	Alessio Bragadini	👨‍💻
6	Talk	45	Crash test of Django ORM	PyWeb	Intermediate	🇬🇧	Andrii Soldatenko	👨‍💻
7	Talk	60	Understanding Serverless Architecture	PyWeb	Beginner	🇬🇧	Jalem Raj Rohit	👨‍💻
8	Talk	45	Getting started with requests HTTP library	PyWeb	Beginner	🇮🇹	Andrea Grandi	👨‍💻
9	Talk	60	Serverless computing con Python e AWS	PyWeb	Intermediate	🇮🇹	Federico Caboni	👨‍💻
10	Talk	45	Deploy automatizzato di un progetto Python 3/Django con Ansible	PyWeb	Intermediate	🇮🇹	Marco Santamaria	👨‍💻
11	Talk	60	Serverless computing with Python and AWS	PyWeb	Intermediate	🇬🇧	Federico Caboni	👨‍💻
12	Talk	45	Why I still develop synchronous web in the asyncIO era	PyWeb	Intermediate	🇬🇧	Giovanni Barillari	👨‍💻
13	Talk	30	Django among modern web frameworks – was Angular2 a good choice?	PyWeb	Intermediate	🇬🇧	Andrzej Krawczyk	👨‍💻
14	Talk	45	An Introduction to web scraping using Python	PyWeb	Beginner	🇬🇧	Manoj Pandey	👨‍💻
15	Talk	45	Perché sviluppo ancora web sincrono nell'era dell'asyncIO	PyWeb	Intermediate	🇮🇹	Giovanni Barillari	👨‍💻
16	Talk	30	Django and the testing pyramid	PyWeb	Intermediate	🇬🇧	Aaron Bassett	👨‍💻
17	Talk	30	Data loss prevention in modern web applications	PyWeb	Beginner	🇬🇧	Xavier Dutreilh	👨‍💻
18	Talk	60	Amazon Web Services for dummies - tips and tricks	PyWeb	Beginner	🇬🇧	Justyna Janczyszyn	👩‍💻
19	Talk	45	OpneSSH SFTP service con Python: pysftpserver.	PyWeb	Intermediate	🇮🇹	Filippo Morelli	👨‍💻
20	Talk	60	Amazon Web Services per i principianti - consigli e trucchi	PyWeb	Beginner	🇮🇹	Justyna Janczyszyn	👩‍💻
21	Talk	45	Open edX, soluzione per l'e-learning basata su Django	PyWeb	Beginner	🇮🇹	Davide Corio	👨‍💻
22	Talk	45	Automated deploy of a Python 3/Django project with Ansible	PyWeb	Intermediate	🇬🇧	Marco Santamaria	👨‍💻
23	Talk	30	Type uWSGI; press enter; what happens?	PyWeb	Advanced	🇬🇧	Philip James	👨‍💻
24	Talk	30	Planet friendly web development with Django	PyWeb	Intermediate	🇬🇧	Chris Adams	👨‍💻
25	Talk	60	weppy: il framework web per umani	PyWeb	Beginner	🇮🇹	Giovanni Barillari	👨‍💻
26	Talk	45	Presenting pysftpserver: OpenSSH SFTP service with Python.	PyWeb	Intermediate	🇬🇧	Filippo Morelli	👨‍💻
27	Talk	45	Django nella giungla Javascript	PyWeb	Beginner	🇮🇹	Patrick Guido Arminio	👨‍💻
28	Talk	30	The hard long journey of submitting a form	PyWeb	Intermediate	🇬🇧	Filipe de Alencar Ximenes	👨‍💻
29	Talk	60	Infrastructure as Code with Terraform	PyWeb	Beginner	🇬🇧	Justyna Janczyszyn	👩‍💻
30	Talk	30	The mullet architecture - Elasticsearch in the front, Postgres in the back	PyWeb	Intermediate	🇬🇧	Honza Král	👨‍💻
31	Talk	60	Infrastruttura come codice con Terraform	PyWeb	Beginner	🇮🇹	Justyna Janczyszyn	👩‍💻
32	Talk	45	Geospatial three amigos: Python, Leaflet, and ElasticSearch	PyWeb	Beginner	🇬🇧	Roberto Rosario	👨‍💻
33	Talk	30	Django Admin - The Swiss Army Knife	PyWeb	Intermediate	🇬🇧	Prakash Kumar	👨‍💻
34	Talk	45	MIT MicroMasters: come sviluppare una web application basata su servizi esterni.	PyWeb	Beginner	🇮🇹	Giovanni Di Milia	👨‍💻
35	Talk	30	Serverlessness - augmenting your Django apps with Functions-as-a-Service	PyWeb	Intermediate	🇬🇧	Tom Dyson	👨‍💻
36	Talk	30	Qualities of great reusable Django apps	PyWeb	Intermediate	🇬🇧	Flávio Juvenal da Silva Junior	👨‍💻
37	Talk	60	weppy: the web framework for humans	PyWeb	Beginner	🇬🇧	Giovanni Barillari	👨‍💻
38	Talk	30	Scaling Django with Kubernetes	PyWeb	Intermediate	🇬🇧	Saket Bhushan	👨‍💻
39	Talk	30	Beginning with django? Why you need to continue with django	PyWeb	Beginner	🇬🇧	Opetunde Adepoju	👩‍💻
40	Talk	30	Migrating from JavaEE to Django: the OSIS case of embracing cultural and technical changes	PyWeb	Beginner	🇬🇧	Hildeberto Mendonca	👨‍💻
41	Talk	30	Integrating the Bokeh library with Django	PyWeb	Beginner	🇬🇧	Ken Alger	👨‍💻
42	Talk	30	Preventing issues on Django with linters and tools	PyWeb	Beginner	🇬🇧	Flávio Juvenal da Silva Junior	👨‍💻
43	Talk	60	Django ORM in server TCP con backend multischema PostgreSQL	PyWeb	Intermediate	🇮🇹	Luca Ferroni	👨‍💻
44	Talk	30	Deploying your django application using puppet	PyWeb	Beginner	🇬🇧	Krzysztof Żuraw	👨‍💻
45	Talk	30	Addons: I can solve 90% of your problems. The other 90% are up to you.	PyWeb	Intermediate	🇬🇧	Stefan Foulis	👨‍💻
46	Talk	30	Using SASS in Django	PyWeb	Beginner	🇬🇧	Jacob Rief	👨‍💻

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:  46

Language of Talks Proposed: 
🇬🇧    31
🇮🇹    15
Name: Lang, dtype: int64

Levels of Talks Proposed: 
Beginner        22
Intermediate    22
Advanced         2
Name: Level, dtype: int64

Track PyBusiness

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

	Type	Duration	Title	Track	Level	Lang	Speakers	Gender
1	Talk	60	Realizzare stampe HTML e PDF usando solo Python	PyBusiness	Beginner	🇮🇹	Saverio Porcari	👨‍💻
2	Talk	45	Da applicativi Desktop a Web	PyBusiness	Beginner	🇮🇹	Luigi Renna	👨‍💻
3	Talk	45	Analisi dati e grafici in Genropy	PyBusiness	Beginner	🇮🇹	Francesco Porcari	👨‍💻
4	Talk	45	iCond: GenroPy per amministratori di condomini	PyBusiness	Beginner	🇮🇹	Andrea Busanelli	👨‍💻
5	Talk	45	Sviluppo lato client con Odoo	PyBusiness	Advanced	🇮🇹	Davide Corio	👨‍💻
6	Talk	45	Form e Campi dinamici in Genropy	PyBusiness	Beginner	🇮🇹	Francesco Porcari	👨‍💻
7	Talk	60	Genropy: 10 anni di sviluppo di un framework italiano	PyBusiness	Beginner	🇮🇹	Giovanni Porcari	👨‍💻
8	Talk	45	Genropy - Caso d'uso: gestione di una infrastruttura telefonica VoIP di medie/grandi dimensioni	PyBusiness	Beginner	🇮🇹	Mauro Zanardi	👨‍💻
9	Talk	45	Un anno di Genropy	PyBusiness	Beginner	🇮🇹	Muhammad Hassan Khurshid	👨‍💻
10	Talk	45	Wargame web app - Odoo come framework di sviluppo	PyBusiness	Intermediate	🇮🇹	Nicola Malcontenti	👨‍💻
11	Talk	45	Usare Erpy da applicazioni esterne	PyBusiness	Beginner	🇮🇹	Giovanni Porcari	👨‍💻

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:  11

Language of Talks Proposed: 
🇮🇹    11
Name: Lang, dtype: int64

Levels of Talks Proposed: 
Beginner        9
Advanced        1
Intermediate    1
Name: Level, dtype: int64

Track PyDatabase

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

	Type	Duration	Title	Track	Level	Lang	Speakers	Gender
1	Talk	60	Digital Analytics Data Aggregation: un case study dal mondo reale utilizzando SQL, NoSQL e Pandas	PyDatabase	Advanced	🇮🇹	Alessandro Pelliciari	👨‍💻
2	Talk	45	Full Text Search con PostgreSQL	PyDatabase	Beginner	🇮🇹	Giuseppe Broccolo	👨‍💻
3	Talk	45	Disaster recovery: una serie di sfortunati eventi	PyDatabase	Beginner	🇮🇹	Giulio Calacoci	👨‍💻
4	Talk	60	Python e PostgreSQL, un connubio perfetto	PyDatabase	Beginner	🇮🇹	Marco Nenciarini	👨‍💻
5	Talk	45	Ricerca full text in Django con PostgreSQL	PyDatabase	Intermediate	🇮🇹	Paolo Melchiorre	👨‍💻
6	Talk	45	PostgreSQL su NFS: miti e verità	PyDatabase	Intermediate	🇮🇹	Jonathan Battiato	👨‍💻
7	Talk	45	Taking care of PostgreSQL with Ansible	PyDatabase	Beginner	🇬🇧	Rubens Souza	👨‍💻

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:  7

Language of Talks Proposed: 
🇮🇹    6
🇬🇧    1
Name: Lang, dtype: int64

Levels of Talks Proposed: 
Beginner        4
Intermediate    2
Advanced        1
Name: Level, dtype: int64