{"cells":[{"cell_type":"markdown","source":"# Analizemos los datos de Zoom Encuestas","metadata":{"id":"qFiEhgAQ2m8D","cell_id":"1c0197b57ac947b3985f4d56b912dd9d","deepnote_cell_type":"markdown"}},{"cell_type":"code","source":"import matplotlib.pyplot as plt\nx=['EDA','Data Wrangling','Mineria datos','Limpieza Datos','SQL','Est. Inferencial','ML','DL','IA']\ny= [5,10,15,20,30,25,31,30,20] # frecuencias\nplt.figure(figsize=(10,6)) # tamaƱo de figura\nplt.bar(x=x, height=y) # barplot\nplt.xticks(rotation=45) # Rotamos etiquetas eje x\nplt.ylabel('Frecuencia') # Label y\nplt.title('Barplot conocimientos previos') # titulo\nplt.tight_layout() # ajuste de ejes \nplt.grid(axis='y') # grilla\n# Ponemos las frecuencias por encima\nfor i in range(len(y)):\n plt.annotate(str(y[i]), xy=(x[i],y[i]), ha='center', va='bottom')","metadata":{"id":"xb6A6mfL2p_1","colab":{"height":441,"base_uri":"https://localhost:8080/"},"cell_id":"d136d16ad92a4a82a8be1336a06c59a0","outputId":"7bf3cfb4-c654-494a-c48c-5c5c47a3acb7","executionInfo":{"user":{"userId":"04741209928239412574","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gi4e7mWJaOA2l-1KUn-omyigRGSrm83lG6XLzS5=s64","displayName":"david francisco bustos 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\n","text/plain":"
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