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A "Wisdom of the Crowd" Callysto
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"![Callysto.ca Banner](https://github.com/callysto/curriculum-notebooks/blob/master/callysto-notebook-banner-top.jpg?raw=true)\n", | |
"\n", | |
"<a href=\"https://hub.callysto.ca/jupyter/hub/user-redirect/git-pull?repo=https://gist.github.com/06f9893fb914904876e44a7868160821.git&branch=main&urlpath=notebooks/06f9893fb914904876e44a7868160821.git/wisdom-of-the-crowd.ipynb&depth=1\" target=\"_parent\"><img src=\"https://raw.githubusercontent.com/callysto/curriculum-notebooks/master/open-in-callysto-button.svg?sanitize=true\" width=\"123\" height=\"24\" alt=\"Open in Callysto\"/></a>" | |
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"# Wisdom of the Crowd\n", | |
"\n", | |
"For this exercise, we'll take turns guessing the number of candies in the supplied container!\n", | |
"\n", | |
"Although any single guess is unlikely to get the number exactly right, when a large group of people take individual guesses the distribution of their guesses can get surprisingly close to the true answer! This is known as the \"Wisdom of the Crowd\".\n", | |
"\n", | |
"We'll try that here by allowing everyone in the class to enter their guess in the supplied spreadsheet and plot everyone's guesses:\n", | |
"\n", | |
"[Google Sheet](https://docs.google.com/spreadsheets/d/116_Eqh_urkADXFegJuIEvQRr6syQKo3K8hFfryGUDWA/edit?usp=sharing)" | |
] | |
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"import pandas as pd\n", | |
"import plotly.graph_objects as go\n", | |
"\n", | |
"# Read from Google Sheet\n", | |
"spreadsheet_key = '116_Eqh_urkADXFegJuIEvQRr6syQKo3K8hFfryGUDWA'\n", | |
"spreadsheet_gid = '0'\n", | |
"csv_link = f'https://docs.google.com/spreadsheets/d/{spreadsheet_key}/export?gid={spreadsheet_gid}&format=csv'\n", | |
"guesses = pd.read_csv(csv_link)\n", | |
"guesses.rename(columns={'Enter your guesses below, please do not delete any other guesses!!!': 'Guesses'}, inplace=True)\n", | |
"\n", | |
"# Plot\n", | |
"layout = dict(\n", | |
" title = 'Distribution of Candy Guesses',\n", | |
" xaxis = dict(\n", | |
" title = 'Number of Candies'\n", | |
" ),\n", | |
" yaxis = dict(\n", | |
" title = 'Frequency'\n", | |
" )\n", | |
")\n", | |
"fig = go.Figure(data=[go.Histogram(x=guesses.iloc[:,0],\n", | |
" xbins=dict(size=50))],\n", | |
" layout=layout\n", | |
" )\n", | |
"\n", | |
"fig.show()\n", | |
"\n", | |
"print('Descriptive statistics:')\n", | |
"display(guesses.describe())" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
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"[![Callysto.ca License](https://github.com/callysto/curriculum-notebooks/blob/master/callysto-notebook-banner-bottom.jpg?raw=true)](https://github.com/callysto/curriculum-notebooks/blob/master/LICENSE.md)" | |
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