generated from jupyterlite/demo
-
Notifications
You must be signed in to change notification settings - Fork 1
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
Create alberta-electricity-generation.ipynb
- Loading branch information
Showing
1 changed file
with
82 additions
and
0 deletions.
There are no files selected for viewing
82 changes: 82 additions & 0 deletions
82
content/interesting-problems/alberta-electricity-generation.ipynb
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,82 @@ | ||
{ | ||
"cells": [ | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": {}, | ||
"source": [ | ||
"![Callysto.ca Banner](https://github.com/callysto/curriculum-notebooks/blob/master/callysto-notebook-banner-top.jpg?raw=true)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": {}, | ||
"source": [ | ||
"# Alberta Electricity Generation\n", | ||
"\n", | ||
"Let's get the supply and demand report dashboard from [AESO (Alberta Electric System Operator)](http://ets.aeso.ca/ets_web/ip/Market/Reports/CSDReportServlet)." | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"url = 'http://ets.aeso.ca/ets_web/ip/Market/Reports/CSDReportServlet'\n", | ||
"\n", | ||
"%pip install -q pyodide_http plotly nbformat\n", | ||
"import pyodide_http\n", | ||
"pyodide_http.patch_all()\n", | ||
"import pandas as pd\n", | ||
"import plotly.express as px\n", | ||
"df = pd.read_html(url, header=0)\n", | ||
"\n", | ||
"updated = df[1].columns[-1].split(': ')[1]\n", | ||
"legend = df[1]['Legend'].values.tolist()\n", | ||
"notes = df[1]['Legend.1'].dropna().values.tolist()\n", | ||
"\n", | ||
"totals = df[5].rename(columns=df[5].iloc[0]).drop(labels=0, axis=0)\n", | ||
"for c in totals.columns[1:]:\n", | ||
" totals[c] = pd.to_numeric(totals[c], errors='ignore')\n", | ||
"\n", | ||
"t = totals[:-1].drop(columns=['DCR'])\n", | ||
"t.columns = ['Group', 'Maximum Capability', 'Total Net Generation']\n", | ||
"t['Group'] = t['Group'].str.title()\n", | ||
"fig1 = px.bar(t, x='Group', y=t.columns[1:3], barmode='group', title='Electricity Generation in Alberta ('+updated+')')\n", | ||
"fig1.update_layout(yaxis_title='Amount (MW)').show()\n", | ||
"px.pie(t, names='Group', values='Maximum Capability', title='Electricity Generation Capacity in Alberta ('+updated+')')" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": {}, | ||
"source": [ | ||
"[![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)" | ||
] | ||
} | ||
], | ||
"metadata": { | ||
"interpreter": { | ||
"hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49" | ||
}, | ||
"kernelspec": { | ||
"display_name": "Python 3.10.4 64-bit", | ||
"language": "python", | ||
"name": "python3" | ||
}, | ||
"language_info": { | ||
"codemirror_mode": { | ||
"name": "ipython", | ||
"version": 3 | ||
}, | ||
"file_extension": ".py", | ||
"mimetype": "text/x-python", | ||
"name": "python", | ||
"nbconvert_exporter": "python", | ||
"pygments_lexer": "ipython3", | ||
"version": "3.10.4" | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 4 | ||
} |