From e027169145a58e6c63eb3c7a995692cf5a896841 Mon Sep 17 00:00:00 2001 From: Jan Kwakkel Date: Thu, 19 Dec 2024 08:48:23 +0100 Subject: [PATCH 1/2] Update analysis.ipynb --- mesa/examples/advanced/pd_grid/analysis.ipynb | 70 ++++++++----------- 1 file changed, 30 insertions(+), 40 deletions(-) diff --git a/mesa/examples/advanced/pd_grid/analysis.ipynb b/mesa/examples/advanced/pd_grid/analysis.ipynb index e3f52170a1c..8e23fd2193a 100644 --- a/mesa/examples/advanced/pd_grid/analysis.ipynb +++ b/mesa/examples/advanced/pd_grid/analysis.ipynb @@ -30,13 +30,13 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", - "from pd_grid.model import PdGrid\n", + "from model import PdGrid\n", "\n", "%matplotlib inline" ] @@ -50,34 +50,21 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ - "bwr = plt.get_cmap(\"bwr\")\n", - "\n", + "from mesa.visualization.mpl_space_drawing import draw_space\n", "\n", - "def draw_grid(model, ax=None):\n", - " \"\"\"\n", - " Draw the current state of the grid, with Defecting agents in red\n", - " and Cooperating agents in blue.\n", - " \"\"\"\n", - " if not ax:\n", - " fig, ax = plt.subplots(figsize=(6, 6))\n", - " grid = np.zeros((model.grid.width, model.grid.height))\n", - " for agent, (x, y) in model.grid.coord_iter():\n", - " if agent.move == \"D\":\n", - " grid[y][x] = 1\n", - " else:\n", - " grid[y][x] = 0\n", - " ax.pcolormesh(grid, cmap=bwr, vmin=0, vmax=1)\n", - " ax.axis(\"off\")\n", - " ax.set_title(f\"Steps: {model.steps}\")" + "def agent_portroyal(agent):\n", + " return {\"color\":\"red\" if agent.move == \"D\" else \"blue\",\n", + " \"marker\":\"s\",\n", + " \"size\":11}\n" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -92,17 +79,17 @@ " ax3 = fig.add_subplot(233)\n", " ax4 = fig.add_subplot(212)\n", "\n", - " draw_grid(model, ax1)\n", + " draw_space(model.grid, agent_portroyal, ax=ax1, draw_grid=False)\n", " model.run(10)\n", - " draw_grid(model, ax2)\n", + " draw_space(model.grid, agent_portroyal, ax=ax2, draw_grid=False)\n", " model.run(10)\n", - " draw_grid(model, ax3)\n", + " draw_space(model.grid, agent_portroyal, ax=ax3, draw_grid=False)\n", " model.datacollector.get_model_vars_dataframe().plot(ax=ax4)" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -119,14 +106,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 49, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" + "
" ] }, "metadata": {}, @@ -147,14 +134,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 50, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" + "
" ] }, "metadata": {}, @@ -169,7 +156,10 @@ { "cell_type": "markdown", "metadata": { - "collapsed": true + "collapsed": true, + "jupyter": { + "outputs_hidden": true + } }, "source": [ "## Simultaneous Activation" @@ -177,14 +167,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 51, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -206,9 +196,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:mesa]", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "conda-env-mesa-py" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -220,9 +210,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.11.0" } }, "nbformat": 4, - "nbformat_minor": 1 + "nbformat_minor": 4 } From 6249f4761072b75a3287ac189cc973c4dcfeb52b Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Thu, 19 Dec 2024 07:50:03 +0000 Subject: [PATCH 2/2] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- mesa/examples/advanced/pd_grid/analysis.ipynb | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/mesa/examples/advanced/pd_grid/analysis.ipynb b/mesa/examples/advanced/pd_grid/analysis.ipynb index 8e23fd2193a..91c8f7f6993 100644 --- a/mesa/examples/advanced/pd_grid/analysis.ipynb +++ b/mesa/examples/advanced/pd_grid/analysis.ipynb @@ -35,7 +35,6 @@ "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", - "import numpy as np\n", "from model import PdGrid\n", "\n", "%matplotlib inline" @@ -56,10 +55,9 @@ "source": [ "from mesa.visualization.mpl_space_drawing import draw_space\n", "\n", + "\n", "def agent_portroyal(agent):\n", - " return {\"color\":\"red\" if agent.move == \"D\" else \"blue\",\n", - " \"marker\":\"s\",\n", - " \"size\":11}\n" + " return {\"color\": \"red\" if agent.move == \"D\" else \"blue\", \"marker\": \"s\", \"size\": 11}" ] }, {