From efd40464ad0eb6657c077ec1d0d91cf8cc9eb215 Mon Sep 17 00:00:00 2001 From: Nicholas Landry Date: Sun, 20 Oct 2024 18:00:06 -0400 Subject: [PATCH] Revert "updated fig 4" This reverts commit 859038d4881cdfae07f9f75317ad69e30db25525. --- Data/cm_convergence.json | 244 +++++++++++++-------------- Figures/Fig4/cm_convergence.pdf | Bin 22250 -> 22276 bytes Figures/Fig4/cm_convergence.png | Bin 1075167 -> 1086347 bytes draw.py | 9 +- plot_cm_convergence.ipynb | 23 +-- plot_model_fitting.ipynb | 17 +- print_simplicial_assortativity.ipynb | 7 +- 7 files changed, 142 insertions(+), 158 deletions(-) diff --git a/Data/cm_convergence.json b/Data/cm_convergence.json index fd0d234..e553516 100644 --- a/Data/cm_convergence.json +++ b/Data/cm_convergence.json @@ -13,40 +13,40 @@ 14419 ], "sf": [ - 0.2938388625592417, 0.29067930489731436, - 0.21484992101105846, - 0.16587677725118483, - 0.11532385466034756, - 0.0315955766192733, - 0.00315955766192733, + 0.27488151658767773, + 0.23380726698262244, + 0.17535545023696683, + 0.07898894154818326, + 0.017377567140600316, + 0.00631911532385466, + 0.001579778830963665, 0.007898894154818325, - 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(figsize=(8, 6))\n", "for i, d in enumerate(data):\n", @@ -68,7 +57,7 @@ ], "metadata": { "kernelspec": { - "display_name": "xgi", + "display_name": "hyper", "language": "python", "name": "python3" }, @@ -82,7 +71,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.4" + "version": "3.10.0" } }, "nbformat": 4, diff --git a/plot_model_fitting.ipynb b/plot_model_fitting.ipynb index 34238c4..f0c3734 100644 --- a/plot_model_fitting.ipynb +++ b/plot_model_fitting.ipynb @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -55,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -82,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -189,11 +189,18 @@ "plt.savefig(\"Figures/Fig2/model_fitting.pdf\", dpi=1000)\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "xgi", + "display_name": "hyper", "language": "python", "name": "python3" }, @@ -207,7 +214,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.4" + "version": "3.10.0" }, "orig_nbformat": 4 }, diff --git a/print_simplicial_assortativity.ipynb b/print_simplicial_assortativity.ipynb index b7cf5c3..271c3f8 100644 --- a/print_simplicial_assortativity.ipynb +++ b/print_simplicial_assortativity.ipynb @@ -31,12 +31,7 @@ "for dataset, d in data.items():\n", " rows.append([f\"\\\\texttt{{{dataset}}}\", d[\"sf\"], d[\"es\"], d[\"fes\"]])\n", "\n", - "column_labels = [\n", - " \"Dataset\",\n", - " \"$\\\\rho_{\\mathrm{SF}}$\",\n", - " \"$\\\\rho_{\\mathrm{SF}}$\",\n", - " \"$\\\\rho_{\\mathrm{SF}}$\",\n", - "]" + "column_labels = [\"Dataset\", \"$\\\\rho_{\\mathrm{SF}}$\", \"$\\\\rho_{\\mathrm{SF}}$\", \"$\\\\rho_{\\mathrm{SF}}$\"]" ] }, {

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b/draw.py index 52d0d45..9c41f0b 100644 --- a/draw.py +++ b/draw.py @@ -666,14 +666,7 @@ def draw_multilayer( ) ax.add_collection3d(between_lines) - ( - x, - y, - s, - c, - ec, - lw, - ) = zip( + (x, y, s, c, ec, lw,) = zip( *[ ( pos[i][0], diff --git a/plot_cm_convergence.ipynb b/plot_cm_convergence.ipynb index 487c63e..b1ab406 100644 --- a/plot_cm_convergence.ipynb +++ b/plot_cm_convergence.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -24,20 +24,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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