From aa7a3058783fdc6a39d248148aca7617359d54ce Mon Sep 17 00:00:00 2001 From: beckynevin Date: Wed, 8 Nov 2023 16:13:38 -0700 Subject: [PATCH] adding changes from two weeks ago --- notebooks/save_dataframe.ipynb | 36 ++++++++++++++++++++++++++++++---- 1 file changed, 32 insertions(+), 4 deletions(-) diff --git a/notebooks/save_dataframe.ipynb b/notebooks/save_dataframe.ipynb index 10897a7..b4a9d21 100644 --- a/notebooks/save_dataframe.ipynb +++ b/notebooks/save_dataframe.ipynb @@ -1103,18 +1103,46 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 58, "id": "1fe3aa78-973c-47fc-8c30-5341ae8979d1", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.clf()\n", - "plt.scatter(df_unpooled['theta'], df_unpooled['pos'], label = 'unpooled')\n", - "plt.errorbar(df_unpooled['theta'], df_unpooled['pos'], yerr = df_unpooled['pos_err'], ls = 'None')\n", + "plt.scatter(df['theta'], df['pos'], label = 'hierarchical', color = '#F487B6')\n", + "plt.errorbar(df['theta'], df['pos'], yerr = df['pos_err'], ls = 'None', color = '#F487B6')\n", + "\n", + "plt.scatter(df_unpooled['theta'], df_unpooled['pos'], label = 'unpooled', color = '#FDE12D')\n", + "plt.errorbar(df_unpooled['theta'], df_unpooled['pos'], yerr = df_unpooled['pos_err'], ls = 'None', color = '#FDE12D')\n", + "\n", + "plt.scatter(df_non_hierarchical['theta'], df_non_hierarchical['pos'], label = 'non-hierarchical', color = '#9046CF')\n", + "plt.errorbar(df_non_hierarchical['theta'], df_non_hierarchical['pos'], yerr = df_non_hierarchical['pos_err'], ls = 'None', color = '#9046CF')\n", + "\n", "plt.xlabel(r'$\\theta_0$')\n", "plt.ylabel('x position')\n", + "\n", + "plt.legend()\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "befb4afb-6a8b-4e34-9568-8c9dc90caf5e", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {