{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "750ec863-ce92-441a-80e9-e361b9b2bf18", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "id": "b351e15f-3cda-47f9-8a2f-aa88652bc01e", "metadata": {}, "outputs": [], "source": [ "df1 = pd.read_csv(\"./iqn_regression_data.csv\", header=None)\n", "df2 = pd.read_csv(\"./iqn_regression_pred.csv\", header=None)" ] }, { "cell_type": "code", "execution_count": 3, "id": "a0f70e78-8d04-449d-9fe7-b9f4c033e790", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.scatter(df1[0], df1[1])\n", "plt.plot(df2[0], df2[1], label=\"tau=0.1\")\n", "plt.plot(df2[0], df2[2], label=\"tau=0.3\")\n", "plt.plot(df2[0], df2[3], label=\"tau=0.5\")\n", "plt.plot(df2[0], df2[4], label=\"tau=0.7\")\n", "plt.plot(df2[0], df2[5], label=\"tau=0.9\")\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": null, "id": "75ca586a-a80b-45b9-a141-ea9a36023cb8", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.3" } }, "nbformat": 4, "nbformat_minor": 5 }