diff --git a/museval18-analysis.ipynb b/museval18-analysis.ipynb deleted file mode 100644 index ba9dd8f..0000000 --- a/museval18-analysis.ipynb +++ /dev/null @@ -1,334 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "import scipy.stats\n", - "import numpy as np\n", - "import pandas as pd\n", - "import seaborn as sns\n", - "import scikit_posthocs as sp\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib import gridspec\n", - "from matplotlib.transforms import BlendedGenericTransform\n", - "import scikit_posthocs as sp\n", - "sns.set()" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "df = pd.read_pickle(\"sisec18.pd\")\n", - "\n", - "metrics = ['SDR', 'SIR', 'SAR', 'ISR']\n", - "targets = ['vocals', 'accompaniment', 'drums', 'bass', 'other']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Boxplots" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "f = plt.figure(figsize=(12, 12))\n", - "gs = gridspec.GridSpec(4, 1)\n", - "\n", - "axes = []\n", - "for i, metric in enumerate(metrics):\n", - " ax = plt.subplot(gs[i, 0])\n", - " axes.append(ax)\n", - " df_m = df[df.metric == metric]\n", - "\n", - " ax = sns.boxplot(\n", - " 'name',\n", - " \"score\",\n", - " \"estimate\",\n", - " data=df_m,\n", - " showmeans=False,\n", - " notch=True,\n", - " showfliers=False,\n", - " order=targets,\n", - " ax=ax,\n", - " )\n", - " ax.set_ylabel(metric + ' in dB')\n", - " ax.legend_.remove()\n", - " ax.set_xlabel('')\n", - "\n", - "h, leg = ax.get_legend_handles_labels()\n", - "\n", - "plt.figlegend(\n", - " h, leg,\n", - " loc='lower center', ncol=len(targets), labelspacing=0.,\n", - ")\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Heatmap for all tracks (SDR)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "f = plt.figure(figsize=(16, 8))\n", - "gs = gridspec.GridSpec(4, 1)\n", - "\n", - "axes = []\n", - "for i, metric in enumerate(metrics):\n", - " df_voc = df[(df.name == 'vocals') & (df.metric == metric)]\n", - " pivoted = pd.pivot_table(df_voc, values='score', index='estimate', columns='track')\n", - " ax = plt.subplot(gs[i, 0])\n", - " axes.append(ax)\n", - " sns.heatmap(pivoted, square=True, ax=ax)\n", - " ax.set_xlabel(metric)\n", - "\n", - "\n", - "_ = plt.setp(axes[0].get_xticklabels(), visible=False)\n", - "_ = plt.setp(axes[1].get_xticklabels(), visible=False)\n", - "_ = plt.setp(axes[2].get_xticklabels(), visible=False)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Statistical Significance tests" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "chi^2 DFR vocals: 36680.29799947724\n", - "p-value vocals: 0.0\n" - ] - } - ], - "source": [ - "df_voc = df[(df.name == 'vocals') & (df.metric == \"SDR\")]\n", - "chi2_test, p_test = scipy.stats.friedmanchisquare(\n", - " *[\n", - " df_voc[df_voc[\"estimate\"] == i][\"score\"]\n", - " for i in np.unique(df_voc[\"estimate\"].values)\n", - " ]\n", - ")\n", - "\n", - "print(\"chi^2 DFR vocals: \", chi2_test)\n", - "print(\"p-value vocals: \", p_test)" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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IBM1IBM2IRM1IRM2MWF
IBM1-1.000000e+001.654583e-012.985219e-154.240749e-1253.381274e-80
IBM21.654583e-01-1.000000e+007.818113e-113.114835e-1113.448178e-69
IRM12.985219e-157.818113e-11-1.000000e+002.872982e-571.233427e-28
IRM24.240749e-1253.114835e-1112.872982e-57-1.000000e+001.165841e-06
MWF3.381274e-803.448178e-691.233427e-281.165841e-06-1.000000e+00
\n", - "
" - ], - "text/plain": [ - " IBM1 IBM2 IRM1 IRM2 MWF\n", - "IBM1 -1.000000e+00 1.654583e-01 2.985219e-15 4.240749e-125 3.381274e-80\n", - "IBM2 1.654583e-01 -1.000000e+00 7.818113e-11 3.114835e-111 3.448178e-69\n", - "IRM1 2.985219e-15 7.818113e-11 -1.000000e+00 2.872982e-57 1.233427e-28\n", - "IRM2 4.240749e-125 3.114835e-111 2.872982e-57 -1.000000e+00 1.165841e-06\n", - "MWF 3.381274e-80 3.448178e-69 1.233427e-28 1.165841e-06 -1.000000e+00" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_voc = df_voc.dropna()\n", - "sp.posthoc_conover(df_voc, val_col='score', group_col='estimate')" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(,\n", - " )" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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gwIEWs5crjZfbRGR17733HlxdXfHll19ajLdr1w5btmzBv//9b7Rp0wZZWVk2VZAAS5KIZKLT6fDXv/4V165dk8ZSUlJQWVmJmTNnIjQ0FBs2bIDZbFYw5YtYkkQkizfeeAO///3vMWfOHFRXV+O///0vbt26hdmzZ2PPnj3YsWMHvv32Wxw6dEjpqBZYkkQkm4iICPj4+GDnzp148uQJPvvsMxQVFQEAOnbsCA8PDzg7Oyuc0hI/uCEiWc2fPx9Hjx6Fh4cH5s+fj8mTJ8PJyQkmkwnvv/++za16wJIkIqsaMGAABgwYID1v27atxSV1ZGSkErHqjZfbREQCLEkiIgGWJBGRAEuSiEigzpIsKytDZWWlxdjNmzetFoiIyJYIP93evn07Nm3ahOrqasTFxeFXv/oVAGDevHnYsmWLLAGJyHpcXV2xZvBHjT5GUyYsyW3btmHv3r0AnhXjn//8Z/zmN7+xua8NEVHDzJgxQ+kINk9Yko6OjtLd78nJyZg0aRK6dOliMYsHEVFTJnxPsk+fPoiPj0dZWRmcnJywZs0apKSk4OLFi3LlIyJSlPBMcs6cOTh27BhcXFwAPHvvYevWrdi6dass4YiIlCYsyV27dgEAbt++bTHu5uZmvURERDZEWJKJiYnw8vLCoEGD4OLiIn1gw/ckiai5EJZkbm4uDAYDDh8+DE9PT8TExFh8UZ2IqKkTlqS7uzs0Gg00Gg0KCwuRmZmJDRs2IDAwELNmzZIrIxGRYur9tUQHBwe0aNEC5eXlFtOvExE1ZcIzyfv37yMrKwtZWVlo3bo1hg0bhpSUFLRt21aufEREihKWZHh4OHx8fDB06FB4eHigqqoKBoMBABAXFydLQCIiJQlLcsqUKdIn2TXrUBARNSfCkoyPj691/MiRI1YJQ0Rka4Qf3OzcuROhoaGIiorC+fPnUVZWhunTp2PFihVy5SMiUpTwTDIlJQUGgwH3799HUlIS7t27h8jISJYkETUbwpJ0c3ODq6srXF1dceXKFeh0OoSHh8uVjYhIccLL7ee/fujl5cWCJKJmR3gmWVJSAqPRCLPZjLKyMhiNRmmbrS0gTkRkDcKSDAwMlO6LfP4xwJIkouZBWJJXr16tdZyzABFRc6EyCxasEa2K6O3tXefB9Xp9w1IRUb1ptVqlIzRpwjPJ+hRhXXSXMxt9DDno/GLtJitgX3ntKSvwLK+9FA9PRKyv3rMAERE1RyxJIiIBliQRkQBLkohIgCVJRCTAkiQiEmBJEhEJsCSJiARYkkREAixJIiIBliQRkQBLkohIgCVJRCTAkiQiEmBJEhEJsCSJiARYkkREAixJIiIBliQRkYCwJLdv3y49FqwXRkTUZAlLcs+ePdLjCRMmWD0MEZGtEZbk82ePPJMkouZIWJIqlarWx0REzYVw3e3//Oc/mDVrFsxms/S4xsqVK60ejohIacKS/OMf/yg9Hjt2rNXDEBHZGmFJ5uTkICwsDEFBQXB2dpYrExGRzRCWpL+/P/bu3YulS5fC29sbYWFhCAsLg4+Pj1z5iIgUJSzJDz/8EB9++CEA4MaNGzh+/Djmz5+Pe/fu4eDBg7IEJCJSkrAkAeD27ds4fPgwjhw5grt37+InP/kJPvnkEzmyEREpTliSMTEx8PDwgFqtRkJCAn784x/LlYuIyCYI75Ps06cPSktLce7cOZw/fx4PHjyQKxcRkU0QnkkuWrQIAHD58mXk5uZi5syZqKqqQnBwMD799FNZAhIRKaleswB17twZvr6+CAgIgNlsxokTJ6ydi4jIJtR5Jnny5EmoVCoEBwcjJCQE8fHxaNmypVz5iIgUJSzJ9PR0hISEoGPHjigpKcG+ffuwb98+AMCyZctkCUhEpCRhSfr6+qKwsBC9e/dGnz59OBMQETU7dc4nuW7dOjx+/BgbN25EQUEBunXrhrCwMLnyEREpqs6byf38/JCQkAAAOHHiBFauXIk7d+5g27ZtVg9HRKS0OksSAMrLy3HgwAHs3bsXlZWViI2NtXYuIiKbICzJmg9qbt26hQ8++AB6vR5dunSRKxsRkeKEJTlz5kx0794d/v7+uHz5MlavXi1t46S7RNQcqMyCj6yPHz/+0h2DgoLqPLher29YKiKqN61Wq3SEJk1YkkREzV29vpZIRNRcsSSJiARYkkREAixJIiIBliQRkQBLkohIgCVJRCRgMyV548YNjBkzBnPnzkVMTAw0Gg3i4uIwa9YsVFVVAQB69OiBhQsXWuy3ePFiREREWIwtXboUW7dutfm8Fy5cwLhx46DRaPDLX/4SRUVFsmUdP348hg8fjr///e8AgLVr16Jnz564e/eutN/333+PwMBA7NixQxq7du0aYmJirJLzdWZNTk5GXFwcRo0aZdXJWI4dO4YePXrAYDBYjMfExKBnz57Q6XTS2MKFCy1+dzt27MCSJUtw7NgxBAcHQ6PRSH8yMjKslplejc2U5PNmz56N1NRU6R9KTk4OAMDNzQ35+fl4+vQpAMBkMuHMmTPSfsXFxZg0aRK++eYbu8i7ZMkSLFiwAKmpqRg8eDA2bdokW9a0tDSkpaVh9erV0jyhP/rRj5CVlSX97L59++Dp6Sk937VrFz777DMUFxdbPWdjsh49ehSFhYXIyMjA1q1bsWnTJpSWllotZ/fu3S1K8tKlS6isrERISAhOnjwpjZ85cwbu7u64efMmgGcFWzPt4HvvvYfU1FTpT1xcnNXy0quxyZKsYTKZUF5ejg4dOgAAnJycEBQUhLy8PACA0WhESEiI9PMVFRWIj4/HiBEj7CLvqlWr0LNnT2lfFxcXWfMWFRXB2dkZKpUKABAdHY1//OMf0vZDhw5h0KBB0nNXV1ekpaXJmrHGq2Tt06cPli5dKm0zmUxwcqrXhFcN4u/vj1u3bqGsrAwAkJmZiZiYGHTs2BEqlQolJSW4dOkSunfvDrVajcOHDwMATp8+Xa+v95KybLIk//CHP0Cj0SA6Ohq3b9+Gv7+/tG348OHSEhJ79+61uHzp2rUrevfubTd5O3XqBAA4deoU0tLSMHHiRFmyjhs3Du+//z6WLVuGNWvWSNs8PDzQqlUrXL9+HdeuXUPnzp0tinvQoEFo3bq11TM2NquLiwtcXV1RVVWFuXPnIi4uDm3atLFq1g8++ADZ2dkwm804ffo0+vTpAwAIDg7GqVOnkJubi7CwMKjVanz77be4fv06vLy8pPWijh49anG5bTKZrJqX6s8mS7LmMmv//v2IjIxEUlKStK1fv37SGuAlJSXw9vZWMOkzjcm7b98+aLVabNy4Ee7u7rJk/eqrr6DX63Hv3j1069bNYvuwYcNgMBiwZ88eq773WB+NyVpaWopJkybB19cXkydPtnrWmJgY7Nu3DydOnMC7774rjYeEhCA/Px9GoxFqtRpvv/027ty5g+PHj1vM8P/Dy21HR0erZ6b6scmSfJ6np6f0QQgAqFQqhIeHQ6fTISoqSsFktXuVvLt370ZaWhpSU1PRtWtXWXOGh4cjMjISCxYssBgfMmQIcnJykJ+fjwEDBsia6WVeNeujR48wceJEjBo1Srb14bt27YqHDx8iNTXVYlLq/v37o6CgAFVVVdL/BHv16oWvv/6ay6DYCZssyZrL1wkTJmDPnj2Ij4+32B4TE4NvvvkGP/3pTxVKaKkheU0mE5YsWSK9j6rRaPCnP/1J1txTp07FlStXpPfIAKBdu3bo3LkzAgIC4OBgO/88XiVreno6rl+/ju3bt0uXr9evX7d6xpq3W3x8fKSx1q1bw8nJCcHBwdKYWq3G3bt34evra/VM1HicKo2ISMB2ThWIiGwQS5KISIAlSUQkwJIkIhJgSRIRCbAkiYgEWJJERAL/BztyfggN7dj4AAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pc = sp.posthoc_conover(df_voc, val_col='score', group_col='estimate')\n", - "heatmap_args = {'linewidths': 0.25, 'linecolor': '0.5', 'clip_on': False, 'square': True, 'cbar_ax_bbox': [0.80, 0.35, 0.04, 0.3]}\n", - "sp.sign_plot(pc, **heatmap_args)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "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": "3.6.4" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -}