notebooks/plot_ground_truth.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7a6b35cf-2f39-4921-830c-5ce06e802164",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "import sys\n",
    "sys.path.insert(0, \"../\")\n",
    "\n",
    "# from leitmotifs.lama import *\n",
    "\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "matplotlib.rcParams['pdf.fonttype'] = 42\n",
    "matplotlib.rcParams['ps.fonttype'] = 42\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_formats = {'png', 'retina'}\n",
    "\n",
    "import warnings\n",
    "warnings.simplefilter(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "55894fe6-ab8d-4fcc-9daf-0ba0508d6aed",
   "metadata": {},
   "outputs": [],
   "source": [
    "#df1 = pd.read_csv(\"../tests/results/benchmark/motion_precision.csv\", index_col=0)\n",
    "#df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "50370b0d-13f2-423a-8831-169dcbe63e42",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Dataset</th>\n",
       "      <th>Method</th>\n",
       "      <th>Precision</th>\n",
       "      <th>Recall</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Boxing</td>\n",
       "      <td>LAMA</td>\n",
       "      <td>90.000000</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Boxing</td>\n",
       "      <td>mSTAMP+MDL</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Boxing</td>\n",
       "      <td>mSTAMP</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Boxing</td>\n",
       "      <td>EMD*</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>80.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Boxing</td>\n",
       "      <td>K-Motifs (TOP-f)</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>70.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Vanilla Ice - Ice Ice Baby</td>\n",
       "      <td>SMM</td>\n",
       "      <td>49.122807</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Queen David Bowie - Under Pressure</td>\n",
       "      <td>SMM</td>\n",
       "      <td>25.742574</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>The Rolling Stones - Paint It, Black</td>\n",
       "      <td>SMM</td>\n",
       "      <td>21.359223</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Star Wars - The Imperial March</td>\n",
       "      <td>SMM</td>\n",
       "      <td>27.272727</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>Lord of the Rings Symphony - The Shire</td>\n",
       "      <td>SMM</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>131 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    Dataset            Method   Precision  \\\n",
       "0                                    Boxing              LAMA   90.000000   \n",
       "2                                    Boxing        mSTAMP+MDL  100.000000   \n",
       "3                                    Boxing            mSTAMP  100.000000   \n",
       "4                                    Boxing              EMD*   80.000000   \n",
       "5                                    Boxing  K-Motifs (TOP-f)   70.000000   \n",
       "..                                      ...               ...         ...   \n",
       "139              Vanilla Ice - Ice Ice Baby               SMM   49.122807   \n",
       "140      Queen David Bowie - Under Pressure               SMM   25.742574   \n",
       "141    The Rolling Stones - Paint It, Black               SMM   21.359223   \n",
       "142          Star Wars - The Imperial March               SMM   27.272727   \n",
       "143  Lord of the Rings Symphony - The Shire               SMM   40.000000   \n",
       "\n",
       "     Recall  \n",
       "0      90.0  \n",
       "2      20.0  \n",
       "3      20.0  \n",
       "4      80.0  \n",
       "5      70.0  \n",
       "..      ...  \n",
       "139   100.0  \n",
       "140   100.0  \n",
       "141   100.0  \n",
       "142   100.0  \n",
       "143   100.0  \n",
       "\n",
       "[131 rows x 4 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def read_data():\n",
    "    df1 = pd.read_csv(\"../tests/results/benchmark/motion_precision.csv\", index_col=0)\n",
    "    df2 = pd.read_csv(\"../tests/results/benchmark/birdsounds_precision.csv\", index_col=0)\n",
    "    df3 = pd.read_csv(\"../tests/results/benchmark/soundtracks_precision.csv\", index_col=0)\n",
    "    df4 = pd.read_csv(\"../tests/results/benchmark/audio_precision.csv\", index_col=0)\n",
    "    df5 = pd.read_csv(\"../tests/results/benchmark/physio_precision.csv\", index_col=0)    \n",
    "    df6 = pd.read_csv(\"../tests/results/benchmark/stocks_precision.csv\", index_col=0)        \n",
    "    df_smm = pd.read_csv(\"../tests/csv/smm_1_results.csv\")\n",
    "    df_smm[\"Method\"]=\"SMM\"\n",
    "\n",
    "    df = pd.concat([df1, df2, df3, df4, df5, df6, df_smm])\n",
    "\n",
    "    df.reset_index(inplace=True, drop=True)\n",
    "    df.drop(df[df.Method == \"LAMA (naive)\"].index, inplace=True)\n",
    "    df.Precision = df.Precision * 100\n",
    "    df.Recall = df.Recall * 100\n",
    "    \n",
    "    return df\n",
    "\n",
    "df = read_data()\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8d416483-cb92-46cf-adce-d12c99887cf0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 290,
       "width": 395
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = read_data()\n",
    "df.Method[df.Method == \"K-Motifs (TOP-N)\"] = \"K-Motifs (TOP-f dims)\"\n",
    "df.Method[df.Method == \"K-Motifs (all)\"] = \"K-Motifs (all dims)\"\n",
    "\n",
    "# filter\n",
    "with_distances = [\"LAMA (cid)\", \"LAMA (ed)\", \"LAMA (cosine)\"]\n",
    "df = df[~df.Method.isin(with_distances)]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(4,3))\n",
    "sns.barplot(x=df.Method, y=df.Precision, ax=ax, \n",
    "            order=df[[\"Method\", \"Precision\"]].groupby(\"Method\").mean().sort_values(by=\"Precision\", ascending=False).reset_index()[\"Method\"])\n",
    "ax.set_title(\"Precision by Method\", fontsize=14)\n",
    "plt.yticks(fontsize=10)\n",
    "plt.xticks(rotation=-25, fontsize=10, ha='left')\n",
    "plt.xlabel(\"\")\n",
    "plt.ylabel(\"Precision in %\")\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"../tests/results/images/barplot_precision.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4ae5ddaf-90f9-4e9e-b8f8-d5f20342382b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 290,
       "width": 394
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(4,3))\n",
    "sns.barplot(x=df.Method, y=df.Recall, ax=ax, \n",
    "            order=df[[\"Method\", \"Recall\"]].groupby(\"Method\").mean().sort_values(by=\"Recall\", ascending=False).reset_index()[\"Method\"])\n",
    "ax.set_title(\"Recall by Method\", fontsize=14)\n",
    "plt.yticks(fontsize=10)\n",
    "plt.xticks(rotation=-25, fontsize=10, ha='left')\n",
    "plt.xlabel(\"\")\n",
    "plt.ylabel(\"Recall in %\")\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"../tests/results/images/barplot_recall.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "499e076e-76a0-4fd5-b02f-5a05357f6fbd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                     Precision                 Recall       \n",
      "                          mean      median       mean median\n",
      "Method                                                      \n",
      "EMD*                 59.326923   65.000000  75.897436   80.0\n",
      "K-Motifs (TOP-f)     61.098901   70.000000  70.769231  100.0\n",
      "K-Motifs (all dims)  76.762821   83.333333  82.564103  100.0\n",
      "LAMA                 88.685897  100.000000  95.128205  100.0\n",
      "SMM                  31.790827   26.507651  65.357143   95.0\n",
      "mSTAMP               53.846154  100.000000  36.666667   20.0\n",
      "mSTAMP+MDL           46.153846    0.000000  28.974359    0.0\n"
     ]
    }
   ],
   "source": [
    "print(df.groupby(df.Method)[[\"Precision\", \"Recall\"]].agg([\"mean\", \"median\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e2fc2331-3a42-41a7-bfcb-6d861b11b85a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\\begin{tabular}{lrrrr}\n",
      "\\toprule\n",
      "{} & \\multicolumn{2}{l}{Precision} & \\multicolumn{2}{l}{Recall} \\\\\n",
      "{} &       mean &      median &       mean & median \\\\\n",
      "Method              &            &             &            &        \\\\\n",
      "\\midrule\n",
      "EMD*                &  59.326923 &   65.000000 &  75.897436 &   80.0 \\\\\n",
      "K-Motifs (TOP-f)    &  61.098901 &   70.000000 &  70.769231 &  100.0 \\\\\n",
      "K-Motifs (all dims) &  76.762821 &   83.333333 &  82.564103 &  100.0 \\\\\n",
      "LAMA                &  88.685897 &  100.000000 &  95.128205 &  100.0 \\\\\n",
      "SMM                 &  31.790827 &   26.507651 &  65.357143 &   95.0 \\\\\n",
      "mSTAMP              &  53.846154 &  100.000000 &  36.666667 &   20.0 \\\\\n",
      "mSTAMP+MDL          &  46.153846 &    0.000000 &  28.974359 &    0.0 \\\\\n",
      "\\bottomrule\n",
      "\\end{tabular}\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(df.groupby(df.Method)[[\"Precision\", \"Recall\"]].agg([\"mean\", \"median\"]).to_latex())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "47d26eb2-7c65-4ea4-b213-6755f39b4714",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| Method              |   ('Precision', 'mean') |   ('Precision', 'median') |   ('Recall', 'mean') |   ('Recall', 'median') |\n",
      "|:--------------------|------------------------:|--------------------------:|---------------------:|-----------------------:|\n",
      "| EMD*                |                 59.3269 |                   65      |              75.8974 |                     80 |\n",
      "| K-Motifs (TOP-f)    |                 61.0989 |                   70      |              70.7692 |                    100 |\n",
      "| K-Motifs (all dims) |                 76.7628 |                   83.3333 |              82.5641 |                    100 |\n",
      "| LAMA                |                 88.6859 |                  100      |              95.1282 |                    100 |\n",
      "| SMM                 |                 31.7908 |                   26.5077 |              65.3571 |                     95 |\n",
      "| mSTAMP              |                 53.8462 |                  100      |              36.6667 |                     20 |\n",
      "| mSTAMP+MDL          |                 46.1538 |                    0      |              28.9744 |                      0 |\n"
     ]
    }
   ],
   "source": [
    "print(df.groupby(df.Method)[[\"Precision\", \"Recall\"]].agg([\"mean\", \"median\"]).to_markdown())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43522ed3-1fb0-4654-8c43-afcb06663ec3",
   "metadata": {},
   "source": [
    "# Compare different Distance Measures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a6c71183-70e0-4971-bbc9-5163c2daf899",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 290,
       "width": 393
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = read_data()\n",
    "df.Method[df.Method == \"LAMA\"] = \"LAMA (z-ed)\"\n",
    "\n",
    "# filter\n",
    "with_distances = [\"LAMA (z-ed)\", \"LAMA (cid)\", \"LAMA (ed)\", \"LAMA (cosine)\"]\n",
    "df = df[df.Method.isin(with_distances)]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(4,3))\n",
    "sns.barplot(x=df.Method, y=df.Precision, ax=ax, \n",
    "            order=df[[\"Method\", \"Precision\"]].groupby(\"Method\").mean().sort_values(by=\"Precision\", ascending=False).reset_index()[\"Method\"])\n",
    "ax.set_title(\"Precision by Method\", fontsize=14)\n",
    "plt.yticks(fontsize=10)\n",
    "plt.xticks(rotation=-20, fontsize=10, ha='left')\n",
    "plt.xlabel(\"\")\n",
    "plt.ylabel(\"Precision in %\")\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"../tests/results/images/barplot_precision_distances.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e7a8da98-ada9-4bc4-833f-db606c526306",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 290,
       "width": 393
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(4,3))\n",
    "sns.barplot(x=df.Method, y=df.Recall, ax=ax, \n",
    "            order=df[[\"Method\", \"Recall\"]].groupby(\"Method\").mean().sort_values(by=\"Recall\", ascending=False).reset_index()[\"Method\"])\n",
    "ax.set_title(\"Recall by Method\", fontsize=14)\n",
    "plt.yticks(fontsize=10)\n",
    "plt.xticks(rotation=-20, fontsize=10, ha='left')\n",
    "plt.xlabel(\"\")\n",
    "plt.ylabel(\"Recall in %\")\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"../tests/results/images/barplot_recall_distances.pdf\")"
   ]
  }
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