visu_boxplot.ipynb

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       "        }\n",
       "        </script>\n",
       "        "
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     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "from __future__ import print_function\n",
    "\n",
    "import argparse\n",
    "import csv\n",
    "import os\n",
    "import sys\n",
    "import tifffile\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "import glob\n",
    "import pickle\n",
    "from pathlib import Path\n",
    "from PIL import Image\n",
    "import plotly.express as px\n",
    "import plotly.graph_objects as go\n",
    "import plotly.offline as offline\n",
    "offline.init_notebook_mode(connected = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "62df1e6f-abbd-4175-b1c3-757cc589733b",
   "metadata": {},
   "outputs": [],
   "source": [
    "CNN_output_dir = Path('./checkpoints/CBNA/CNN/')\n",
    "MLP_output_dir = Path('./checkpoints/CBNA/MLP/')\n",
    "\n",
    "df_CNN = pd.read_csv(CNN_output_dir.joinpath('CNN_tss_per_cls.csv'), sep=',', low_memory=False)\n",
    "df_MLP = pd.read_csv(MLP_output_dir.joinpath('MLP_tss_per_cls.csv'), sep=',', low_memory=False)"
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       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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>species</th>\n",
       "      <th>train_cnt</th>\n",
       "      <th>test_cnt</th>\n",
       "      <th>recall</th>\n",
       "      <th>specificity</th>\n",
       "      <th>tss</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Geranium argenteum L., 1756</td>\n",
       "      <td>29</td>\n",
       "      <td>4</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.978343</td>\n",
       "      <td>0.978343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cherleria laricifolia subsp. laricifolia (L.) ...</td>\n",
       "      <td>779</td>\n",
       "      <td>133</td>\n",
       "      <td>0.962406</td>\n",
       "      <td>0.862561</td>\n",
       "      <td>0.824967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Cherleria capillacea (All.) A.J.Moore &amp; Dillen...</td>\n",
       "      <td>115</td>\n",
       "      <td>19</td>\n",
       "      <td>0.894737</td>\n",
       "      <td>0.930268</td>\n",
       "      <td>0.825004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Facchinia rupestris (Scop.) Dillenb. &amp; Kaderei...</td>\n",
       "      <td>225</td>\n",
       "      <td>32</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.906070</td>\n",
       "      <td>0.781070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Geranium columbinum L., 1753</td>\n",
       "      <td>1199</td>\n",
       "      <td>184</td>\n",
       "      <td>0.885870</td>\n",
       "      <td>0.643201</td>\n",
       "      <td>0.529070</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "                                             species  train_cnt  test_cnt  \\\n",
       "0                        Geranium argenteum L., 1756         29         4   \n",
       "1  Cherleria laricifolia subsp. laricifolia (L.) ...        779       133   \n",
       "2  Cherleria capillacea (All.) A.J.Moore & Dillen...        115        19   \n",
       "3  Facchinia rupestris (Scop.) Dillenb. & Kaderei...        225        32   \n",
       "4                       Geranium columbinum L., 1753       1199       184   \n",
       "\n",
       "     recall  specificity       tss  \n",
       "0  1.000000     0.978343  0.978343  \n",
       "1  0.962406     0.862561  0.824967  \n",
       "2  0.894737     0.930268  0.825004  \n",
       "3  0.875000     0.906070  0.781070  \n",
       "4  0.885870     0.643201  0.529070  "
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     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "df_MLP.head()"
   ]
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   "source": [
    "portion = 10\n",
    "a = np.arange(0, 100, portion) + portion\n",
    "c = a.tolist()\n",
    "breaks = np.asarray(np.percentile(df_CNN.train_cnt, c))\n",
    "df_CNN['global_cnt'] = (df_CNN.train_cnt.values > breaks[..., np.newaxis]).sum(0)\n",
    "df_MLP['global_cnt'] = (df_MLP.train_cnt.values > breaks[..., np.newaxis]).sum(0)"
   ]
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   "id": "a9f39af6-d7fd-440b-9c74-1fb52f025b04",
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",
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{\"autosize\":false,\"height\":1000,\"width\":1200,\"yaxis\":{\"range\":[-0.2,1],\"title\":{\"text\":\"TSS\"},\"zeroline\":true},\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\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occurrence\"}}},                        {\"responsive\": true}                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('09f14ead-d4dc-4429-bad6-0b755b54fab2');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
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       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = df_CNN['global_cnt'].values\n",
    "\n",
    "trace0 = go.Box(\n",
    "    y=df_CNN['tss'].values,\n",
    "    x=x,\n",
    "    name='CNN model',\n",
    "    marker=dict(\n",
    "        color='#3D9970'\n",
    "    )\n",
    ")\n",
    "trace1 = go.Box(\n",
    "    y=df_MLP['tss'].values,\n",
    "    x=x,\n",
    "    name='MLP model',\n",
    "    marker=dict(\n",
    "        color='#FF4136'\n",
    "    )\n",
    ")\n",
    "\n",
    "layout = go.Layout(\n",
    "    autosize=False,\n",
    "    width=1200,\n",
    "    height=1000,\n",
    "    yaxis=go.layout.YAxis(\n",
    "        title='TSS',\n",
    "        range=[-0.2, 1],\n",
    "        zeroline=True\n",
    "    ),\n",
    ")\n",
    "\n",
    "data = [trace0, trace1]\n",
    "fig = go.Figure(data=data, layout=layout)\n",
    "fig.update_xaxes(\n",
    "                tickmode = 'array',\n",
    "                tickvals = np.arange(0,len(c)).astype(int),\n",
    "                ticktext= [int(val) for val in breaks])\n",
    "fig.update_layout(xaxis_title=\"Species occurrence\")\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "feb72a83-979a-47c6-b565-1c5e199f35a9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_CNN['train_cnt'].sort_values(ascending=False).plot(figsize=(10,5), kind='bar', rot=0)\n",
    "plt.xticks([])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "70e3cdd0-a5b5-4cb0-affd-b30cafd5eff7",
   "metadata": {},
   "outputs": [],
   "source": [
    "Fusion_output_dir = Path('./checkpoints/CBNA/Fusion/')\n",
    "df_Fusion = pd.read_csv(Fusion_output_dir.joinpath('Fusion_tss_per_cls.csv'), sep=',', low_memory=False)\n",
    "df_Fusion['global_cnt'] = (df_Fusion.train_cnt.values > breaks[..., np.newaxis]).sum(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "84484fda-56f6-408a-ab61-a1c49d00bbed",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
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         "marker": {
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         "name": "CNN model",
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{\"autosize\":false,\"height\":1000,\"width\":1200,\"yaxis\":{\"range\":[-0.2,1],\"title\":{\"text\":\"TSS\"},\"zeroline\":true},\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\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occurrence\"}}},                        {\"responsive\": true}                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('ecde1281-99a0-4458-89f4-856b09c4649e');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
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       "if (outputEl) {{\n",
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = df_CNN['global_cnt'].values\n",
    "\n",
    "trace0 = go.Box(\n",
    "    y=df_CNN['tss'].values,\n",
    "    x=x,\n",
    "    name='CNN model',\n",
    "    marker=dict(\n",
    "        color='#3D9970'\n",
    "    )\n",
    ")\n",
    "trace1 = go.Box(\n",
    "    y=df_MLP['tss'].values,\n",
    "    x=x,\n",
    "    name='MLP model',\n",
    "    marker=dict(\n",
    "        color='#FF4136'\n",
    "    )\n",
    ")\n",
    "trace2 = go.Box(\n",
    "    y=df_Fusion['tss'].values,\n",
    "    x=x,\n",
    "    name='Fusion model',\n",
    "    marker=dict(\n",
    "        color='violet'\n",
    "    )\n",
    ")\n",
    "\n",
    "layout = go.Layout(\n",
    "    autosize=False,\n",
    "    width=1200,\n",
    "    height=1000,\n",
    "    yaxis=go.layout.YAxis(\n",
    "        title='TSS',\n",
    "        range=[-0.2, 1],\n",
    "        zeroline=True\n",
    "    ),\n",
    ")\n",
    "\n",
    "data = [trace0, trace1, trace2]\n",
    "fig = go.Figure(data=data, layout=layout)\n",
    "fig.update_xaxes(\n",
    "                tickmode = 'array',\n",
    "                tickvals = np.arange(0,len(c)).astype(int),\n",
    "                ticktext= [int(val) for val in breaks])\n",
    "fig.update_layout(xaxis_title=\"Species occurrence\")\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6e26a113-9862-4c35-8bb0-2207231f2753",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "name": "python3"
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