05_metaanalysis_neurosynth_myanalysis-Copy2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-11-07T02:32:47.299455Z",
     "start_time": "2023-11-07T02:32:45.809993Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Enigma\\.conda\\envs\\Decoding\\lib\\site-packages\\matplotlib\\__init__.py:886: MatplotlibDeprecationWarning: \n",
      "examples.directory is deprecated; in the future, examples will be found relative to the 'datapath' directory.\n",
      "  \"found relative to the 'datapath' directory.\".format(key))\n"
     ]
    }
   ],
   "source": [
    "from neurosynth.base.dataset import Dataset\n",
    "from neurosynth.analysis import decode\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "mpl.rcParams['svg.fonttype'] = 'none'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-11-07T02:33:07.729461Z",
     "start_time": "2023-11-07T02:33:07.719489Z"
    }
   },
   "outputs": [],
   "source": [
    "def getOrder(d, thr):\n",
    "    dh = []\n",
    "    for i in range(len(d)):\n",
    "        di = d[i]\n",
    "        if np.sum(di) == 0:\n",
    "            dh.append(0)  # 或者一些其他的默认值，因为无法计算平均值\n",
    "        else:\n",
    "            dh.append(np.average(np.array(range(len(di))) + 1, weights=di))\n",
    "    heatmapOrder = np.argsort(dh)\n",
    "    return heatmapOrder\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-11-07T02:33:09.602865Z",
     "start_time": "2023-11-07T02:33:07.926674Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# # Create a new Dataset instance\n",
    "# dataset = Dataset('database_feb_2015/database.txt')\n",
    "# # Add some features\n",
    "# dataset.add_features('database_feb_2015/features.txt')\n",
    "# dataset.save('database_feb_2015/dataset.pkl')\n",
    "#dataset\n",
    "#OR\n",
    "# Import neurosynth database:\n",
    "pickled_dataset='database_feb_2015/dataset.pkl' \n",
    "dataset=Dataset.load(pickled_dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-11-07T02:33:16.765481Z",
     "start_time": "2023-11-07T02:33:16.472332Z"
    }
   },
   "outputs": [],
   "source": [
    "# Analysis with 24 terms:\n",
    "features = pd.read_csv('database_feb_2015/v3-topics-50.txt', sep='\\t', index_col=0)\n",
    "topics_to_keep = [ 1, 4,  6, 14, \n",
    "                  18, 19, 23, 25, \n",
    "                  20, 21, 27, 29,\n",
    "                  30, 31, 33, 35, \n",
    "                  36, 38, 37, 41, \n",
    "                  44, 45, 48, 49]\n",
    "labels = ['face/affective processing', ' verbal semantics', 'cued attention', 'working memory', \n",
    "          'autobiographical memory', 'reading', 'inhibition', 'motor', \n",
    "          'visual perception', 'numerical cognition', 'reward-based decision making', 'visual attention', \n",
    "          'multisensory processing', 'visuospatial','eye movements', 'action',\n",
    "          'auditory processing', 'pain', 'language', 'declarative memory', \n",
    "          'visual semantics', 'emotion', 'cognitive control', 'social cognition']\n",
    "features = features.iloc[:, topics_to_keep]\n",
    "features.columns = labels\n",
    "dataset.add_features(features, append=False)\n",
    "\n",
    "# removed_as_noise = [0,5,9,12,17,40] # from 30 terms that were above threshold\n",
    "# labels_noise = ['resting-state', 'dementia', 'development', 'misc', 'task timing', 'lateralization']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-11-07T02:37:43.747944Z",
     "start_time": "2023-11-07T02:37:43.741937Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'F:\\\\GSP_StructuralDecouplingIndex-16382be93c3bae8e196934a8e05b7a9300a909c3\\\\GSP_StructuralDecouplingIndex-16382be93c3bae8e196934a8e05b7a9300a909c3\\\\Code_NCOMMS\\\\Python'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%pwd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-11-07T03:07:53.327730Z",
     "start_time": "2023-11-07T03:07:51.673159Z"
    }
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "Format 'tiff' is not supported (supported formats: eps, pdf, pgf, png, ps, raw, rgba, svg, svgz)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_21784\\1444163608.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     35\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     36\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 37\u001b[1;33m \u001b[0mf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msavefig\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'degree_5_100.neurosynth.tif'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'tiff'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\.conda\\envs\\Decoding\\lib\\site-packages\\matplotlib\\figure.py\u001b[0m in \u001b[0;36msavefig\u001b[1;34m(self, fname, frameon, transparent, **kwargs)\u001b[0m\n\u001b[0;32m   2095\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_frameon\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mframeon\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2096\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2097\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprint_figure\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2098\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2099\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mframeon\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\.conda\\envs\\Decoding\\lib\\site-packages\\matplotlib\\backend_bases.py\u001b[0m in \u001b[0;36mprint_figure\u001b[1;34m(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, **kwargs)\u001b[0m\n\u001b[0;32m   2004\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2005\u001b[0m         \u001b[1;31m# get canvas object and print method for format\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2006\u001b[1;33m         \u001b[0mcanvas\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_output_canvas\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2007\u001b[0m         \u001b[0mprint_method\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'print_%s'\u001b[0m \u001b[1;33m%\u001b[0m \u001b[0mformat\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2008\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\.conda\\envs\\Decoding\\lib\\site-packages\\matplotlib\\backend_bases.py\u001b[0m in \u001b[0;36m_get_output_canvas\u001b[1;34m(self, fmt)\u001b[0m\n\u001b[0;32m   1946\u001b[0m         raise ValueError(\n\u001b[0;32m   1947\u001b[0m             \u001b[1;34m\"Format {!r} is not supported (supported formats: {})\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1948\u001b[1;33m             .format(fmt, \", \".join(sorted(self.get_supported_filetypes()))))\n\u001b[0m\u001b[0;32m   1949\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1950\u001b[0m     def print_figure(self, filename, dpi=None, facecolor=None, edgecolor=None,\n",
      "\u001b[1;31mValueError\u001b[0m: Format 'tiff' is not supported (supported formats: eps, pdf, pgf, png, ps, raw, rgba, svg, svgz)"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1500x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gradient 1\n",
    "\n",
    "decoder = decode.Decoder(dataset, method='roi')\n",
    "\n",
    "# Set threshold:\n",
    "thr = 3.1\n",
    "vmin = 5\n",
    "vmax = 12\n",
    "\n",
    "tot = 5\n",
    "data = decoder.decode([str('Bins/Degree_%02d.nii' % (i)) \n",
    "                       for i in range(1,21)],save='decoding_results.txt')\n",
    "#data = decoder.decode([str('../Margulies_paper_code/NeuroanatomyAndConnectivity-gradient_analysis-5b2ac63/gradient_data/masks/volume_%02d_%02d.nii.gz' % (i * tot, (i * tot) + tot)) \n",
    "                     #  for i in range(0,100/tot)], save='decoding_results_Margulies.txt')\n",
    "df = []\n",
    "df = data.copy()\n",
    "newnames = []\n",
    "[newnames.append(('%s-%s' % (str(i * tot), str((i*tot) + tot)))) for i in range(0,len(df.columns))]\n",
    "df.columns = newnames\n",
    "df[df<thr] = 0 \n",
    "heatmapOrder = getOrder(np.array(df), thr)\n",
    "\n",
    "sns.set(context=\"paper\", font=\"sans-serif\", font_scale=2)\n",
    "f, (ax1) = plt.subplots(nrows=1,ncols=1,figsize=(15, 10), sharey=True)\n",
    "plotData = df.reindex(df.index[heatmapOrder])\n",
    "cax = sns.heatmap(plotData, linewidths=1, square=True, cmap='Greys', robust=False, \n",
    "            ax=ax1, vmin=0.5, vmax=vmax, mask=plotData == 0)\n",
    "#sns.axlabel('Percentile along gradient', 'NeuroSynth topics terms')\n",
    "cbar = cax.collections[0].colorbar\n",
    "cbar.set_label('z-stat', rotation=270)\n",
    "cbar.set_ticks(ticks=[thr,vmax])\n",
    "cbar.set_ticklabels(ticklabels=[thr,vmax])\n",
    "cbar.outline.set_edgecolor('black')\n",
    "cbar.outline.set_linewidth(0.5)\n",
    "\n",
    "plt.draw()\n",
    "f.savefig('degree_5_100.neurosynth.svg', format='svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.16"
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  "varInspector": {
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    "lenType": 16,
    "lenVar": 40
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   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
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    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
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   "types_to_exclude": [
    "module",
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    "builtin_function_or_method",
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   "window_display": true
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 "nbformat": 4,
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}