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notebooks / py / nilearn_playground.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/morteza/miniconda3/lib/python3.7/site-packages/sklearn/externals/joblib/__init__.py:15: DeprecationWarning: sklearn.externals.joblib is deprecated in 0.21 and will be removed in 0.23. Please import this functionality directly from joblib, which can be installed with: pip install joblib. If this warning is raised when loading pickled models, you may need to re-serialize those models with scikit-learn 0.21+.\n",
      "  warnings.warn(msg, category=DeprecationWarning)\n"
     ]
    }
   ],
   "source": [
    "from nilearn import plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<nilearn.plotting.displays.OrthoProjector at 0x12ee14f98>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 475.2x187.2 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotting.plot_glass_brain(\"/Users/morteza/fsl_course_data/intro/structural.nii.gz\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<nilearn.plotting.displays.OrthoSlicer at 0x12db0a0b8>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 475.2x187.2 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotting.plot_img(\"/Users/morteza/fsl_course_data/intro/structural.nii.gz\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<nilearn.plotting.displays.OrthoSlicer at 0x13553f550>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 475.2x187.2 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from nilearn import image, plotting\n",
    "img = image.load_img(\"/Users/morteza/fsl_course_data/intro/structural.nii.gz\")\n",
    "img = image.smooth_img(img, fwhm=4)\n",
    "plotting.plot_img(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "nilearn datasets: ['/Users/morteza/nilearn_data']\n",
      "\n",
      "Dataset created in /Users/morteza/nilearn_data/nyu_rest\n",
      "\n",
      "Downloading data from http://www.nitrc.org/frs/download.php/1071/NYU_TRT_session1a.tar.gz ...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloaded 697388519 of 697388519 bytes (100.0%,    0.0s remaining) ...done. (354 seconds, 5 min)\n",
      "Extracting data from /Users/morteza/nilearn_data/nyu_rest/2a70e1b81bc76ba32ae0e1b7e5891a7b/session1/NYU_TRT_session1a.tar.gz..... done.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data from http://www.nitrc.org/frs/download.php/1072/NYU_TRT_session1b.tar.gz ...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloaded 653093650 of 653093650 bytes (100.0%,    0.0s remaining) ...done. (273 seconds, 4 min)\n",
      "Extracting data from /Users/morteza/nilearn_data/nyu_rest/2a70e1b81bc76ba32ae0e1b7e5891a7b/session1/NYU_TRT_session1b.tar.gz..... done.\n"
     ]
    },
    {
     "ename": "AttributeError",
     "evalue": "images",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m~/miniconda3/lib/python3.7/site-packages/sklearn/utils/__init__.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m    104\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 105\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    106\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'images'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-32-d18f81724779>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"nilearn datasets: {datasets.get_data_dirs()}\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mdataset\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdatasets\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfetch_nyu_rest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mplotting\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_stat_map\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimages\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      5\u001b[0m \u001b[0mplotting\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_glass_brain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimages\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/miniconda3/lib/python3.7/site-packages/sklearn/utils/__init__.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m    105\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    106\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 107\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mAttributeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    108\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    109\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__setstate__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstate\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mAttributeError\u001b[0m: images"
     ]
    }
   ],
   "source": [
    "from nilearn import datasets, plotting\n",
    "print(f\"nilearn datasets: {datasets.get_data_dirs()}\")\n",
    "dataset = datasets.fetch_nyu_rest()\n",
    "plotting.plot_stat_map(dataset.images[0])\n",
    "plotting.plot_glass_brain(dataset.images[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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