test.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/kamdh/anaconda2/lib/python2.7/site-packages/ipykernel_launcher.py:27: VisibleDeprecationWarning: Function get_ontology is deprecated. Use get_structure_tree instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "126 total experiments\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "from allensdk.core.mouse_connectivity_cache import MouseConnectivityCache\n",
    "import numpy as np\n",
    "import h5py\n",
    "import time\n",
    "import nrrd\n",
    "from voxnet.conn2d import map_to_surface\n",
    "\n",
    "drive_path = os.path.join(os.getenv('HOME'), 'work/allen/data/sdk_new_100')\n",
    "\n",
    "# When downloading 3D connectivity data volumes, what resolution do you want (in microns)?  \n",
    "# Options are: 10, 25, 50, 100\n",
    "resolution_um = 10\n",
    "\n",
    "# Drop list criterion, in percent difference\n",
    "volume_fraction = 20\n",
    "\n",
    "# The manifest file is a simple JSON file that keeps track of all of\n",
    "# the data that has already been downloaded onto the hard drives.\n",
    "# If you supply a relative path, it is assumed to be relative to your\n",
    "# current working directory.\n",
    "manifest_file = os.path.join(drive_path, \"manifest.json\")\n",
    "\n",
    "# Start processing data\n",
    "mcc = MouseConnectivityCache(manifest_file = manifest_file,\n",
    "                             resolution = resolution_um)\n",
    "ontology = mcc.get_ontology()\n",
    "# Injection structure of interest\n",
    "isocortex = ontology['Isocortex']\n",
    "\n",
    "# open up a pandas dataframe of all of the experiments\n",
    "experiments = mcc.get_experiments(dataframe = True, \n",
    "                                  injection_structure_ids = [isocortex['id'].values[0]], \n",
    "                                  cre = False)\n",
    "print \"%d total experiments\" % len(experiments)\n",
    "\n",
    "view_paths_fn = os.path.join(os.getenv('HOME'), 'work/allen/data/TopView/top_view_paths_10.h5')\n",
    "view_paths_file = h5py.File(view_paths_fn, 'r')\n",
    "view_lut = view_paths_file['view lookup'][:]\n",
    "view_paths = view_paths_file['paths'][:]\n",
    "view_paths_file.close()\n",
    "\n",
    "## Compute size of each path to convert path averages to sums\n",
    "norm_lut = np.zeros(view_lut.shape, dtype=int)\n",
    "ind = np.where(view_lut != -1)\n",
    "ind = zip(ind[0], ind[1])\n",
    "for curr_ind in ind:\n",
    "    curr_path_id = view_lut[curr_ind]\n",
    "    curr_path = view_paths[curr_path_id, :]\n",
    "    norm_lut[curr_ind] = np.sum(curr_path > 0)\n",
    "\n",
    "t0 = time.time()\n",
    "expt_drop_list = []\n",
    "full_vols = []\n",
    "flat_vols = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "180916954\n",
      "gender                                                                   M\n",
      "id                                                               180916954\n",
      "injection-coordinates                                   [4800, 1220, 5930]\n",
      "injection-structures     [{u'abbreviation': u'ACAd', u'color': u'40A666...\n",
      "product-id                                                               5\n",
      "strain                                                            C57BL/6J\n",
      "structure-abbrev                                                       MOs\n",
      "structure-color                                                     1F9D5A\n",
      "structure-id                                                           993\n",
      "structure-name                                        Secondary motor area\n",
      "transgenic-line                                                           \n",
      "Name: 180916954, dtype: object\n"
     ]
    }
   ],
   "source": [
    "eid = experiments.iloc[5].id\n",
    "row = experiments.iloc[5]\n",
    "print eid\n",
    "print row"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "getting injection density\n",
      "mapping to surface\n"
     ]
    }
   ],
   "source": [
    "    data_dir = os.path.join(os.getenv('HOME'),\n",
    "                            \"work/allen/data/sdk_new_100/experiment_%d/\" % eid)\n",
    "    # get and remap injection data\n",
    "    print \"getting injection density\"\n",
    "    in_d, in_info = mcc.get_injection_density(eid)\n",
    "    print \"mapping to surface\"\n",
    "    in_d_s = map_to_surface(in_d, view_lut, view_paths, scale = resolution_um/10., fun=np.mean)\n",
    "    flat_vol = np.nansum(in_d_s * norm_lut) * (10./1000.)**3\n",
    "    flat_vols.append(flat_vol)\n",
    "    full_vol = np.nansum(in_d) * (10./1000.)**3\n",
    "    full_vols.append(full_vol)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "expt_union = mcc.get_experiment_structure_unionizes(eid, hemisphere_ids = [2], is_injection = True,\n",
    "                                                        structure_ids = [ontology['grey']['id'].values[0]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.89908089262803303]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flat_vols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.51017865625000014]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_vols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      hemisphere_id         id  is_injection  max_voxel_density  max_voxel_x  \\\n",
      "2206              2  533667735          True                1.0         4800   \n",
      "\n",
      "      max_voxel_y  max_voxel_z  normalized_projection_volume  \\\n",
      "2206         1220         5930                      0.991312   \n",
      "\n",
      "      projection_density  projection_energy  projection_intensity  \\\n",
      "2206            0.999986            12435.6               12435.8   \n",
      "\n",
      "      projection_volume  experiment_id  structure_id  sum_pixel_intensity  \\\n",
      "2206             0.5557      180916954             8         5.641290e+12   \n",
      "\n",
      "       sum_pixels  sum_projection_pixel_intensity  sum_projection_pixels  \\\n",
      "2206  453639000.0                    5.641280e+12            453632000.0   \n",
      "\n",
      "        volume  \n",
      "2206  0.555708  \n",
      "0.5557\n"
     ]
    }
   ],
   "source": [
    "full_vol2 = float(expt_union['projection_volume'])\n",
    "print expt_union\n",
    "print full_vol2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "899080.892628\n"
     ]
    }
   ],
   "source": [
    "print np.nansum(in_d_s * norm_lut)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.89908087500000011"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "in_d_sum = map_to_surface(in_d, view_lut, view_paths, scale = resolution_um/10., fun=np.sum)\n",
    "np.nansum(in_d_sum) * (10./1000.)**3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "76.2286370889\n",
      "61.7924946244\n"
     ]
    }
   ],
   "source": [
    "print np.abs(flat_vol - full_vol)/full_vol*100\n",
    "print np.abs(flat_vol - full_vol2)/full_vol2*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7fd5ec53ff50>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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/tarGVbWX5IeTfH7D4wQA4HUw8+iMcnAIvBLL105ZS3IBmzW21mZV9bNJPpFk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\nOkQAgLWzrBhsf/w1yuahjxsAOLnuKHlUVe9I8jeS/OnW2rV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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd5ed71c090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "tmp = norm_lut.astype(float)\n",
    "tmp[tmp == 0] = np.nan\n",
    "\n",
    "fig = plt.figure(figsize = (20,20))\n",
    "ax = fig.add_subplot(121)\n",
    "h = ax.imshow(in_d_s)\n",
    "fig.colorbar(h)\n",
    "\n",
    "a2 = fig.add_subplot(122)\n",
    "h2 = a2.imshow(np.sum(in_d, axis=1))\n",
    "fig.colorbar(h2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        text-align: right;\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>id</th>\n",
       "      <th>injection-coordinates</th>\n",
       "      <th>injection-structures</th>\n",
       "      <th>product-id</th>\n",
       "      <th>strain</th>\n",
       "      <th>structure-abbrev</th>\n",
       "      <th>structure-color</th>\n",
       "      <th>structure-id</th>\n",
       "      <th>structure-name</th>\n",
       "      <th>transgenic-line</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>180435652</th>\n",
       "      <td>M</td>\n",
       "      <td>180435652</td>\n",
       "      <td>[7820, 4250, 9870]</td>\n",
       "      <td>[{u'abbreviation': u'TEa', u'color': u'15B0B3'...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>ECT</td>\n",
       "      <td>0D9F91</td>\n",
       "      <td>895</td>\n",
       "      <td>Ectorhinal area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180436360</th>\n",
       "      <td>M</td>\n",
       "      <td>180436360</td>\n",
       "      <td>[4800, 4720, 8980]</td>\n",
       "      <td>[{u'abbreviation': u'AId', u'color': u'219866'...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISC</td>\n",
       "      <td>11AD83</td>\n",
       "      <td>677</td>\n",
       "      <td>Visceral area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180719293</th>\n",
       "      <td>M</td>\n",
       "      <td>180719293</td>\n",
       "      <td>[3140, 3330, 7390]</td>\n",
       "      <td>[{u'abbreviation': u'AId', u'color': u'219866'...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>MOs</td>\n",
       "      <td>1F9D5A</td>\n",
       "      <td>993</td>\n",
       "      <td>Secondary motor area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180709942</th>\n",
       "      <td>M</td>\n",
       "      <td>180709942</td>\n",
       "      <td>[3360, 3120, 7520]</td>\n",
       "      <td>[{u'abbreviation': u'MOp', u'color': u'1F9D5A'...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>MOs</td>\n",
       "      <td>1F9D5A</td>\n",
       "      <td>993</td>\n",
       "      <td>Secondary motor area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180917660</th>\n",
       "      <td>M</td>\n",
       "      <td>180917660</td>\n",
       "      <td>[5570, 4540, 9540]</td>\n",
       "      <td>[{u'abbreviation': u'AIp', u'color': u'219866'...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISC</td>\n",
       "      <td>11AD83</td>\n",
       "      <td>677</td>\n",
       "      <td>Visceral area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180916954</th>\n",
       "      <td>M</td>\n",
       "      <td>180916954</td>\n",
       "      <td>[4800, 1220, 5930]</td>\n",
       "      <td>[{u'abbreviation': u'ACAd', u'color': u'40A666...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>MOs</td>\n",
       "      <td>1F9D5A</td>\n",
       "      <td>993</td>\n",
       "      <td>Secondary motor area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100141780</th>\n",
       "      <td>M</td>\n",
       "      <td>100141780</td>\n",
       "      <td>[4070, 2600, 7500]</td>\n",
       "      <td>[{u'abbreviation': u'MOp', u'color': u'1F9D5A'...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>MOp</td>\n",
       "      <td>1F9D5A</td>\n",
       "      <td>985</td>\n",
       "      <td>Primary motor area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180720175</th>\n",
       "      <td>M</td>\n",
       "      <td>180720175</td>\n",
       "      <td>[5710, 670, 6420]</td>\n",
       "      <td>[{u'abbreviation': u'SSp-ll', u'color': u'1880...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>MOp</td>\n",
       "      <td>1F9D5A</td>\n",
       "      <td>985</td>\n",
       "      <td>Primary motor area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180717881</th>\n",
       "      <td>M</td>\n",
       "      <td>180717881</td>\n",
       "      <td>[4580, 3610, 8670]</td>\n",
       "      <td>[{u'abbreviation': u'SSp-m', u'color': u'18806...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>SSp-m</td>\n",
       "      <td>188064</td>\n",
       "      <td>345</td>\n",
       "      <td>Primary somatosensory area, mouth</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127084296</th>\n",
       "      <td>M</td>\n",
       "      <td>127084296</td>\n",
       "      <td>[4880, 1800, 6920]</td>\n",
       "      <td>[{u'abbreviation': u'MOp', u'color': u'1F9D5A'...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>MOp</td>\n",
       "      <td>1F9D5A</td>\n",
       "      <td>985</td>\n",
       "      <td>Primary motor area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112306316</th>\n",
       "      <td>M</td>\n",
       "      <td>112306316</td>\n",
       "      <td>[3000, 3600, 6690]</td>\n",
       "      <td>[{u'abbreviation': u'FRP', u'color': u'268F45'...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>ORBl</td>\n",
       "      <td>248A5E</td>\n",
       "      <td>723</td>\n",
       "      <td>Orbital area, lateral part</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180709230</th>\n",
       "      <td>M</td>\n",
       "      <td>180709230</td>\n",
       "      <td>[2360, 3870, 7100]</td>\n",
       "      <td>[{u'abbreviation': u'AId', u'color': u'219866'...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>ORBl</td>\n",
       "      <td>248A5E</td>\n",
       "      <td>723</td>\n",
       "      <td>Orbital area, lateral part</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180074890</th>\n",
       "      <td>M</td>\n",
       "      <td>180074890</td>\n",
       "      <td>[6760, 4320, 9510]</td>\n",
       "      <td>[{u'abbreviation': u'AIp', u'color': u'219866'...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISC</td>\n",
       "      <td>11AD83</td>\n",
       "      <td>677</td>\n",
       "      <td>Visceral area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112952510</th>\n",
       "      <td>M</td>\n",
       "      <td>112952510</td>\n",
       "      <td>[3430, 1930, 6140]</td>\n",
       "      <td>[{u'abbreviation': u'ACAd', u'color': u'40A666...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>MOs</td>\n",
       "      <td>1F9D5A</td>\n",
       "      <td>993</td>\n",
       "      <td>Secondary motor area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112596790</th>\n",
       "      <td>M</td>\n",
       "      <td>112596790</td>\n",
       "      <td>[3840, 4160, 8250]</td>\n",
       "      <td>[{u'abbreviation': u'AId', u'color': u'219866'...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>AId</td>\n",
       "      <td>219866</td>\n",
       "      <td>104</td>\n",
       "      <td>Agranular insular area, dorsal part</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112951804</th>\n",
       "      <td>M</td>\n",
       "      <td>112951804</td>\n",
       "      <td>[6890, 2260, 8670]</td>\n",
       "      <td>[{u'abbreviation': u'SSp-bfd', u'color': u'188...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>SSp-bfd</td>\n",
       "      <td>188064</td>\n",
       "      <td>329</td>\n",
       "      <td>Primary somatosensory area, barrel field</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141603190</th>\n",
       "      <td>M</td>\n",
       "      <td>141603190</td>\n",
       "      <td>[4100, 1810, 6110]</td>\n",
       "      <td>[{u'abbreviation': u'ACAd', u'color': u'40A666...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>MOs</td>\n",
       "      <td>1F9D5A</td>\n",
       "      <td>993</td>\n",
       "      <td>Secondary motor area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180718587</th>\n",
       "      <td>M</td>\n",
       "      <td>180718587</td>\n",
       "      <td>[5200, 1310, 7300]</td>\n",
       "      <td>[{u'abbreviation': u'SSp-ll', u'color': u'1880...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>SSp-ul</td>\n",
       "      <td>188064</td>\n",
       "      <td>369</td>\n",
       "      <td>Primary somatosensory area, upper limb</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113036264</th>\n",
       "      <td>M</td>\n",
       "      <td>113036264</td>\n",
       "      <td>[5600, 3510, 9100]</td>\n",
       "      <td>[{u'abbreviation': u'SSp-m', u'color': u'18806...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>SSs</td>\n",
       "      <td>188064</td>\n",
       "      <td>378</td>\n",
       "      <td>Supplemental somatosensory area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100141796</th>\n",
       "      <td>M</td>\n",
       "      <td>100141796</td>\n",
       "      <td>[9370, 2450, 9080]</td>\n",
       "      <td>[{u'abbreviation': u'VISl', u'color': u'08858C...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISli</td>\n",
       "      <td>08858C</td>\n",
       "      <td>312782574</td>\n",
       "      <td>Laterointermediate area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112514915</th>\n",
       "      <td>M</td>\n",
       "      <td>112514915</td>\n",
       "      <td>[6600, 3010, 9160]</td>\n",
       "      <td>[{u'abbreviation': u'SSp-bfd', u'color': u'188...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>SSs</td>\n",
       "      <td>188064</td>\n",
       "      <td>378</td>\n",
       "      <td>Supplemental somatosensory area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146593590</th>\n",
       "      <td>M</td>\n",
       "      <td>146593590</td>\n",
       "      <td>[5180, 1790, 5800]</td>\n",
       "      <td>[{u'abbreviation': u'ACAd', u'color': u'40A666...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>ACAd</td>\n",
       "      <td>40A666</td>\n",
       "      <td>39</td>\n",
       "      <td>Anterior cingulate area, dorsal part</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180296424</th>\n",
       "      <td>M</td>\n",
       "      <td>180296424</td>\n",
       "      <td>[9570, 1750, 8510]</td>\n",
       "      <td>[{u'abbreviation': u'VISp', u'color': u'08858C...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISp</td>\n",
       "      <td>08858C</td>\n",
       "      <td>385</td>\n",
       "      <td>Primary visual area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117298988</th>\n",
       "      <td>M</td>\n",
       "      <td>117298988</td>\n",
       "      <td>[6140, 3530, 9340]</td>\n",
       "      <td>[{u'abbreviation': u'SSs', u'color': u'188064'...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>SSs</td>\n",
       "      <td>188064</td>\n",
       "      <td>378</td>\n",
       "      <td>Supplemental somatosensory area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170721670</th>\n",
       "      <td>M</td>\n",
       "      <td>170721670</td>\n",
       "      <td>[2410, 3150, 6820]</td>\n",
       "      <td>[{u'abbreviation': u'AOB', u'color': u'9DF0D2'...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>ORBl</td>\n",
       "      <td>248A5E</td>\n",
       "      <td>723</td>\n",
       "      <td>Orbital area, lateral part</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157710335</th>\n",
       "      <td>M</td>\n",
       "      <td>157710335</td>\n",
       "      <td>[2440, 2750, 7050]</td>\n",
       "      <td>[{u'abbreviation': u'FRP', u'color': u'268F45'...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>MOs</td>\n",
       "      <td>1F9D5A</td>\n",
       "      <td>993</td>\n",
       "      <td>Secondary motor area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126907302</th>\n",
       "      <td>M</td>\n",
       "      <td>126907302</td>\n",
       "      <td>[7210, 1280, 8030]</td>\n",
       "      <td>[{u'abbreviation': u'SSp-bfd', u'color': u'188...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>SSp-bfd</td>\n",
       "      <td>188064</td>\n",
       "      <td>329</td>\n",
       "      <td>Primary somatosensory area, barrel field</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126861679</th>\n",
       "      <td>M</td>\n",
       "      <td>126861679</td>\n",
       "      <td>[7450, 910, 7080]</td>\n",
       "      <td>[{u'abbreviation': u'VISam', u'color': u'08858...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISam</td>\n",
       "      <td>08858C</td>\n",
       "      <td>394</td>\n",
       "      <td>Anteromedial visual area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127089669</th>\n",
       "      <td>M</td>\n",
       "      <td>127089669</td>\n",
       "      <td>[9270, 2930, 9310]</td>\n",
       "      <td>[{u'abbreviation': u'SUB', u'color': u'4FC244'...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISpor</td>\n",
       "      <td>08858C</td>\n",
       "      <td>312782628</td>\n",
       "      <td>Postrhinal area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141602484</th>\n",
       "      <td>M</td>\n",
       "      <td>141602484</td>\n",
       "      <td>[4030, 1830, 7090]</td>\n",
       "      <td>[{u'abbreviation': u'MOp', u'color': u'1F9D5A'...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>MOs</td>\n",
       "      <td>1F9D5A</td>\n",
       "      <td>993</td>\n",
       "      <td>Secondary motor area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112595376</th>\n",
       "      <td>M</td>\n",
       "      <td>112595376</td>\n",
       "      <td>[8350, 1390, 6600]</td>\n",
       "      <td>[{u'abbreviation': u'RSPd', u'color': u'1AA698...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>RSPv</td>\n",
       "      <td>1AA698</td>\n",
       "      <td>886</td>\n",
       "      <td>Retrosplenial area, ventral part</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100141473</th>\n",
       "      <td>M</td>\n",
       "      <td>100141473</td>\n",
       "      <td>[7370, 2110, 9000]</td>\n",
       "      <td>[{u'abbreviation': u'SSp-bfd', u'color': u'188...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>SSp-bfd</td>\n",
       "      <td>188064</td>\n",
       "      <td>329</td>\n",
       "      <td>Primary somatosensory area, barrel field</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158435116</th>\n",
       "      <td>M</td>\n",
       "      <td>158435116</td>\n",
       "      <td>[2810, 3870, 6420]</td>\n",
       "      <td>[{u'abbreviation': u'ORBl', u'color': u'248A5E...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>ORBvl</td>\n",
       "      <td>248A5E</td>\n",
       "      <td>746</td>\n",
       "      <td>Orbital area, ventrolateral part</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126862385</th>\n",
       "      <td>M</td>\n",
       "      <td>126862385</td>\n",
       "      <td>[9640, 620, 7060]</td>\n",
       "      <td>[{u'abbreviation': u'VISp', u'color': u'08858C...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISp</td>\n",
       "      <td>08858C</td>\n",
       "      <td>385</td>\n",
       "      <td>Primary visual area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100149109</th>\n",
       "      <td>M</td>\n",
       "      <td>100149109</td>\n",
       "      <td>[7540, 2950, 9550]</td>\n",
       "      <td>[{u'abbreviation': u'AUDp', u'color': u'019399...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>AUDp</td>\n",
       "      <td>019399</td>\n",
       "      <td>1002</td>\n",
       "      <td>Primary auditory area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139519496</th>\n",
       "      <td>M</td>\n",
       "      <td>139519496</td>\n",
       "      <td>[7660, 2720, 9530]</td>\n",
       "      <td>[{u'abbreviation': u'SSs', u'color': u'188064'...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>AUDd</td>\n",
       "      <td>019399</td>\n",
       "      <td>1011</td>\n",
       "      <td>Dorsal auditory area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112229103</th>\n",
       "      <td>M</td>\n",
       "      <td>112229103</td>\n",
       "      <td>[7500, 770, 6790]</td>\n",
       "      <td>[{u'abbreviation': u'VISam', u'color': u'08858...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>RSPagl</td>\n",
       "      <td>1AA698</td>\n",
       "      <td>894</td>\n",
       "      <td>Retrosplenial area, lateral agranular part</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157062358</th>\n",
       "      <td>M</td>\n",
       "      <td>157062358</td>\n",
       "      <td>[9260, 2830, 9490]</td>\n",
       "      <td>[{u'abbreviation': u'TEa', u'color': u'15B0B3'...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISpor</td>\n",
       "      <td>08858C</td>\n",
       "      <td>312782628</td>\n",
       "      <td>Postrhinal area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100141219</th>\n",
       "      <td>M</td>\n",
       "      <td>100141219</td>\n",
       "      <td>[8940, 1420, 7840]</td>\n",
       "      <td>[{u'abbreviation': u'VISp', u'color': u'08858C...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISp</td>\n",
       "      <td>08858C</td>\n",
       "      <td>385</td>\n",
       "      <td>Primary visual area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304565427</th>\n",
       "      <td>M</td>\n",
       "      <td>304565427</td>\n",
       "      <td>[9280, 2040, 8630]</td>\n",
       "      <td>[{u'abbreviation': u'VISp', u'color': u'08858C...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISp</td>\n",
       "      <td>08858C</td>\n",
       "      <td>385</td>\n",
       "      <td>Primary visual area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304586645</th>\n",
       "      <td>M</td>\n",
       "      <td>304586645</td>\n",
       "      <td>[8650, 1350, 8030]</td>\n",
       "      <td>[{u'abbreviation': u'VISp', u'color': u'08858C...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISp</td>\n",
       "      <td>08858C</td>\n",
       "      <td>385</td>\n",
       "      <td>Primary visual area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272916915</th>\n",
       "      <td>M</td>\n",
       "      <td>272916915</td>\n",
       "      <td>[8510, 760, 6570]</td>\n",
       "      <td>[{u'abbreviation': u'RSPd', u'color': u'1AA698...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>RSPd</td>\n",
       "      <td>1AA698</td>\n",
       "      <td>879</td>\n",
       "      <td>Retrosplenial area, dorsal part</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272782668</th>\n",
       "      <td>M</td>\n",
       "      <td>272782668</td>\n",
       "      <td>[9590, 950, 7230]</td>\n",
       "      <td>[{u'abbreviation': u'VISp', u'color': u'08858C...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISp</td>\n",
       "      <td>08858C</td>\n",
       "      <td>385</td>\n",
       "      <td>Primary visual area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112373124</th>\n",
       "      <td>M</td>\n",
       "      <td>112373124</td>\n",
       "      <td>[5420, 2600, 8480]</td>\n",
       "      <td>[{u'abbreviation': u'SSp-m', u'color': u'18806...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>SSp-n</td>\n",
       "      <td>188064</td>\n",
       "      <td>353</td>\n",
       "      <td>Primary somatosensory area, nose</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116903230</th>\n",
       "      <td>M</td>\n",
       "      <td>116903230</td>\n",
       "      <td>[7950, 3110, 9730]</td>\n",
       "      <td>[{u'abbreviation': u'AUDp', u'color': u'019399...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>AUDp</td>\n",
       "      <td>019399</td>\n",
       "      <td>1002</td>\n",
       "      <td>Primary auditory area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100147853</th>\n",
       "      <td>M</td>\n",
       "      <td>100147853</td>\n",
       "      <td>[9290, 1520, 8230]</td>\n",
       "      <td>[{u'abbreviation': u'VISp', u'color': u'08858C...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISp</td>\n",
       "      <td>08858C</td>\n",
       "      <td>385</td>\n",
       "      <td>Primary visual area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112424813</th>\n",
       "      <td>M</td>\n",
       "      <td>112424813</td>\n",
       "      <td>[8030, 510, 6310]</td>\n",
       "      <td>[{u'abbreviation': u'RSPd', u'color': u'1AA698...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>RSPd</td>\n",
       "      <td>1AA698</td>\n",
       "      <td>879</td>\n",
       "      <td>Retrosplenial area, dorsal part</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174361040</th>\n",
       "      <td>M</td>\n",
       "      <td>174361040</td>\n",
       "      <td>[9850, 850, 7110]</td>\n",
       "      <td>[{u'abbreviation': u'VISp', u'color': u'08858C...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISp</td>\n",
       "      <td>08858C</td>\n",
       "      <td>385</td>\n",
       "      <td>Primary visual area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277714322</th>\n",
       "      <td>M</td>\n",
       "      <td>277714322</td>\n",
       "      <td>[8230, 1130, 8130]</td>\n",
       "      <td>[{u'abbreviation': u'VISp', u'color': u'08858C...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISp</td>\n",
       "      <td>08858C</td>\n",
       "      <td>385</td>\n",
       "      <td>Primary visual area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180403712</th>\n",
       "      <td>M</td>\n",
       "      <td>180403712</td>\n",
       "      <td>[7470, 4370, 9850]</td>\n",
       "      <td>[{u'abbreviation': u'TEa', u'color': u'15B0B3'...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>ECT</td>\n",
       "      <td>0D9F91</td>\n",
       "      <td>895</td>\n",
       "      <td>Ectorhinal area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277616630</th>\n",
       "      <td>M</td>\n",
       "      <td>277616630</td>\n",
       "      <td>[8510, 1040, 7910]</td>\n",
       "      <td>[{u'abbreviation': u'VISp', u'color': u'08858C...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISp</td>\n",
       "      <td>08858C</td>\n",
       "      <td>385</td>\n",
       "      <td>Primary visual area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277713580</th>\n",
       "      <td>M</td>\n",
       "      <td>277713580</td>\n",
       "      <td>[8130, 1110, 8120]</td>\n",
       "      <td>[{u'abbreviation': u'VISp', u'color': u'08858C...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISp</td>\n",
       "      <td>08858C</td>\n",
       "      <td>385</td>\n",
       "      <td>Primary visual area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277712166</th>\n",
       "      <td>M</td>\n",
       "      <td>277712166</td>\n",
       "      <td>[8350, 1190, 8110]</td>\n",
       "      <td>[{u'abbreviation': u'VISp', u'color': u'08858C...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISp</td>\n",
       "      <td>08858C</td>\n",
       "      <td>385</td>\n",
       "      <td>Primary visual area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180073473</th>\n",
       "      <td>M</td>\n",
       "      <td>180073473</td>\n",
       "      <td>[8400, 2500, 9540]</td>\n",
       "      <td>[{u'abbreviation': u'TEa', u'color': u'15B0B3'...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>AUDpo</td>\n",
       "      <td>019399</td>\n",
       "      <td>1027</td>\n",
       "      <td>Posterior auditory area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304564721</th>\n",
       "      <td>M</td>\n",
       "      <td>304564721</td>\n",
       "      <td>[8530, 1350, 8370]</td>\n",
       "      <td>[{u'abbreviation': u'VISp', u'color': u'08858C...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISp</td>\n",
       "      <td>08858C</td>\n",
       "      <td>385</td>\n",
       "      <td>Primary visual area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304585910</th>\n",
       "      <td>M</td>\n",
       "      <td>304585910</td>\n",
       "      <td>[9230, 1370, 8200]</td>\n",
       "      <td>[{u'abbreviation': u'VISp', u'color': u'08858C...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISp</td>\n",
       "      <td>08858C</td>\n",
       "      <td>385</td>\n",
       "      <td>Primary visual area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148964212</th>\n",
       "      <td>M</td>\n",
       "      <td>148964212</td>\n",
       "      <td>[5760, 1440, 7630]</td>\n",
       "      <td>[{u'abbreviation': u'SSp-ll', u'color': u'1880...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>SSp-ul</td>\n",
       "      <td>188064</td>\n",
       "      <td>369</td>\n",
       "      <td>Primary somatosensory area, upper limb</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272916202</th>\n",
       "      <td>M</td>\n",
       "      <td>272916202</td>\n",
       "      <td>[9750, 2070, 8980]</td>\n",
       "      <td>[{u'abbreviation': u'VISp', u'color': u'08858C...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISpl</td>\n",
       "      <td>08858C</td>\n",
       "      <td>425</td>\n",
       "      <td>Posterolateral visual area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304762965</th>\n",
       "      <td>M</td>\n",
       "      <td>304762965</td>\n",
       "      <td>[8840, 1410, 8330]</td>\n",
       "      <td>[{u'abbreviation': u'VISp', u'color': u'08858C...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>VISp</td>\n",
       "      <td>08858C</td>\n",
       "      <td>385</td>\n",
       "      <td>Primary visual area</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180404418</th>\n",
       "      <td>M</td>\n",
       "      <td>180404418</td>\n",
       "      <td>[5190, 4350, 9320]</td>\n",
       "      <td>[{u'abbreviation': u'SSs', u'color': u'188064'...</td>\n",
       "      <td>5</td>\n",
       "      <td>C57BL/6J</td>\n",
       "      <td>GU</td>\n",
       "      <td>009C75</td>\n",
       "      <td>1057</td>\n",
       "      <td>Gustatory areas</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>126 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          gender         id injection-coordinates  \\\n",
       "id                                                  \n",
       "180435652      M  180435652    [7820, 4250, 9870]   \n",
       "180436360      M  180436360    [4800, 4720, 8980]   \n",
       "180719293      M  180719293    [3140, 3330, 7390]   \n",
       "180709942      M  180709942    [3360, 3120, 7520]   \n",
       "180917660      M  180917660    [5570, 4540, 9540]   \n",
       "180916954      M  180916954    [4800, 1220, 5930]   \n",
       "100141780      M  100141780    [4070, 2600, 7500]   \n",
       "180720175      M  180720175     [5710, 670, 6420]   \n",
       "180717881      M  180717881    [4580, 3610, 8670]   \n",
       "127084296      M  127084296    [4880, 1800, 6920]   \n",
       "112306316      M  112306316    [3000, 3600, 6690]   \n",
       "180709230      M  180709230    [2360, 3870, 7100]   \n",
       "180074890      M  180074890    [6760, 4320, 9510]   \n",
       "112952510      M  112952510    [3430, 1930, 6140]   \n",
       "112596790      M  112596790    [3840, 4160, 8250]   \n",
       "112951804      M  112951804    [6890, 2260, 8670]   \n",
       "141603190      M  141603190    [4100, 1810, 6110]   \n",
       "180718587      M  180718587    [5200, 1310, 7300]   \n",
       "113036264      M  113036264    [5600, 3510, 9100]   \n",
       "100141796      M  100141796    [9370, 2450, 9080]   \n",
       "112514915      M  112514915    [6600, 3010, 9160]   \n",
       "146593590      M  146593590    [5180, 1790, 5800]   \n",
       "180296424      M  180296424    [9570, 1750, 8510]   \n",
       "117298988      M  117298988    [6140, 3530, 9340]   \n",
       "170721670      M  170721670    [2410, 3150, 6820]   \n",
       "157710335      M  157710335    [2440, 2750, 7050]   \n",
       "126907302      M  126907302    [7210, 1280, 8030]   \n",
       "126861679      M  126861679     [7450, 910, 7080]   \n",
       "127089669      M  127089669    [9270, 2930, 9310]   \n",
       "141602484      M  141602484    [4030, 1830, 7090]   \n",
       "...          ...        ...                   ...   \n",
       "112595376      M  112595376    [8350, 1390, 6600]   \n",
       "100141473      M  100141473    [7370, 2110, 9000]   \n",
       "158435116      M  158435116    [2810, 3870, 6420]   \n",
       "126862385      M  126862385     [9640, 620, 7060]   \n",
       "100149109      M  100149109    [7540, 2950, 9550]   \n",
       "139519496      M  139519496    [7660, 2720, 9530]   \n",
       "112229103      M  112229103     [7500, 770, 6790]   \n",
       "157062358      M  157062358    [9260, 2830, 9490]   \n",
       "100141219      M  100141219    [8940, 1420, 7840]   \n",
       "304565427      M  304565427    [9280, 2040, 8630]   \n",
       "304586645      M  304586645    [8650, 1350, 8030]   \n",
       "272916915      M  272916915     [8510, 760, 6570]   \n",
       "272782668      M  272782668     [9590, 950, 7230]   \n",
       "112373124      M  112373124    [5420, 2600, 8480]   \n",
       "116903230      M  116903230    [7950, 3110, 9730]   \n",
       "100147853      M  100147853    [9290, 1520, 8230]   \n",
       "112424813      M  112424813     [8030, 510, 6310]   \n",
       "174361040      M  174361040     [9850, 850, 7110]   \n",
       "277714322      M  277714322    [8230, 1130, 8130]   \n",
       "180403712      M  180403712    [7470, 4370, 9850]   \n",
       "277616630      M  277616630    [8510, 1040, 7910]   \n",
       "277713580      M  277713580    [8130, 1110, 8120]   \n",
       "277712166      M  277712166    [8350, 1190, 8110]   \n",
       "180073473      M  180073473    [8400, 2500, 9540]   \n",
       "304564721      M  304564721    [8530, 1350, 8370]   \n",
       "304585910      M  304585910    [9230, 1370, 8200]   \n",
       "148964212      M  148964212    [5760, 1440, 7630]   \n",
       "272916202      M  272916202    [9750, 2070, 8980]   \n",
       "304762965      M  304762965    [8840, 1410, 8330]   \n",
       "180404418      M  180404418    [5190, 4350, 9320]   \n",
       "\n",
       "                                        injection-structures  product-id  \\\n",
       "id                                                                         \n",
       "180435652  [{u'abbreviation': u'TEa', u'color': u'15B0B3'...           5   \n",
       "180436360  [{u'abbreviation': u'AId', u'color': u'219866'...           5   \n",
       "180719293  [{u'abbreviation': u'AId', u'color': u'219866'...           5   \n",
       "180709942  [{u'abbreviation': u'MOp', u'color': u'1F9D5A'...           5   \n",
       "180917660  [{u'abbreviation': u'AIp', u'color': u'219866'...           5   \n",
       "180916954  [{u'abbreviation': u'ACAd', u'color': u'40A666...           5   \n",
       "100141780  [{u'abbreviation': u'MOp', u'color': u'1F9D5A'...           5   \n",
       "180720175  [{u'abbreviation': u'SSp-ll', u'color': u'1880...           5   \n",
       "180717881  [{u'abbreviation': u'SSp-m', u'color': u'18806...           5   \n",
       "127084296  [{u'abbreviation': u'MOp', u'color': u'1F9D5A'...           5   \n",
       "112306316  [{u'abbreviation': u'FRP', u'color': u'268F45'...           5   \n",
       "180709230  [{u'abbreviation': u'AId', u'color': u'219866'...           5   \n",
       "180074890  [{u'abbreviation': u'AIp', u'color': u'219866'...           5   \n",
       "112952510  [{u'abbreviation': u'ACAd', u'color': u'40A666...           5   \n",
       "112596790  [{u'abbreviation': u'AId', u'color': u'219866'...           5   \n",
       "112951804  [{u'abbreviation': u'SSp-bfd', u'color': u'188...           5   \n",
       "141603190  [{u'abbreviation': u'ACAd', u'color': u'40A666...           5   \n",
       "180718587  [{u'abbreviation': u'SSp-ll', u'color': u'1880...           5   \n",
       "113036264  [{u'abbreviation': u'SSp-m', u'color': u'18806...           5   \n",
       "100141796  [{u'abbreviation': u'VISl', u'color': u'08858C...           5   \n",
       "112514915  [{u'abbreviation': u'SSp-bfd', u'color': u'188...           5   \n",
       "146593590  [{u'abbreviation': u'ACAd', u'color': u'40A666...           5   \n",
       "180296424  [{u'abbreviation': u'VISp', u'color': u'08858C...           5   \n",
       "117298988  [{u'abbreviation': u'SSs', u'color': u'188064'...           5   \n",
       "170721670  [{u'abbreviation': u'AOB', u'color': u'9DF0D2'...           5   \n",
       "157710335  [{u'abbreviation': u'FRP', u'color': u'268F45'...           5   \n",
       "126907302  [{u'abbreviation': u'SSp-bfd', u'color': u'188...           5   \n",
       "126861679  [{u'abbreviation': u'VISam', u'color': u'08858...           5   \n",
       "127089669  [{u'abbreviation': u'SUB', u'color': u'4FC244'...           5   \n",
       "141602484  [{u'abbreviation': u'MOp', u'color': u'1F9D5A'...           5   \n",
       "...                                                      ...         ...   \n",
       "112595376  [{u'abbreviation': u'RSPd', u'color': u'1AA698...           5   \n",
       "100141473  [{u'abbreviation': u'SSp-bfd', u'color': u'188...           5   \n",
       "158435116  [{u'abbreviation': u'ORBl', u'color': u'248A5E...           5   \n",
       "126862385  [{u'abbreviation': u'VISp', u'color': u'08858C...           5   \n",
       "100149109  [{u'abbreviation': u'AUDp', u'color': u'019399...           5   \n",
       "139519496  [{u'abbreviation': u'SSs', u'color': u'188064'...           5   \n",
       "112229103  [{u'abbreviation': u'VISam', u'color': u'08858...           5   \n",
       "157062358  [{u'abbreviation': u'TEa', u'color': u'15B0B3'...           5   \n",
       "100141219  [{u'abbreviation': u'VISp', u'color': u'08858C...           5   \n",
       "304565427  [{u'abbreviation': u'VISp', u'color': u'08858C...           5   \n",
       "304586645  [{u'abbreviation': u'VISp', u'color': u'08858C...           5   \n",
       "272916915  [{u'abbreviation': u'RSPd', u'color': u'1AA698...           5   \n",
       "272782668  [{u'abbreviation': u'VISp', u'color': u'08858C...           5   \n",
       "112373124  [{u'abbreviation': u'SSp-m', u'color': u'18806...           5   \n",
       "116903230  [{u'abbreviation': u'AUDp', u'color': u'019399...           5   \n",
       "100147853  [{u'abbreviation': u'VISp', u'color': u'08858C...           5   \n",
       "112424813  [{u'abbreviation': u'RSPd', u'color': u'1AA698...           5   \n",
       "174361040  [{u'abbreviation': u'VISp', u'color': u'08858C...           5   \n",
       "277714322  [{u'abbreviation': u'VISp', u'color': u'08858C...           5   \n",
       "180403712  [{u'abbreviation': u'TEa', u'color': u'15B0B3'...           5   \n",
       "277616630  [{u'abbreviation': u'VISp', u'color': u'08858C...           5   \n",
       "277713580  [{u'abbreviation': u'VISp', u'color': u'08858C...           5   \n",
       "277712166  [{u'abbreviation': u'VISp', u'color': u'08858C...           5   \n",
       "180073473  [{u'abbreviation': u'TEa', u'color': u'15B0B3'...           5   \n",
       "304564721  [{u'abbreviation': u'VISp', u'color': u'08858C...           5   \n",
       "304585910  [{u'abbreviation': u'VISp', u'color': u'08858C...           5   \n",
       "148964212  [{u'abbreviation': u'SSp-ll', u'color': u'1880...           5   \n",
       "272916202  [{u'abbreviation': u'VISp', u'color': u'08858C...           5   \n",
       "304762965  [{u'abbreviation': u'VISp', u'color': u'08858C...           5   \n",
       "180404418  [{u'abbreviation': u'SSs', u'color': u'188064'...           5   \n",
       "\n",
       "             strain structure-abbrev structure-color  structure-id  \\\n",
       "id                                                                   \n",
       "180435652  C57BL/6J              ECT          0D9F91           895   \n",
       "180436360  C57BL/6J             VISC          11AD83           677   \n",
       "180719293  C57BL/6J              MOs          1F9D5A           993   \n",
       "180709942  C57BL/6J              MOs          1F9D5A           993   \n",
       "180917660  C57BL/6J             VISC          11AD83           677   \n",
       "180916954  C57BL/6J              MOs          1F9D5A           993   \n",
       "100141780  C57BL/6J              MOp          1F9D5A           985   \n",
       "180720175  C57BL/6J              MOp          1F9D5A           985   \n",
       "180717881  C57BL/6J            SSp-m          188064           345   \n",
       "127084296  C57BL/6J              MOp          1F9D5A           985   \n",
       "112306316  C57BL/6J             ORBl          248A5E           723   \n",
       "180709230  C57BL/6J             ORBl          248A5E           723   \n",
       "180074890  C57BL/6J             VISC          11AD83           677   \n",
       "112952510  C57BL/6J              MOs          1F9D5A           993   \n",
       "112596790  C57BL/6J              AId          219866           104   \n",
       "112951804  C57BL/6J          SSp-bfd          188064           329   \n",
       "141603190  C57BL/6J              MOs          1F9D5A           993   \n",
       "180718587  C57BL/6J           SSp-ul          188064           369   \n",
       "113036264  C57BL/6J              SSs          188064           378   \n",
       "100141796  C57BL/6J            VISli          08858C     312782574   \n",
       "112514915  C57BL/6J              SSs          188064           378   \n",
       "146593590  C57BL/6J             ACAd          40A666            39   \n",
       "180296424  C57BL/6J             VISp          08858C           385   \n",
       "117298988  C57BL/6J              SSs          188064           378   \n",
       "170721670  C57BL/6J             ORBl          248A5E           723   \n",
       "157710335  C57BL/6J              MOs          1F9D5A           993   \n",
       "126907302  C57BL/6J          SSp-bfd          188064           329   \n",
       "126861679  C57BL/6J            VISam          08858C           394   \n",
       "127089669  C57BL/6J           VISpor          08858C     312782628   \n",
       "141602484  C57BL/6J              MOs          1F9D5A           993   \n",
       "...             ...              ...             ...           ...   \n",
       "112595376  C57BL/6J             RSPv          1AA698           886   \n",
       "100141473  C57BL/6J          SSp-bfd          188064           329   \n",
       "158435116  C57BL/6J            ORBvl          248A5E           746   \n",
       "126862385  C57BL/6J             VISp          08858C           385   \n",
       "100149109  C57BL/6J             AUDp          019399          1002   \n",
       "139519496  C57BL/6J             AUDd          019399          1011   \n",
       "112229103  C57BL/6J           RSPagl          1AA698           894   \n",
       "157062358  C57BL/6J           VISpor          08858C     312782628   \n",
       "100141219  C57BL/6J             VISp          08858C           385   \n",
       "304565427  C57BL/6J             VISp          08858C           385   \n",
       "304586645  C57BL/6J             VISp          08858C           385   \n",
       "272916915  C57BL/6J             RSPd          1AA698           879   \n",
       "272782668  C57BL/6J             VISp          08858C           385   \n",
       "112373124  C57BL/6J            SSp-n          188064           353   \n",
       "116903230  C57BL/6J             AUDp          019399          1002   \n",
       "100147853  C57BL/6J             VISp          08858C           385   \n",
       "112424813  C57BL/6J             RSPd          1AA698           879   \n",
       "174361040  C57BL/6J             VISp          08858C           385   \n",
       "277714322  C57BL/6J             VISp          08858C           385   \n",
       "180403712  C57BL/6J              ECT          0D9F91           895   \n",
       "277616630  C57BL/6J             VISp          08858C           385   \n",
       "277713580  C57BL/6J             VISp          08858C           385   \n",
       "277712166  C57BL/6J             VISp          08858C           385   \n",
       "180073473  C57BL/6J            AUDpo          019399          1027   \n",
       "304564721  C57BL/6J             VISp          08858C           385   \n",
       "304585910  C57BL/6J             VISp          08858C           385   \n",
       "148964212  C57BL/6J           SSp-ul          188064           369   \n",
       "272916202  C57BL/6J            VISpl          08858C           425   \n",
       "304762965  C57BL/6J             VISp          08858C           385   \n",
       "180404418  C57BL/6J               GU          009C75          1057   \n",
       "\n",
       "                                       structure-name transgenic-line  \n",
       "id                                                                     \n",
       "180435652                             Ectorhinal area                  \n",
       "180436360                               Visceral area                  \n",
       "180719293                        Secondary motor area                  \n",
       "180709942                        Secondary motor area                  \n",
       "180917660                               Visceral area                  \n",
       "180916954                        Secondary motor area                  \n",
       "100141780                          Primary motor area                  \n",
       "180720175                          Primary motor area                  \n",
       "180717881           Primary somatosensory area, mouth                  \n",
       "127084296                          Primary motor area                  \n",
       "112306316                  Orbital area, lateral part                  \n",
       "180709230                  Orbital area, lateral part                  \n",
       "180074890                               Visceral area                  \n",
       "112952510                        Secondary motor area                  \n",
       "112596790         Agranular insular area, dorsal part                  \n",
       "112951804    Primary somatosensory area, barrel field                  \n",
       "141603190                        Secondary motor area                  \n",
       "180718587      Primary somatosensory area, upper limb                  \n",
       "113036264             Supplemental somatosensory area                  \n",
       "100141796                     Laterointermediate area                  \n",
       "112514915             Supplemental somatosensory area                  \n",
       "146593590        Anterior cingulate area, dorsal part                  \n",
       "180296424                         Primary visual area                  \n",
       "117298988             Supplemental somatosensory area                  \n",
       "170721670                  Orbital area, lateral part                  \n",
       "157710335                        Secondary motor area                  \n",
       "126907302    Primary somatosensory area, barrel field                  \n",
       "126861679                    Anteromedial visual area                  \n",
       "127089669                             Postrhinal area                  \n",
       "141602484                        Secondary motor area                  \n",
       "...                                               ...             ...  \n",
       "112595376            Retrosplenial area, ventral part                  \n",
       "100141473    Primary somatosensory area, barrel field                  \n",
       "158435116            Orbital area, ventrolateral part                  \n",
       "126862385                         Primary visual area                  \n",
       "100149109                       Primary auditory area                  \n",
       "139519496                        Dorsal auditory area                  \n",
       "112229103  Retrosplenial area, lateral agranular part                  \n",
       "157062358                             Postrhinal area                  \n",
       "100141219                         Primary visual area                  \n",
       "304565427                         Primary visual area                  \n",
       "304586645                         Primary visual area                  \n",
       "272916915             Retrosplenial area, dorsal part                  \n",
       "272782668                         Primary visual area                  \n",
       "112373124            Primary somatosensory area, nose                  \n",
       "116903230                       Primary auditory area                  \n",
       "100147853                         Primary visual area                  \n",
       "112424813             Retrosplenial area, dorsal part                  \n",
       "174361040                         Primary visual area                  \n",
       "277714322                         Primary visual area                  \n",
       "180403712                             Ectorhinal area                  \n",
       "277616630                         Primary visual area                  \n",
       "277713580                         Primary visual area                  \n",
       "277712166                         Primary visual area                  \n",
       "180073473                     Posterior auditory area                  \n",
       "304564721                         Primary visual area                  \n",
       "304585910                         Primary visual area                  \n",
       "148964212      Primary somatosensory area, upper limb                  \n",
       "272916202                  Posterolateral visual area                  \n",
       "304762965                         Primary visual area                  \n",
       "180404418                             Gustatory areas                  \n",
       "\n",
       "[126 rows x 11 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "experiments"
   ]
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  {
   "cell_type": "code",
   "execution_count": null,
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    "collapsed": true
   },
   "outputs": [],
   "source": []
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