Allen_Venn_Mouse_6-1-2020.ipynb

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    "import matplotlib \n",
    "import ipywidgets as widgets\n",
    "import pandas as pd\n",
    "import io\n",
    "import seaborn as sns\n",
    "import openpyxl\n",
    "from IPython.display import display, clear_output\n",
    "from ipywidgets import interact, interactive, fixed, interact_manual, GridspecLayout, Button, Layout,Label, HTML, HBox, Image, VBox, Box\n",
    "from matplotlib_venn import venn2, venn3\n",
    "from matplotlib import pyplot as plt\n",
    "from traitlets import traitlets\n",
    "from ipyevents import Event\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "hideCode": false,
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   "source": [
    "#access file from Allen\n",
    "mouse_means = pd.read_csv('https://idk-etl-prod-download-bucket.s3.amazonaws.com/aibs_mouse_ctx-hip_smart-seq/trimmed_means.csv')\n",
    "\n",
    "# Get all gene and cell type: MOUSE\n",
    "mouse_idx = list(mouse_means.columns.values)\n",
    "mouse_listOfColumnNames = list(mouse_means['cluster_label'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
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   "source": [
    "#rearrange mouse data\n",
    "mouse_means2 = mouse_means.set_index('cluster_label').T.rename_axis('GeneID').rename_axis(None, axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
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   "source": [
    "#allow for whole dataframe to print out\n",
    "pd.set_option('display.max_rows', None)\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.width', None)\n",
    "pd.set_option('display.max_colwidth', None)\n"
   ]
  },
  {
   "cell_type": "code",
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    "##Create a class of buttons which allows me to check which one was pressed\n",
    "class LoadedButton(widgets.Button):\n",
    "    \"\"\"A button that can hold a value as a attribute.\"\"\"\n",
    "\n",
    "    def __init__(self, value=None, *args, **kwargs):\n",
    "        super(LoadedButton, self).__init__(*args, **kwargs)\n",
    "        # Create the value attribute.\n",
    "        self.add_traits(value=traitlets.Any(value))\n",
    "\n",
    "\n",
    "button_layout = widgets.Layout(border='solid 1px black', height='auto', width='auto')\n",
    "def create_expanded_button(description, button_style):\n",
    "    return LoadedButton(description=description, button_style=button_style, layout=button_layout)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
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    "##functions needed\n",
    "def on_go_button_clicked(go_button):\n",
    "    genes = [genes1.value, genes2.value, genes3.value]\n",
    "    #cut list to two if two or fewer selected\n",
    "    genes_b = list(filter(None, genes))\n",
    "    if len(genes_b) < 2:\n",
    "        warnbox.value == \"Please pick at least two genes\"\n",
    "        #display (\"Please pick at least two genes\")\n",
    "    else:\n",
    "        venngraph(genes_b)\n",
    "\n",
    "        \n",
    "def on_reset_button_clicked(reset_button):  \n",
    "    genes1.value == 'Type Here'\n",
    "    genes2.value == 'Type Here'\n",
    "    genes3.value == 'Type Here'\n",
    "    genes = []\n",
    "\n",
    "    \n",
    "def on_value_change(change):\n",
    "    #just be here\n",
    "    print('')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
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   "source": [
    "## all the labels\n",
    "spacer = widgets.Label('')\n",
    "welcome = widgets.Label('Allen Transcriptomics Venn: Choose a threhold for expression and 2 or 3 genes')\n",
    "genetitle = widgets.Label('Select Genes')\n",
    "\n",
    "    \n",
    "## The buttons/ widgets and what they do\n",
    "genes1 =  widgets.Combobox(options= mouse_idx,description='Gene',placeholder='Type here',layout={'width': '80%'})\n",
    "genes2 =  widgets.Combobox(options= mouse_idx,description='Gene',placeholder='Type here',layout={'width': '80%'})\n",
    "genes3 =  widgets.Combobox(options= mouse_idx,description='Gene',placeholder='Type here',layout={'width': '80%'})\n",
    "\n",
    "\n",
    "go_button = create_expanded_button('Create Venn', '')\n",
    "go_button.observe(genes1, 'value')  \n",
    "go_button.observe(genes2, 'value')  \n",
    "go_button.observe(genes3, 'value')  \n",
    "go_button.on_click(on_go_button_clicked)\n",
    "\n",
    "\n",
    "\n",
    "style = {'description_width': 'initial'}\n",
    "threshold = widgets.FloatText(\n",
    "    value=0.5,\n",
    "    description='Expression Threshold',\n",
    "    disabled=False,\n",
    "    style = style,\n",
    "width = '80%')\n",
    "threshold.observe(on_value_change, names='value')\n",
    "\n"
   ]
  },
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   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
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   "source": [
    "%matplotlib inline\n",
    "def venngraph(genes):\n",
    "        venny1, venny2, venny3 = [],[],[]\n",
    "        venny = mouse_means2.loc[genes]\n",
    "\n",
    "        venny1 = venny.loc[genes[0]]\n",
    "        venny1 = venny1[venny1 >= threshold.value].index.to_list()\n",
    "        venny1 = set(venny1)\n",
    "\n",
    "        venny2 = venny.loc[genes[1]]\n",
    "        venny2 = venny2[venny2 >= threshold.value].index.to_list()\n",
    "        venny2 = set(venny2)\n",
    "        \n",
    "        v1only0 = venny1.difference(venny2)  #new set with elements in venny1 but not in venny2\n",
    "        v2only0 = venny2.difference(venny1)  #new set with elements in venny2 but not in venny1\n",
    "        \n",
    "        v1only = list(v1only0)\n",
    "        v2only = list(v2only0)\n",
    "        \n",
    "        overlap_ab = [value for value in venny1 if value in venny2] \n",
    "        \n",
    "        name1 = str(genes[0]) + \" only\"\n",
    "        name2 = str(genes[1]) + \" only\"\n",
    "        nameab = str(genes[0]) + \" and \" + str(genes[1])\n",
    "        \n",
    "        \n",
    "        if len(genes) == 2:\n",
    "            Title = (genes[0] + \" / \" + genes[1])\n",
    "            excelTitle = (genes[0] + \"_\" + genes[1] + \".xlsx\")\n",
    "\n",
    "            if (len(venny1) >= 1) & (len(venny2) >= 1):\n",
    "                la,lb,lc = len(v1only),len(v2only),len(overlap_ab)\n",
    "                # now find the max\n",
    "                max_len = max(la,lb,lc)\n",
    "                if not max_len == la:\n",
    "                    v1only.extend(['']*(max_len-la))\n",
    "                if not max_len == lb:\n",
    "                    v2only.extend(['']*(max_len-lb))\n",
    "                if not max_len == lc:\n",
    "                    overlap_ab.extend(['']*(max_len-lc))\n",
    "                    \n",
    "                venn_df = pd.DataFrame({name1:v1only,name2:v2only,nameab:overlap_ab}) \n",
    "                writer = pd.ExcelWriter(excelTitle, engine='openpyxl')\n",
    "                venn_df.to_excel(writer, sheet_name='Sheet1')\n",
    "                writer.save()\n",
    "                display(venn_df)\n",
    "                with out2:\n",
    "                    clear_output()\n",
    "                    plt.figure(figsize=(5, 5), facecolor=\"white\")\n",
    "                    v = venn2([set(venny1), set(venny2)], set_labels = (genes[0], genes[1]))\n",
    "                    plt.title(Title)\n",
    "                    plt.show()\n",
    "                    savename = excelTitle + \".pdf\"\n",
    "                    plt.savefig(savename)\n",
    "\n",
    "            else:\n",
    "                with out2:\n",
    "                    print(\"No Overlap: At least one gene is not expressed over a value of\", threshold.value, \"in any cell types:\", \n",
    "                          genes[0], \": expressed in \", len(venny1), \"cells; \", genes[1], \": expressed in \", len(venny2), \"cells. \")\n",
    "\n",
    "            \n",
    "        elif len(genes) == 3:\n",
    "            Title = (genes[0] + \" / \" + genes[1]+ \" / \" + genes[2])\n",
    "            excelTitle = (genes[0] + \"_\" + genes[1] + \"_\" + genes[2] + \".xlsx\")\n",
    "            venny3 = mouse_means2.loc[genes[2]]\n",
    "          \n",
    "\n",
    "            venny3 = venny3[venny3 >= threshold.value].index.to_list()\n",
    "            if (len(venny1) >= 1) & (len(venny2) >= 1) & (len(venny3) >= 1):\n",
    "                name3 = str(genes[2]) + \" only\"\n",
    "                namebc = str(genes[1]) + \" and \" + str(genes[2])\n",
    "                nameac = str(genes[0]) + \" and \" + str(genes[2])\n",
    "                nameabc = str(genes[0]) + \" and \" + str(genes[1])+ \" and \" + str(genes[2])\n",
    "                \n",
    "                venny30 = set(venny3)\n",
    "                \n",
    "                v3only = venny1.difference(venny2, venny30)\n",
    "                v3only = list(v3only)\n",
    "                \n",
    "                overlap_bc = [value for value in venny2 if value in venny3]\n",
    "                overlap_ac = [value for value in venny1 if value in venny3]\n",
    "                overlap_abc = [value for value in venny3 if value in overlap_ab]\n",
    "\n",
    "                la,lb,lc, ld, le, lf, lg  = len(v1only),len(v2only),len(v3only),len(overlap_ab),len(overlap_bc),len(overlap_ac),len(overlap_abc)\n",
    "                # now find the max\n",
    "                max_len = max(la,lb,lc,ld, le, lf, lg)\n",
    "                if not max_len == la:\n",
    "                    v1only.extend(['']*(max_len-la))\n",
    "                if not max_len == lb:\n",
    "                    v2only.extend(['']*(max_len-lb))\n",
    "                if not max_len == lc:\n",
    "                    v3only.extend(['']*(max_len-lc))\n",
    "                if not max_len == ld:\n",
    "                    overlap_ab.extend(['']*(max_len-ld))\n",
    "                if not max_len == le:\n",
    "                    overlap_bc.extend(['']*(max_len-le))\n",
    "                if not max_len == lf:\n",
    "                    overlap_ac.extend(['']*(max_len-lf))\n",
    "                if not max_len == lg:\n",
    "                    overlap_abc.extend(['']*(max_len-lg))\n",
    "\n",
    "                venn_df = pd.DataFrame({name1:v1only,name2:v2only,name3:v3only,nameab:overlap_ab,namebc:overlap_bc,\n",
    "                                                nameac:overlap_ac, nameabc: overlap_abc}) \n",
    "                writer = pd.ExcelWriter(excelTitle, engine='openpyxl')\n",
    "                venn_df.to_excel(writer, sheet_name='Sheet1')\n",
    "                writer.save() \n",
    "                display(venn_df)\n",
    "                with out2:\n",
    "                    clear_output()\n",
    "                    plt.figure(figsize=(5, 5), facecolor=\"white\")\n",
    "                    v = venn3([set(venny1), set(venny2), set(venny3)], set_labels = (genes[0], genes[1], genes[2]))\n",
    "                    plt.title(Title)\n",
    "                    plt.show()\n",
    "                    savename = excelTitle + \".pdf\"\n",
    "                    plt.savefig(savename)\n",
    " \n",
    "            else:\n",
    "                with out2:\n",
    "                    print(\"No Overlap: At least one gene is not expressed over a value of\", threshold.value, \"in two of three cell types:\", \n",
    "                          genes[0], \": expressed in \", len(venny1), \"cells; \", genes[1], \": expressed in \", len(venny2), \"cells; \",\n",
    "                         genes[2], \": expressed in \", len(venny3), \"cells.\")\n",
    "\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "hideCode": false,
    "hidePrompt": false,
    "hide_input": false,
    "scrolled": false
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   "outputs": [],
   "source": [
    "from ipywidgets import AppLayout\n",
    "genesbox = widgets.VBox([threshold, genetitle,genes1, genes2, genes3, spacer, go_button])\n",
    "\n",
    "out1 = widgets.Output(layout={'border': '1px solid black'})\n",
    "out2 = widgets.Output(layout={'border': '1px solid black'})\n",
    "\n",
    "\n",
    "box_layout = widgets.Layout(\n",
    "        border='solid 1px black',\n",
    "        margin='0px 10px 10px 0px',\n",
    "        padding='5px 5px 5px 5px')\n",
    "\n",
    "with out2:\n",
    "    genes1.value == 'Type Here'\n",
    "    genes2.value == 'Type Here'\n",
    "    genes3.value == 'Type Here'\n",
    "\n",
    "#with out2:\n",
    "#    clear_output()\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
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       "AppLayout(children=(Label(value='Allen Transcriptomics Venn: Choose a threhold for expression and 2 or 3 genes…"
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      "\n",
      "\n",
      "\n"
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Adcyap1 only</th>\n",
       "      <th>Rapgef2 only</th>\n",
       "      <th>Adcyap1 and Rapgef2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>355_V3d</td>\n",
       "      <td>85_Sst</td>\n",
       "      <td>254_L5 PT CTX</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>194_L4/5 IT CTX</td>\n",
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       "      <td>127_L2/3 IT APr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>229_L6 IT CTX</td>\n",
       "      <td>151_L2 IT ENTm</td>\n",
       "      <td>250_L5 PT CTX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td></td>\n",
       "      <td>19_Pax6</td>\n",
       "      <td>191_L4/5 IT CTX</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td></td>\n",
       "      <td>124_DG</td>\n",
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       "      <th>5</th>\n",
       "      <td></td>\n",
       "      <td>105_Pvalb</td>\n",
       "      <td>203_L5 IT CTX</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td></td>\n",
       "      <td>119_Pvalb Vipr2</td>\n",
       "      <td>192_L4/5 IT CTX</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td></td>\n",
       "      <td>134_L2/3 IT PPP</td>\n",
       "      <td>236_L3 RSP-ACA</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td></td>\n",
       "      <td>327_L6 CT CTX</td>\n",
       "      <td>200_L4/5 IT CTX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td></td>\n",
       "      <td>13_Lamp5</td>\n",
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       "      <th>10</th>\n",
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       "      <th>11</th>\n",
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       "      <td>339_L6b CTX</td>\n",
       "      <td>195_L4/5 IT CTX</td>\n",
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       "      <th>12</th>\n",
       "      <td></td>\n",
       "      <td>107_Pvalb</td>\n",
       "      <td>187_L2/3 IT CTX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td></td>\n",
       "      <td>258_L6 Car3</td>\n",
       "      <td>309_L5 NP CTX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td></td>\n",
       "      <td>218_L5/6 IT CTX</td>\n",
       "      <td>242_L5 PT CTX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td></td>\n",
       "      <td>90_Sst</td>\n",
       "      <td>248_L5 PT CTX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td></td>\n",
       "      <td>178_L2/3 IT CTX</td>\n",
       "      <td>162_L2/3 IT ENTl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td></td>\n",
       "      <td>108_Pvalb</td>\n",
       "      <td>253_L5 PT CTX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td></td>\n",
       "      <td>268_ProS</td>\n",
       "      <td>129_L2/3 IT APr</td>\n",
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       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td></td>\n",
       "      <td>160_L2/3 IT ENTl</td>\n",
       "      <td>188_L4/5 IT CTX</td>\n",
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       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td></td>\n",
       "      <td>146_L3 IT ENTl</td>\n",
       "      <td>235_L3 RSP-ACA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td></td>\n",
       "      <td>282_CA1</td>\n",
       "      <td>256_L5 PT RSP-ACA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td></td>\n",
       "      <td>25_Sncg</td>\n",
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       "    <tr>\n",
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       "      <td></td>\n",
       "      <td>222_L6 IT CTX</td>\n",
       "      <td>251_L5 PT CTX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td></td>\n",
       "      <td>318_CT SUB</td>\n",
       "      <td>255_L5 PT RSP-ACA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td></td>\n",
       "      <td>165_L2/3 IT ENTl</td>\n",
       "      <td>247_L5 PT CTX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td></td>\n",
       "      <td>174_L2/3 IT CTX</td>\n",
       "      <td>214_L5/6 IT CTX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td></td>\n",
       "      <td>82_Sst</td>\n",
       "      <td>291_CA3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td></td>\n",
       "      <td>228_L6 IT RHP</td>\n",
       "      <td>215_L5/6 IT CTX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td></td>\n",
       "      <td>141_L3 IT ENTm</td>\n",
       "      <td>252_L5 PT CTX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td></td>\n",
       "      <td>114_Pvalb</td>\n",
       "      <td>244_L5 PT CTX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td></td>\n",
       "      <td>312_NP SUB</td>\n",
       "      <td>257_L5 PPP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td></td>\n",
       "      <td>170_L2/3 IT CTX</td>\n",
       "      <td>196_L4/5 IT CTX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td></td>\n",
       "      <td>140_L3 IT ENTm</td>\n",
       "      <td>243_L5 PT CTX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td></td>\n",
       "      <td>332_L6 CT ENTm</td>\n",
       "      <td>354_NP PPP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td></td>\n",
       "      <td>128_L2/3 IT APr</td>\n",
       "      <td>166_L2/3 IT ENTl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td></td>\n",
       "      <td>113_Pvalb</td>\n",
       "      <td>230_L6 IT CTX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td></td>\n",
       "      <td>286_CA1</td>\n",
       "      <td>246_L5 PT CTX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td></td>\n",
       "      <td>193_L4/5 IT CTX</td>\n",
       "      <td>189_L4/5 IT CTX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td></td>\n",
       "      <td>29_Sncg</td>\n",
       "      <td>130_L2 IT RSPv</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td></td>\n",
       "      <td>150_L2 IT ENTm</td>\n",
       "      <td>161_L2/3 IT ENTl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td></td>\n",
       "      <td>17_Pax6</td>\n",
       "      <td>204_L5 IT CTX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td></td>\n",
       "      <td>231_L6 IT CTX</td>\n",
       "      <td>198_L4/5 IT CTX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td></td>\n",
       "      <td>292_CA3</td>\n",
       "      <td>265_SUB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td></td>\n",
       "      <td>297_CA3</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td></td>\n",
       "      <td>212_L5 IT TPE-ENT</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td></td>\n",
       "      <td>329_L6 CT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td></td>\n",
       "      <td>137_L2 IT ENTl</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td></td>\n",
       "      <td>46_Vip</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td></td>\n",
       "      <td>274_CA1-ProS</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td></td>\n",
       "      <td>15_Lamp5</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td></td>\n",
       "      <td>221_L6 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td></td>\n",
       "      <td>136_L2/3 IT PPP</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td></td>\n",
       "      <td>302_CA2-IG-FC</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td></td>\n",
       "      <td>316_NP SUB</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td></td>\n",
       "      <td>70_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td></td>\n",
       "      <td>60_Sst Chodl</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td></td>\n",
       "      <td>369_Endo</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td></td>\n",
       "      <td>172_L2/3 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td></td>\n",
       "      <td>186_L2 IT RSP-ACA</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td></td>\n",
       "      <td>184_L2/3 IT TPE</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td></td>\n",
       "      <td>24_Ndnf HPF</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td></td>\n",
       "      <td>288_CA1</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td></td>\n",
       "      <td>144_L3 IT ENTl</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td></td>\n",
       "      <td>293_CA3</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td></td>\n",
       "      <td>220_L6 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td></td>\n",
       "      <td>164_L2/3 IT ENTl</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td></td>\n",
       "      <td>157_L2 IT HATA</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td></td>\n",
       "      <td>210_L5 IT TPE-ENT</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td></td>\n",
       "      <td>370_Endo</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td></td>\n",
       "      <td>37_Sncg</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td></td>\n",
       "      <td>98_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td></td>\n",
       "      <td>347_L6b CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td></td>\n",
       "      <td>283_CA1</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td></td>\n",
       "      <td>269_ProS</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td></td>\n",
       "      <td>88_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td></td>\n",
       "      <td>10_Lamp5</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td></td>\n",
       "      <td>213_L5 IT TPE-ENT</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td></td>\n",
       "      <td>271_ProS</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td></td>\n",
       "      <td>91_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td></td>\n",
       "      <td>26_Sncg</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td></td>\n",
       "      <td>224_L6 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td></td>\n",
       "      <td>219_L6 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td></td>\n",
       "      <td>156_L2 IT ProS</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td></td>\n",
       "      <td>276_CA1-ProS</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td></td>\n",
       "      <td>9_Lamp5</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td></td>\n",
       "      <td>75_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td></td>\n",
       "      <td>79_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td></td>\n",
       "      <td>306_L5 NP CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td></td>\n",
       "      <td>326_L6 CT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td></td>\n",
       "      <td>102_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td></td>\n",
       "      <td>284_CA1</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td></td>\n",
       "      <td>263_SUB</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td></td>\n",
       "      <td>67_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td></td>\n",
       "      <td>277_CA1-ProS</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td></td>\n",
       "      <td>95_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td></td>\n",
       "      <td>296_CA3</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td></td>\n",
       "      <td>80_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td></td>\n",
       "      <td>152_L2 IT ENTm</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td></td>\n",
       "      <td>49_Vip</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td></td>\n",
       "      <td>133_L2/3 IT PPP</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td></td>\n",
       "      <td>77_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td></td>\n",
       "      <td>20_Ndnf HPF</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td></td>\n",
       "      <td>86_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td></td>\n",
       "      <td>12_Lamp5</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td></td>\n",
       "      <td>125_DG</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td></td>\n",
       "      <td>305_L5 NP CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td></td>\n",
       "      <td>226_L6 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td></td>\n",
       "      <td>233_L6 IT ENTl</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td></td>\n",
       "      <td>148_L2 IT PAR</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td></td>\n",
       "      <td>123_DG</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td></td>\n",
       "      <td>281_CA1</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td></td>\n",
       "      <td>71_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td></td>\n",
       "      <td>117_Pvalb</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td></td>\n",
       "      <td>155_L2 IT ProS</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td></td>\n",
       "      <td>132_L2/3 IT PPP</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td></td>\n",
       "      <td>36_Sncg</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td></td>\n",
       "      <td>294_CA3</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td></td>\n",
       "      <td>290_CA1</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td></td>\n",
       "      <td>31_Sncg</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td></td>\n",
       "      <td>64_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td></td>\n",
       "      <td>351_L6b CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td></td>\n",
       "      <td>227_L6 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td></td>\n",
       "      <td>96_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td></td>\n",
       "      <td>335_L6b/CT ENT</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td></td>\n",
       "      <td>240_L5 PT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td></td>\n",
       "      <td>21_Ndnf HPF</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td></td>\n",
       "      <td>11_Lamp5</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td></td>\n",
       "      <td>131_L2 IT RSPv</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td></td>\n",
       "      <td>100_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td></td>\n",
       "      <td>121_DG</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td></td>\n",
       "      <td>154_L2 IT ProS</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td></td>\n",
       "      <td>239_L5 PT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td></td>\n",
       "      <td>346_L6b CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td></td>\n",
       "      <td>280_CA1</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td></td>\n",
       "      <td>295_CA3</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td></td>\n",
       "      <td>93_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td></td>\n",
       "      <td>310_L5 NP CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td></td>\n",
       "      <td>39_Lamp5</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td></td>\n",
       "      <td>122_DG</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td></td>\n",
       "      <td>287_CA1</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td></td>\n",
       "      <td>87_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td></td>\n",
       "      <td>208_L5 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td></td>\n",
       "      <td>61_Sst Chodl</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td></td>\n",
       "      <td>338_L6b CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td></td>\n",
       "      <td>261_L6 Car3</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td></td>\n",
       "      <td>202_L4/5 IT TPE-ENT</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td></td>\n",
       "      <td>341_L6b CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td></td>\n",
       "      <td>197_L4/5 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td></td>\n",
       "      <td>34_Sncg</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td></td>\n",
       "      <td>301_CA2-IG-FC</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td></td>\n",
       "      <td>365_Oligo</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td></td>\n",
       "      <td>349_L6b CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td></td>\n",
       "      <td>147_L2 IT PAR</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td></td>\n",
       "      <td>308_L5 NP CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td></td>\n",
       "      <td>182_L2/3 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td></td>\n",
       "      <td>279_CA1</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td></td>\n",
       "      <td>179_L2/3 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td></td>\n",
       "      <td>334_L6b/CT ENT</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td></td>\n",
       "      <td>111_Pvalb</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td></td>\n",
       "      <td>343_L6b CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td></td>\n",
       "      <td>35_Sncg</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td></td>\n",
       "      <td>237_L5 PT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td></td>\n",
       "      <td>126_L2/3 IT APr</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td></td>\n",
       "      <td>336_L6b/CT ENT</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td></td>\n",
       "      <td>330_L6 CT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td></td>\n",
       "      <td>216_L5/6 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td></td>\n",
       "      <td>206_L5 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td></td>\n",
       "      <td>311_L6 NP CT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td></td>\n",
       "      <td>176_L2/3 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td></td>\n",
       "      <td>340_L6b CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td></td>\n",
       "      <td>353_NP PPP</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td></td>\n",
       "      <td>278_CA1-ProS</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td></td>\n",
       "      <td>66_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td></td>\n",
       "      <td>23_Ndnf HPF</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td></td>\n",
       "      <td>143_L3 IT ENTm</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td></td>\n",
       "      <td>307_L5 NP CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td></td>\n",
       "      <td>83_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td></td>\n",
       "      <td>173_L2/3 IT ENTl</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td></td>\n",
       "      <td>62_Sst Chodl</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td></td>\n",
       "      <td>33_Sncg</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td></td>\n",
       "      <td>260_L6 Car3</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td></td>\n",
       "      <td>16_Lamp5</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td></td>\n",
       "      <td>238_L5 PT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td></td>\n",
       "      <td>65_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td></td>\n",
       "      <td>7_Lamp5</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td></td>\n",
       "      <td>352_NP PPP</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td></td>\n",
       "      <td>109_Pvalb</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td></td>\n",
       "      <td>120_DG</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td></td>\n",
       "      <td>205_L5 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td></td>\n",
       "      <td>97_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td></td>\n",
       "      <td>63_Sst Chodl</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td></td>\n",
       "      <td>142_L3 IT ENTm</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td></td>\n",
       "      <td>163_L2/3 IT ENTl</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td></td>\n",
       "      <td>317_CT SUB</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td></td>\n",
       "      <td>262_L6 Car3</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td></td>\n",
       "      <td>74_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td></td>\n",
       "      <td>103_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td></td>\n",
       "      <td>201_L4/5 IT TPE-ENT</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td></td>\n",
       "      <td>41_Vip</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td></td>\n",
       "      <td>342_L6b RHP</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td></td>\n",
       "      <td>298_CA3</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td></td>\n",
       "      <td>18_Pax6</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td></td>\n",
       "      <td>285_CA1</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td></td>\n",
       "      <td>27_Sncg</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td></td>\n",
       "      <td>180_L2/3 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td></td>\n",
       "      <td>175_L2/3 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td></td>\n",
       "      <td>72_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td></td>\n",
       "      <td>106_Pvalb</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td></td>\n",
       "      <td>272_ProS</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td></td>\n",
       "      <td>56_Vip</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td></td>\n",
       "      <td>300_CA3</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td></td>\n",
       "      <td>275_CA1-ProS</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td></td>\n",
       "      <td>76_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td></td>\n",
       "      <td>92_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td></td>\n",
       "      <td>323_L6 CT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td></td>\n",
       "      <td>217_L5/6 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td></td>\n",
       "      <td>331_L6 CT ENTm</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td></td>\n",
       "      <td>209_L5 IT TPE-ENT</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td></td>\n",
       "      <td>211_L5 IT TPE-ENT</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td></td>\n",
       "      <td>325_L6 CT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td></td>\n",
       "      <td>313_NP SUB</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td></td>\n",
       "      <td>304_L5 NP CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td></td>\n",
       "      <td>94_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td></td>\n",
       "      <td>328_L6 CT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td></td>\n",
       "      <td>314_NP SUB</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td></td>\n",
       "      <td>348_L6b CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td></td>\n",
       "      <td>112_Pvalb</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td></td>\n",
       "      <td>207_L5 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td></td>\n",
       "      <td>73_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td></td>\n",
       "      <td>89_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td></td>\n",
       "      <td>32_Sncg</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td></td>\n",
       "      <td>183_L2/3 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td></td>\n",
       "      <td>270_ProS</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td></td>\n",
       "      <td>266_SUB-ProS</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td></td>\n",
       "      <td>115_Pvalb</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td></td>\n",
       "      <td>289_CA1</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td></td>\n",
       "      <td>324_L6 CT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td></td>\n",
       "      <td>177_L2/3 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td></td>\n",
       "      <td>99_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td></td>\n",
       "      <td>320_L6 CT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td></td>\n",
       "      <td>344_L6b RHP</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td></td>\n",
       "      <td>101_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td></td>\n",
       "      <td>223_L6 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td></td>\n",
       "      <td>167_L2/3 IT ENTl</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td></td>\n",
       "      <td>68_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td></td>\n",
       "      <td>350_L6b CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td></td>\n",
       "      <td>171_L2/3 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td></td>\n",
       "      <td>232_L6 IT ENTl</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td></td>\n",
       "      <td>159_L2/3 IT ENTl</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td></td>\n",
       "      <td>30_Sncg</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td></td>\n",
       "      <td>81_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td></td>\n",
       "      <td>259_L6 Car3</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td></td>\n",
       "      <td>273_CA1-ProS</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td></td>\n",
       "      <td>135_L2/3 IT PPP</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td></td>\n",
       "      <td>78_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td></td>\n",
       "      <td>139_L2 IT ENTl</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td></td>\n",
       "      <td>319_CT SUB</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td></td>\n",
       "      <td>69_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td></td>\n",
       "      <td>153_L2 IT ENTm</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td></td>\n",
       "      <td>190_L4/5 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td></td>\n",
       "      <td>116_Pvalb</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td></td>\n",
       "      <td>110_Pvalb</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td></td>\n",
       "      <td>225_L6 IT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td></td>\n",
       "      <td>337_L6b/CT ENT</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td></td>\n",
       "      <td>321_L6 CT CTX</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td></td>\n",
       "      <td>84_Sst</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Adcyap1 only         Rapgef2 only Adcyap1 and Rapgef2\n",
       "0            355_V3d               85_Sst       254_L5 PT CTX\n",
       "1    194_L4/5 IT CTX       333_L6b/CT ENT     127_L2/3 IT APr\n",
       "2      229_L6 IT CTX       151_L2 IT ENTm       250_L5 PT CTX\n",
       "3                                 19_Pax6     191_L4/5 IT CTX\n",
       "4                                  124_DG        267_SUB-ProS\n",
       "5                               105_Pvalb       203_L5 IT CTX\n",
       "6                         119_Pvalb Vipr2     192_L4/5 IT CTX\n",
       "7                         134_L2/3 IT PPP      236_L3 RSP-ACA\n",
       "8                           327_L6 CT CTX     200_L4/5 IT CTX\n",
       "9                                13_Lamp5      138_L2 IT ENTl\n",
       "10                                299_CA3       241_L5 PT CTX\n",
       "11                            339_L6b CTX     195_L4/5 IT CTX\n",
       "12                              107_Pvalb     187_L2/3 IT CTX\n",
       "13                            258_L6 Car3       309_L5 NP CTX\n",
       "14                        218_L5/6 IT CTX       242_L5 PT CTX\n",
       "15                                 90_Sst       248_L5 PT CTX\n",
       "16                        178_L2/3 IT CTX    162_L2/3 IT ENTl\n",
       "17                              108_Pvalb       253_L5 PT CTX\n",
       "18                               268_ProS     129_L2/3 IT APr\n",
       "19                       160_L2/3 IT ENTl     188_L4/5 IT CTX\n",
       "20                         146_L3 IT ENTl      235_L3 RSP-ACA\n",
       "21                                282_CA1   256_L5 PT RSP-ACA\n",
       "22                                25_Sncg             264_SUB\n",
       "23                          222_L6 IT CTX       251_L5 PT CTX\n",
       "24                             318_CT SUB   255_L5 PT RSP-ACA\n",
       "25                       165_L2/3 IT ENTl       247_L5 PT CTX\n",
       "26                        174_L2/3 IT CTX     214_L5/6 IT CTX\n",
       "27                                 82_Sst             291_CA3\n",
       "28                          228_L6 IT RHP     215_L5/6 IT CTX\n",
       "29                         141_L3 IT ENTm       252_L5 PT CTX\n",
       "30                              114_Pvalb       244_L5 PT CTX\n",
       "31                             312_NP SUB          257_L5 PPP\n",
       "32                        170_L2/3 IT CTX     196_L4/5 IT CTX\n",
       "33                         140_L3 IT ENTm       243_L5 PT CTX\n",
       "34                         332_L6 CT ENTm          354_NP PPP\n",
       "35                        128_L2/3 IT APr    166_L2/3 IT ENTl\n",
       "36                              113_Pvalb       230_L6 IT CTX\n",
       "37                                286_CA1       246_L5 PT CTX\n",
       "38                        193_L4/5 IT CTX     189_L4/5 IT CTX\n",
       "39                                29_Sncg      130_L2 IT RSPv\n",
       "40                         150_L2 IT ENTm    161_L2/3 IT ENTl\n",
       "41                                17_Pax6       204_L5 IT CTX\n",
       "42                          231_L6 IT CTX     198_L4/5 IT CTX\n",
       "43                                292_CA3             265_SUB\n",
       "44                                297_CA3                    \n",
       "45                      212_L5 IT TPE-ENT                    \n",
       "46                          329_L6 CT CTX                    \n",
       "47                         137_L2 IT ENTl                    \n",
       "48                                 46_Vip                    \n",
       "49                           274_CA1-ProS                    \n",
       "50                               15_Lamp5                    \n",
       "51                          221_L6 IT CTX                    \n",
       "52                        136_L2/3 IT PPP                    \n",
       "53                          302_CA2-IG-FC                    \n",
       "54                             316_NP SUB                    \n",
       "55                                 70_Sst                    \n",
       "56                           60_Sst Chodl                    \n",
       "57                               369_Endo                    \n",
       "58                        172_L2/3 IT CTX                    \n",
       "59                      186_L2 IT RSP-ACA                    \n",
       "60                        184_L2/3 IT TPE                    \n",
       "61                            24_Ndnf HPF                    \n",
       "62                                288_CA1                    \n",
       "63                         144_L3 IT ENTl                    \n",
       "64                                293_CA3                    \n",
       "65                          220_L6 IT CTX                    \n",
       "66                       164_L2/3 IT ENTl                    \n",
       "67                         157_L2 IT HATA                    \n",
       "68                      210_L5 IT TPE-ENT                    \n",
       "69                               370_Endo                    \n",
       "70                                37_Sncg                    \n",
       "71                                 98_Sst                    \n",
       "72                            347_L6b CTX                    \n",
       "73                                283_CA1                    \n",
       "74                               269_ProS                    \n",
       "75                                 88_Sst                    \n",
       "76                               10_Lamp5                    \n",
       "77                      213_L5 IT TPE-ENT                    \n",
       "78                               271_ProS                    \n",
       "79                                 91_Sst                    \n",
       "80                                26_Sncg                    \n",
       "81                          224_L6 IT CTX                    \n",
       "82                          219_L6 IT CTX                    \n",
       "83                         156_L2 IT ProS                    \n",
       "84                           276_CA1-ProS                    \n",
       "85                                9_Lamp5                    \n",
       "86                                 75_Sst                    \n",
       "87                                 79_Sst                    \n",
       "88                          306_L5 NP CTX                    \n",
       "89                          326_L6 CT CTX                    \n",
       "90                                102_Sst                    \n",
       "91                                284_CA1                    \n",
       "92                                263_SUB                    \n",
       "93                                 67_Sst                    \n",
       "94                           277_CA1-ProS                    \n",
       "95                                 95_Sst                    \n",
       "96                                296_CA3                    \n",
       "97                                 80_Sst                    \n",
       "98                         152_L2 IT ENTm                    \n",
       "99                                 49_Vip                    \n",
       "100                       133_L2/3 IT PPP                    \n",
       "101                                77_Sst                    \n",
       "102                           20_Ndnf HPF                    \n",
       "103                                86_Sst                    \n",
       "104                              12_Lamp5                    \n",
       "105                                125_DG                    \n",
       "106                         305_L5 NP CTX                    \n",
       "107                         226_L6 IT CTX                    \n",
       "108                        233_L6 IT ENTl                    \n",
       "109                         148_L2 IT PAR                    \n",
       "110                                123_DG                    \n",
       "111                               281_CA1                    \n",
       "112                                71_Sst                    \n",
       "113                             117_Pvalb                    \n",
       "114                        155_L2 IT ProS                    \n",
       "115                       132_L2/3 IT PPP                    \n",
       "116                               36_Sncg                    \n",
       "117                               294_CA3                    \n",
       "118                               290_CA1                    \n",
       "119                               31_Sncg                    \n",
       "120                                64_Sst                    \n",
       "121                           351_L6b CTX                    \n",
       "122                         227_L6 IT CTX                    \n",
       "123                                96_Sst                    \n",
       "124                        335_L6b/CT ENT                    \n",
       "125                         240_L5 PT CTX                    \n",
       "126                           21_Ndnf HPF                    \n",
       "127                              11_Lamp5                    \n",
       "128                        131_L2 IT RSPv                    \n",
       "129                               100_Sst                    \n",
       "130                                121_DG                    \n",
       "131                        154_L2 IT ProS                    \n",
       "132                         239_L5 PT CTX                    \n",
       "133                           346_L6b CTX                    \n",
       "134                               280_CA1                    \n",
       "135                               295_CA3                    \n",
       "136                                93_Sst                    \n",
       "137                         310_L5 NP CTX                    \n",
       "138                              39_Lamp5                    \n",
       "139                                122_DG                    \n",
       "140                               287_CA1                    \n",
       "141                                87_Sst                    \n",
       "142                         208_L5 IT CTX                    \n",
       "143                          61_Sst Chodl                    \n",
       "144                           338_L6b CTX                    \n",
       "145                           261_L6 Car3                    \n",
       "146                   202_L4/5 IT TPE-ENT                    \n",
       "147                           341_L6b CTX                    \n",
       "148                       197_L4/5 IT CTX                    \n",
       "149                               34_Sncg                    \n",
       "150                         301_CA2-IG-FC                    \n",
       "151                             365_Oligo                    \n",
       "152                           349_L6b CTX                    \n",
       "153                         147_L2 IT PAR                    \n",
       "154                         308_L5 NP CTX                    \n",
       "155                       182_L2/3 IT CTX                    \n",
       "156                               279_CA1                    \n",
       "157                       179_L2/3 IT CTX                    \n",
       "158                        334_L6b/CT ENT                    \n",
       "159                             111_Pvalb                    \n",
       "160                           343_L6b CTX                    \n",
       "161                               35_Sncg                    \n",
       "162                         237_L5 PT CTX                    \n",
       "163                       126_L2/3 IT APr                    \n",
       "164                        336_L6b/CT ENT                    \n",
       "165                         330_L6 CT CTX                    \n",
       "166                       216_L5/6 IT CTX                    \n",
       "167                         206_L5 IT CTX                    \n",
       "168                      311_L6 NP CT CTX                    \n",
       "169                       176_L2/3 IT CTX                    \n",
       "170                           340_L6b CTX                    \n",
       "171                            353_NP PPP                    \n",
       "172                          278_CA1-ProS                    \n",
       "173                                66_Sst                    \n",
       "174                           23_Ndnf HPF                    \n",
       "175                        143_L3 IT ENTm                    \n",
       "176                         307_L5 NP CTX                    \n",
       "177                                83_Sst                    \n",
       "178                      173_L2/3 IT ENTl                    \n",
       "179                          62_Sst Chodl                    \n",
       "180                               33_Sncg                    \n",
       "181                           260_L6 Car3                    \n",
       "182                              16_Lamp5                    \n",
       "183                         238_L5 PT CTX                    \n",
       "184                                65_Sst                    \n",
       "185                               7_Lamp5                    \n",
       "186                            352_NP PPP                    \n",
       "187                             109_Pvalb                    \n",
       "188                                120_DG                    \n",
       "189                         205_L5 IT CTX                    \n",
       "190                                97_Sst                    \n",
       "191                          63_Sst Chodl                    \n",
       "192                        142_L3 IT ENTm                    \n",
       "193                      163_L2/3 IT ENTl                    \n",
       "194                            317_CT SUB                    \n",
       "195                           262_L6 Car3                    \n",
       "196                                74_Sst                    \n",
       "197                               103_Sst                    \n",
       "198                   201_L4/5 IT TPE-ENT                    \n",
       "199                                41_Vip                    \n",
       "200                           342_L6b RHP                    \n",
       "201                               298_CA3                    \n",
       "202                               18_Pax6                    \n",
       "203                               285_CA1                    \n",
       "204                               27_Sncg                    \n",
       "205                       180_L2/3 IT CTX                    \n",
       "206                       175_L2/3 IT CTX                    \n",
       "207                                72_Sst                    \n",
       "208                             106_Pvalb                    \n",
       "209                              272_ProS                    \n",
       "210                                56_Vip                    \n",
       "211                               300_CA3                    \n",
       "212                          275_CA1-ProS                    \n",
       "213                                76_Sst                    \n",
       "214                                92_Sst                    \n",
       "215                         323_L6 CT CTX                    \n",
       "216                       217_L5/6 IT CTX                    \n",
       "217                        331_L6 CT ENTm                    \n",
       "218                     209_L5 IT TPE-ENT                    \n",
       "219                     211_L5 IT TPE-ENT                    \n",
       "220                         325_L6 CT CTX                    \n",
       "221                            313_NP SUB                    \n",
       "222                         304_L5 NP CTX                    \n",
       "223                                94_Sst                    \n",
       "224                         328_L6 CT CTX                    \n",
       "225                            314_NP SUB                    \n",
       "226                           348_L6b CTX                    \n",
       "227                             112_Pvalb                    \n",
       "228                         207_L5 IT CTX                    \n",
       "229                                73_Sst                    \n",
       "230                                89_Sst                    \n",
       "231                               32_Sncg                    \n",
       "232                       183_L2/3 IT CTX                    \n",
       "233                              270_ProS                    \n",
       "234                          266_SUB-ProS                    \n",
       "235                             115_Pvalb                    \n",
       "236                               289_CA1                    \n",
       "237                         324_L6 CT CTX                    \n",
       "238                       177_L2/3 IT CTX                    \n",
       "239                                99_Sst                    \n",
       "240                         320_L6 CT CTX                    \n",
       "241                           344_L6b RHP                    \n",
       "242                               101_Sst                    \n",
       "243                         223_L6 IT CTX                    \n",
       "244                      167_L2/3 IT ENTl                    \n",
       "245                                68_Sst                    \n",
       "246                           350_L6b CTX                    \n",
       "247                       171_L2/3 IT CTX                    \n",
       "248                        232_L6 IT ENTl                    \n",
       "249                      159_L2/3 IT ENTl                    \n",
       "250                               30_Sncg                    \n",
       "251                                81_Sst                    \n",
       "252                           259_L6 Car3                    \n",
       "253                          273_CA1-ProS                    \n",
       "254                       135_L2/3 IT PPP                    \n",
       "255                                78_Sst                    \n",
       "256                        139_L2 IT ENTl                    \n",
       "257                            319_CT SUB                    \n",
       "258                                69_Sst                    \n",
       "259                        153_L2 IT ENTm                    \n",
       "260                       190_L4/5 IT CTX                    \n",
       "261                             116_Pvalb                    \n",
       "262                             110_Pvalb                    \n",
       "263                         225_L6 IT CTX                    \n",
       "264                        337_L6b/CT ENT                    \n",
       "265                         321_L6 CT CTX                    \n",
       "266                                84_Sst                    "
      ]
     },
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      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
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    "AppLayout(header=welcome,\n",
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    "          pane_heights=[1, 4, '60px'],\n",
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