diff --git a/tutorials/08_importing_morphologies.ipynb b/tutorials/08_importing_morphologies.ipynb deleted file mode 100644 index fef672dc0..000000000 --- a/tutorials/08_importing_morphologies.ipynb +++ /dev/null @@ -1,664 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Working with morphologies\n", - "\n", - "To work with more complicated morphologies `Jaxley` supports importing morphological reconstructions via `.swc` files.\n", - "`.swc` is currently the only supported format. Other formats like `.asc` need to be converted to `.swc` first, for example using the BlueBrain's [morph-tool](https://github.com/BlueBrain/morph-tool). For more information on the exact specifications of `.swc.` see [here](http://www.neuronland.org/NLMorphologyConverter/MorphologyFormats/SWC/Spec.html).\n", - "\n", - "In this tutorial, you will learn how to:\n", - "- Load morphologies and make them compatible with `Jaxley`\n", - "- How to use the visualization features\n", - "- How to assemble a small network of morphologically accurate cells. " - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": {}, - "outputs": [], - "source": [ - "import jaxley as jx\n", - "from jaxley.synapses import IonotropicSynapse\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To work with `.swc` files, `Jaxley` implements a custom `.swc` reader.\n", - "The reader traces the morphology and identifies all linear sections. These are then partitioned into branches, each of which will be approximated by a number of equally long compartments that can be simulated fully in parallel.\n", - "\n", - "To demonstrate this, let's import an example morphology of a Layer 5 pyramidal cell and visualize it." - ] - }, - { - "cell_type": "code", - "execution_count": 85, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(1, 157, 8)\n" - ] - }, - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " comp_index branch_index cell_index length radius \\\n", - "0 0 0 0 0.01250 8.119 \n", - "1 1 0 0 0.01250 8.119 \n", - "2 2 0 0 0.01250 8.119 \n", - "3 3 0 0 0.01250 8.119 \n", - "4 4 0 0 0.01250 8.119 \n", - "... ... ... ... ... ... \n", - "1251 1251 156 0 24.12382 0.550 \n", - "1252 1252 156 0 24.12382 0.550 \n", - "1253 1253 156 0 24.12382 0.550 \n", - "1254 1254 156 0 24.12382 0.550 \n", - "1255 1255 156 0 24.12382 0.550 \n", - "\n", - " axial_resistivity capacitance v \n", - "0 5000.0 1.0 -70.0 \n", - "1 5000.0 1.0 -70.0 \n", - "2 5000.0 1.0 -70.0 \n", - "3 5000.0 1.0 -70.0 \n", - "4 5000.0 1.0 -70.0 \n", - "... ... ... ... \n", - "1251 5000.0 1.0 -70.0 \n", - "1252 5000.0 1.0 -70.0 \n", - "1253 5000.0 1.0 -70.0 \n", - "1254 5000.0 1.0 -70.0 \n", - "1255 5000.0 1.0 -70.0 \n", - "\n", - "[1256 rows x 8 columns]" - ] - }, - "execution_count": 85, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# import swc file into jx.Cell object\n", - "fname = \"data/morph.swc\"\n", - "cell = jx.read_swc(fname, nseg=8, max_branch_len=2000.0, assign_groups=True)\n", - "\n", - "# print shape (num_cells, num_branches, num_comps)\n", - "print(cell.shape)\n", - "\n", - "cell.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As we can see, this yields a morphology that is approximated by 1256 compartments. Depending on the amount of detail that you need, you can also change the number of compartments in each branch." - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(1, 157, 2)\n" - ] - }, - { - "data": { - "text/html": [ - "
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jx.read_swc(fname, nseg=2, max_branch_len=2000.0, assign_groups=True)\n", - "\n", - "# print shape (num_cells, num_branches, num_comps)\n", - "print(cell.shape)\n", - "\n", - "cell.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# visualize the cell\n", - "cell.vis()\n", - "plt.axis(\"off\")\n", - "plt.title(\"L5PC\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "While we only use two compartments to approximate each branch in this example, we can see the morphology is still plotted in great detail. This is because we always plot the full `.swc` reconstruction irrespective of the number of compartments used. This is stored in the `cell.xyzr` attribute in a per branch fashion.\n", - "\n", - "To highlight each branch seperately, we can iterate over them." - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(1, 1, figsize=(5, 5))\n", - "# define colorwheel with 10 colors\n", - "colors = plt.cm.tab10.colors\n", - "for i in range(cell.shape[1]):\n", - " cell.branch(i).vis(ax=ax, col=colors[i % 10])\n", - "plt.axis(\"off\")\n", - "plt.title(\"Branches\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Since `Jaxley` supports grouping different branches or compartments together, we can also use the `id` labels provided by the `.swc` file to assign group labels to the `jx.Cell` object." - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['soma', 'basal', 'apical', 'custom']\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "print(list(cell.group_nodes.keys()))\n", - "\n", - "\n", - "fig, ax = plt.subplots(1, 1, figsize=(5, 5))\n", - "colors = plt.cm.tab10.colors\n", - "cell.basal.vis(ax=ax, col=colors[2])\n", - "cell.soma.vis(ax=ax, col=colors[1])\n", - "cell.apical.vis(ax=ax, col=colors[0])\n", - "plt.axis(\"off\")\n", - "plt.title(\"Groups\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To build a network of morphologically detailed cells, we can now connect several reconstructed cells together and also visualize the network. However, since all cells are going to have the same center, `Jaxley` will naively plot all of them on top of each other. To seperate out the cells, we therefore have to move them to a new location first." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/jnsbck/Uni/PhD/projects/jaxleyverse/jaxley/jaxley/modules/base.py:1528: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n", - " self.pointer.edges = pd.concat(\n" - ] - }, - { - "data": { - "image/png": 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r1CzZxuqZO5S4ceMGevTogcaNG+tCb6URSZICuhe5ubmYMGFCQOfURj/y8/MxZcoU/n1a09oKzJ49W2VdsL+1CUda6d27t+5cbEJYvXq1pWO8axQeUMI77MewKzZrFRhTi5glJsuyavV7/vnndZ9j15eUlBTK4VoCWZaxdOlSPP/889i1axeSk5PRpEkTXLhwAW3atEHNmjVVpmgwCi/iwoUL6NKlC6Kjo1G7dm1s3boVkyZN4veOEVcYSWxsLDZs2KA637Rp0wyPdbvdltyXrKwsTu4hTiiSJKFr166qSaBZs2aG1y8uHpcuXeLvWR3BuqsUHvAVZTRs2LC8h+IXjKlFVHhxht+1a5fuMx988AF//17ctixbtqxE5X3ggQdKtcozzJgxI6Djx44dq8vnr1evni68t27dOtNzNGvWrMz3JD8/3zQ6MX/+fK78VatW5Q7Ehx56SHesSODZs2dPEBGio6PLPD4t7jqFZ0yoRL746d2I6dOng0jhdGNgySRGnOaA74dMSEgI0SjLjhs3bmDv3r3Ytm2bKqnGSqlbNwVr1wKnT5/jr0VGRmL06NEqh1ebNm14Vp+4kjLl1Ya3PB6PypyuXbs26tSpg2HDhoHIx6ZbFgwZMkS3WickJGDLli3o1asXV1wxWpCXl8dDh8z0/8lPfgIAOHfOdw9mz55d5vFpUS4Kn52d7Ze/jSnO3awYbIVnlW4FBQX8hzp8+LDhZ9jDd6945/Py8mxRcL3IIAKImoNI8cKLK/WRI0fw4osvQpZlnDx5skSnYWRkJGrXrq1yjInZbczEr1KlCn/t2LFjqFmzJho2bIiioqKA/SuiD6Ndu3aq3nksGiNGA2RZxrJlyyDLMgoKCtClSxcQ+bj2GFlmdHS0LZV1IVd4dhOWLFmCzMxMLFy4UBdnPHjwIL+JmzdvDvUQAwIzFVkuPMsIkyTJMGvs1KlThg/f3YwePXqoFCksLAw9evQw9YqXXiaA6FH+f+/ea/2Oy+v14plnngn4/Nry41GjRvEVHwBmzZpl+LmkpCSsXWs+FpHARJs9J9bgswiEOGYWn2fVfHFxcarEoG3btgX3YwWIkCs8a9XTqVMnlSdTm/HEZjpxFr6bINZ5Z2Zm8utq3ry54fGMorly5cohHmnpUFRUxFevlJQUeDwePpFpeeDMpGLFigEcq03c6Qa3GwhmccvNzUVhYSFOnTqFoUOHGn5P9erVMXv2bBQWFnKTvkaNGli8eHGJ12GW9rtx40Z+jLiyFxYW8oQkFlZj2ZVM+vXrBwA4dOgQf41t+Yjsi+CEXOHNaI7Dw8NVjiyREqm88s393XSRreb3v/89//vo0aO6Y2/evMlXxWnTptk5ZMuwatUqbrFoWzyfPXsW27Zt04Xkhg0bpitQSUxM5ESVPpFA1AZEr4DoWxAdvfN6ZzDz3s/CqsP169eRnJwc0CQkSZJhIgzzlF++fBkdOnRQ+QrY/lqE2GdOuyhNnTqVn/PGjRs4fvy4yipq0qQJ39OLFNhMpk6dGvTvFShCrvDa+OTw4cNVFzxnzhx+LHugli5dGtIxFhQUYODAgUhMTDRV+tGjR4NI2Ws1b67sPWvVqmV4bL9+/UCk7E3Lm/EkULz55puoU6cO2rVrZ/i+GJFg9wFQHmDj2HxTED0Lor0g+gZEEORHEPVSvTZjRuBj1SbUEJEqHBaohIeH47333sPevXsBAI0bN+bvaSHyABw6dIi/7vF4+Or+6KOPAgDq16/Pf3/G5SdCDDPatXdnKDeFHzt2LH9NrMoSY7KsP1mdOnVCOsbU1FQ+ng8++MDwGKbkXbp04de0fPly3XHXr18PuvjjXoC4R3W5XCqKqosXL4LoARBNBNFbILqpUXBRvgDRYt3rwazwABAbG4uoqCisWrUKp0+f5mw6Wlm5ciUaNWpUovJPmDBBZQl88MEHuHLlCgoLC1W5BikpKapxMH+AJEm4evUq2rRpw4996623DMfOtq9mz5CVsF3hjxw5onJ8MHLAhx56SHXcli1b+EWPGzcOALBr1y7+mpaFJCsry9aZkJlrTz31lOH7LG1SXAVu3rypO44VylSoUOGeWd0DBVvJBg0ahJwc4L33gGnTgCZNjBS7CESpIPqn8NrrIFqpOzbYPbwWRnFu0ZwWrbZgrQDRemnevLnqN83JyeERBC1nv5mllJWVpbJ6a9eubWsGpq0KL/YNa9y4MebPn889pCzkxlJoZVlWZSuNGjVK1XdNLK44ffo0iBSvMSvTtBpsYmJmmRas8IH5JIxi72Jv8hnB2Kj3AL7+ughEKSB6FW735wYKfhtEf4WyT+8DZX9+/c57hSD66Z3furLus2UtmvR4PGjZsqWpv0jMTzer9nO5XKhYsaLp+9p0YJH5RyuPPvqoqRKL7LhaC9cO2KrwFy5c0F18SkoK/3v27NkIDw/H/v37AfgUmcm5c+f4SiqutPPmzePH2AW2SpiRFTBFZrOzUSowu1ZJkpCVlWXbWEOBoiLgz38GXnwRePhhQJJuGyj55yBaC6JBIIpDpUqV7pi0U+6s8ADRNRC1En7nBNXKbnWFdP/+/Q2VkC0UzGNvJMw7f+TIEaxYsULHXvPKK69wRR4+fLju83Xq1EF6errf8WlzCuzusWe7Sc/2uqKwBBR2A6Ojo/mNE+PVMTExPFVTbEXEfiQ72U43bNjAx3H+/Hn+elpammqMTLTOGDGvftKkSbaN0y54vcAnnwArVgCPPAJERhqZ6ddAtAVEoxEd3UB3T9zumDvvs+Pfv7Oi+45ZujQbM2Yoe3Y7djyyLBu2xGJZbGJykXZvb5TpZhT2M8pLCERxMzMzDe6ZNfn9ZrBd4c14wbUiMrdu376dv87CPM888wx/nxErtm/f3rZxe71ePiE9+eSTAJT4qtG1xMTE6D4v5s3fC6t7cTFw4QKwbh0weDAQF6dX8MREYPx4YNq0T0Dko3aOiooCoHSK3bRp0x1Sh7ogOnPnszKIfgElHKe+d6GqKdi7d6/ut2PhXkbGIkkS3nzzTf5+RESEYdVmbm5uic+zv/p+htWrV4NI2ZrWrVs3JPckJF56I9IE7c3XcrNrPzNz5kz+Hisx1dY7Ww2WNMLSHs2SSIYPH677LLNCxFz7uw3/+hewdSswZgyQkKBX8MqVgaFDgQ0bgL//XZkUioqKdNVqy5Yt4+dUqJ36wRd6+wZExmY1EfEQWChw9OhRlZ+I7eWLior4axMmTMDy5cv5/2a+lytXruhWZjGJJpDW3/PnzwezVMXPNm7c2NLrFhEShRdbCjHvt1ZcLpfKE6/dz3fv3p2/xyaLYJlMgwVLlyUitG7dWjUWtVmqzxNg18lSKO8GfPkl8M47wBNPAPXr6xU8Kgro3x9YtQo4cwa4fVt/jvj4eNWkPXHiRKSmpuLEiRPIyckF0UL4cuPPqCwBI7GjQMQfrl+/rvp+Vn4qJgfNnDkTnTt3BpESXTHjlXvvvfdU5xLz4APBzJkzucID6kKcIUOG3Nu59OxB8RcDXbJkieozYnilWrVqvkHfee3kyZO2jlmc+ZmkpKTw9sFMtHRLrJKOqGQmFzuRlwf8/vfAzJlAixZ6BQ8LA7p1A156CUhNBX74wf/5tmzZonNc+aQSiA4K59+CsLCKJRJk9OnTJxS3gsOoIGjRokW6ZpdibLxSpUqm6bVGXWtK4jq4ceMG5s+fzxeFOnXqwOPxYP78+aqogDaEaAVCpvBi4UC3bt10qzuRLw/98uXLWLt2Ld544w3VaiLLssqUsoNemEGWZWzYsEH1gL/wwgsqiioiQocOHfhnvF4vBg0axN/r3LmzbeMzQmEh8Mc/Av/3f8BDDwEul1rBJQlo2xaYMwf48EMgAKuTQ/Sr6KUViK7e+Z4iED3hV8lFadq0qX03xABer1dX5ssy5c6dO8fz2d966y3V4mSWEi1agUxq1KhhaNLv27cPS5Ys8TNpqsWMybcsCGmmXUlUP0RKIQrb20RGRqrCFkuWLMGiRYv4BGAnWC2zKABUHt9KlSohIyMDHTt2RKtWrXglIJFSn203TdePPwKnTgFLlwI9egDh4fpVvFkzYPp0YN8+4JtvSv9dzEKrVKkSZsyYgVOnTmHJkiVYuvRfkKRbd77vCxC1C1jZO3TooGOnsRusrJlIqUgzqlwUazcYj15ERIRpCyojz31UVBSOHDnCj3nxxRcDvi9M7Og5GFKFF+PnZjXN4eHhePvtt/n/ohLVqFGDe+jtDF9oK5uYiOQERISXXnrJ8LgxY8ZYYopdv34dGzZs4OeSZeBvfwN++UvgJz8BYmL0Cv7AA8CkScDbbwMGiX+lhjYByuNRJhLfdx8BUZWAVy8i8lt6ahdYK6wGDRoEdPz58+dVv6sRZFk2vcaVK1di7969usmA+Qzq1auHQ4cOYevWrcjMzERaWhrP3zCK/pQVIc+lF2+gWWaS6MHXPkDMSmDlhXZA5B3TmvSiuaUdd6dOnSzlEI+MjAJRU4wc+WeMGAFUqaJX8KpVgVGjgM2bgStXFE+6HWDXeOLECdy8CXTu7BtD794fgUi5T1rqZX8SSOjKajCmmfHjxwf8maVLl2L06NGm+3hAnzFnJPHx8SgsLIQsy9y3oWWrBdQOa6tDurYo/M2bNzFy5EhTp5rY8kesAfYnYjjFzofF6/Ua8pszC8PIOrHS9Pr3v4HVq7MRFvYOjIpOKlYEUlKANWuAzz5TVn27ITq6du3KQvXqvrDdH/6gHLNq1SrTWnQmycnJKkJJscosVGBOMStJUrXkpWZy/fp1AEp5MXvNbJvAnrmNGzdaNk7ABoX3er18FZYkCTt27NAdI5IriDxljIvbSNm0qYt2JbOIlVBmFVdM4uLidJ1NgkXJRSc/oFWrXCxbBqSlKfv2UGPnzp13rnkuXK5iEAGtWytx/H379uHFF18EANOQK5MpU6YA8FkLZtVjdkFsjmkl69CmTZtU12nWtJIVhe3Zs4frhxnY4jJixAjLxgnYoPCbN2/WXajYQodBpBXS7tPFzzLzXuzVVZLCy7KMNWvWBL2CiB72Rx99VLX90IokSbh06VLQ9+e775RV8YUXFKXRKrgkySBKh1J00hdEkYiNjbW8x1gwmDZtLoj28TFOmqREBIDAHLFMWIoxS9wJdetkli5t1JGmLGCOPbFBptHixVZs5ofyx4vPymo7depk6VgtV3hG9h8REaGqVjLKqBozZkzAD4vYYcTtdvs1ddg2gXGWBQIxBBgZGcnDKkZOqGBSeouKgBMnfEUnbrdeyZOTgeeeAzZv/hKSVBlESgxWTAc1yuYLBS5eBBo29IIIcLluY/NmtZ+AkTsEIhMmTFB9xohJxk4wjr4HHnjA0vMya3XVqlV88RowYIAqomOUj+CPNZcV/dSrV8/SsVqu8MeOHUP//v3x1ltv4ciRI/zioqKieObQ6dOn0b17d14qG4gYlTrOmjXLcAz79+/nx7BKPH/QFjGIzhmxiIao5KKIQIpOGjYEnnwSePdd4KuvfJ9ltfUsBHT+/HkeDtNOMhcvXjSMBJw5c8Z0Xxgs3n0XiI72ef+NCr8uX74cMKklq3hk7Zjq1q1ryTgDQX5+Pje1rWQNFrkNr1+/zjsoud1uFBUV4dKlS/B6vSoO/cqVK2PEiBHIyMgwPe/KlSvhcrl0vBFlhe1eejGDacmSJfjwww8DVvKSxJ9JLZpU/tI3taE2Iv0tEd/TVsWxopNf/UopOqlUybjoZNw44De/Ab74wngcIiHi1q1bIcuyaqvTpEkTAIoDjTGxxMfHq2LGLAnE7Xb79SiXhB9/BGbP9o2/Tx/g66/Nj9ey24oieu0ZAzEjjoyMjCz1GIOFGBK2kiORnZdtE/Lz8/kEuG7dOtWxZ86cCXgb6PV6bSHCCElYzmw/U1YJlGSSKYc2M0+saDMzs7KyslTv7969u8Sik0qVlKKT9et9RSf+cOnSJf6Q1KxZE5MnT9Z1M4mOjtblgUdGRqryrVmaJ6teKw2+/FJJt2XXMn++YrWYIScnh49Ha7bWqFFDZfK/8MILAAJzWlmNHTt2oH379qUquMrIyEDz5s0NazdYQVVycjJ/jVlqdlZzlhYhUfjt27dbzmUeiOPl/Pnzqlh/7969kZaWZtjfi4nWN/Dss8+CqAaIxoJoK6Kjv9IpeFQU0K8f8P/+H3D6tHHRiRk8Hg939oSFhfnNPRfvYUpKiq6dFfM3zJ8/P/ABCPjoI8UaIVLKYw18rTqIHV21EhYWpnqfVR0qnHfKa2WNcoQCbMHSUoyLCTci54HyzNjTKqqsCFniTXp6Orp06YJOnTqZhi2CkUC70pw9e1ZX7GImLDbLik4mTsxDhQosR1xddNK1q1J08pe/lFx0YoaCggJVFZ4oZv3KmIi9yAB1FViwIcviYuC113wOxeRkJYlHCxZHZliwYIFKmUu6v0xhxAYOIrlIeULbFwFQwpFiMYu2uEsskhL5DNPT00v9W9gN2xU+KysLTz31FJ555hksW7YM1atXR9u2bXH48GE0bNgQrVu3xuOPPx60wmtN7x07dqB+/foIDw9Ho0aN8NZbb6m4yv3FiBs3boV16/4uFJ0Ua5RcBtFZEP0S8fHj8N13Zb8vWmpltnpHR0dztl4ipYe5GO5houVCF/fvwaCgAHj8cd+1jhsHfP+9+hjRD8OKSETqKK1VIkkSPv/8c12yFBEhLS1N1R3VSNFCDbFNmDipiY0xjZKrWHad0dbEiIvxboDtCq+tHTcSscY6GAEUs0qkAvYnP//5z+/kCYSBqAuIFqF69b8jIsIo4eUyiDaCaDiIqvBzWNEk4Pjx44bjCwsLw3PPPcf/F0tHjdKQRZ8ESxlt3bp1wOP4xz+ApCSf1bJ+vbG/QTs5mbVmYg95s2bNOBehVjIzM8tlD+8PJ0+e5ONjfiHRv2PEXCxmH65Zs0b3PnNWmkWSygu2KPypU6ewfv16XtlmhzC+ePE76tevj8mTJ6vIDKZNmwa3OxxKp5Ofg+gQiAp0Cs6KTpYvzwCRz8lYr1499O/fn8/mVqTRapUhPDwcLVq0wLlz5/hqzva7DOfPn+fpm0yxVq9eDQBYsWIFP1egHAH79ilpukRArVpK1Z0/LF261PB3+PWvf617bfPmzTqfTd26dXki1I4dO0BkfQJMaXH06FE+TgaWHJOYmGj4GbadMYuIMAeqlre+vGG5wovU1HaJGAJhZqPY0624GHj11Q/wxBNnMGIEEB3NGFNFyQHRHhBNA1FjREZGqUzn6OhoVXkr26N27doVgGJZLFq0CNHR0Xj44Yfh8XgCDqOI1yKuHmLqp5g/kJmZiWXLlvFQDVvNp06diqKiIu4TCWR193oVZlh2H3r2BALdZorUVhEREUhPT8f169eRlpaGcePG8ddlWcaWLVvQt29fFbsva1bBJo9QhuX8QVzhGVgGoRnFFasH0U7MDCzpZtiwYbaMubSwXOG15nnVqlVL1fanJPnFL37B91iSJOFPf/oH3nwTmDABqF1bb6JXrFiMatXSQfQ8iFrDiFBRlL59+6quS8tTb+akatKkiWm3GkBtHotttQBfhmBYWBhkWUZRURHatfPVly9atAgAuG+iXbt2mDt3Lr8HRo0wRHz1FdCrl++ezJnjP+SmxY0bN9CsWTM0bNgQeXl5/KHv0aMHOnToACJ9dmNeXh6PHrDVjnWtuVsUXpxo09PTkZaWxv/XshkBSi0IuyajajfA93zYQWJRFliq8OLDvGXLFqGOWy6xsIJJgwYNDJv9qSUaRFVBNBJEm1C1qrZXGRARoTzcy5YBH3+sLzphq+Xhw4fRokULw+9JSEjAsmXL4PF4OOVR7969S/T6+6PPVhhd9SEecZVh8eq+ffuqzrtp0yYAvrBPTEwMX3XNTE+GtDTFdKc7FXdWcEcys1d0bhER1q9frzqOrf6SJCEnJwdvvfUWX/XvFjAr6dVXX+U+IbN6dJGExSysOGHCBBApXWvvJliq8H369AGRcYvnDz74QNU6iskvf/lL3Ws9e/b0E5Y6BCKtF12hc+rYUUkU+dOffMUdZjhy5EhAJY3swRSz3pgwnr1z586hdevWqmPY/lrEtWvX+N5WJOUEfDX4lStXhizLqpAXkboXn1HzxGPHjhleZ3GxwjrL2HCaNwdKUfNjCLOJkkidzyCuiEuXLlWlMmtDfXbB33ZL5C584403+G/EJl7teZi57y+xhjXbtLuxRLCwVOEXL16MmjVr4tlnnzV8X9uUgnG+abPZ/EueStElCWjaFPj5z5XOKIGySomplkyYeRyMxMXFYcmSJUhNTQUA7lMICwtTfZ/X61V1ERU97CLhwebNm1FQUMBXnNq1a+vYS2VZVhX1mJmN33+v8MizezVyJCwJKTIwunBRxBBdw4YN+bFsT8smOnaMNp/Aani9Xp65aJa7LvL1sTLs8PBwQ9ZYsZ+8P/74M2fOYO7cuSEvAS4JIUu8AdTlp/Xq1VPNutu2bQtQyXqC6LxuhWcSGQn07Qu88opS7GG2Ry0sLITL5UKtWrVw+vRprF271jCUVKVKFbz44ovc82+WCSdJEqZMmaJK1Lh58yZOnDgBr9erqpxiOeUMjD2nUqVKqvZa/lpUidbJjRs3dO9fvQq0bKncE7dbIcywmg2Hbb0efPBBFXW4SBLJCnmeeuopfv+8Xi/f4omTgh0QJ0+zohm25ahatSrfIvXv3193nEiAKZKX3ksIqcIXFhaaPvSyLJeYXcYkIyMDb7+tpLQSKTRPP/kJULOmfgKIiwMee0zpqPL558YPvSzLfnMBRo8ezY89fPhw0FaAuBprY7piAwJtSyStU8/oM+KqyXDwoK+Ip0YNhYLaCqSnp+Ppp5/mEzUrbxavj3X1Zf9XqlQJgNKtRZwURo8ezY/JzMy0NQGH0Z0/+OCDft8X77+R5SFagKXhQrgbEFKFF5WlYsWKqFKlCjZt2oSDBw9i/PjxASvQ66+/DgA4fx5o1Eh5sCtUALZtU/anr78ODBumUDBpJ4Dq1YHRo4Ff/xq4ds03AeTm5qJmzZqmhA4sw+zmzZum44qIiED16tVNU4fZw89w7do1rizauLW20orB6/Xqzs9Wydu3gYULfdfapQtglR6J2XExMTEYOHAgfvOb35hOjMyhR+Qr5mGr55gxY1S878xa0S4CVmHkyJEgMudHYMSWzOqoUaOG4XEsbHuvru5AiBXeX99uJl26dDF0kIly4sQJfs68PGUFZw/5k0/69vG3bwOffqp0UhkwwFfbLUq9ekonlp07lUoxAIbUVixUBpgTFoaHhwNQLIbjx49j1apVumPeeecdAIriGn3Po48+6reeXcuLz6yGnByl/p5d16xZ1jZnFK0zJmIKcMWKStMJllmmbeKxZs0aHt1ITk5GZmYmmjVrxruvEJFtrD6MfDQ8PNzQecd+B2auGxGkslAiEeHgwYO2jDMUCJnC5+Tk6Fax0qbUan80WQaWL1cceERA+/aAwbYWHo9SEbZ4MdC9uzGPe1ISMGlSPmJifgptp1PGSLtv3z7+mpZr789//rPue3v37h3QdfXo0aPE+2hEod2u3TOoU0cZf3Q0oCmiswxiMxF/wpxZubm53BqRJIk3IBFZXEQ+OLsgRgXEApj09HTs379f57tZsWKF7hws9GiWaHOvIGQKL+7ZiHz7qbNnz+LgwYOoXLlyQA+Tvwfjj3/0UTlXqQIIfQAM8f33yjFz5wLt2vkmDCYKv9xpEP0/KA0So3kaJRtvfHw8d0gRmdMnXbhwocTrCqRxBWOLqV279h0a66dA9AOIFBJMDT+HpfB4PCqHonb87DVG1gioLRLm0BQzAtkKr93uWA22iov7eLbgaB2x2q4xorVid1TBboRE4a9fv65y7LhcLr5ayrJsyk8f6Aov4sYNpeKN7oTsli0LnMo5Nxf43e+An/1MiVdrV38iD2rVuoIlS4B16z4FkbJ6HT58mCsiEZlm2mnpsurWrcuTaCpWrBjQGFlr41atOqFFi3Q+tlq10vHtt4FdZ1lgRFKqFW2yifa627Zty99j1k+gjSFKC2adMH/C2LFjDcdu1LmVsRFJkmRLg8dQwnaF13bliImJwaxZs7Br1y6cOnWKZ10FI+Ie3ghFRcBTT/kUddAgZa8fLP7zH2DHDqBDh4sgyjCYAApAdBhEP8esWW+iShXFqVOzZk3TB0NsZsGUIxhTUXEwNUBU1D/ujOE2iObB5XKrVlY7wSrBRHIL7YovMhV7vV5VuLJq1ar8PXb9I0eOtHXMotNRTFfu0qWLaty9e/fWfZZxFlhNKFkesFXhZVnmLLaBipam2ki0RARm+M1vFO89kUIc+dlnpbsOHy97Iygm9G5UquTRTQAuVx4UOudn0bjxINMQoFGG35NPPul3DEePHsXYsWPhcg0CUS6IgKpVZXTsuEClbKEo1mBKYlTvzq5N649g/QLZ5MDAPOPPP/+87ePW9rVv0qSJrtSXcewziEk5Rm3B7zXYqvAsHGK1iGmmJeHsWV8v9MhIoDSJT1rPuCRJyM3Nw/nzwMyZ1xEbewJE+boJoGrVIvz0p8Bvf6t0lGHo16+f7ppSUlJ0ZZZerxdLliy50xxDAtFi+Hqvp4PoAd15XnnlleAvMEgcPHiQf582e5JJZGQkioqKUFRUhHnz5um6z6bfocBlE4TdTSW3bNmiCrn2799fF+KsWrWqqv5DnAwSEhJsIZUMNWxTeDGM07x5c2zYsAGXLl3Cxo0bUVBQEFQPMlGefvpp07xxM3zzDTBwoE8Rn302OFoqFqdlTC5G2W83bmTir39VogUu1wkobZPVE0DjxkqHmR07PGjUqLPu2qpWrapK1+zYseOd9+Kh1BCwc20EUYTh/Vm2bFlQ96a0YPfEn8yZM0eVNizG3rt27aqqUitpm1YWiB1jmaSmpqooqtxuN86fP48BAwYgISFBVSpdpUqVEisR7xXYpvBi9ZcRQYBImxSM0660uH1bCccxpenUKfDuqiwvIFDLYv369SCKBFEfPPbYeXTqpO/VrshnIFoDokdBFMsfvH379mHq1Kl3rrkNiK7fOf4WiCZg6NChSE9Px6FDh+DxeJCamsqLb5KSkkp9j4LB4cOHA+oU+7e//Y3/XbduXf63JEmqGLxRP3UrIE44osybN08VFhbj7KJ0797dEqLNgoICzJ8/n3MClBdsU3jWDMKMxmjAgAEgCq7baFkUnuHQIV8GXvXqwPHjJX+GffeePXsC/p4JEyaozNRvvwXef1/he2c57mrxguhjEC0DUS8QVQDRZLhcSsitdu0iKHX8xmmdbI/sr32R1RCdcWaUVuwZICJdFiPbU9tZQqr1xrMxiDyKRizGHTt2DKiJSaBgyVoDBgyw7JylgW0Kr6xyvuwzLWRZxvTp01VEk0ayatUq1T7RCvzrX0CbNr6y2lWrzAtLxM4iVpp1n3zyBYgeB9EWEOmZcZUJwJciO2OGwhJjxjkvxvmtZEotKCjAyJEjdTXuDKJZXFL3WObk0zrPJk6caNl4tWAFPsxXwOo1WKWfNrrQokULS6mzCwoKVGQp5V0fb5vCi6EPLWbNmoUdO3bA6/WWuKLv379f1bLKqvTLW7cUDjumVMOGwTCOzSauYNlgS8JPfvITjTI0A9FkEO0HkT4CEB5eCKKDiI39hWkREDOxjRomlBZNmzblYzSrNmO87bGxsZy01OVy6RJa2NaIZdwxMcpsswKrV6/m38EYeczE7XbbUps/bNgw1ffYHX4sCbYpvJhvLkJ01AQie/fuhSzLfCbetm2bZWMsLgY2bwZnrTXKVHv00UdB5L/xX7CQZZmbwsycVK7vEShce4BS9/86JGk/oqL0DsCEBH0RENseGRE3lAaidcPEKNYvVu+JXm+zmogWLVqo9s8lZa/t3LkTy5cvD2rsjLabSCE3LSoqMgwjMrGjbv3o0aM6C0KSJBw9etTy7woUtil8WloakpOTdR71YMpgiXz7ZpGCyGp88glMc9EZYeSQIUMs+z6xDbXShUUC0QL4mHw+BVE94WFxgag9iOaiWrVPeVmwKPXqAdHR74JoHPr3n2TJOMWmnGKSjVHOQCAZeEzq1KmjctROnz7d1IwW2WEDdex98cUXqu87d+4cABg2/ahevbotDkOPx8MnvNjYWFy6dIkX55RnAk/IculFGFEbm8nhw4cB+PZidtH+fv21QpzBFOi554A//ekvfBz+iCmDBfMIh4eHIy8PiIv7C//eJ54oRmamUi3HaJKIlJDW/Pnz4fV68cMPSo374sVKH7iwMOMioBkzgP37gf/+t3TjLCoqQr9+/bB582bk5OSovPJnzpwBAFy5cgX9+vVD27Zt/a6gWtGW+LJmmVrk5uby72Xtpv3B4/GoFhSx+acRs5JdXnPRn5Geno68vDweltRyHqanpyM/P193jjNnzljemadcFN7r9eocN6KIez82+/bq1QvMBLYLt28DCxb4lKZixc9AlIioqChLky7YfjIh4RFez6/E7afqOpueOXOmxBWooAD48EPg5z8vNiwCcrmU+oJ585QCI21nmUBRVFTEtyJdunTBlStX/PbCC0Zmzpxp+r2i8nTu3Nn0t8jPz9dZj9qCJHGiYa3FrEZaWhq3ztgkJTruxDJqRpgZFham6lIjNithdSdWoFwU3p/5N3z4cNWPwhorTJw4kZtgduPAAYUphwgID/8GU6b8NuhzHDx4ENWrVzfkPVNCQ+MRFqY45+rVAyIilKIYMx70YPDNN0oR0PTpxkVA4eFAjx7AkiXAyZPB1c2LNGVWirYxpoicnByVIkuSpLO4zp07p9svGzlaRStk1KhRgV94gBB9BeHh4Xj22WcNQ89G1oY42Q8ePJi/biVCrvAej4evCmJBBZO4uDgVpfWUKVMA+JwwZWmFHAyuXFGaKhIFzwmXk5PDw0BaZtO0tE9BtIEr34ABioKyqEaLFi0sv5b//Ad4+21g8mSfr0KUmBglE/GXv1RSkf0ZM+Je1EopyXTNzc3llYJESvbbmTNn/JKqaH0NWmqwOnXqWHF7VdAy/ZiNTZycGjdurGP7YWFDo2KessBWhc/Pz9etcGJ4hPXR9icPPfQQAF8Rg9XhMX/4/nuluSJTjFGjfKyvBQUFuHLlis68FGvjXS6XqvXTzZuA2/0JP9+iRb7W0sw5ZXfiTHGxQnC5ebPSRLJaNf0EUKUKMHw4sHEjcPmyfqLLy8vDqFGjMGDAAL9bs0AlUH76S5cuqe6vP9FGE27evKlaNdmCYxVkWb5T86BX6JJ6MnTq1El3PrZgmFGdlRa2KbwYFtm2bRu8Xq/KnNLu/apVq6abgZkUFRVxeuBQZpIBPl535hhLSlKaMDKmFvGhKSoqUl2XGF/+85+BhATmhc9D48azVd8jdjsJhAjDKsiyUkX42mtASoqv35wotWopHX22bbuNMWPmYvTo0fi///s/JCYmolq1anj//ffRsWNHtGzZUkXjHIyIOHr0KJo1awa32424uDgsXLiQ9zwg8p+KnZiYqKKgkmWZN//QilWLx8WLF1UKzv52u92qrksxMTHcF2X0jDOcOXOGv241WaZtCi82UpAkibdRMhOxD5korB0R28MH2hfeanz8sbpzS0rKdj57M4ilwKdPnwagTBirV4u59OdA1FCX5CEmIR0PJN/XJvz4o9KlZtkyoHdvmHTWvQKiN6B0/lG3sg60w5CZwo8aNSqg4ydNmqRSDCKFU0BrcYkLj1as2D5poxeivPTSS/zvevXq8ZoSsdU2E9ZVCPBZwXY0sbBN4WVZ5u12RImPj+d53+KNMuqmkpKSgsuXLwPwUSJbmQATLL76Smm+6HvwV6Ny5Wr8feacYf3n8vMV05gdX63aIRBFmbKnMmelWRpreeCjj85g6tRd6Nz5OCQpHQrhhnYCOAdtEVAwkpT0NNauBY4f9xVcxcfH44UXXkBSUhJfMfv376+j8mbSqlUrnDlzBpcvX+ZKX1BQoHL2Pfzww+jUqROnWzNjpw0G2qzBsLAwNGnSBAcPHuS8AZUqVVIVkBUVFfHusuw3Z8SZqamp/Fysl6CVsN1pJ96MOnXq4OrVq0hNTcXHH3/MmxGyGOzatWvRs2dP/gOL/deYhSB2iS0PeL1KE0b2sLvdqfjqK3W/8NTUVFy8qHTEoTte8TfewB0OOsIzzzxjeG676ZqDhVGmHVEciB4D0VoQfW6g/EZFQCUpvRdKnb+izLGxsaqV+ty5czzD8vz586ZU4kxcLpfK0pAkiS8cgM/PIjLvbNmyBRUrVkTVqlWRmZlpGBc3gmiVDhgwgCu2LMvcaSf2IigqKsJTTz0FWZYhyzKfMJi1wfJNWMsxq2G7wp84cQL169fH2LFjIcsyoqOj+ezFVkRtlw9xlmP7YMYZZ2ccPhg8+eQREH0HIqBWrWKMHv0r/rDt2iUjJkZRgAceUDrgiD3IzVoUscyskthvQgXRAy5JEmJiYjBmzBiNCZsAotFQioCuGUwAt0D0JxDNB1FHEBnF7QeCyFdfP3Cg/1RbQEleMto3G4m2KSRzrjHCUTN+u8TERCxYsMB0DCLngzYaI7YyY8k/LE2bWRsAMG3aNBApacjnzp3j71tZqSci5GE5NvNqSxJZ+iMDa1TIspLYj1Jee3gtlIYUzUD09zsP9o8gmoVq1Xbwh71PH4C1kOvcWSG8YA0ojcCqAnv27Bmai/CDgoICrkTjx49Xvee/e249EE0B0U4QfWkwAXwLooMgmgUiVikpKutQuN2l49T/9NNPVc49UaKjozFy5EhkZGRwha9evXpArExmiU8rVqzgk43odMvLy+PWWteuXQFA1xx0zJgxANQJNmIEyy6EXOHNYpNut1tVVCASF1y4cAHr1q0Dkb5Jo53wx1Dq64RbER06fKF7sOfP9/W1u3LlCr+WuXPnmp6T/eDt2rWz+lKCBvO2u1wuXdTgypUrhj6XBQsW6Jx2cXGdUbXqS1CqAP9rMAH8CKJ/3Dl+GH997drAx3rhwgXe+y8QMaJElyQJsiwjJycHEyZMUJVkG03AHo+HP8vaRYj5CFwuF7Kzs1U1CUQKqYZo+mutE39WRVkRcoX3x2cuznyAb087f/58Vcgu0P1VaXHz5k20b98ecXFxpvso1oAiLi4ONWuOgshpV7eukrjDwJw3JaXoHjp0CKtXr8apU6esvqSgceDAAbRs2RJ9+vQxfH/y5Mmq31DcD+sn9XAQdQPREhCdhVjrT9zsH6F6LZiEQ623nkhhJ/Jn5huJJElYtmwZ1qxZA0BdGqyF6Gln/HyAYuazfT3L5GNJNDExMYaNP8UuvJUrVzZkiLIKIVd4djPEenDRrBFvLuNNS0xMVDUjtLJyzQhnz57lY9m7d6/hMax6rGHD9XdWKaBKlTyeyBIXp6ToisQUCxcutHXcocSWLVv4dUVHR6usoevXM0DUDkRzQPQhiL43WNlvgOi3IHoZRL/RvR/MCg8oSlO9enXs2bMHR44cMQ0P7tmzBx07doQkSYbswUz69u2rSip67733cPjwYWRnZ6ti6doEHzYRulwuXL58WRVVEKm7RYjUX2uDvfAgYbvCb9myhTdiBMD37kzxo6OjAajbNz3yyCMAgA8++IC/lp2dzc22mJgYnDlzRtVj3Wows8+M9CEurhaI3hUe0ndw/Xo2MjOBrl19D25i4nYQuRATE/M/wXoqgoW8RowYqWriGR9vFLvPvnO/ngSR2JvvNd2xpd3DM2hDZaIkJCSoVtBgLACtdO3aVfWbig1XGCmI9pnW4vLlyypLJD4+3tbnxFaFf/XVV/mF1KhRAxMnTtR5REXeNzHcwpwd7GZs376d/y22OxLDLVaiUaNG3BLR4vJlwOW6dOcB/RFEMzFgwED+/o8/KuW1vof4KGbMuPc5zUVcvPgdFOfc25CkTAMF/xZEByFJs+FzzhlJRd1n/bg5AoIsy+jTp49pjwOxy41ZSW9ERAQSExNNufrYnp9BrH/XirZFuAjtxGC0fbAStp5dbOLHROw42rhxY0iShK1btwIAbty4oTo2NTWVM6NMnjwZJ0+eRPPmzTFu3Djbbw4r1NAWWPzud0BsLHs4MyFJympiRMyRlPQymDlbu/ZtfPKJbcO1HV9/DezeDTz9NISSXlGKoITfFoCF3xISEkrkLFRi776VvazKroVZG3IWFdL6IkRh25Rr165h9+7dOt/E008/za0FIwqt9u3bl0jJpt1W2N1jz3aTXuS2M5OIiAh+48RJIiIigs+AQ4cO5eccMmQIiNSOIqshNk5IS0uD16vUk/se8L+AyLeCaOvYvV7vnW3Lg6hUKRtESprq5s2BV92VJ/LzgQ8+UFh2W7UyUnAviNKgJNj0Ro0a9Ur8nY1k1aoizJih7NntaNsmy7KqFp0Jq8IsLCzkliPLfmOiDUcCwIsvvhgQB4C/8CuDdoEjCryQqLSwXeEzMjICukEir5kYxmAz4LPPPsvfZ848VklnB8SWUKNHz0Tv3uLD/ksQ+WZmo5znvXv38vdv3MjDsGG+z0+erJBo3k0oKlIouxcuBDp3VlZbrZK3agU8/zwwffphiCm0rBFmXl4eTp06xYksA5GzZ8+G5PpOnDihew7Zd4vFNX/4wx/432632zAiJHaTNZN9+/aVOCYWxw8PD1dNSnZGaULipRfLBploQyZsz86gTYiYPn06f495T0eMGGHruBU2ks4IC8sCESBJ34NopG7sRsSOLKuKzfTFxQodNiuiadNGocsuL3i9wF//CrzyipIgxHrwidK4sWLC79njSyDKyMjQETqIqcBmlWlmEgzXf1lx7tw51Z6cZW16PB7+2rBhw1TWnZnTNjc3V3UdEREROHz4MP8/kIpHVlMSGxuryi61o06fISQKL95QlitsNAFkZmbyz2j7qbNURMDnyLODaZShuBgYNuwYGGV0WNhVECnJGH379lWNTdveSUwh1tISHz+uNMAgUhpiHDpk2yVoxgScP6+YzoMGiX4In9SsCd4LzyBcDAAqZXe5XBg3bhzeeOMNbNy40dBnU5KIE3kooGVNZpyJYvhs+PDhPPTmj75aLGkm8vHtB9r6m7UKZxYia2lNpGTd2ZFvErI4PKthNvJKMtHGqUXTMD4+HoC6/bRILmElCguVB9+nDO9B8SYrez/GQ2ZmlooWjVHe/L//rbS6Yud/6SUfEYZVKC5W6Ku3bFHorNkkI0p8vFLN9/rrSo1/Sb6FxYsXB5XMEhUVVWI7qlCnEYtFTkzmzJmD9PR01Wv169dXXYcZq66YnMOkpNbf6enpGDduHHcC1qxZExkZGRg/fryquq9mzZqWh+hCpvALFy7kF6JtRCg6TQAl8eX5559X9fuSJAkej0fV5zs3N9fycV696nNSSdJtEPn6ua9ZswafffaZauxifDU/P19oAEkYOHCg6ff88IPCOceUb+BAoKyXk5mp9LOfMkXJ9tMqeHS0Qqm1erVCZRXMJCOGWK0UM7Zau1BYWKgLxaWmpgJQWG1HjRoFSZJw6NAhlefdaNsGKBWe2muqXLmyylplWLNmDUaMGBHwpClatVYhpJl2/vqPMbly5Qrmzp0LIoXdRiS0fOGFF3gnULOedWXB++8DlSopyhEW9g2IeqjGBkDVVbRWrVq4evUqateujYSEBBVHnzYpwwxvvaW0sSZS2loH48PKzVVoqH/2M4WJR6vg4eFA9+4KWeVHH5XNC84y1xITE7F69Wrk5ubi6NGjyMnJ4YVBwUr//v1DuocHfNVpRIqDzmjREF9j1pzb7TZtNTZjxgzdtYWFhakc0eL3Bio9evSw/PpDqvBi6x9/nvu3336b/y0mM1StWpX/AFaGL27fBn7xC5+iPPBABohq6cZ16tQpPjtLkoQnnnhCd4wkSZgzZ05Q3//ZZ0DDhsp3V6gAbN+uvH727FnMmTOHhyy//x44ckSJVbdvr6ejliTl9blzleNKS0dtBHbdRgqal5fHTfdgmozYnUZqhFatWoEocF4FMXRmxosvbjO1MmPGDE6HxqRKlSo8KSgpKQk3btzAiRMn4PV6uWlP5GN7shIhz6UXK8cCIUDUmj9s32NVj66cHKBfP5/SzJwJNGig7yZKRNzJwn4o7TgHDx6Ma9eulWoc//2v4kxj43jqKUCSKoGoG/r2/QjduysrtnYVT0pSVvj9+8u+JfAHdp3M/BXBJvKS8tO14o+a2i6IiVyBYsOGDSW27zLay2uldu3a8Hq98Hq9fIJctWqV7lyiwzojIyPoa/QHWxT+woUL6NGjh2nhiWgCiqQA/kQbCjIrRAgGp0/79rrR0cA77ygxVq2jif3PHI/a9832d8Hixx+BZ54BfC2n9HRSdesqe/QdO5Q9eyiQk5PDr9XMrN25c2eJteVdu3bFa6+9xv8/cuRIaC5AgB0ty0QF9iesq69Y+m1Wa88mTla5ZxUsV3ixOwkRYfXq1bpjZFnmN75Ro0aoVUsxn43qlH3JL6NVr5eldXNxsdKEkRE0Nm4MfP65Mi7G8iJJEm8NZCY1atQoUyljcbHiHfdfdCIjKSkbW7b4mkaGGlu3buXXrPVLbN68GVOnTgWAEqmnWHYbs9pCTeWlkJYoY7mg7RpaBqxatcrwmdUK6w2/e/duvnCYgYWvxQxTK2C5wq9Zs0Z3oUaz1LJly/j74r7PzMyfNGmS6n9/OcoejwezZs1Ste5huHULeOIJn0INGeJrEy1SCo8dOxbXr183fXgjIiJKZW5lZCh79J/+1MeCK0pERBGI3gfRUhBd5Eo/Z85//TaIsBNz5szh161FME0pJk2aBAB8/2p34pQWLNJgdW8DlpIrlrlqGZ2YzJ07l5dW+6NcZynpHTp0sHSsliv8k08+yS9GXLGNZnOxWWJJMmjQIBXf99y5c0294KzwRduW6vp1oG1bRbFcLmDlSl+XFZHOuHLlyrxwwshUM6qgM8PXXyuZamZFJxUqKJlur7wCvPnmP8BSdtu3b48PPzwBoq382MceA2zqfegXubm56NGjh4pKmUHry/AnzOnFLCctl6HdYFvJ+vXrW3pe9oysX7+eP/M9evRQFQ4ZOTP9dZFlfBFWZ91ZrvDp6emYNGkSUlNTVckMERERfL9y4MABJCUlBVRYw8TIqy/m14sQCTW233F5Hz7sM5mrVQPELtbinopIbbZq6YlK4tQrqejE7VZy1RcuVLLuxJx6lpQUHR2NwsJCnDx58o7v4glI0g8gUiaNs2e92L9/v2H65p49e2wrGTZCZmZmwHFlxtbLHmYzum47kJ2dzZ8hs+emNLh27Rq/vps3b6rCxoWFhXzLJ6bd1qlTB7NmzfLbuXb9+vWIjIw0raMvLWz30ovsMdOmTcM777wTsJKXJGYpj4Cvnp1IQnLyXh7C6thRyXRj0HKzGcX3xfe1ZnwgRSctWyoTwAcf+LYPWogdW/bt24eCggLVXvCBBwajXj12zkIQ/RRRUVGqziTsYXO5XLbSJGmhTTUWhXnFRSuPbefsCDuZQVTEsvh/tGAxeMa1WFRUxCdAsfMQoCT22NWeOlCEJCynLTu0Svwltpw4cQKSVBVEf+CKN378d/jhB98xIk2TT7EeUJ1HW8K4efO2EotOGjVSTPjdu31FJ/4gWkL169fHgAEDdFuJyMhInDjxORTKKJZYswVFRb578MADD4AodA03Aaj8HForrFatWmjY0Mduw1pCM3YjO5KnzHDw4EEMHDiwVBTgFy5cQM2aNQ1DaIxduU2bNvw1RoDZqlWrMo3ZDoRE4Q8ePGhZH3Hx4fKHv/0NqFuXkSXeAtEktG/fHr/97W/9xv+1seHJk5+AwtjyHIjeR1hYoU7Ba9YExo9XnHFmRSdmyM/P5yHH8PDwAMxjFxQySOW7O3dWmlQCvr2klSEnf5Bl2W9thCRJqpx0luxy+fJl/ppZWOpugSzLqFKlCoj0RTFiUZhI48Z8U6G0YAJFyBJvrl27hpEjR2LSpElBUQqbib+WU7/9rS9dtUaN7/Hww8+WeD5JkrB9+3ZV0Unfvl/D5fpGp+CVKythtNdfBy5dKn2oLCsryzD0J0mSYSttUaZO3Y/KlZXxVK8OvPmmr0tMSSwrpYHX69XFzcXqLi3JhJGzk7G5iH30QlUPXxJOnDihM7c3bNigmoBZ9xsGsZWaeM/Pnz/PX7c6caassF3hr127hpSUFAwZMgQjR45EdHQ06tSpg61bt6JFixZISUnBiy++GLTCV6lShX+HLMtYvnw54uMToTQ5ZB7wP4GoMj/e7Fzt2g3Ca69lmxadKDRVH4JoLqpXH2hJZdvOnTsNxxIfH6/aAnXp0oWHcUSJi4vDv/4FtG7N0mplEM2F2209b//Bgwf597JQmtgHXavckiQhIyODlwiLkpqaqlIIOyanYCFW0Il+IXFhEunTGcT+cFqweyLm098NsF3hjbi+tGJGJFjSigwoq4Vy4+uAiPVel0H0ItQdTZRunr/73e/uTAJDQbQB8fFZOgWXpB9BlAqixVD41H0FPCx5pCzQev7F+yD2Px89ejT/DNufi3Lz5k0UFgITJxbzscfH/xlWl1FroxhmTjq2GrZs2dLQQpEkCbm5udizZ4/qNyxviI5b5hcSJ2SjcGRWVhZ/f8uWLbr3WaGYlREBK2CLwu/atQtz5szhLZ7tkE8//RQAMGvWLBD1BVEOiIDIyELUquUralm5ciUqVKgCov4g+n8gOnNnQhAVvBjt2hVj7lzg1VcvgEhZmdxuN3r06IHp06fzXGmzxgzBQLvyxcbGokePHrhx4wb3amtLI2/cuMH3+mz1WL58OQDg5z+fA6Knwcg6mjYFTNrXlRpvvfWW7jdwu9348MMPdSv8zp07dT6bxo0bc/Odnctu/rZAcezYMT5OBrZFMYuVM69/WFiYofOY+S5SUlLsGnapYLnCizXsdglz2GVmZsHlehEs57xdOyW5xuMBXn/9PJ544ga6dwfcbqMWx5dAtAFKe6N4uN1ulaWhbfHLHoBu3boBUMIvkyZNgtvtRtOmTXH9+nVTkgTdTReuZelSH321GBEQ98uXLl1SrRQsp3/y5MkoKCjgytW69dN44AFfbcC775bpp9RBZIWJjY3FyZMncfjwYaSlpXEmYeao2r9/P5599lmecCJJEu8jwJKcQhlN8IdTp07pVniWQfj8888bfoYtAGZtwdi9GjZsmG3jLg0sV3ixyMXtdqNBgwYYNWqU5Uo/evQ0hIcf4grcr18hXnlFIZJgnVtFqVOnGE2anALRT8FKX/0VPHTv3l11XSy8lJKSAlmWVWmUoiQkJPjdt4kts7TedLYvrlChAmRZRl5enup7GB0UKxFu2bIlpk+fzhUqNzcXX3+thAvZdc+erRTlWIGcnBz06NEDffv2hdfr5e2+u3Xrxsek7bleVFTE8wlYfTdbFO4WL7bIT3f8+HFVkoyRU1FstGlUKwL4UmNZG+i7BZYqvNgpRsvayValkiQxMRGNGzf2c4wbSpjsizsP9W1ERPyoU/Bq1YDHH1e87VevmnvSDxw4oFq5RImJicFTTz2F7OxsnsjTuXNnVS8wI4mMjDTNEWB97rUU2+JEwEx1sV0zka/tlbKNUVZItlcUUzC9XqWZJbsX3boBX35Z2l/VHGyC0v628+fPVx3HJiUixWvN9sd3yx4e8FXRrVmzhqcLm3HEs7Cby+UybTjKtrPa9O7yhqUKz4pPtLM8oBD+HTlyRKccx48f18WeH374YdMuHkTp8JWP+iQ2Vqknf+01hayxpEITX/fXwMQoF7py5coAFAfOmDFjVBOHUR85sf93v379VO8xjy+7d1qGFLEeW8u/RkQ4ffq07vt+/3ulxx0RkJiosN5YCbHDqlbmzZvHJz2v18tX+YULF6rKbUOVBuyPEDI/P5+P5/XXX+d/L1myRHes1+vlz4LWChTxwgsKNRprd363wFKF37hxI5o3b27a7labcTd48GAACs9Y4Mr3tU7Za9UCpk4NPLMNAJYuXao798aNG3WvlZQIExERgSlTpmD37t0A1NVjIgoKCniYJzo6WpUHLzqNdu3ahZycHL4vb968uaG1IG5HtBTfIq5cAZKTfXn8r71mXYmtUSsn0TvPJkTA99t37NgRgM+PYeQBtxKFhYU8c1FMQxYhMtKkpKTwCd7ovosFX0adYBkuXbqEjRs34vjx45ZdixUIWeINoG770759e9V74r7JvzwIon14/PEbePhh89z1555TOOrMctc9Hg8iIyORnJyMK1euYMGCBYahpIoVK2Lbtm1o0qSJzrGnlYEDB6o4+C5cuICtW7ciPz9flQegpYlicfbq1atj7969fAVxuVymuddinj0jVjDD998D48b57s/jjwNWJLixLDuRlPSdd95RXSsbm2gGFxYWqliM7YTH4+H304yohPmYEhISeJTEyLsucj306tXL1nHbhZAqvJiKqOWUl2W5xOwyJmLX2O++A/7wB6UjCktCEcXtViihFy5UKuSMOr7Isuw3+0/8cY22JcHI4sWLVd8thru0Y1i5cqXhfXzzzTdVx5l5ikUUFwPr1wNhYcp9SUpSyDeCwcGDB9GvXz9unTCOAtEKysnJUXG8hYeHQ5ZllaNr3bp1GDRoED/m3LlzhlsSq8DKpc147JgvQkwTNmJrYhRnLLHoXkRIFV5sv8RWy3nz5mHVqlV45JFHAlYaf7niX38NvPceMG0a0KSJcf15797A8uVAWpri4AKU2btly5amHUcZ84iYcKGV2NhYNGrUSEfHxYRx6zOcO3dORYrJjpMkybRVkcfj0UUXGjVqFPBvcOqUkvtPBFSsCATQEQmAOl00PDwc7du3x7Zt21TjEAtTmHOSXQ8A7uwcMWIE9/CL175+/fqAryMYsBXczJpgEQb2uxnVoMuyzB2k/vbudztCqvBGTf20MmDAgBJZVD4Jog1rRoaSWz9hgjHDTGwskJKidvYZERK6XC6+pzPriComkmRmZmLfvn26BBTWpaagoIBTP4vy/PPP+60CFAtPmPhrR2yErCygZ0/fPZg71zfxmcGImVXM/ouNjYUkSRg7diw/XpzEFi5cyJ26zZs3R15eHrp06aLqVxBoHkOwYN/hdrsN7y2jk2LbNaN+AgsWLODjPHHihC3jDAVCpvAinxgTsXQyGCktiouV3u4bNwIjRgBVqugngOrVgcGDbyE+fj6IGqm+99CdvlCiWf/YY4+pjjFamWfOnBnQdR0KoO8Ua0AoSmm6t3i9wJw5vuvu1Qv46iv/n2H9AkoSZp7LsqyqTOzUqROI1IwzGzZsUFkBdkCMCoiJNAcOHMCrr76qm3iN6LOZ5Wc15VSoETKF17LTsn1nfn6+aaGF1QqvhSwrZbS//KWSsBMdbVQ4cwNE20E0HkQ1+SrEVoW4uDgsX76cj82sTbDRhMekZcuWnJmnJPTu3RtEhAYNGnA6pbCwsBIdd2bYu1cx7elOtCMtzfxY0ddhFL1gr4lcdVlZWfx15tAUa8fZvlj06NsBlurK9vGyLPPQr3aLpGUSKigo4O+FunGG1QiJwmtj7WFhYbznmizLQREhEvknvigLPB7g5Elg6VKgRw9jHvhKlTIxfTqwcuU/QRTPHwKxVNKMb12sOiMqXZsl5oBq06aNiiXHX1urknDpEtC8OSPVADZsMA/dBZK/oPVVaCsDW7duzd/r1q0biILzQ5QGzMpi4bb+/fsbjt3IscfIL0PNJGQHbFd47d4vLi4OkyZNwqJFi7B9+3bD2HdJwjp+2o3CQuCPfwQeeeQsiE5DW3Sj/P8piFZj8OBNSEhowK/RLNFD24uMMbkGCtY55aGHHlLRartcLvTs2bPUk+F33wEjR/qubfx48841LHQl+jK0q6SYXqyd1MUJgYXnrOL2N4NYpyByEGjbWxsVR7EEo1D3wbMDtiq8LMsYMGBAUMrMOOr9yYsvvmjnsHVg5ZxKWe0QEK1HvXoFutVfqVb7CESLkZAw0rSXmzZrL5D2wtu2bUPv3r25YnXs2BHp6eno1KmTynrq27dvqa+zuBhYs8aX29CypZKWrAXzwBvxrzOzvUuXLqrPiLTkopXG9s9mRSpWQtuqvEOHDqpyZCJ9JxjRZ1IerbGshq0K74/csCwi1omHAmJKLJHi7S0sLMSXXwLr1uUgMfEQlL2+NgToRf/+wKpVwKef+rq1Dhs2THdNQ4cO1XmpCwsLMXXqVBXZREmycePGMl/vX/4C1KjBtjDAwYPq91NTU/n3mdUVhIeHo6CgAIWFhRg/fjxefvll1fvH7tAGsyiG3U0pFi5cqJqgJkyYoOsYU6dOHVU6sNj2u379+rZtJUMJ2xRedHR07doVhw4dQlFREc6cOQMAJRagmMny5ctDTovEiArdbjfy8vIMf/jvvy/Ev/6ldLQJD98HomzdBBAfr1BjrV8vo02bsbpri4mJ4SEfWZZNmxn4E7O05mCRmQl06eIb+y9+oW4vLbYLM0s/fuaZZ1R5/6Ip3a5dOxUB5smTJy0ZtxFE/4o44YhVnFFRUbhy5QqSk5MRHh6uciLXrVvXby7+vQTbFN6IRUSEmEpbUksnUcoDrIVSoIynrJUQUTJ++tPTeOwxXxGLWjJBtANEk0FUlyvPunXrMHjwYNV1N2zYkJvLTz75JHJzc3HlyhUASgSgdevWILJ2n+nxALNm+cbbr5/SfBNQiqECYSo6dOgQnxC0rD1PP/00/9uIY98KGNGQEylbCLFRihhnF2XkyJGWOOqys7Mxfvz4cs/Qs02DSqIiZmZtoGWz5anw7LuDaWD5wgsvYP/+/fx/rxdIT1forfv2BSIj9RV/RFdBtAVEj4NIiV+zDD/xwTUq2mAeeyN+tbJi1y5fyLJOHYDlPYnOOLPsQlG0oVemcFZ3ghExfPhwwzGI5rpRItWgQYOQnp5u2ThYONOOnu/BwDYNYt7oiIgI02NWrFhR4ur+9ttvq9I0Qw2xvXVpY91GKCoCjhzxgGgZiD4GEaPUFuU8nnuuGO+/D8yapRB9xsTElDhOK1eR7OxsdO/eHVOmrOGpyhERCs9AcTFUBKSichmRi7BaCS21dbCZgsGAJf4w64iNgS002u1I9+7dTWvcS4Ps7GxV2XRiYqJl5y4NbNMgsVZaizFjxmD16tUoKioqcVXYv3+/anWzsmtIIGC9z1lnEavBEkKiomqAKAVEa0D0mU75Jek2iP6KmJh1pkVAzAFmheOOQTTD+/QZhsGDfZbJlCnKOFi1X2RkJPr166dTcCYs0aVr164qRWPpxlaD9TkkIp6wZCYRERG2MOhq4/1Wd4MNFrYpvNhkUER2dnaJSi7K3r17IcsyXzG2bt1q15ANwR5gbUcaqyCGfdThumogGgWizahcWc8BIBYB/fWvypaBhbhmz55tydhEq4FJ585dsGKFDJdLGUfbtsB7753hv4+4shuRhhApyS1iCS3jEjACoyAP9poYKxCRQjMly7LfdtYHtaEIC+Dz5ailPLP1bFP4ixcvomfPntwrzyCmNAYi7GFgq4VZyahdYBVSo0aNsuX8hYWFfLWbN28eV4SIiAiNWVwHRJNQt24qr3YTJTYWiIw8CqLZ6Nr1WUtaS4uUZWJocOjQoTh2TKERozvRhxdf/Djg37ROnToq382wYcNUJc8iWP6+y+UKeAXWTlTXrl0DoKcMI1Icxlaa8Az5+fl8wqtWrRqys7P5sxTKJppalIsX7OLFi7qiEzM5evQoAJ9pOWDAgJCN88CBA3wcdjKXsHRZbUoqS1Zxu91o164dNm3aBFmWUVys1LJv3AgMH+7riitK9eoK0cXmzf45/fzB6/Vi4sSJOHbsGAoLC1Ur9vHjx/HvfwNJSd/d+U4ZbvcyaHsBmIm2itDMcVdYWMjj54GYw1oLkik7O5d2DHZV6PXp0wdEio/g0qVLyMrK4qFokfZKlmXs2rXL0BF74MCBoBzFgaB83N4Ar5wyEjFBgv0g7AY2bdo0ZGNkq1pcXJyt33Py5El+vefPn1e9Zxb3F3H7NnD2LLB6tXkRUN26wOTJwI4dSoy9NPB6vdwrn5ycjA8//BBEFUC0UfiuQ2A1BsGIlvhShBhHb9iwoWkILysrSzeRaI8V/Qrr1q0r3Y0oAWLNxMyZM+H1elWOSrHTLGMlliRJ1cpKPEeav4qmIFEuCm/EJ8dk0qRJqh+FZWRNnjyZm0ehwubNmzFkyBBs2LDB9u9i4SIrPNasCGjJEqB7d+MioObNgenTgd/9DsjNDfzc2jCXTyZCadoJEF0HUZugFN7fPt6IO2DHjh2qY4yYiLSOVi2rEuNUtBJ5eXk8IhAVFYWhQ4caMjkZ+UcyhZlYzPG3EiFX+Ly8PL43NSqJLSwsVNVQM0KF8ugpHkp07NgRRPYUaHz/PXDkCDBvHtC+PSBJ2giA0sRj7lzgww/Ni2YAJclHTFhRS2sQ/evOeW9BSSgKTOFLYq/1eDyqzLiKFSti9+7dfluRa60GkXGJyH9D0tJAlmVVH0CR39CftG3bVme6Mx2welKyVeFv3rypq2wT00W1Pxbbb4keXEZ2uX37dhDdPe2JrAbrxmJH4owW//0vsH8/8LOfKdx22tU/PFzhsl+8GEhNha4IyOPx4Pnnn8fs2bN5wwWfVAbRB8L5NoPIP1ehWetv7Vbm2LFjumIXM9EW45w/f54z7jDxlyMSLIqKitC9e3fDsZhPkIq0bNlSdz62NbGa1dc2hWe83ETEY+7+KJ9r1KiBzMxM7N69W2e+FRUV8dTHu6U9kdU4c+YMv95Q90zPzAR27oRp99zoaGDAAGD58h/Rtess9OjRGwMHDkTFihURHR2NZcuWoX379ujVq9edvacEol/AV078CZQog/lDL2Lbtm3cwRUREYEJEyaoFgp/nYCbN2+uigx5vV7T4iOrciuOHz9ueP6IiAiVr6pWrVp8a6oVMVdfzDsRnY5WwDaF11Ixsc4tRMbFFgMGDDB8nXXuYJ08EhIS7BpyuULkDQhVvb8RiouBa9eUTLrRoxVvv3YCIMoF0e9A9DMQqZtRqPer/UH0zZ3P5IDInKiUoVevXgGt4GPGjEFGRobqNaO0Vdb00UiaNWtW5vuVmZlpeG6Xy6XyVbVu3ZpbLCNHjtQdv2bNGn5Oxv2o7U5kBWw16bU10ESEpKQkziDCHg5JkvDZZ5+pjnO73Vi3bh1PZx09ejSIrN933U1gez67vMelwe9/fxCjRy9Hu3Zvg+h9EOUbTAD6IiCf1INCEsIIQxZAG7rr0OFlrF0LHDjga7dVt25dbNiwAd27d+fm7ZQpU0y73bRv3x7vvvsuDh48yLn8c3NzVRGfqVOnYsKECdzrr108SlP+qs3Dj4mJQefOnZGens7j/tWrV1ed2+v1cqZcVoDEiDdE77w4CVgF25124s1o1aoVT3LIz8/nPx5ruLdv3z5MnDgRderUURWeAD7ShaSkJLuHXG5gD6fdteGB4sKFCwbK5QZRxzuKewxERQYTgLYIqAKItgrvHwRRJeGchVBqCapzBRGRmZnJozXXr183pRLXmuviait6wFnKLVtBZVnGggULEBYWhqioKKSmpvrtKiNCDANOnjxZVU/PFrSZM2fy4/Py8pCSksLDhT169ACRj1qLsQkZtWuzArYr/Llz5/Dwww/zBokimDODdUX1B5bi+r9AM2QGlok1ceLE8h4KADWteIUKFZCQkIBFixZpMgArgKg3lCKgNJgVARG9BqL1wgRxFUTs/J1VlsHQoSUnm+zZswcRERGQJAmSJPn1iGsjOyy0yPjnxfx/7Wo9depU0zGIPen69++vek90Ll67dg2yLKt8CcnJyQB8XHvR0dGqfAy7Er3KLfEG8PVhE3ukm4GZYaGMw4carP6gvEsoAcUcZj6VGTNmqN7zX4gSC6UI6DUYFQEpE8IPd/4ugj509yTcbn1kIBCkpqZyU1krbrcbPXr0QFpaGsaMGQMixXvOyE38iVmVJHMkS5KkqpnPysrikyIjF9VGF9g9TUtL46+x5hx2RqLKVeHZTTFjeRXByC7tqlq7G8A8uiKNc3mB5bC73W4dAcTNmzcNG2K8++67Ok7CyMi6qF37eSjhuasGEwCgxO7DQTSLvxYMfVx6enpAZBxMzFiSAcUUf/XVV1WTmhEXfUFBgarcVwSjZA8LC0N+fj4PKTMZO3YsN/3FwjAmdtaLlJvC5+bm8gs06+opQsykMiu0uNeRnp6Offv2WR6KKQ1SU1PRp08fDB8+3PB9rae5YcOG/D3/pCZ176zqO0DE8vBzQDRXNQlojAq/uHjxou57Fi5cqEuzLakTMJHCdcdi+GYl3qJ5LkkSZx4ClOeaKfCUKVMgyzIPI8bHxxsWAImTZGJioq3ceeWm8Pv37ze8mWbIz8/nP6B2v+Qg9BCz1qpUqaJ6SMXJvGR5EkSHdat+sASxjRs3RuPGjXH06FHs2rXLdE//0Ucf4bHHHkN4eLhhqy8mrVq1UiXM/OpXv8LGjRtx+fJllW9j1qxZqnEwJh23240//elPqu8w25eLefZWchkYoVwUPi8vj6fVipVDJYHdvP/V9Np7Dax6bvz48br3AucpXK1T9tLu4Rm0XPOixMTEqCrkAp+Y9KK1fs6ePcutCG0kYcyYMYZjFUk+2fj+51Z40RwKJsmEhVqMuns6CC3EMtSwsDBIkoRevXphyZIlGDduHH/PjATDJxV0Cj93btnHN2HCBNPmpWLYz2w/Hx0djWbNmumIN5loHWsFBQWm12oUoWIQ60aCsXhLi5Ar/KZNm/iFBdtQ4sKFC+jWrVtAe34H9sIsRVSUunXrBkC13Uy1sluh7CLEFG9RWMnp7Nmz+WvaPT5LcfZ4PLhw4YKOWv3RRx9Ffn4+ZFlW8dYxGTZsWImrtdbPUKlSJWtvgAYhV3gWetKSPTi4d2DUD7Bdu3YBOcW0smaNjBkzlD27DcQzAJQwonZsjEzD4/Hw9+rUqaM67rHHHtOda8eOHQEx9K5YsaLEcRlFOuwuDgu5wk+dOhUPPvhgSGrMHdiDVatWqR5S1vlVlmUUFhYa0j6biZXkDv5w/vx5ncnNmn6MHz+evyZ21XG5XIYRIW2/RFGSkpICJuVkufYRERGqSr4PPvjAyktXoVzj8A7uPZw+fVqnOHv37uXvs7r+QCWQHAyrkJGRoeovV69ePQBqBe7Xr58qBGzW1kzsrETk60obDObPnw8ipbb/7Nmz/Fx2pdUCjsI7CBIi82tYWBgGDRqEGTNmYObMmfjnP/8ZtElvJye9EcR0WCIlyUWWZVU1Z9euXVXptmatzbSsNY0aNQqKEJNl37F9u1hh2qBBA1X+v1VwFN5BwHjqqaeC2qdXrly5xOO7desW0mvIy8vTjWHGjBm4ePGiyoHGuObYxJZrwgNmtH0pCQcOHECfPn14rkC1atVw5MgR9O3bV5U/oM1vsAKOwjsICMz8tFoaNWoU0uvIy8vTccwxwgzG5BMeHo5Tp07xFFkic8ZcbdoskUJ0ceHCBd2xs2fPRocOHQK+N0a96ssKR+EdBARmyjds2JDv2TMzM1FUVIQhQ4aUStnHjRtna9dYI4gMuGYOQ9EsZxTikiSZ8u5t2LBBd22SJKni70YtwkuSTp06WXvxcBTeQYBgprmWpwBQJ+EE0xx0bbD5sxaAVaS1bt06oOPFLYA/f4M2ns5k2LBhWLRokeq1+vXr8+aSbdu2hSzLvIVaUVERpk+fDiJrOfcYHIV3UCJEL7bRirxu3ToQ6ZtLlCSh9NAzMM6BQFt/A8CuXbtKnJy0jE1G0rRpU8iyrIr9r1+/Xncu0RkoFuZYAUfhHZSIrKws/gCaeY5PnDjhh7NekUGDBqmKplhXoVCCpWfbQSPGJhMzYdRbYg28WVMN5ryzulTWRQ4clIDdu3fzvxMTE1Xvvfzyy/Too49Sjx496MiRI37PU61aNRo2bBhJkkRERH//+9+tH6wffPHFF3T79m0iInr00UctP//AgQOJiMjtdhu+P2DAACIiun79OhERuVwuioyMNDy2Ro0aRET08ccfWzpGR+EdlIjc3Fz+t8ulfmRWrlxJH374Ibndbrp165bf8xQXFxORb9I4efKkxSP1j3feeYe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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "net = jx.Network([cell]*5)\n", - "jx.connect(net[0,0,0], net[2,0,0], IonotropicSynapse())\n", - "jx.connect(net[0,0,0], net[3,0,0], IonotropicSynapse())\n", - "jx.connect(net[0,0,0], net[4,0,0], IonotropicSynapse())\n", - "\n", - "jx.connect(net[1,0,0], net[2,0,0], IonotropicSynapse())\n", - "jx.connect(net[1,0,0], net[3,0,0], IonotropicSynapse())\n", - "jx.connect(net[1,0,0], net[4,0,0], IonotropicSynapse())\n", - "\n", - "net.rotate(-90)\n", - "\n", - "net.cell(0).move(0, 300)\n", - "net.cell(1).move(0, 500)\n", - "\n", - "net.cell(2).move(900, 200)\n", - "net.cell(3).move(900, 400)\n", - "net.cell(4).move(900, 600)\n", - "\n", - "net.vis()\n", - "plt.axis(\"off\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Congrats! You have now learned how to vizualize and build networks out of very complex morphologies. To simulate this network, you can follow the steps in the tutroial on [How to build a network](02_small_network.ipynb)." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "jaxley", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.1" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/tutorials/08_morphologies.ipynb b/tutorials/08_morphologies.ipynb new file mode 100644 index 000000000..5cbb3baf5 --- /dev/null +++ b/tutorials/08_morphologies.ipynb @@ -0,0 +1,890 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Working with morphologies (or `jaxley.io`)\n", + "\n", + "`Jaxley` offers several toolchains to import, export, define, and work with neural morphologies specified via different data formats. All the methods we are going explore in this tutorial are contained within `jaxley.io`.\n", + "\n", + "In this tutorial, you will learn how to:\n", + "- Load morphologies and make them compatible with `Jaxley` using jaxley built in `swc` parser.\n", + "- How to use `Jaxley`'s built in visualization features\n", + "- How to assemble a small network of morphologically accurate cells.\n", + "- How to use `Jaxley`s graph pipeline, which offers interoperability with `networkX`. We will:\n", + " - define morphologies via `networkX` graphs.\n", + " - export morphologies to `networkX` graphs.\n", + " - import morphologies using `Jaxley`'s graph pipeline." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "import jaxley as jx\n", + "from jaxley.synapses import IonotropicSynapse\n", + "import matplotlib.pyplot as plt\n", + "import networkx as nx\n", + "\n", + "# jaxley has a IO submodule to interface with different data formats\n", + "import jaxley.io as io\n", + "from jaxley.io.graph import from_graph, to_graph, swc_to_graph, make_jaxley_compatible" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Working with `.swc` files" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`Jaxley` supports importing morphological reconstructions via `.swc` files. `.swc` is currently the only supported file format. Other formats like `.asc` need to be converted to `.swc` first, for example using the BlueBrain's [morph-tool](https://github.com/BlueBrain/morph-tool). For more information on the exact specifications of `.swc.` see [here](http://www.neuronland.org/NLMorphologyConverter/MorphologyFormats/SWC/Spec.html).\n", + "\n", + "To work with `.swc` files, `Jaxley` implements a custom `.swc` reader.\n", + "The reader traces the morphology and identifies all linear sections. These are then partitioned into branches, each of which will be approximated by a number of equally long compartments that can be simulated fully in parallel.\n", + "\n", + "To demonstrate this, let's import an example morphology of a Layer 5 pyramidal cell and visualize it." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1, 157, 8)\n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " comp_index branch_index cell_index length radius \\\n", + "0 0 0 0 0.01250 8.119 \n", + "1 1 0 0 0.01250 8.119 \n", + "2 2 0 0 0.01250 8.119 \n", + "3 3 0 0 0.01250 8.119 \n", + "4 4 0 0 0.01250 8.119 \n", + "... ... ... ... ... ... \n", + "1251 1251 156 0 24.12382 0.550 \n", + "1252 1252 156 0 24.12382 0.550 \n", + "1253 1253 156 0 24.12382 0.550 \n", + "1254 1254 156 0 24.12382 0.550 \n", + "1255 1255 156 0 24.12382 0.550 \n", + "\n", + " axial_resistivity capacitance v \n", + "0 5000.0 1.0 -70.0 \n", + "1 5000.0 1.0 -70.0 \n", + "2 5000.0 1.0 -70.0 \n", + "3 5000.0 1.0 -70.0 \n", + "4 5000.0 1.0 -70.0 \n", + "... ... ... ... \n", + "1251 5000.0 1.0 -70.0 \n", + "1252 5000.0 1.0 -70.0 \n", + "1253 5000.0 1.0 -70.0 \n", + "1254 5000.0 1.0 -70.0 \n", + "1255 5000.0 1.0 -70.0 \n", + "\n", + "[1256 rows x 8 columns]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# import swc file into jx.Cell object\n", + "fname = \"data/morph.swc\"\n", + "cell = io.swc.read_swc(fname, nseg=8, max_branch_len=2000.0, assign_groups=True)\n", + "\n", + "# print shape (num_cells, num_branches, num_comps)\n", + "print(cell.shape)\n", + "\n", + "cell.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As we can see, this yields a morphology that is approximated by 1256 compartments. Depending on the amount of detail that you need, you can also change the number of compartments in each branch." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1, 157, 2)\n" + ] + }, + { + "data": { + "text/html": [ + "
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comp_indexbranch_indexcell_indexlengthradiusaxial_resistivitycapacitancev
00000.0500008.1190005000.01.0-70.0
11000.0500008.1190005000.01.0-70.0
22106.2415577.4933445000.01.0-70.0
33106.2415574.2736865000.01.0-70.0
44204.1605007.9600005000.01.0-70.0
...........................
309309154049.7285720.4000005000.01.0-70.0
310310155046.5579080.4942015000.01.0-70.0
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312312156096.4952810.7425325000.01.0-70.0
313313156096.4952810.5500005000.01.0-70.0
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314 rows × 8 columns

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" + ], + "text/plain": [ + " comp_index branch_index cell_index length radius \\\n", + "0 0 0 0 0.050000 8.119000 \n", + "1 1 0 0 0.050000 8.119000 \n", + "2 2 1 0 6.241557 7.493344 \n", + "3 3 1 0 6.241557 4.273686 \n", + "4 4 2 0 4.160500 7.960000 \n", + ".. ... ... ... ... ... \n", + "309 309 154 0 49.728572 0.400000 \n", + "310 310 155 0 46.557908 0.494201 \n", + "311 311 155 0 46.557908 0.302202 \n", + "312 312 156 0 96.495281 0.742532 \n", + "313 313 156 0 96.495281 0.550000 \n", + "\n", + " axial_resistivity capacitance v \n", + "0 5000.0 1.0 -70.0 \n", + "1 5000.0 1.0 -70.0 \n", + "2 5000.0 1.0 -70.0 \n", + "3 5000.0 1.0 -70.0 \n", + "4 5000.0 1.0 -70.0 \n", + ".. ... ... ... \n", + "309 5000.0 1.0 -70.0 \n", + "310 5000.0 1.0 -70.0 \n", + "311 5000.0 1.0 -70.0 \n", + "312 5000.0 1.0 -70.0 \n", + "313 5000.0 1.0 -70.0 \n", + "\n", + "[314 rows x 8 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cell = io.swc.read_swc(fname, nseg=2, max_branch_len=2000.0, assign_groups=True)\n", + "\n", + "# print shape (num_cells, num_branches, num_comps)\n", + "print(cell.shape)\n", + "\n", + "cell.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# visualize the cell\n", + "cell.vis()\n", + "plt.axis(\"off\")\n", + "plt.title(\"L5PC\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "While we only use two compartments to approximate each branch in this example, we can see the morphology is still plotted in great detail. This is because we always plot the full `.swc` reconstruction irrespective of the number of compartments used. This is stored in the `cell.xyzr` attribute in a per branch fashion.\n", + "\n", + "To highlight each branch seperately, we can iterate over them." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1, figsize=(5, 5))\n", + "# define colorwheel with 10 colors\n", + "colors = plt.cm.tab10.colors\n", + "for i in range(cell.shape[1]):\n", + " cell.branch(i).vis(ax=ax, col=colors[i % 10])\n", + "plt.axis(\"off\")\n", + "plt.title(\"Branches\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since `Jaxley` supports grouping different branches or compartments together, we can also use the `id` labels provided by the `.swc` file to assign group labels to the `jx.Cell` object." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['soma', 'basal', 'apical', 'custom']\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(list(cell.group_nodes.keys()))\n", + "\n", + "\n", + "fig, ax = plt.subplots(1, 1, figsize=(5, 5))\n", + "colors = plt.cm.tab10.colors\n", + "cell.basal.vis(ax=ax, col=colors[2])\n", + "cell.soma.vis(ax=ax, col=colors[1])\n", + "cell.apical.vis(ax=ax, col=colors[0])\n", + "plt.axis(\"off\")\n", + "plt.title(\"Groups\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To build a network of morphologically detailed cells, we can now connect several reconstructed cells together and also visualize the network. However, since all cells are going to have the same center, `Jaxley` will naively plot all of them on top of each other. To seperate out the cells, we therefore have to move them to a new location first." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "net = jx.Network([cell]*5)\n", + "jx.connect(net[0,0,0], net[2,0,0], IonotropicSynapse())\n", + "jx.connect(net[0,0,0], net[3,0,0], IonotropicSynapse())\n", + "jx.connect(net[0,0,0], net[4,0,0], IonotropicSynapse())\n", + "\n", + "jx.connect(net[1,0,0], net[2,0,0], IonotropicSynapse())\n", + "jx.connect(net[1,0,0], net[3,0,0], IonotropicSynapse())\n", + "jx.connect(net[1,0,0], net[4,0,0], IonotropicSynapse())\n", + "\n", + "net.rotate(-90)\n", + "\n", + "net.cell(0).move(0, 300)\n", + "net.cell(1).move(0, 500)\n", + "\n", + "net.cell(2).move(900, 200)\n", + "net.cell(3).move(900, 400)\n", + "net.cell(4).move(900, 600)\n", + "\n", + "net.vis()\n", + "plt.axis(\"off\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Congrats! You have now learned how to vizualize and build networks out of very complex morphologies. To simulate this network, you can follow the steps in the tutroial on [How to build a network](02_small_network.ipynb)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Working with graphs" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "While `swc` is a great way to save, load and specify complex morphologies, often more flexibility is needed. In these cases graphs present a natural way to represent and work with neural morphologies, allowing for easy fixing, pruning, smoothing and traversal of neural morphologies on the fly. For this purpose `Jaxley` also comes with a seperate `networkX` toolset, that allows for easy interoperability between `networkX` graphs and `Jaxley` Modules.\n", + "\n", + "To demonstrate this, let's first define a simple morphology via a networkX graph." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nodes = {\n", + " 0: {\"id\":1, \"x\": -1, \"y\": 0, \"z\": 0, \"r\": 2.0},\n", + " 1: {\"id\":1, \"x\": 0, \"y\": 0, \"z\": 0, \"r\": 2.0},\n", + " 2: {\"id\":1, \"x\": 1, \"y\": 0, \"z\": 0, \"r\": 2.0},\n", + " 3: {\"id\":1, \"x\": 2, \"y\": 1, \"z\": 0, \"r\": 1.0},\n", + " 4: {\"id\":1, \"x\": 3, \"y\": 2, \"z\": 0, \"r\": 1.0},\n", + " 5: {\"id\":1, \"x\": 2, \"y\": -1, \"z\": 0, \"r\": 1.0},\n", + " 6: {\"id\":1, \"x\": 3, \"y\": -2, \"z\": 0, \"r\": 1.0},\n", + "} # defining any of these attributes is optional\n", + "edges = ((0, 1),(1, 2),(2, 3),(3, 4),(2, 5),(5, 6))\n", + "\n", + "g = nx.DiGraph()\n", + "g.add_nodes_from(nodes.items())\n", + "g.add_edges_from(edges, l=1)\n", + "\n", + "nx.draw(g, pos={k: (v[\"x\"], v[\"y\"]) for k, v in nodes.items()}, with_labels=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The above graph can now be treated like a traced morphological reconsruction. This means we can use `io.graph` to import it into a `jx.Module` using the `from_graph` method." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cell = from_graph(g, nseg=2)\n", + "\n", + "cell.vis()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To work with more complex morphologies `io.graph` also provides a way to import `swc` reconstructions as graphs. This means we can easily view the entire tracing of the morphology. At this stage the `networkX` graph could also easily be fixed, pruned or smoothed to improve the simulation. " + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fname = \"data/morph.swc\"\n", + "graph = swc_to_graph(fname)\n", + "\n", + "pos = {k: (v[\"x\"], v[\"y\"]) for k, v in graph.nodes.items()}\n", + "nx.draw(graph, pos=pos, with_labels=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To make the traced and possibly edited morphology we now need to segment it into branches and then divide the branches up into compartments. This can be done via the `io.graph.make_jaxley_compatible`, which preserves the `networkX` graph, but adds additional attributes that `Jaxley` requires to simulate it. " + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph = make_jaxley_compatible(graph)\n", + "\n", + "print(f\"node attributes {graph.nodes[0]}\")\n", + "print(f\"edge attributes {graph.edges[(0, 1)]}\")\n", + "\n", + "pos = {k: (v[\"x\"], v[\"y\"]) for k, v in graph.nodes.items()}\n", + "nx.draw(graph, pos=pos, with_labels=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Again we can use the `from_graph` function to convert the graph into a `Cell` object, which `Jaxley` can then use to simulate it. " + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cell = from_graph(graph, nseg=2)\n", + "cell.vis()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To close the loop `Jaxley` also offers the option to export any `Module` to a `networkX` graph object." + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "ename": "KeyError", + "evalue": "'Key currents not recognized.'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[53], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m graph \u001b[38;5;241m=\u001b[39m \u001b[43mto_graph\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcell\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3\u001b[0m pos \u001b[38;5;241m=\u001b[39m {k: (v[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mx\u001b[39m\u001b[38;5;124m\"\u001b[39m], v[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124my\u001b[39m\u001b[38;5;124m\"\u001b[39m]) \u001b[38;5;28;01mfor\u001b[39;00m k, v \u001b[38;5;129;01min\u001b[39;00m graph\u001b[38;5;241m.\u001b[39mnodes\u001b[38;5;241m.\u001b[39mitems()}\n\u001b[1;32m 4\u001b[0m nx\u001b[38;5;241m.\u001b[39mdraw(graph, pos\u001b[38;5;241m=\u001b[39mpos, with_labels\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n", + "File \u001b[0;32m~/Uni/PhD/projects/jaxleyverse/jaxley/jaxley/io/graph.py:134\u001b[0m, in \u001b[0;36mto_graph\u001b[0;34m(module)\u001b[0m\n\u001b[1;32m 131\u001b[0m module_graph\u001b[38;5;241m.\u001b[39madd_node(rec_index, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m{\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrecordings\u001b[39m\u001b[38;5;124m\"\u001b[39m: rec_states})\n\u001b[1;32m 133\u001b[0m \u001b[38;5;66;03m# add currents to nodes\u001b[39;00m\n\u001b[0;32m--> 134\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[43mmodule\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcurrents\u001b[49m \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 135\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m index, currents \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mzip\u001b[39m(module\u001b[38;5;241m.\u001b[39mcurrent_inds\u001b[38;5;241m.\u001b[39mindex, module\u001b[38;5;241m.\u001b[39mcurrents):\n\u001b[1;32m 136\u001b[0m module_graph\u001b[38;5;241m.\u001b[39madd_node(index, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m{\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcurrents\u001b[39m\u001b[38;5;124m\"\u001b[39m: currents})\n", + "File \u001b[0;32m~/Uni/PhD/projects/jaxleyverse/jaxley/jaxley/modules/cell.py:158\u001b[0m, in \u001b[0;36mCell.__getattr__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 156\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m GroupView(\u001b[38;5;28mself\u001b[39m, view, BranchView, [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbranch\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n\u001b[1;32m 157\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 158\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mKey \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkey\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m not recognized.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "\u001b[0;31mKeyError\u001b[0m: 'Key currents not recognized.'" + ] + } + ], + "source": [ + "graph = to_graph(cell)\n", + "\n", + "pos = {k: (v[\"x\"], v[\"y\"]) for k, v in graph.nodes.items()}\n", + "nx.draw(graph, pos=pos, with_labels=True)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "jaxley", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}