From 8a38102bab1ac439c44470e0974f42e28b150a08 Mon Sep 17 00:00:00 2001 From: jakobrunge Date: Mon, 16 May 2022 18:22:57 +0200 Subject: [PATCH] cmisymb now issues warning if non-int array is passed instead of error. array will be converted --- tigramite/independence_tests/cmisymb.py | 14 +- ...ite_tutorial_sliding_window_analysis.ipynb | 152 +++++------------- 2 files changed, 52 insertions(+), 114 deletions(-) diff --git a/tigramite/independence_tests/cmisymb.py b/tigramite/independence_tests/cmisymb.py index cd86b8cd..7dc30674 100644 --- a/tigramite/independence_tests/cmisymb.py +++ b/tigramite/independence_tests/cmisymb.py @@ -94,7 +94,7 @@ def _bincount_hist(self, symb_array, weights=None): Parameters ---------- symb_array : integer array - Data array of shape (dim, T). + Data array of shape (dim, T). If a float is passed, it will be converted to int. weights : float array, optional (default: None) Optional weights array of shape (dim, T). @@ -106,6 +106,14 @@ def _bincount_hist(self, symb_array, weights=None): dimensions with Z-dimensions coming first. """ + if 'int' not in str(symb_array.dtype): + # raise ValueError("Input data must of integer type, where each " + # "number indexes a symbol.") + warnings.warn("Input data should be of integer type, where each " + "number indexes a symbol. If you provide a float," + " then the array will still be converted to int.") + symb_array = symb_array.astype('int') + if self.n_symbs is None: n_symbs = int(symb_array.max() + 1) else: @@ -113,10 +121,6 @@ def _bincount_hist(self, symb_array, weights=None): if n_symbs < int(symb_array.max() + 1): raise ValueError("n_symbs must be >= symb_array.max() + 1 = {}".format(symb_array.max() + 1)) - if 'int' not in str(symb_array.dtype): - raise ValueError("Input data must of integer type, where each " - "number indexes a symbol.") - dim, T = symb_array.shape flathist = np.zeros((n_symbs ** dim), dtype='int16') diff --git a/tutorials/tigramite_tutorial_sliding_window_analysis.ipynb b/tutorials/tigramite_tutorial_sliding_window_analysis.ipynb index fc395971..7835dfd8 100644 --- a/tutorials/tigramite_tutorial_sliding_window_analysis.ipynb +++ b/tutorials/tigramite_tutorial_sliding_window_analysis.ipynb @@ -65,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -122,9 +122,38 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 0.49671415 -0.1382643 0.64768854]\n", + " [-0.03546771 -0.10458345 1.93235822]\n", + " [-0.48366147 0.47608123 0.21233577]\n", + " ...\n", + " [ 2.52985126 0.10602459 1.86580234]\n", + " [ 1.19189361 1.38184719 1.79322093]\n", + " [-1.83962402 1.6576946 -0.30116077]]\n", + "[[1 1 1]\n", + " [1 1 1]\n", + " [1 1 1]\n", + " ...\n", + " [1 1 1]\n", + " [1 1 1]\n", + " [1 1 1]]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/rung_ja/work/code/python_code/tigramite/tigramite_v4/tigramite/tigramite/independence_tests/cmisymb.py:112: UserWarning: Input data should be of integer type, where each number indexes a symbol. If you provide a float, then the array will still be converted to int.\n", + " warnings.warn(\"Input data should be of integer type, where each \"\n" + ] + } + ], "source": [ "window_step=10000\n", "window_length=10000\n", @@ -156,22 +185,9 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "graphs = results['window_results']['graph']\n", "val_matrices = results['window_results']['val_matrix']\n", @@ -227,22 +243,9 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "np.random.seed(42)\n", "N = 4\n", @@ -276,7 +279,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -310,22 +313,9 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZsAAAD+CAYAAADs1qilAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABAfklEQVR4nO2deXgb1dWH3yvZoyyOFRMRDDEQSNiXULawliUBAl3SUlooBVKXrmlDC6V0ST+3dQld6Pd1SUtpCzUpFFKWsBdC2PewlQApWxIScIgSFBQpjh2PLd3vjzvyOI4tSyPJ1nLe55lnpNHM1bFsz0/n3rMorTWCIAiCUEh8w22AIAiCUP6I2AiCIAgFR8RGEARBKDgiNoIgCELBEbERBEEQCo6IjSAIglBwRGwEQRCEgiNiIwiCIBQcERtBEASh4IjYCIIgCAVHxEYQBEEoOCI2giAIQsERsREEQRAKjoiNIAiCUHCqhtuAUiIxf5Yf2B3YG5gEjAb8gA1sBN4C3vTPWbBx2IwUBEEoQpT0s0lPYv6sXYGZwAXAR4BOoBuwMGLtA5LO8QQwEtgK/Bu4CVjin7OgY+gtFwRBKB5EbAYgMX/WMcBvMAKTBEZlOYQGNmNE6WrgF/45Czbk1UhBEIQSQcSmD4n5sw4A/gZMwXgpKg/DbsWIz5+BH4unIwhCpSFi45CYP0sB3wR+Rf5Epi8dwAbgY/45C5YXYHxBEISiRMSGHqG5FvgcZtG/kGigHfiUf86CBwv8XoIgCEWBhD4bfsnQCA0Yj2k0cEdi/qyPDMH7CYIgDDsV79kk5s/6CvA7sg8AyBUNbAIO9s9Z0DrE7y0IgjCkVLRnk5g/KwT8lqEXGjAeTg1G6ARBEMqaSk/q/DkmKTNrvvzPp7h3+VrGjxnBsh9+0uv7VwNnJObPOtQ/Z8FLAJ1tsdQ0W22frQYIOJvVZ5/J42pMCHfC2boH2A/0WjfQBsSdbXOvx72PbQ3UBCvbXRYEYTsqdhotMX/WaOBDzM04ax5fsZ6aQBWNNzyVi9igx+6sE0d/dh31kxO4wlKISLihopv+BWkTsB5YB4SdLfV4Y6AmmBwOYwVBGBoq2bM5HpP/4klsPjp5J1ZvbMvJAO2vJnHabMWo4C45DVRcVAE7OFumdHe2xdazrQD1ffwu8L6IkiCUJpUsNjMYmuizgdlhAowKDqsJRUIVMMHZ0rG1sy22ClgJrHD2qcdrAjXBroJaKQiCZypZbPbC43pN3ohtgGQCfMNrRgkxAtjf2fqS6GyLvcv2IrQSWBmoCbYPmZWCIGxHJYvNsP/sym7H98Q/SR7zOage0fulDrZffG/DTPt1YqpMd6Z53N+xLsxakB/zs2e7rwbGOFtqban349RWnbcPKDv8wB7Odkqf13RnW+xt4BVgmbO9ArwrwQyCMDQM+w13GCmKopi+VS+g3nkxrvc49ILkCbMeBzYHaoLdw22XVzrbYgG2F6IxQAiod7ad++xrC2yWwrSF2Bs4q9fxWGdbrK8AvSZekCDkn0qORrsA+BMmpDhrvnDd4zy2Yj2Rtq3sNGYkPzljCl86eq+sxtBVFnrykWCNTOh9j/081sjFVl193Is9pUxnW2wUAwtRPWYtZ08KL0pgkm3fxhWf/wDPBmqC0qNIEHKgksVmAmY+PzAc76+Vj+Tpc2CHbQLRuoEngfud7RWrrr4yf0F9cPKPQpimdZOAyX0ejy+wCW8CTwNPOfs3JTJOEDKnYsUGIDF/1lLgCIYhr0XvtCfJU7422GlhXOFZYtXVf1hww0qUzrbYGIz301eI9gJ2K8BbRoFncMXn+UBNcEsB3kcQyoJKF5vDgCcwLQWGFD1uV5KnfyubS5LAc7ji84JVV58ohG3lRmdbLAgchOlRNAU42HmezzJFCcyU29PO9lSgJig17wTBoaLFBiAxf9ZC4JMMseBoIHn8eQl2P8hr3PNG4AGM8Dxg1dWH82ZcBdDZFvNjPJ+D2VaEds/j26wBlgCLgYcCNcFoHscWhJJCxGb+rJGY6ZD98FhNwCPtGjU3ed4v3wI+BZwONOQw3n9wvZ5nrLp6SXD0QGdbbCxGdA7GtAQ/iv7zerIlCTy/ceOHD//s8nlrb7jxpvfb29tf01q/nYexBaHoqXixAUjMnzUOeAkT+TQUgrMFuMY/Z8F3UgfsaFhhBG8GRng+moMtceBBjPAsturq383J2gqnsy1WBxwNHONsU/EwBdey4B/M+c4lHHHEEdTV1fHyyy8TDNa+dH3L379w2NSj38iz2YJQVIjYODiCcxdmOmXAMjbJKovkWT8FwHfrT/F12/0eS0MH0AT8r3/OggE/fDsaHg2ciBGfGZhFb6/8F9frecKqq9+aw1gVT2dbrBrj+aTE51hg18GuO+mUGVx8ySVs3bqVcDjMWWedxSWXXMLBB+7Pj75/2UrMtOgDwMOBmmDFhcAL5Y2ITS8S82f5gcuA/8H0+tkmLDpZZZH87E9RTj0z3R7Dd/sVJD/9o22P3dKv4LRhIpg+65+zYGm2ttnR8GTgNIzwnIz3xe0O4BEc8bHq6mUaJw90tsV2ZVvv51D6lEOa851LuO4f13PySScyIhDA7k5wySWX8PPmn/HAv+/pfWoCeBy4Dbg9UBN8f0h+CEEoICI2/ZCYP6semAtc6BwaCdB9zhWo0UGqRxrHp6tjCzrRjfJXbXtsS4yqhT8CEwfQhim1/wPgJv+cBdtUB7AjrQHgYczNaStwH3Az8KQVaoj0Z58dDQeA4zDTbTOAA3L4cVfiej2PWnX1uZWyFgDobIvVAicBpzrb5EQiQTy+mbFjg1x08XdR/iqOO+44bvnXQm5ZeGO64Z7BCM+iQE3wncJbLwj5R8QmDY7onA1cABzQfc4VlhodVNUjR6OUQmtNssvGV231PHfERlct/FE7Rjj+CdzTV2RS2JHWxZibUX8sx3zDfRx4wgo1rO13jGh4V1yv5xS8Z9rbmFDwlPgsl6TS/NDZFtsTR3iaL7/ijLvu/Xdg0aJFTJ8+nav/NJ+TTzwh06H+gys8rxfKXkHINyI2GZKYP2tcsmbc9OSnfvh3FRg5KiU4KXqExt66xXfXlZ/yxcKPDiQwvbEjrR8CdRmasRIjPI8CN1uhhu3WXuxouBqzgJ1a6zksw7H7Yy2u8Dxo1dVvymEsAVBK/XDfffe9YtGiRZxzzjmc+NHjWn/9iyt2wVuL9tdxhAd4WYqKCsWMiE2WdG7etBMQrgqMxG+5SzoJu5Puzg6A8YExYz/IdDw70voiZgotW94Bjhxoqq1n/Gh4J8w36hkY72ech/cCs47wDK74/Meqq5dyLVmglPrq3nvv/Zc77riD888/nxdffBHgoQkTJty08o3lMczv6TS8VTxYhRGdW4HnRHiEYkPEJgs6N28aDaxR/qpxA3o2ie6NwO6BMWMzKl1iR1r3wUyXeUnu/LkVamjK9GQ7GvZjhC3l9RyFt2/UAB9gkhVTSaUZC2ylopRa+sQTTxzZ0NDAypUrAVizZg0XXnjhq1rrg6GnBtwhwGecbV8Pb/UWsAC4PlATfC8vxgtCjojYZEHn5k0fKH9VaNA1m0R3JDBm7I6ZjmtHWr8FzPdg0u+sUMPFHq4z7xsN1wHTcQMNdvY4lAZewPV6nrPq6ku2TUKhUEr9edy4cV+vqnI7e3R3d7Nx48YFWusv9ndNZ1tsP4zonIlJMs0GDTwEXIeJapPWCcKwIWKTBb3FBtJEo2UvNj7gMUyEWcaXAR+xQg3/zeKagQczSaUH4Xo9x+G9EdomTJmWVFJpv4ENlYYyrvCObOtNamCDzuAf0QkyONPZjs7y7TdjohwXAE/KNJsw1IjYZEHvaTQAnXC/vCu/+baa7TRaCjvSui+mh0omVQO6gCuBJivUUJBinHY0PAYTupuqaDAxh+FexfV6nrLq6jtzNrDC6WyLTcCUOfoMcALZTYeuBP4B/CNQE1ydd+MEoR9EbLLEEZz32D6CrBvzjX5itkKTwo60zgUuz+KSZ4EL8+XdDITj9eyFO912IjAi3TVp2IKZ2kkllUreSI50tsV2BGYC52K+IGTDoxhv59ZATVByrISCIWLjgc7Nmw7B5Dv0ZllgzNhDchnXjrRWY9Y+Ds7isi7g58CvrFBD2jo5+cKOhkdiarelpty8LGKneAvX63nMqquXdYUc6GyLTQTOB2ZhqlpnyhbgeuCPgZrg8gKYJlQ4IjYeKJTYANiR1sOBpWw/LdJB+jYIr2K8nOdztSFb7Gh4Im5S6XQ8ttoGOjFrVynxeUOSSr3hRLUdixGds4ExWVz+MPBH4O5ATVACPYS8IGLjgUKKDYAdab0SuLTP4TbMdMc301yaBP4P+IkVahgWD8GOhi1MbbCU1zMlh+HW4ArPw1ZdvRSn9EBnW2wUZn3ni5gvA5l2pn0XuAq4NlATTJvPJQiDIWLjgSEQm1HAK2w7DfK8FWo40o60Hg9cA+ydZoiVwJetUMOj+bAnF+xoeBfcpNJTybxaQl+6MS2YU+KzTLye7OlsizXgTrPtk+llwI2YKbaXCmWbUN6I2Hig0GIDYEda9wbuwPS4WQHMTAUC2JHWEcBPgO+RPhn0WuCHVqihKBIunaTSI3ADDY4g82/ZfQnjCs8Sq67+w7wYWSE402xTMd7OuWQ+zfY0JidsUaAmOCRrhEJ5IGLjgaEQmxR2pHUHIGqFGrb7RdmR1kMxgpLufTdh+uf82Qo1FNX8ux0NhzCFQ1NTbuM9DpUEnsMVnxesuvqChISXI06F6guAb5G5t7MO+Avw10BNcF2hbBPKBxEbDwyl2AyGE8F2KcbTCaQ59VVgjhVqeGxIDMsSOxr2YdZ3UsJzLN5K+AB8iGlClkoqDefFyDLH8XamY0TnE2TmdXZh1hJ/FagJriigeUKJI2LjgWISmxROUug1mJt0Ov4FXGqFGloLb5V37Gg4CEzDFZ9BO2Gm4T+4Xs8zVl19V+4WljedbbE9gNmYnk6ZrLMlMX9bvwjUBF8tpG1CaSJi44FiFBvoKXvzDeAK0ve0aQfmAf9rhRqKPpvfSSrdD1d4TiCzSgv9sRl4EDep9N28GFmmOJFs5wJzyDz/627gikBN8NmCGSaUHCI2HihWsUlhR1rHA78AvjTIqSuBb1uhhnsLb1X+sKPh0RjBSYnPXjkM9zqu1/O4VVe/XY8goWeK7TiM6JxJZlOcD2O++DwstdgEERsPFLvYpLAjrVMxkUNHDHLqvcB3rFBDSc6529HwJFzhORkY5XGoDuARXPFZIeHV2+PUZfsGJudrbAaXPIfxpO8J1ASlB1KFImLjgVIRG+iZWmvEeDrpKlHbwP8CV1ihhpKtkWVHwwHMN/CU+ByYw3CrcIXnEauuvmQ/l0LgRLF9HbgE2CmDS17D/B3eLJUJKg8RGw+UktiksCOtY4GfYb6NppsCWeec93cr1FDyC+l2NNyAKzynkH4tK+1QwBO44rNcvB5DZ1tsJOYLzWXA7hlcshIjOgtEdCoHERsPlKLYpLAjrQcBf8BUbk7H28CPgVutUENZTH3Y0XA1JpExJT6H5TDcWlzhedCqq9+Us4ElTmdbrBoTTPBDMsvXeQuYC9wmazrlj4iNB0pZbADsSKsCPouZNmsY5PSXMDePJf0llpYydjQ8HreUzmlAyONQCUy7h5T4vGTV1ZeFQHuhsy3mBz4N/IjMuou+APwgUBN8qKCGCcOKiI0HSl1sUtiR1tEYIfkeg4cSP4wpffNcwQ0bBpyk0kNxS+kcRXYNyXrzAbAYIzwPWHX1RVEuaKhxIthOw3gvmXShfRAjOi8W1DBhWBCx8UC5iE0KO9I6CfglcFYGp98G/NgKNbxRWKuGFzsarsNk06em3HbxOJQGXsT1epZadfUVt07R2RY7HuPpzMjg9FuAHwdqgm8V1iphKBGx8UC5iU0KO9J6BEZ0Th7k1CTQAvy02CsR5AMnqfRAXOE5Hqj2OFwMWALchymlszYvRpYInW2xqZi/sRMHOTWBqfvXHKgJVtRnVK6I2HigXMUmhR1pnY65IQy2gN6JyeP5hRVqqJiqy3Y0PAbTfnkGZtptYg7DvYrr9Txl1dUXfUWHXHGm107FRKQNtqazFfg9pvZatNC2CYVDxMYD5S420JOf8xlMMt5gGfpxjOj8vljaGQwVjtezF67XcxIwwuNwWzBrY6lSOqvyYmSR0tkW82ECVS4HJg9y+ibMF6A/BGqCHQU2TSgAIjYeqASxSeFUlW7EVJUebN2iHfgrpuZa2U+v9YcdDY/ETLOlAg32zWG4t3C9nsesuvph6b5aaJyQ6Qsxf2P1g5y+GpNEeoeES5cWIjYeqCSxSeF0D50D/IDBS5R0AdcBvy7VEjj5wo6GJ2IismZgAg5qPA7VCTyGKz5vlFtSaWdbbDRwEfB9IDjI6Q8A3w7UBMs6UKWcELHxQCWKTQo70lqHyRT/NjBykNN7ys5boYaKLztvR8MWcDTulNshOQz3Lq7wPGTV1cdzNrBI6GyL7YD5UjOH9FOS3Zj1nOZATbBsfv5yRcTGA5UsNinsSOsuwP9gKktnUu7/LkzdtaUFNayEsKPhnXG9nlPJrG9Mf3QDT+GKz7Jy8Ho622INmKm1L5E+5ymM8YZukEKfxYuIjQdEbFzsSOsEzBz618ms2vJDmLLzj5RbRYJcsKNhP6Y6d8rrOZLMOmX2Rxg3qXSJVVe/MS9GDhOdbbH9MB7MKYOc+jQwJ1ATfKnwVgnZImLjARGb7bEjrSHMfPscMis7vxT4FXCXFWpIFNC0ksSOhsdhbq6nY7yfTKoq90cSU+I/5fW8YNXVl9zn7YRLfwr4LemLfWpMkMrcQE2wpEW23BCx8YCIzcDYkdZU2fnvAuMzuGQNcBVwrRVqkJtDPzildKbgej3Hklnzsv74ELO4fj8mqTScFyOHCKfC9GWYNZ106zlRTCHZvwRqgiUnruWIiI0HRGwGx460jsTMtV8G7JbBJVuBG4H5Vqjh5QKaVvLY0XAQU+UhlVS6aw7DvYzr9Txt1dWXRFuJzrbYREwh2TMHOXUZMDtQE3y64EYJaRGx8YCITeY4eTpfwHwTzaTsPJjF7vnAonLoqVNInKTS/XC9nhPILGCjPzZjimGmvJ41eTGygHS2xU7BtMxIl8+kgT8CPwrUBKUB3jAhYuMBEZvssSOt2ZadB9PI7Wrgr1aooaSme4YLOxoejRGclPgMVv0hHa/jej2PW3X1W3O3MP84SaFzgJ8CY9Kcugb4aqAm+MBQ2CVsi4iNB0RsvOP00jkFc3P4GJlFXHVhKgHPB5ZKFFvm2NHwJNzw6mlkFjHYHx3AoxjhuQ9YUWzh1Z1tsXpMSZtZg5x6HfDdQE2wYur5FQMiNh4QsckPdqR1T2A2plTJ2AwvewH4C3CzFWqQRL4ssKPhAKavTMrrOTCH4Vbhej2PWHX1RTM91dkWOxozbXZomtPWA98M1ARv63XdOOe6qZip3G9Ksmj+ELHxgIhNfnGauJ2L8XYOyvCyDuB2zLfUhyV8OnvsaLgB1+s5hcFLxAxEF/AErtezfLi9Hqdb6LcxRT7TVbq4DfhWoCYY7myL3YPxtlM8CkyTRNH8IGLjARGbwuBMsR2PEZ1Pk3l471rgH8ACK9TwZiFsU0p9BZiJK4bf0lrfXYj3Gg7saLgK05005fUM1l4iHWtxvZ4Hrbr6TTkb6JHOttgk4G+YatwDsQm4GOPVjO7z2jcCNcGrC2NdZSFi4wERm8JjR1p3Bb4GfBXYMYtLnwUWAP+yQg156X+ilNpx7NixG6699loOOeQQ7rrrLi6++OIWrfWX8jF+MWJHw+MxJXRmYLyfkMehEpjfSUp8XrLq6ofUU3ASQr8M/AaoTXPqJrafzt0M7B+oCVZkFfN8ImLjARGbocOOtI7A9DyZgynnkimdwJ0Y4XnACjV4bsWslKodNWpU+KCDDhp58MEHc9RRR3HhhReWtdj0xkkqPRTX6zma9LXK0vEB2yaVDln/o8622ATgz8Ansrz0HuCT0tIgN7z+wQjCkGCFGrZaoYbrrVDDkcDhmKmOTKKIAsDngHuB9+xI65V2pPUQZ6ouK7TW8fb29sOWLl16ZXt7WbaUSYtVV5+06upfsOrqL7fq6o/DeDmfA/4OvJ/lcDti8q6uB9bb0fDzdjT8czsaPtaZyisYTnvpmcA5GNHLlI8DZxfEqApCxEYoGaxQw4tWqGEOponbZzCVpDMJDKgHLsV4oysc4TnK6UaaEVrr14FXPJhddlh19VGrrv4Wq67+QqABOBhTKeJhTLBApijMF4gfA08CETsavsWOhi90ghfyTqAmqAM1wX8B+wMLs7j0D060muCRgn6TEIRCYIUaOoFFwCI70joeE8n2RUz9sMHYEyM8lwJr7Ujr7ZiIpCdzmWqrVJyos1ed7Uo7Gq7BLManSunskcVwQeAsZ8OOhl/FXet5yqqr78yj6X7gmCzO3xFTBPSCPNpQUYhnI5Q0VqhhgxVq+J0VajgEU5ngd2Q+RTIB+BbwCLDOjrT+zY60zrAjrduVe1FKHQGc0evQgUqpwepyVRxWXX2bVVd/t1VX/01gEqZE0bcxIdHZViA4CPgepi3FRjsavsuOhmfb0fCeeTB1DpnV7OvN+Z1tsRl5eO+KRAIEPCABAsWNU4/tdEwm+SeA6iyHiAF3Y7ynxVaooV0ptf6iiy4aP3XqVCZPnszChQtZuHAh69atO0Br/d/8/gTliR0Nj8SEtqcCDfbLYbi3cfN6HrPq6jNaTLOj4X2Bs7TfOgmf/2QP79sGTJBkz+wRsfGAiE3pYEdax2EWhM8CPkr23nw7sLhu971P/tznzg76fO7l99xzDxs2bNhHa/1W3gyuIOxoeCJuUul0oMbjUJ3AY7hTbm/0l1RqR8NTMJUBRmsUVAVAeepPd3+gJni6R1srFhEbD4jYlCZ2pHVHTDTSZzB1wjL2eF5/8y2eff4lOrZ2rA+v37D8zbdXLv/PK68+sPrd9+4plL2VhB0NW5iQ6pTXc0gOw72LKzwPWXX1cec9/oCZPgNAo8BXlcTnD6PULlmM/2GgJphRsEDyzrk1mKnE1LYLJlKyG+NBv+lsbwHv+2bOK9sbsoiNB0RsSh870joWE9J6JmbKLV0jroHoxrQiXozJHXnJCjVIaZM8YEfDO+MmlZ4K7OBxqNTv6H5gMqbH0nZouJ2qEQsxa3MfxVRQGKiCxYuBmuDhA71h8s65u2O+1FyAWXfaiom8G832nnU7JoIvgEkqvRlTdPYZ38x5ZVWCScTGAyI25YVTm+10jPB8nPRl6tOxEViCEZ4lVqhBss7zgB0N+zEJvSmv50gyqxbeH0kGnkp9AzjLqqtf3tkWq8F4Wh/F5NikWjVsBI4O1ATf3m7gO+ceiKk6PQ3TQyddTbaBSGAEKIYJJ7+5XERHxMYDIjbli1OxYDpmqm0mUJfDcP/FrCU87WzvSHuE3LGj4XGYwqEp8dkpj8O3A1+x6upv7H2wsy1mASP6CwxI3jl3PKb+2imYxnVeW3b3pQ3T3rrRN3PeQ3kac9gQsfGAiE1l4ES1TcUsYp+K+Xbt9Rs1QBhXeJ7GTLvlM3ek4nBK6UzBFZ5jyE/+4HXA1wfL7UneOXcacCumT5DXDqmD0YFpq3FpKXs5IjYeELGpTJzItmkY4TkNkz2fC52Y/jw9AmSFGjbkOGZFY0fDQeBk3KTSXXMYLgocYtXVv9vfi8k7556PEQEv02XZsgVYCszwzZxXkq3SRWw8IGIjODXW9sEVnhPx3gWzNyswwvMM8DLwqhVq2JKHcSsOOxpWwL6YZNzZmGoG2Xqmy626+u2azCXvnHsqcAdDIzQp2jElms4txag1ERsPiNgIfbEjrQHMFE5qyu0jeRpaAyuBZZjabMucbY2s/2SGHQ3/BPipx8s3W3X127QlSN45d1+MR9q3981QsAW40jdz3s+G4b1zQsTGAyI2wmA4OT3HYgToGEzByUAe3yKOEZ+UAL2CeEH9YkfDT2J+F154yaqr36aRXPLOuY9h2msPV7mvDmAf38x57w3T+3tCCnEKQgGwQg0fYKZZ7oAez+dQXPE5ltyiqGoxN7zjeh3TdqR1BfAappzLSsy03EqgtYJbZ79C9mKjMaHQvdtEpwICDsej0Nz/0kouvmYJiaTmwlOm8P3PZFMLtIcq4P8wfZ5KBvFsPCCejZArzprPHrjCcwwmATCXaLe0bwm8gxGe3iK0AlhdzlFxTtfRmzCBA2AW/tcCrc5+bT/PN/ZX8iZ559zFmGnSrEkkkuw7+2oW/+zzNIyrZer3Wvjnd2ey/67ZNKLtwQZ28s2ct8nLxcOBeDaCMAw46y2rnO0GADvSWosJtT4GU67lYExLhLy8JW7JlL5oO9L6HkZ4VmFutmFnW+fs11uhhmyrNhcFVl39BmCaHQ2Pcp576oCXvHOun209yax47u33mbRzHXvWm9Sts4/bn7uWvu1VbLYCJ2C60ZYEIjaCUCRYoYY4pgLBktQxR4AOwgjPFGd/MPldnFaYcvu74X773w470hplWwHq7/FGYDPQXmwBDF5FphdTyKxZX7+s/XAzu4bcWIMJ48bw3NvZNjrtYQwmvFvERhCE3HEE6ClnA8DpMLoH5uaXEqApZNeozAt1zpZJa4CkHWmNY4Qn3mvbnObxZkydsG7MTT3bfRLjwQV67QODHOv7eAxmPazvNoajvzKWtg9G+Vc9idoSyeZzA6C/FYsc5kxTXxBKBhEbQSgxnGKfqbWXRanjvbygvTCNyyY7+0l4L2TpFR8w1tlKmmS3jf2Y+ZitE86EAz+JWrqArW2mYMDIUR34MggXaBg3hvcibrWbtRs3s8sOXsvwAYVb3ysIIjaCUCb05wWlsCOtdbjCM7nP42zK61cURmhuw19nAgftx27DOnYmXW0BfDua4gQdG9YwcvTWQQXniL12YcW6KO+s38SEHcbwryf/yw2XzPRqmgY8z8ENByI2glABWKGGKCYR8YW+r9mR1lGYKbjJmKmZemfbudd+PBXYRt5+bBH+up0YNe1cANofuhH7oRvx77znNsc6PniX0TUdaceq8vv4w1dO5fSfLSSRSNI4fQoH7OYpOABMkc7FXi8eDkRsBKHCsUIN7cByZ+sXO9LqB0K4AlQ/wOMgZo3DS3+gokF32yQ/eB8Sbhky5a9i1LRz6Vq5jOpJU1D+KnSiO6txzzh8MmccPjkfJgaAh/Mx0FAheTYekDwbQUiPUzG772J7f4vvY/o89mO+BPe3H+w1Pyb/pLPXPpPHtta6M7l+TTCxduWuyej6SXS0TSLVKqCqGv9OuzNq2rkov/v9XCe6aX/oRpIZTqPlkW7gQd/MeSXVmlo8G0EQ8o4VaugCPnS2oiTe0rQDbl+c0zDe2fZ0d5FYt4qulcuw9nYr13StXEZi3SpG1XYNpdCAidi7aEjfMQ+I2AiCUBHEW5r8mHbPqfYDR5LJOpTj2VRPmrLN4epJU+havTzjAIE80Q781Tdz3nadQosdERtBEMqWeEtTPaa8zAxnPy6rAaos/Dvt1jOFphPd26zZjJp2rgkQiLQyenTBa6B2AE8Alxb6jQqBiI0gCGVDvKWpGjgat3NnLq0eWjFBESPAXaNJrFtF1+rlPdFoANpvoX2dqGR2AQNZ0AG8Dny6VLt1SoCAByRAQBCKh3hL026YNZcZwHRMsIEXbOBx4D7gfszNfRTV1hr/+N3GASQi73dY0z5v2Y/e4vfXjQcgEd2ANf1cql+9HRUrSOrLFkxZmgt9M+eVZH06EM9GEIQSI97SNAI4Htd72T+H4VZghOV+4NHaxua+c2Fb4i1Nuyc+aH0Xf3WtddoFI31VFtb0c7EfvAkAa/q5+Hy+JO3RDky31nxl9m/BCODXfTPn3ZynMYcNERtBEIqeeEvTZNyF/ZPw3o65HZOfcj+wuLaxeUW6k+1YRI0486LzMFNpPfdLX5XFiBmzUk+3Al9QXR0bgSsx4mcB1R7s05gacQlMd9G/lrI30xsRG0EQio54S9NojKikvJdJOQy3HNd7ebK2sTmjm7cdi+wK/AUjcAPxInCeFQy9wcx5AEcm75z7EeAzwLmYcOpOTBJmf4mu3RgBVM52L6b3zuJyEZkUsmbjAVmzEYT8Em9pUsABuOJyPMY78DQcpk1DynvJqn2yHYv4gK9gvJSBKmUmgSuAn1vBkD3QWMk75zZgPJ19MNW5d8aITpdj56vAm8BbwHLfzHkFizAYbkRsPCBiIwi5E29pGgtMwxWYhhyGewl3YX9pbWNz1yDn94sdi0wCrgFOTHPaSuB8Kxh6xst7VCoyjSYIwpAQb2nyYUKRU+JyNKmSMNmzEVOI8n7ggdrG5vW52GbHIn5MVv480q8H/Q24xAqG2nJ5v0pExEYQhIIRb2naETep8jTAa5njJPAs7trLS7WNzXnJN7Fjkf2AvwNHpTltHfA1Kxi6Ox/vWYmI2AiCkDfiLU1VmDIwKe/lcLyHAq/DCMt9wIO1jc3RvBjpYMci1cD3gJ+Qfn3oWuBSKxjalM/3rzREbARByIl4S9ME3KTKU/DenbMLeBLXe3m1trG5IIvKdixyCMabSVdhYA3wFSsYWlIIGyoNERtBELIi3tJkAcfi5r0clMNwq3G9l0dqG5s352xgGuxYJAD8GPgB6e9/fwR+KGsz+UPERhCEQYm3NO2BOzU2DRjtcaitwKO43stbhfJe+mLHIlMx3ky6igNvAxdawdATQ2FTJSFiIwjCdsRbmkYBJ+AKzN45DPcGrrg8XtvYnL5/cp6xY5E64HLgGwy8fpQE/hf4iRUMDal9lYKIjSAIqaTKfXDF5QS8t3ZuAx7CTI0trm1sXp0PG7PFSc78IvArTPXmgVgONFrB0PNDYVelImIjCBVKvKWpFjgZV2B2z2G4Zbjey9O1jc0DZtUPBXYscihwFTA1zWndmCoAV1jBUOeQGFbBiNgIQoXgeC9TcMXlWLzfA6LAA7hJlQWprZ8tGU6Zgak48CUrGFo2JIYJIjaCUM7EW5p2wIQjpwSm3uNQGnge13t5Ll9JlfkgiymzNkw15d9bwVDZ1iErRkRsBKGMiLc0+TGJlClxORLweRxuA664LKltbI7kxcg840yZ/Yn0FQDAVFO+1AqGisILqzREbAShxIm3NNXjloQ5FRjncagE8DRuQctltY3NybwYWQB6TZl9nfSC+jrwTSsYemRIDBP6RcRGEEqMeEtTNaaIZcp7SZcFPxjv4XovD9U2Nsdyt7CwOFNms4Bfk9mU2R+sYMhTFWghf4jYCEIJEG9p2g1XXKYzcJ+VwbCBx3AF5vWhSqrMB3YscjzwG8z0YDoWYqbM1hbeKiETRGwEoQiJtzSNwDQQSwlMuqz3wViBWxLmsdrG5i25Wzi0OJWZfwl8cpBTZcqsSBGxEYQiwAlLnowrLieRvq9KOtqBh3E7Va7Ii5HDgB2L7IyZCvsy6ddl2oCfYaLMZMqsCBGxEYRhIt7SVIPpCHk6RmD2zGG413Cnxp6sbWwu6SRFOxYZA1zqbKMGOV2mzEoAERtBGCIc7+UAXO/leNL3UUk7HLAE13t5Ly9GDjNOj5kLMd7MToOc/gpwsRUMPVxou4TcEbERhAISb2kai1nQTwnMhByGexHXe1la29hcNtNFdiyigJmYdZl9Bjn9PeB/gBusYKhoEkuF9IjYCEIeibc0+TChyClxORrwexxuI7AYs7C/pLaxeX1ejCwy7FjkGOBK4JhBTo1hapnNl8rMpYeIjSDkSLylaUfcpMrTgB09DpUEnsX1Xl4qppIw+caORfYF5gFnDnJqF6aZ2TwrGNpYcMOEgiBiIwhZEm9pqsJUE055L4eRvuhjOt7HFZcHaxubo3kxsoixY5H9MdNgZzP453YT8GMrGFpVcMOEgiJiIwgZEG9pmoDxWmZgCluO9ThUF/Akbt7La6WUVJkLdixyEEZkzmJwkXkU+J4VDL1QaLuEoUHERhD6Id7SFMCU4E95LwflMNxq3Hpjj9Q2Nm/O2cASwo5FpgBNDD5dBqaR2WXAfVYwVBEiXCmI2AiCQ7ylaQ9ccZkGjPY41FbMN/OU9/J2pXgvvXGqMTdhoswG432M17NAIszKExEboWKJtzSNwrQ/TgnM3jkM9wbu2svjtY3NFRstZcciR2BE5uMZnB7GFNT8ixUMtRfUMGFYEbERKgYnqXJfXHE5AQh4HK4NeBA3qXJ1PmwsZexYZCrwE0xFhMFYh8mp+ZuEMVcGIjZCWRNvaaoFTsYVmN1zGG4Z7tTYM7WNzXbuFpY2TjLmicAPMOHfg7EW+AVwrRUMbS2gaUKRIWIjlBWO9zIFV1yOxfvfeRR4ACMwD9Q2NkuHRwc7FrGAc4CLgUMyuOQ9jMj83QqGSrpum+ANERuh5Im3NI3DhCOnkirrPQ6lgedxvZfnyzmp0gt2LDIO0xnzm8DOGVyyBpP1v0BEprIRsRFKjnhLkx84HNd7OZL05efTsQF3YX9JbWNzJC9GlhlOtv93gAvIrPXBO5jqANdbwVDFTzcKIjZCiRBvaarHTao8FdjB41AJ4ClcgVlW29iczIuRZYazHnMycAlwRoaXrQQuB/4pfWWE3ojYCEVJvKWpGlPEMuW9fCSH4d7DFZeHahubY7lbWL7YsUgA+DxmPebgDC97FvgtsMgKhroLZZtQuojYCEVDvKVpN1xxmQ6M8TiUDTyGKzCvV2JSZbbYschOwFcx6zGD9ZIBUzj0NuC3VjD0TCFtE0ofERth2Ii3NI0APoorMPvlMNwK3IX9x2obm7fkbmH5Y8cifsy05FeAT5DZPSEOXIMp9b+6cNYJ5YSIjTBkOGHJk3HF5SQyW2zuj3bgYdykyhV5MbJCsGOR3YFG4EvArhle9g7we6DFCobihbJNKE9EbISCEm9pqsGISkpg9sxhuOW4BS2frG1sllDaLHByYz6B8WJOJfO2CE8B/wfcKXXLBK+I2Ah5xfFeDsCULJkBHA9Uex0OWILrvbyXFyMrDDsW2Qe4EJgFjM/wsgRwC2Y95rlC2SZUDiI2Qs7EW5rGYhb0U97LhByGexF3YX9pbWOzhM96wI5FRmL6xnwZsy6WKe8D1wFXW8GQiLuQN0RshKyJtzT5gENxxeUowO9xuI3AYsz02JLaxub1eTGyAnEW+4/HlJE5m8wbvCWBe4G/YfrISOiykHdEbISMiLc07YiZ50+VhNnR41BJTE5Gynt5qZJLwiilRmKKg36otd6Q7fVO4uVRGHH5HJmVkEnxDnAtcJ0VDK3N9r0FIRuU1pJ+kA2dmzeNxiQJ1vV5qRvYBEwMjBlb8mG38ZamKmAqrvdyGJkvKPdlHW5Y8oO1jc3RvBhZwiilJgILq6urp+6xxx6Ew+FEPB4/VGv9ymDXOgJzCK4Hk00laxu4HRO6/LAVDEn1BGFIEM8mCxyhWaP8VXUAOuHONih/VRUQ0onuNZ2bN+1eioITb2magCsupwBBj0N1AU/iei+vSlLldpx2zjnnTP3lL3/J6NGj+drXvuZftGjRXsCAYmPHIvtjxOUcsm/09jpmmux6KxiS+m/CkCNikx2rlb9qXPVI0y24q2MLOtGN8lfR69g4nehejfdppiEj3tIUwJTgTwnMQTkMtxo3LPmR2sbmzTkbWN78Z9GiRcmFCxf6brzxxgFPsmORPXEFJtPSMSk6gH9hROYZKxgSwReGDREbjyilqB45mmSXja/aQilFKUxJxlua9sQVl5OB0R6H2go8ijs99rZ4L5mjtX7OWa/5B0ZMALBjER9myvJjmLbKh2U5dBfmd7IQuNsKhkT0haJAxCY7JupE95quji3jqkeORimF3zJdhbXWKU9nIzBxWK3sRbylaRSm/XEq72WvHIZ7A3dq7PHaxmZp55sDWmtbKdUj0L/5xeWzgT+RWV2y3iSAhzACc4cVDFX8mphQfIjYZEiiZfaIKpiSrJvw8+S0b/4u2WX3CA1AsstGJ7rxPfznS30fvteQgLf8jVcN+Td9J6lyX1zv5QQgkPaigWnD3MTuwyRVrs6HjQLYschk4OOnTDvppNSxhl12OTmLITTwBEZgbrOCoawj2QRhKBGxSUOiZfYYYCZwHnBCssqyk8d/aYzyV+GrtrY511dtobq7SB73xb/z7191+LrttkTL7JuBm4EnCyk88ZamWmAarsDslsNwy3C9l6drG5ul8VUecErFHIeZGvtYZ2fn3pf+6H94bfl/e8759W9/Tywe54vnfyHdUM9hBOYWKxhqLaTNgpBPJPS5HxIts2uBbwOXOYdqALo/MRc1KkhqCk1rvd2aTVfHFnR7jKq754GZ3ujAhEpfCtyXD9FxvJcpuOJyLN6/OESBBzDi8kBtY/P7udon9IQn74fxLKdhcpR6WiY8/uRTfPdHTVx++eUcdthhvP/++6xYsYI53/oWa1e+0Xe4V4CbgJutYGjVEP0IgpBXxLPpRaJltsJUwf0tJiN+1EDn9ghLdxequ6snGq0PfoxQ7YeJClqVaJl9tr/xqu3uJoMRb2kahwlHTiVV1mc7Rsp04Hlc7+W5Sk6qzBfOwv4BGHFJbQNGJE7cfXfeeustLrroop5jyWSS/ffdB6ATeAST1X+vFQy9U0DTBWFIEM/GIdEyuwa4kTQRWkmfRfLjl6FG1gKgO+L47v8dyRnf2fbYPb/Gl+x39ikJbE3i+05H9c5XANDVObG2sXlLvKVpNNWB1aljmGivw3EX9o/Ee1LlBlxxWVLb2Cx5FjnilIY5GFdYjgfGZTNGPL6ZjR9+CEAikVgf37z5kb0mT/rXmJqaJVYwVHJ5WoKQDhEbetZmnsWUvx+R7tykzyL5se8B4Lv3SnxJu99jA14PbK2q176dJiqAxIZ3N9JlH0C1tdw/frdxAIn179p0223ADl5/JOBp3LyXZbWNzZIpngN2LFKFydrvLS5jcxhSA0sx3ss9wDLJgxHKmYoXm0TL7GpMxNURDCI0+aC9qh7fThMZNe1c8/yhG0msW4V/5z23Pbb+XejOam3+PVzv5aHaxuZYnk2vGByvZR9Mjsvhzv4QvOckpYhjfj/3YgpefpDjeIJQMsiaDfwRczMpuND0RfmrGDXtXLpWLqN60hSUv2qbEjiDYAOP43ovr0tSZfb0EZaUuBxC7sICZir0GeAxTALs01YwJC0ThIqkoj2bRMvs/YEX8N6aOGucabQe70b5Xb3XiW7Hq1kD3f3ek1bgei+P1jY2y7x+FjhTYXvjCsthwEfIj7CAaVX9NEZcHgOes4Ih6SYqCIhn80c8Jjy+92EbX7zmIdbH2vEpxZdP2J+LThm8dJUPGNEdpmNdkq6Vy7D2dquRdK1cRmLdKkj2LK+0Aw/jdqpc4cXWSsOOReow3kpq29fZ74X3rqH90YZpmZzyXF60giHJSxKEfqhYsUm0zB6PyU/xebm+yqe48uxjOHT3HdncYXNk861M37+B/SekX9NPeTb+nSZSPWnKNq9VT5pC1+rlJNa/u5Vu+yxMOf4Bvxk7U0DHYToynooJs/4r0Fzui83Ozz4RV0h67zNtfZwtMYy4PIoRmJek0ZggZEbFig0m0a4TsAY7sT92Hjuancea2ZcxIy323bmOtZu2DCo2fafQdKJ7mzWbUdPOpf2hG0ckNrx3Xe15c7fL03Cmgk7ACMyZbH9j/SmwErjBy89VDDgJkbWY9tIN/Wy7A5Px+LvLkBimRXVqewFYVe4iLgiFopLFZpuM7lxYHYnz8rsRpu6ZXf3EnjWadavoWr28JxqtL3YsUo3J/zkL+DSD53NMpQjFxhGRGkzjuR0YWEwanPOGik3AS7ii8iIiLIKQVypZbLJpnzsgbVu7+NyfFvN/nz+W2pGDf9Ee0R1m63oT3gyQXL+akckNsY71fl/7QzeOgZ7cm4l2LHIi8DvM1FA2a0sr7VhkJ0zEWldqn+nN0xEFP2Z9w3L2/T0egck1GYsRkEz2/ix+jkIQwZR/EWERhCGkksUm5yTHru4En/3TYj5/1N58+rA9M7omFSCwdb15PqI7jA8Y2b3+go4Nvr+Zge2JI8686DBMcICXqgG/dbZtsGORbnqJj7PX9C8kpUw3JnLvTUxbhDdTmxUMbRxOwwShUqlksXkHIzieAgS01nyl5VH223ksF582ZfALeuEDRnWHex/y+0i+03uNxo5F5uK9PM1AVDnbkIV6F5iNuGLSe/+O5LMIQnFRyWJzP6Z1QK2Xi596O8wNz7zFQQ07cNhPbgbg55+ZyhkH7+5lOAW82udYpWeX20DrANtazNSX1HgThBKhYpM6nTYCH1AcU0b3+huv+njvA3Ys0oD5lp6vhMNioQOzIL8JWMfAghKRdRRBKB8qVmwAEi2zbwA+y/AKTjtwqr/xqqf6vmDHImOAXwGfJ7OijzauR5Rag7GcLVsvVtMnwKDXPvXYxoQIRzHikW4fBWJWMLQ1SzsEQSgDKl1sdsEsJA/XGkYCeNDfeNWMdCfZsUgAOB/4ATBpkDHfBvbp6xU4EWa9AwBSYuRjexHpsoIh6XEjCELeqGixAUi0zL4MaGJ4pqs2A4f6G6/KqAyNk9B5FvBDTC+VgRgvFYUFQSgmPEVilRlXYrpoDnVRy3bgY5kKDYAVDHVbwdBCTFXij2MqCvdlJSaXRBAEoWioeM8GINEy2w/cTpounXmmAzjf33jVbbkM4kyNfRS4FDgaeB34hhUMvZa7iYIgCPlDxMYh0TLbh6krdimFW8PZiqkU/El/41X9eSWCIAhliYhNHxIts48BWoBdyF99rm5nuw2Y42+8KpqncQVBEEoCEZt+SLTMVsAngN9gRMdrCZc259pFwP/4G69amTcjBUEQSggRmzQ4ojMF+AxwLrArZr1FYdZ2egdY2M5rfowwPQ1cD9zjb7xqwxCaLQiCUHSI2GRBomV2ENNWeG9M18dajOfSAWzALfj4jr/xKqnNJQiC4CBiIwiCIBQcybMRBEEQCo6IjSAIglBwRGwEQRCEgiNiIwiCIBQcERtBEASh4IjYCIIgCAUnt7bQWzdq0KCT7tbzXINO9Dw3IdbbHzfPk85rfZ875w60R6OTzlg9+95j9d1Sr2P2qffS9HqsIam3fZ7akqlze5+XNMeTSUg475PodazXcZ06rjUkEu4+2ee51uZcDTph3lsnzfvppHZ+fOd4IvUr6P26hoQ5L3XMjJVEJzVJ5z2TiYQ5P5FEJ5MkHfuSznm65/XEoNdpx8ZkIklSa2cMel5L9Ly3eZ5MJEn2ea6Tznlam9cwDX/622tM/Z/e+4HO7b3/qdYqp7/5IcT6yJe08vnxVVkonx9/tdn7qqrpOe43e1+v83ofVz4//iofSimz9yn8frP3+RQ+v7Ov8uFTzr73cb95XlXlw+9TWM4+0PPcb/b+vse33fc8Vopq572rfT78Cqr8Zl/tNzZUO+dX+5R57lfmOr957lcKpcDvAx8Kv89kWft9Ch+Yn9Vnvkn7fcp9TdFzrUomUOYPFHQSlex2/ne7+z2ukt3O/3Pqum5IJtDJJHTb6EQCurvQyQS6u8u81uXsu/vsu2xIJtHdtvn/sbt79slEgmRXNzqRJOHsU8/dY9ufk7DN/2TCTqATZp/s83yb17sSJBOapG32ie4kCa2xk5qEZpvH2+7N8STbPk+9frVePeD/l3g2giAIQsERsREEQRAKjoiNIAiCUHBEbARBEISCI2IjCIIgFBwRG0EQBKHgiNgIgiAIBUfERhAEQSg4IjaCIAhCwRGxEQRBEAqOiI0gCIJQcERsBEEQhIIjYiMIgiAUHBEbQRAEoeCI2AiCIAgFR8RGEARBKDjKNDXzeLFSX9Va/zWP9pQ88plsj3wmw0cxffZiS/HaAYW3JVfP5qt5saK8kM9ke+QzGT6K6bMXW7anWOyAAtsi02iCIAhCwRGxEQRBEApOrmJTFHONRYZ8Jtsjn8nwUUyfvdiyPcViBxTYlpwCBARBEAQhE2QaTRAEQSg4GYmNUmqGUupNpdQKpdQP+nldKaX+4Lz+ilLq0PybWlwM9pn0Ou8IpVRCKXXWUNo3HGTwdxJUSt2tlFqmlFqulGocDjvLGaXUDkqpJUqpt5193QDnXez8Dl5TSt2klBoxXLY45/qVUv9RSt2Tx/cvmvtWsdwvhvV/VGuddgP8wEpgT8AClgH79znnDOA+QAFHAUsHG7eUt0w+k17nPQz8GzhruO0e7s8E+BHwK+fxjsCHgDXctpfTBvwa+IHz+Aepz7vPOROAd4CRzvObgS8Ohy29zr0EuBG4J0/vXTT3rWK5Xwz3/2gmns2RwAqt9SqttQ0sBGb2OWcm8A9teBYYq5TaOYOxS5VMPhOAOcBtwIahNG6YyOQz0cAYpZQCajB/yN1Da2bZMxNY4DxeAHxqgPOqgJFKqSpgFPD+cNmilGoAPgZck8f3Lqb7VrHcL4b1fzQTsZkAvNfreatzLNtzyolBf16l1ATg08DVQ2jXcJLJ38Afgf0wN7ZXgW9rrZNDY17FsJPWeh2Asx/f9wSt9VrgN8C7wDogprV+YDhscfgdcBmQz7+FYrpvFcv9Ylj/R6syOEf1c6xvCFsm55QTmfy8vwO+r7VOmC8JZU8mn8lpwMvAycAkYIlS6gmtdbzAtpUVSqkHgfp+Xpqb4fV1mG+0ewCbgFuUUudprW8YBls+DmzQWr+olDox2/dPN3Q/x4brvlUs94th/R/NRGxagV17PW9ge5c7k3PKiUx+3sOBhc4fTgg4QynVrbW+Y0gsHHoy+UwagV9qMyG8Qin1DrAv8NzQmFgeaK2nD/SaUmq9UmpnrfU6Z0qovymZ6cA7WusPnGsWAccAWYtNHmw5FvikUuoMYARQq5S6QWt9Xra29KGY7lvFcr8Y1v/RTKbRngf2UkrtoZSygHOAu/qccxdwgRPdcRTGLV+Xq3FFzKCfidZ6D631RK31ROBWYHYZCw1k9nfyLjANQCm1E7APsGpIrSx/7gJmOY9nAXf2c867wFFKqVHO3Pw04PXhsEVr/UOtdYPzf3IO8HAehAaK675VLPeLYf0fHdSz0Vp3K6W+BSzGRDP8XWu9XCn1def1qzHRE2cAK4B2jDqWLRl+JhVFhp/Jz4HrlFKvYlz672utI8NmdHnyS+BmpdSFmBvHZwGUUrsA12itz9BaL1VK3Qq8hFn8/Q+FyR4f1JYCvCdQXPetYrlfDPf/qFQQEARBEAqOVBAQBEEQCo6IjSAIglBwRGyGGKXUp5RS+3u4brVS6ok+x15WSr3W6/mRSqnHnXIUbyilrnEWgb+olPpjPuwXhGJHKaWVUtf3el6llPpA9SqFo5Q6XSn1glLqded/5TfO8Z8qpS4dDrvLHRGboedTQNZi4zBGKbUrgFJqv94vOJEjt2AW9PbBJGbdD4zxbqoglCRbgAOVUiOd56cAa1MvKqUOxCQvnqe13g84EImKLDgiNnlAKXWHUupFp3DdV51jbb1eP0spdZ1S6hjgk8CVjlcySSl1iFLqWWUKAd6u0hQrxNSwOtt5/Hngpl6vfRNYoLV+BsApwXGr1np9Pn9WQSgR7sOUwIHt/1cuA+Zprd8AE6Wltb5qiO2rOERs8sOXtNaHYRKzLlJKjevvJK3105i49u9prQ/RWq8E/oHxRg7GlIf4SZr3uRU403n8CeDuXq8dCLyY248hCGXDQuAcZapZHwws7fWa/K8MAyI2+eEipdQy4FlMhu5emVyklAoCY7XWjzmHFgAfTXPJh0BUKXUOJgmv3bvJglC+aK1fASZivJp/D681AojY5IxTz2k6cLTWegomQW4E29YcyqpXiDK9PV52tuY+L/8L+BPbTgsALAcOy+Z9BKHMuQtTcFT+V4oAEZvcCQJRrXW7UmpfTF8MgPVKqf2UUj5MNdcUm3EW7bXWMYyncrzz2vnAY1rrhDPNdojWuqnP+92O6ROyuM/xPwKzlFJTUweUUucppforkigIlcDfgWat9at9jl8J/EgptTeAUsqnlLpkyK2rMDIpxCmk537g60qpV4A3MVNpYJpF3YMp6f0apjcEmLnkvymlLgLOwtSMulopNQoTEZO2ZIbWejPwKwDVqzqs1nq9M732G6XUeEy59seBRXn4GQWh5NBatwK/7+f4K0qp7wA3Of93Grh3iM2rOKRcjSAIglBwZBpNEARBKDgiNoIgCELBEbERBEEQCo6IjSAIglBwRGwEQRCEgiNiIwiCIBQcERtBEASh4IjYCIIgCAXn/wEsuMEOKeZ4ywAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "tp.plot_graph(graph=results_alldata['graph'], val_matrix=results_alldata['val_matrix']); plt.show()" ] @@ -339,22 +329,9 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "graphs = results['window_results']['graph']\n", "val_matrices = results['window_results']['val_matrix']\n", @@ -403,52 +380,9 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "most_frequent_links\n", - "[[['' '-->' '']\n", - " ['' '-->' '']\n", - " ['<--' '' '']]\n", - "\n", - " [['' '' '']\n", - " ['' '-->' '']\n", - " ['' '' '']]\n", - "\n", - " [['-->' '' '']\n", - " ['' '' '']\n", - " ['' '-->' '']]]\n", - "link_frequency\n", - "[[[1. 1. 0.88888889]\n", - " [1. 0.66666667 0.88888889]\n", - " [0.88888889 1. 1. ]]\n", - "\n", - " [[1. 1. 1. ]\n", - " [1. 1. 1. ]\n", - " [1. 1. 1. ]]\n", - "\n", - " [[0.88888889 1. 1. ]\n", - " [1. 1. 1. ]\n", - " [1. 1. 1. ]]]\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "tp.plot_graph(graph=results['summary_results']['most_frequent_links'], \n", " val_matrix=results['summary_results']['val_matrix_mean'],\n",