From 8ca3ea26645a1927f5e16b5b57e98a59e4bd2c05 Mon Sep 17 00:00:00 2001 From: didihou <didi.hou@rwth-aachen.de> Date: Thu, 14 Sep 2023 14:42:09 +0200 Subject: [PATCH] / --- .../M2E_visualize_resting_state-checkpoint.py | 4 +- .../M2E_visualize_resting_state.py | 4 +- multi-area-model.ipynb | 336 ++---------------- 3 files changed, 38 insertions(+), 306 deletions(-) diff --git a/figures/MAM2EBRAINS/.ipynb_checkpoints/M2E_visualize_resting_state-checkpoint.py b/figures/MAM2EBRAINS/.ipynb_checkpoints/M2E_visualize_resting_state-checkpoint.py index c8e29f8..1013ef3 100644 --- a/figures/MAM2EBRAINS/.ipynb_checkpoints/M2E_visualize_resting_state-checkpoint.py +++ b/figures/MAM2EBRAINS/.ipynb_checkpoints/M2E_visualize_resting_state-checkpoint.py @@ -105,10 +105,10 @@ def plot_resting_state(M, A, data_path, raster_areas): 'MSTl', 'CITv', 'CITd', 'FEF', 'TF', 'AITv', 'FST', '7a', 'STPp', 'STPa', '46', 'AITd', 'TH'] if len(raster_areas) !=3: - raise Exception("Error! Please give 3 areas to display as raster plots.) + raise Exception("Error! Please give 3 areas to display as raster plots.") for area in raster_areas: if area not in area_list: - raise Exception("Error! Given raster areas are either not from complete_area_list, please input correct areas to diaply the raster plots.) + raise Exception("Error! Given raster areas are either not from complete_area_list, please input correct areas to diaply the raster plots.") areas = raster_areas labels = ['A', 'B', 'C'] diff --git a/figures/MAM2EBRAINS/M2E_visualize_resting_state.py b/figures/MAM2EBRAINS/M2E_visualize_resting_state.py index c8e29f8..1013ef3 100644 --- a/figures/MAM2EBRAINS/M2E_visualize_resting_state.py +++ b/figures/MAM2EBRAINS/M2E_visualize_resting_state.py @@ -105,10 +105,10 @@ def plot_resting_state(M, A, data_path, raster_areas): 'MSTl', 'CITv', 'CITd', 'FEF', 'TF', 'AITv', 'FST', '7a', 'STPp', 'STPa', '46', 'AITd', 'TH'] if len(raster_areas) !=3: - raise Exception("Error! Please give 3 areas to display as raster plots.) + raise Exception("Error! Please give 3 areas to display as raster plots.") for area in raster_areas: if area not in area_list: - raise Exception("Error! Given raster areas are either not from complete_area_list, please input correct areas to diaply the raster plots.) + raise Exception("Error! Given raster areas are either not from complete_area_list, please input correct areas to diaply the raster plots.") areas = raster_areas labels = ['A', 'B', 'C'] diff --git a/multi-area-model.ipynb b/multi-area-model.ipynb index ca8ca63..9007752 100644 --- a/multi-area-model.ipynb +++ b/multi-area-model.ipynb @@ -118,6 +118,17 @@ " Type 'nest.help()' to find out more about NEST.\n", "\n" ] + }, + { + "ename": "SyntaxError", + "evalue": "EOL while scanning string literal (M2E_visualize_resting_state.py, line 108)", + "output_type": "error", + "traceback": [ + "Traceback \u001b[0;36m(most recent call last)\u001b[0m:\n", + "\u001b[0m File \u001b[1;32m/srv/main-spack-instance-2305/spack/var/spack/environments/ebrains-23-06/.spack-env/view/lib/python3.8/site-packages/IPython/core/interactiveshell.py:3378\u001b[0m in \u001b[1;35mrun_code\u001b[0m\n exec(code_obj, self.user_global_ns, self.user_ns)\u001b[0m\n", + "\u001b[0;36m Cell \u001b[0;32mIn [2], line 16\u001b[0;36m\n\u001b[0;31m from M2E_visualize_resting_state import plot_resting_state\u001b[0;36m\n", + "\u001b[0;36m File \u001b[0;32m~/MAM2EBRAINS/./figures/MAM2EBRAINS/M2E_visualize_resting_state.py:108\u001b[0;36m\u001b[0m\n\u001b[0;31m raise Exception(\"Error! Please give 3 areas to display as raster plots.)\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m EOL while scanning string literal\n" + ] } ], "source": [ @@ -142,7 +153,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "7e07b0d0", "metadata": { "tags": [] @@ -155,28 +166,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "1d440c07-9b69-4e52-8573-26b13493bc5a", "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "<style>\n", - "table {float:left}\n", - "</style>\n" - ], - "text/plain": [ - "<IPython.core.display.HTML object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Jupyter notebook display format setting\n", "style = \"\"\"\n", @@ -247,7 +242,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "60265d52", "metadata": {}, "outputs": [], @@ -284,7 +279,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "6e4bed8d", "metadata": {}, "outputs": [], @@ -367,55 +362,10 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "ab25f9f8", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Initializing network from dictionary.\n", - "RAND_DATA_LABEL 5761\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Error in library(\"aod\") : there is no package called ‘aod’\n", - "Execution halted\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "No R installation or IndexError, taking hard-coded SLN fit parameters.\n", - "\n", - "\n", - "========================================\n", - "Customized parameters\n", - "--------------------\n", - "{'K_scaling': 0.005,\n", - " 'N_scaling': 0.005,\n", - " 'connection_params': {'K_stable': 'K_stable.npy',\n", - " 'av_indegree_V1': 3950.0,\n", - " 'fac_nu_ext_5E': 1.125,\n", - " 'fac_nu_ext_6E': 1.41666667,\n", - " 'fac_nu_ext_TH': 1.2,\n", - " 'g': -11.0,\n", - " 'replace_non_simulated_areas': 'het_poisson_stat'},\n", - " 'fullscale_rates': 'tests/fullscale_rates.json',\n", - " 'input_params': {'rate_ext': 10.0},\n", - " 'neuron_params': {'V0_mean': -150.0, 'V0_sd': 50.0}}\n", - "========================================\n", - "Simulation label: 27d81076e6d6e9e591684be053078477\n", - "Copied files.\n", - "Initialized simulation class.\n" - ] - } - ], + "outputs": [], "source": [ "# %%capture captured\n", "M = MultiAreaModel(network_params, \n", @@ -435,7 +385,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "6a7ddf0e", "metadata": {}, "outputs": [], @@ -463,7 +413,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "6316ac24", "metadata": {}, "outputs": [], @@ -479,7 +429,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "8408d463-557b-481b-afc1-5fbbbd67306d", "metadata": {}, "outputs": [], @@ -496,7 +446,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "445a722a", "metadata": {}, "outputs": [], @@ -513,77 +463,10 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "05512922-26e5-425f-90a4-0df7c2279ccf", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Initializing network from dictionary.\n", - "RAND_DATA_LABEL 7660\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Error in library(\"aod\") : there is no package called ‘aod’\n", - "Execution halted\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "No R installation or IndexError, taking hard-coded SLN fit parameters.\n", - "\n", - "\n", - "========================================\n", - "Customized parameters\n", - "--------------------\n", - "{}\n", - "========================================\n", - "Initializing network from dictionary.\n", - "RAND_DATA_LABEL 9598\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Error in library(\"aod\") : there is no package called ‘aod’\n", - "Execution halted\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "No R installation or IndexError, taking hard-coded SLN fit parameters.\n", - "\n", - "\n", - "========================================\n", - "Customized parameters\n", - "--------------------\n", - "{}\n", - "========================================\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1080x317.846 with 6 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "visualize_interareal_connectivity(M)" ] @@ -618,100 +501,10 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "15778e9c", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Prepared simulation in 0.00 seconds.\n", - "\n", - "Sep 14 14:22:09 SimulationManager::set_status [Info]: \n", - " Temporal resolution changed from 0.1 to 0.1 ms.\n", - "Rank 0: created area V1 with 0 local nodes\n", - "Memory after V1 : 1518.98 MB\n", - "Rank 0: created area V2 with 0 local nodes\n", - "Memory after V2 : 1545.57 MB\n", - "Rank 0: created area VP with 0 local nodes\n", - "Memory after VP : 1574.49 MB\n", - "Rank 0: created area V3 with 0 local nodes\n", - "Memory after V3 : 1602.85 MB\n", - "Rank 0: created area V3A with 0 local nodes\n", - "Memory after V3A : 1622.79 MB\n", - "Rank 0: created area MT with 0 local nodes\n", - "Memory after MT : 1647.68 MB\n", - "Rank 0: created area V4t with 0 local nodes\n", - "Memory after V4t : 1671.64 MB\n", - "Rank 0: created area V4 with 0 local nodes\n", - "Memory after V4 : 1698.67 MB\n", - "Rank 0: created area VOT with 0 local nodes\n", - "Memory after VOT : 1723.88 MB\n", - "Rank 0: created area MSTd with 0 local nodes\n", - "Memory after MSTd : 1745.34 MB\n", - "Rank 0: created area PIP with 0 local nodes\n", - "Memory after PIP : 1766.80 MB\n", - "Rank 0: created area PO with 0 local nodes\n", - "Memory after PO : 1788.17 MB\n", - "Rank 0: created area DP with 0 local nodes\n", - "Memory after DP : 1808.43 MB\n", - "Rank 0: created area MIP with 0 local nodes\n", - "Memory after MIP : 1829.96 MB\n", - "Rank 0: created area MDP with 0 local nodes\n", - "Memory after MDP : 1851.43 MB\n", - "Rank 0: created area VIP with 0 local nodes\n", - "Memory after VIP : 1873.36 MB\n", - "Rank 0: created area LIP with 0 local nodes\n", - "Memory after LIP : 1897.29 MB\n", - "Rank 0: created area PITv with 0 local nodes\n", - "Memory after PITv : 1922.62 MB\n", - "Rank 0: created area PITd with 0 local nodes\n", - "Memory after PITd : 1947.82 MB\n", - "Rank 0: created area MSTl with 0 local nodes\n", - "Memory after MSTl : 1969.30 MB\n", - "Rank 0: created area CITv with 0 local nodes\n", - "Memory after CITv : 1988.48 MB\n", - "Rank 0: created area CITd with 0 local nodes\n", - "Memory after CITd : 2007.77 MB\n", - "Rank 0: created area FEF with 0 local nodes\n", - "Memory after FEF : 2029.14 MB\n", - "Rank 0: created area TF with 0 local nodes\n", - "Memory after TF : 2044.81 MB\n", - "Rank 0: created area AITv with 0 local nodes\n", - "Memory after AITv : 2067.52 MB\n", - "Rank 0: created area FST with 0 local nodes\n", - "Memory after FST : 2084.12 MB\n", - "Rank 0: created area 7a with 0 local nodes\n", - "Memory after 7a : 2105.41 MB\n", - "Rank 0: created area STPp with 0 local nodes\n", - "Memory after STPp : 2124.15 MB\n", - "Rank 0: created area STPa with 0 local nodes\n", - "Memory after STPa : 2143.25 MB\n", - "Rank 0: created area 46 with 0 local nodes\n", - "Memory after 46 : 2158.61 MB\n", - "Rank 0: created area AITd with 0 local nodes\n", - "Memory after AITd : 2181.28 MB\n", - "Rank 0: created area TH with 0 local nodes\n", - "Memory after TH : 2193.89 MB\n", - "Created areas and internal connections in 2.25 seconds.\n", - "Created cortico-cortical connections in 23.10 seconds.\n", - "\n", - "Sep 14 14:22:34 NodeManager::prepare_nodes [Info]: \n", - " Preparing 20780 nodes for simulation.\n", - "Simulated network in 85.55 seconds.\n", - "\n", - "Sep 14 14:22:35 SimulationManager::start_updating_ [Info]: \n", - " Number of local nodes: 20780\n", - " Simulation time (ms): 2000\n", - " Number of OpenMP threads: 1\n", - " Number of MPI processes: 1\n", - "\n", - "Sep 14 14:24:00 SimulationManager::run [Info]: \n", - " Simulation finished.\n" - ] - } - ], + "outputs": [], "source": [ "# %%capture captured\n", "# run the simulation, depending on the model parameter and downscale ratio, the running time varies largely.\n", @@ -738,18 +531,10 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "c1d7aa61-e85a-4e6a-9e01-e018413a572b", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "loading spikes\n" - ] - } - ], + "outputs": [], "source": [ "# Instantiate an analysis class and load spike data\n", "A = Analysis(network=M, \n", @@ -770,23 +555,10 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "bea30fc8", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 1080x317.846 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plot_instan_mean_firing_rate(M)" ] @@ -812,39 +584,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "ae19bcc3", "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loading data from file\n", - "Loading data from file\n", - "Computing rate time series done\n", - "Loading data from file\n", - "Computing synchrony done\n", - "pop_LvR\n", - "pop_rates\n", - "synchrony\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 720x635.692 with 10 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "raster_areas = ['V1', 'V2', 'FEF']\n", "plot_resting_state(M, A, data_path, raster_areas)" @@ -863,23 +608,10 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "721d1f03-df25-468d-8075-a807025a9c58", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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L8RHNldRKZMcDl0TErdQsxRkRmyLiU8DdJEt1mpmNL2pqmotKaiWyuex4RHR7+nVqTfnNJMt0mpmNP+optlVUKz0iT5GMXIbkVtEWYP+a8kk8P0mYmY0T7RvRnI7r+hqwDVgcEQ2nAsrTSvTLSB8ZjYgA/hv4I0n7StofWADcN/zbzcy6lJJFdopsxarTZZJWS7qnbv/Jku6X9KCk89LdpwFXR8SHgbe2+hFaSQrXAa+SNNga+BxJh/NvgYfS7/+21YDMzDpaubePFgEnP696qRe4GHgjcChwhqRDgb2BR9PDWl6+oJXBa18jaaIMvr5F0quA96SBXBsRP2s1oDJpygwmHpb9INTWW7NbWD15zxwX+OGqJ3s28c1r12SW9/cVGLQ9kD33n3rzH5PbvmVkTxL3b9uae4xyrlf/9i2Z5b0Td8o9x6ZnVmeWb3numczyyTvNzj1H//bszzqwPf9n1p/zM8n7ufdOnJJ7jq0bn8s9JsszD+c3+nsnZccxZeaczHKA6O/LLM/7t3nEd1fknuPeBS8YEzsqBoqvHjBP0pKa1wvTCT2HRMRt6R2YWkcDD6YDfZH0PZIJS1eSJIaljGAG7FJGWUTEEmBJ7oFmZl0sgL6cP9BqrKlbRKyovdjRIoAkGRwDXAR8VdKbgetbqBeo6HKcZmadKKKppNCqRk2RiIiNwAdGWnluUpD06RbqjYhwv4KZjSsDEWzpGyh6+CxJC4HrI6KZv+xXAvvUvN4bWNXE+zMVaSl8poV6A3c2m9k41ERLodXlOG8HDpZ0APAYcDpJn24piiSFA8o6mZlZN2uyTyG3pSDpSuA4kk7plcDfRMSlks4BbgR6gcsiYtmIg0/lJoXRnirbzKxbNNmnkNtSiIgzhtl/A3BDk+EV4o5mM7OSNNlSqKRWps4u0vHsjmYzG3ciYvwlBbI7noPkcSl3NJvZuBPBWDx9NKpaXaO5UT0vAv4MmAW8fyRB1UuHdS8BHouIUyQtAn4UEVeXeR4zs5Fo8vZRq08fjaoy12h+SNLNwG0kAyg+OZLA6nwMWE6ykI+ZWSV1Q59CqXO8prOmXg2cWVadkvYG3gx8s6w6zcxGw2CfQpGN9PaRpLe0O+5ao/H00SSShXjK8hXg40D+TGhmZm3W6bePSm0pSJrPjls9ZdR3CrA6Iu5o4j0LJC2RtGTNsyObIdLMrBmD4xQKthQqqZVHUoebo3YOyV/zfcCHRhJUjWOBt0p6EzAFmCnpu+k5Gkqnnl0I8IrDDqnulTezrjNAU3MfVVIrt49+R9KfUiuAO4EHSOYEf3iEcSWVRnwC+ASApOOAv4yI96VPH5mZVUqTI5q745HUiDhuFOIwM+sKnd6n0DHTXETEYmBx+v1Z7YzFzKyRMVpPYVS1nBQkHQ28HTgw3bUC+EFE/LKMwMzMOk03jFNopaO5l6Qj9yxeuALQxyV9B/hQRLS8cLSZWSdqcpGdSmrlkdTzSUYsXwe8GpidbscCPyQZuHZ+OeGZmXWOwZZCJz+S2kpS+CBwc0ScFhG/iIh16fbziHg7cEt6jJnZ+NLcOIWuGdG8K/CPGeU/AL7YUjRmZh1sXE6IRzIWYfeM8j3SY8zMxpWg2reGimjl9tEFwB9Lenl9gaQjgT8C/m6kgZmZdZpxOc0F8GKSx0+XSLoJuI+k1XQocCJwF3BI3QptXonNzLpek4vsVNJIV157Y7rVOirdarVnJbb+fgbWPZ15SAyM7AeoEqYU7J00ObN8oH/YqZ6GRGR/jp6eiSOOQ7292eUFLoZ6so/ZvnlTZnnvxCm555g6a05m+dYNI58osX/b1szyvGsJ0L99+4jOMdCf/9T3pGnZkwtvXf9sZnmRn2n/ti2Z5du3bMytY/L07KVS+rZuzq0jz8Sp00dcR55xOU6BxiuvmZmNe93Qp1DmymtmZuPauJwQr5akuexoOfw2IrLv1ZiZdbHx+kgq6ZNHFwG/X7f/J8CfRMSvS4jNzKyzjMcJ8SQdDvyUZNGbHwL3pEWHAW8BfiLp1RGxrLQozcw6wHhdZOdzwHbg1RFxd21BmjBuS495x8jDMzPrHON16uzXAhfXJwSAiLhH0teAj4w4MjOzDjNeH0mdDjyRUf54eoyZ2fjSBS2FVoZerQBOySg/JT3GzGxcGa9TZ38HeIOkKyQdJqk33Q6XdDlwErCo1CjNzDrA4CI7RbaqauX20RdJprE4HXg3MPjpekhWYrsK+NJIA0tXeFsCPBYRp0haBLwOGJyjYFNEvHqk5zEzK0uTfQqdP3hN0i4kazJ/ErgEOA3YnyQZPESyRvN/lBTbx4DlQO2kKOdGxNUl1W9mVqomnz7q3MFrSmbF+hrwIXasy/xz4O0R8VTZQUnaG3gz8AXgz8uu38xstFS5v6CIon0K5wALSJ46uga4m2R95n8dpbi+AnycHbemBl0oaWm6Xd7ojZIWSFoiacmatSOfDdPMrKiIYp3MVU4cRW8fnUlyK+f3ImI9gKRLgLMkzY6ItWUFJOkUYHVE3CHpuLri3NtHEbEQWAjwipccVN0rb2ZdZzyNUzgE+NxgQkj9C3A2yaI7/11iTMcCb5X0JpKpNGZK+i6Qv6iAmVkbDXTBIjtFbx9NB1bV7VtVU1aaiPhEROwdEfuTPOF0S0S8r8xzmJmNlvFy+wiSllGj16o/cBRdKOn8mtdHR8S2MTy/mdmwBvsUOlkzSeFNknaveT2NJDG8S9IRdcdGRPzTSIOLiMXA4vT7s0Zan5nZaBpPfQoA70m3en/YYF8AI04KZmadZDwlhdePahRmZl0guqCjuVBSiIj/N9qBmJl1uvHWp2BmZhnG0+0jMzPLUcWkIOlA4FPArIh4Z97xrUydbWZmDQxOiFfWOAVJl0laLemeuv0nS7pf0oOSzsuOKVZExNlFP4NbCmZmJSq5pbAI+CrJOjbA0LICFwMnAiuB2yX9EOgFLqh7/wcjYnUzJ+zqpNA/bRZrX/6WzGNmPvnb7Ep6sy9RbNucG8f09Wszy6fsNDuzfPvmjbnn6JkwKbN80vQZuXWsf+LRzPLpu+yZWb7pmfx/ewN92zPLt2/Jvp4zdtkj9xyTp8/MLJ84NXsQ/tTZc3PP0T9rTmb51g3rcuvomTgxs7wv51ps27Qh9xx512vrurWZ5QMDI59dZuKUkU96MCXnej/w0Xm5dUzO+X9Whohge3/hpDBP0pKa1wvTudtq67tN0v517zsaeDAiVgBI+h5wakRcQPaqmIV0dVIwMxtzxRsKayJifgtn2Auo/QtuJXDMcAdLmkuyDMGRkj6RJo9hOSmYmZVp9PuZG00tNOxZI+Jp4CNFK3dHs5lZmaLgli7HKSn7HvcLrQT2qXm9Ny+csLRlbimYmZVlxy/8IlpdjvN24GBJBwCPkcwm3WgKopa4pWBmVqbiLYVckq4kWfr4EEkrJZ0dEX0kq2HeSLL42VURsays8N1SMDMrU/Gpj2ZJWghcHxHXNzogIs4YZv8NwA0txZfDScHMrEyjf/toVDkpmJmVpbk+hUpyn4KZWZlG/+mjUeWWgplZmTr89lElWgqS9pF0q6TlkpZJ+li6/28l/VrSUkk3Sdoz3X+cpB+1N2ozswYGCm4VVYmkAPQBfxERLwV+D/hjSYcCF0bEyyLiCOBHwKfbGKOZWbait458+yhbRDwOPJ5+v17ScmCviLi35rDpdHwXjpl1vQ6/fVSJpFArnRHwSOCX6esvAGcCz1FgrWhJC4AFAHvvs++oxWlm1lCH/+laldtHAEiaAXwf+NOIWAcQEZ+KiH2Ay0lG8WWKiIURMT8i5s+dlz+drplZqUoc0dwOlUkKkiaSJITLI+KaBodcAbxjbKMyM2uSk8LISRJwKbA8Ir5cs//gmsPeCtw31rGZmRUWNPP0kTuaMxwL/AFwt6Sl6b5PAmdLOoTkEj5CE3OCm5m1hTuaRy4ifkrjhSMaTvgUEYuBxaMYkplZayp8a6iISiQFM7Ou4aRgZmZA5TuRi6hER7OZWdfwiGYzMxtSfF4jdzSbmXW9Dr995KRgZlaWLuhTcFIwMyuTk4KZmQ1xUqiuvoFgzabtmcfsfNBR2ZX092UWx7o1uXFMeXxFZvnkXbNnc+1d+2TuOSbM2SOzXJOn59ax89y9co/J0jthYu4xPRMmZZb3bdmcWT5t511zzzFt9/0yywc2PpdZ3jt3z9xzDOT83CdMfjq3jr5tWzPLJ07J/pn1Tsy+lgBTZs7JLJ80bUZmed7PA2Dbpg2Z5bP3PjC3jt4ZO2eWr3ske4abSdN2yj3HtDn5/3ZKUeEFdIrwI6lmZmXxIjtmZvY8nvvIzMyGuE/BzMyGOCmYmdkQJwUzMwN2LLLTwZwUzMzK5JaCmZkNcVIwM7MhHZ4U2jZ4TdI+km6VtFzSMkkfS/f/raRfS1oq6SZJe6b7j5P0XLp/cDuhXfGbmb2AB6+NSB/wFxFxp6SdgDsk3QxcGBF/DSDpT4BPAx9J3/OTiDilPeGamRXgwWutiYjHgcfT79dLWg7sFRH31hw2nY5vjJnZuOKnj0ZO0v7AkcAv09dfAM4EngNeX3PoayQtrXn9joh4qK6uBcACgD323mf0gjYzq9cF6ym0fUI8STOA7wN/GhHrACLiUxGxD3A5cE7N4T+JiCNqtofq64uIhRExPyLmz5k7b0w+g5nZkOJ9CpXU1qQgaSJJQrg8Iq5pcMgVwDvGNiozsxFwUmiNJAGXAssj4ss1+w+uOeytQPZE6mZmVdLhSaGdfQrHAn8A3F3TT/BJ4GxJh5B01zzCjieP4IV9Cp+PiKvHIFYzs3ye5qJ1EfFTQA2Kbhjm+MXArNGMycxsxCrcCiiiEk8fmZl1DScFMzMb4qRgZmZDnBTMzAyo/JNFRbR98JqZWVcZKLiNEUlvk3SJpOsknZR3vJOCmVmZShynIOkySasl3VO3/2RJ90t6UNJ5meFE/CAiPgycBbw775y+fWRmVqZybx8tAr4KfGdwh6Re4GLgRGAlcLukHwK9wAV17/9gRKxOvz8/fV8mJwUzs7KU3KcQEbelE4bWOhp4MCJWAEj6HnBqRFwAvGBpgXT2iL8H/j0i7sw7Z1cnhWV3/WrNYbtOf6TdcTQwD1jT7iAKcJzl6YQYYXzHud+Ia9jwwI0sPq7oTJxTJC2peb0wIhYWeN9ewKM1r1cCx2Qc/1HgBJJFfQ6KiG9kVd7VSSEidml3DI1IWhIR89sdRx7HWZ5OiBEc50hFxMljcJpGM0EM2z6JiIuAi4pW7o5mM7POshKoXSxmb2BVWZU7KZiZdZbbgYMlHSBpEnA68MOyKndSaI8i9w2rwHGWpxNiBMdZKZKuBH4OHCJppaSzI6KPZPGxG4HlwFURsay0c0Z0+PA7MzMrjVsKZmY2xEnBzMyGOCmMIUkPS7pb0tK655PbqtFQeklzJN0s6Tfp153bGWMaU6M4PyPpsfSaLpX0pnbGmMa0j6RbJS2XtEzSx9L9lbqmGXFW5ppKmiLpvyXdlcb42XR/pa5lN3GfwhiS9DAwPyIqNThI0muBDcB3IuLwdN8/As9ExN+nc6vsHBF/VcE4PwNsiIgvtjO2WpL2APaIiDsl7QTcAbyNZO6ZylzTjDj/JxW5pulo3OkRsUHSROCnwMeA06jQtewmbikYEXEb8Ezd7lOBb6fff5vkl0VbDRNn5UTE44PTCUTEepInRPaiYtc0I87KiMSG9OXEdAsqdi27iZPC2ArgJkl3SFrQ7mBy7BYRj0PyywPYtc3xZDlH0q/T20uVuo2QzltzJPBLKnxN6+KECl1TSb2SlgKrgZsjotLXstM5KYytYyPiKOCNwB+nt0NsZL4OvAg4Angc+FJbo6khaQbwfeBPI2Jdu+MZToM4K3VNI6I/Io4gGbl7tKTD2xlPt3NSGEMRsSr9uhq4lmS2w6p6Mr3nPHjveXXO8W0REU+mvzQGgEuoyDVN739/H7g8Iq5Jd1fumjaKs6rXNCLWAouBk6ngtewWTgpjRNL0tDMPSdOBk4B7st/VVj8E3p9+/37gujbGMqzBXwypt1OBa5p2jl4KLI+IL9cUVeqaDhdnla6ppF0kzU6/n0oy2+d9VOxadhM/fTRGJB1I0jqAZHbaKyLiC20MaUg6lP44kumInwT+BvgBcBWwL/A74F0R0dZO3mHiPI7kNkcADwN/OHivuV0k/T7wE+Budiy8+EmS+/WVuaYZcZ5BRa6ppJeRdCT3kvwRe1VEfE7SXCp0LbuJk4KZmQ3x7SMzMxvipGBmZkOcFMzMbIiTgpmZDXFSMDOzIU4KNi5JWpxOUDgadT8safFo1G022pwUbMQk7Sxpi6SQ9L52x2NmrXNSsDK8F5gE/BY4u82xFHUScEi7gzCrGicFK8PZwK3AV4DXSXpR0TcOTv0x1iJiW0Rsbce5zarMScFGRNJRJFMifBu4HNgOfGCYY0PSIknHS/qppA3A9TXl8yVdK2mNpK2S7pf0KUkT6uo5Oq3nAUmbJK2X9F+S3t5E3C/oUxjcJ2lPSVdKelbSRkk3Snpxgzr2kXSVpOckrZN0fVZClHSCpJskrU1vt/1a0kfqjvnfkvolHVe3/w2SBiR9p+hnNGuFp7mwEZF0McmEZLtFxEZJ1wCvBPZLZ9msPTaAZcB+JLNvLgeIiEuULPl4LfAg8F2SxXReBfwBcE1EvKumnguA1wP/ATwCzE1jeAnw3oi4okDci4H9I2L/un2HAc8BvwD+CziAZKWvFcDhEdGfHjsb+BWwD/AN4F7gdWnMU4FlEXFcTd0L0uN+kX7OjcCJJIvDfDEizk2Pm5XWOwk4IiLWSNoduCuN66iaRWfMyhcR3ry1tAFTSH55L6rZdyrJRGpvbHB8pNsJDep5ArgNmFBX9mfpe46r2Te9Qd3TgPuBewvGvhh4uMG+AD5et//cdP8bavb9XbrvA3XHfiXdv7hm3x7AFpJJEOvj+GegH3hRzb5jgG0krage4GZgK/CKdv/MvXX/5ttHNhKnATuzY1lEgP9LMrf9B4d5z10R8R91+04EdgO+BcyWNG9wA25Ijzlp8OCI2Dj4vaRp6YyZ04BbgJdKmjmCzzQAXFS375b068E1+95GMlNr/e2cf2hQ5zuBycCltZ8t/XyDv/iPHzw4kpXFzgdOIUmUJwDnRcQdLX0isyZMyD/EbFhnA08BKyUdVLP/ZuBdkuZFxJq69zzQoJ6Xpl8vyzjXboPfSNoV+DxJq6TRMoyzgVZXOlsVEVvq9j2dfp1bs+9A4PZIbycNiojHJa2te//g56tPhrV2q3t9IUlSeA1wE0kLxGzUOSlYSyQdQHJfXzT+RQ/wPl74y2xTo+rSr+cCS4epa1V6XpH8knwpyV/0t5Pca+8n6eB+DyN7gKI/o0x1r4frkKs/bvD1mSTLWzayou71/sDL0u8PAmYA6zNiMyuFk4K16gMkv+w+DKxtUP55kpbEVwrU9Zv068YGt5bqvQx4OfC5iPib2gJJHypwrrKsAF4sqbe2tZCuWjar7tjBz7emwOcjfdrqSpL/n39C0u/wdZIkazaq3KdgTZPUA5wF3B0R34yIq+s3kl9qh0t6ZYEqbyTphzhP0pwG55taM55h8Bew6o45nGTpyLFyHcktnzPr9v9Vg2OvIuko/my6pOTzSJolaXLNrs+TdDafExH/AnwJeK+k99e/16xsbilYK04ieRTz0oxjvg98hqS1cHtWZZE8ynomyRKg90u6jOTR1Nkkj5meRvILfzHJY6zLgI9LGnzi6MXAH5KsJXxUax+paf9IcqvqEkmvSGM6juSR1Of1o0TESkn/C/gmsFzSv5E8SrsL8D9IOq0PBR6WdALwcZInlRalVXyS5HHXr0r6WUT8BrNR4qRgrRicyuKa4Q6IiHskPQCcLunPImJzVoURcWPaqjiP5DbJLsCzwEPAl4Ffp8f1S3oz8EWSsQnTSZLB+0luK41JUoiIZyW9Jo3tTJKWy2KSfpb/bHD8t9Lr8ZckCWw2SfK4H/hr4Im0A/3fSG5NfaTmvdslnUEyfuFKSa+OiG2j9+lsPPPgNTMzG+I+BTMzG+KkYGZmQ5wUzMxsiJOCmZkNcVIwM7MhTgpmZjbEScHMzIY4KZiZ2RAnBTMzG/L/AdD3QwmqREKVAAAAAElFTkSuQmCC\n", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# %%capture captured\n", "A.show_rates()" -- GitLab