From 0dc7ab7abcf10be76217d37c4c8509f9770a4b9d Mon Sep 17 00:00:00 2001
From: Michael Denker <m.denker@fz-juelich.de>
Date: Wed, 12 Mar 2025 10:30:43 +0100
Subject: [PATCH] Clean outputs
---
.../notebooks/Elephant_Tutorial_-_GPFA.ipynb | 1092 +-------------
.../Elephant_Tutorial_-_Introduction.ipynb | 1065 +------------
.../Elephant_Tutorial_-_NEST_Elephant.ipynb | 971 ++----------
...hant_Tutorial_-_Spike_train_analysis.ipynb | 971 ++----------
...hant_Tutorial_-_Surrogate_techniques.ipynb | 1329 +----------------
5 files changed, 387 insertions(+), 5041 deletions(-)
diff --git a/Tutorials/notebooks/Elephant_Tutorial_-_GPFA.ipynb b/Tutorials/notebooks/Elephant_Tutorial_-_GPFA.ipynb
index 745bce9..d3a43e7 100644
--- a/Tutorials/notebooks/Elephant_Tutorial_-_GPFA.ipynb
+++ b/Tutorials/notebooks/Elephant_Tutorial_-_GPFA.ipynb
@@ -56,625 +56,25 @@
},
{
"cell_type": "code",
- "execution_count": 1,
"metadata": {},
- "outputs": [
- {
- "data": {
- "application/javascript": [
- "IPython.notebook.set_autosave_interval(0)"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Autosave disabled\n"
- ]
- }
- ],
"source": [
"%autosave 0"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 2,
"metadata": {},
- "outputs": [],
"source": [
"#%pip install -r requirements.txt > /dev/null"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 3,
"metadata": {},
- "outputs": [
- {
- "data": {
- "application/javascript": [
- "(function(root) {\n",
- " function now() {\n",
- " return new Date();\n",
- " }\n",
- "\n",
- " var force = true;\n",
- "\n",
- " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
- " root._bokeh_onload_callbacks = [];\n",
- " root._bokeh_is_loading = undefined;\n",
- " }\n",
- "\n",
- " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
- " root._bokeh_timeout = Date.now() + 5000;\n",
- " root._bokeh_failed_load = false;\n",
- " }\n",
- "\n",
- " function run_callbacks() {\n",
- " try {\n",
- " root._bokeh_onload_callbacks.forEach(function(callback) {\n",
- " if (callback != null)\n",
- " callback();\n",
- " });\n",
- " } finally {\n",
- " delete root._bokeh_onload_callbacks\n",
- " }\n",
- " console.debug(\"Bokeh: all callbacks have finished\");\n",
- " }\n",
- "\n",
- " function load_libs(css_urls, js_urls, js_modules, callback) {\n",
- " if (css_urls == null) css_urls = [];\n",
- " if (js_urls == null) js_urls = [];\n",
- " if (js_modules == null) js_modules = [];\n",
- "\n",
- " root._bokeh_onload_callbacks.push(callback);\n",
- " if (root._bokeh_is_loading > 0) {\n",
- " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
- " return null;\n",
- " }\n",
- " if (js_urls.length === 0 && js_modules.length === 0) {\n",
- " run_callbacks();\n",
- " return null;\n",
- " }\n",
- " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
- "\n",
- " function on_load() {\n",
- " root._bokeh_is_loading--;\n",
- " if (root._bokeh_is_loading === 0) {\n",
- " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
- " run_callbacks()\n",
- " }\n",
- " }\n",
- "\n",
- " function on_error() {\n",
- " console.error(\"failed to load \" + url);\n",
- " }\n",
- "\n",
- " for (var i = 0; i < css_urls.length; i++) {\n",
- " var url = css_urls[i];\n",
- " const element = document.createElement(\"link\");\n",
- " element.onload = on_load;\n",
- " element.onerror = on_error;\n",
- " element.rel = \"stylesheet\";\n",
- " element.type = \"text/css\";\n",
- " element.href = url;\n",
- " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
- " document.body.appendChild(element);\n",
- " }\n",
- "\n",
- " var skip = [];\n",
- " if (window.requirejs) {\n",
- " window.requirejs.config({'packages': {}, 'paths': {'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-h5', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'gridstack': {'exports': 'GridStack'}}});\n",
- " require([\"gridstack\"], function(GridStack) {\n",
- "\twindow.GridStack = GridStack\n",
- "\ton_load()\n",
- " })\n",
- " require([\"notyf\"], function() {\n",
- "\ton_load()\n",
- " })\n",
- " root._bokeh_is_loading = css_urls.length + 2;\n",
- " } else {\n",
- " root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length;\n",
- " } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n",
- " var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/gridstack/gridstack@4.2.5/dist/gridstack-h5.js'];\n",
- " for (var i = 0; i < urls.length; i++) {\n",
- " skip.push(urls[i])\n",
- " }\n",
- " } if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n",
- " var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n",
- " for (var i = 0; i < urls.length; i++) {\n",
- " skip.push(urls[i])\n",
- " }\n",
- " } for (var i = 0; i < js_urls.length; i++) {\n",
- " var url = js_urls[i];\n",
- " if (skip.indexOf(url) >= 0) {\n",
- "\tif (!window.requirejs) {\n",
- "\t on_load();\n",
- "\t}\n",
- "\tcontinue;\n",
- " }\n",
- " var element = document.createElement('script');\n",
- " element.onload = on_load;\n",
- " element.onerror = on_error;\n",
- " element.async = false;\n",
- " element.src = url;\n",
- " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
- " document.head.appendChild(element);\n",
- " }\n",
- " for (var i = 0; i < js_modules.length; i++) {\n",
- " var url = js_modules[i];\n",
- " if (skip.indexOf(url) >= 0) {\n",
- "\tif (!window.requirejs) {\n",
- "\t on_load();\n",
- "\t}\n",
- "\tcontinue;\n",
- " }\n",
- " var element = document.createElement('script');\n",
- " element.onload = on_load;\n",
- " element.onerror = on_error;\n",
- " element.async = false;\n",
- " element.src = url;\n",
- " element.type = \"module\";\n",
- " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
- " document.head.appendChild(element);\n",
- " }\n",
- " if (!js_urls.length && !js_modules.length) {\n",
- " on_load()\n",
- " }\n",
- " };\n",
- "\n",
- " function inject_raw_css(css) {\n",
- " const element = document.createElement(\"style\");\n",
- " element.appendChild(document.createTextNode(css));\n",
- " document.body.appendChild(element);\n",
- " }\n",
- "\n",
- " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\", \"https://unpkg.com/@holoviz/panel@0.14.4/dist/panel.min.js\"];\n",
- " var js_modules = [];\n",
- " var css_urls = [\"https://cdn.holoviz.org/panel/0.14.4/dist/css/dataframe.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/alerts.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/card.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/json.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/loading.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/widgets.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/debugger.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/markdown.css\"];\n",
- " var inline_js = [ function(Bokeh) {\n",
- " inject_raw_css(\"\\n .bk.pn-loading.arc:before {\\n background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n background-size: auto calc(min(50%, 400px));\\n }\\n \");\n",
- " }, function(Bokeh) {\n",
- " Bokeh.set_log_level(\"info\");\n",
- " },\n",
- "function(Bokeh) {} // ensure no trailing comma for IE\n",
- " ];\n",
- "\n",
- " function run_inline_js() {\n",
- " if ((root.Bokeh !== undefined) || (force === true)) {\n",
- " for (var i = 0; i < inline_js.length; i++) {\n",
- " inline_js[i].call(root, root.Bokeh);\n",
- " }} else if (Date.now() < root._bokeh_timeout) {\n",
- " setTimeout(run_inline_js, 100);\n",
- " } else if (!root._bokeh_failed_load) {\n",
- " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
- " root._bokeh_failed_load = true;\n",
- " }\n",
- " }\n",
- "\n",
- " if (root._bokeh_is_loading === 0) {\n",
- " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
- " run_inline_js();\n",
- " } else {\n",
- " load_libs(css_urls, js_urls, js_modules, function() {\n",
- " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
- " run_inline_js();\n",
- " });\n",
- " }\n",
- "}(window));"
- ],
- "application/vnd.holoviews_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, js_modules, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls.length === 0 && js_modules.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n var skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-h5', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'gridstack': {'exports': 'GridStack'}}});\n require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n })\n require([\"notyf\"], function() {\n\ton_load()\n })\n root._bokeh_is_loading = css_urls.length + 2;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length;\n } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/gridstack/gridstack@4.2.5/dist/gridstack-h5.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n if (skip.indexOf(url) >= 0) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (var i = 0; i < js_modules.length; i++) {\n var url = js_modules[i];\n if (skip.indexOf(url) >= 0) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n if (!js_urls.length && !js_modules.length) {\n on_load()\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\", \"https://unpkg.com/@holoviz/panel@0.14.4/dist/panel.min.js\"];\n var js_modules = [];\n var css_urls = [\"https://cdn.holoviz.org/panel/0.14.4/dist/css/dataframe.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/alerts.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/card.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/json.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/loading.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/widgets.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/debugger.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/markdown.css\"];\n var inline_js = [ function(Bokeh) {\n inject_raw_css(\"\\n .bk.pn-loading.arc:before {\\n background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n background-size: auto calc(min(50%, 400px));\\n }\\n \");\n }, function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n ];\n\n function run_inline_js() {\n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, js_modules, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));"
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "application/javascript": [
- "\n",
- "if ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n",
- " window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n",
- "}\n",
- "\n",
- "\n",
- " function JupyterCommManager() {\n",
- " }\n",
- "\n",
- " JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n",
- " if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
- " var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
- " comm_manager.register_target(comm_id, function(comm) {\n",
- " comm.on_msg(msg_handler);\n",
- " });\n",
- " } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
- " window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n",
- " comm.onMsg = msg_handler;\n",
- " });\n",
- " } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n",
- " google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n",
- " var messages = comm.messages[Symbol.asyncIterator]();\n",
- " function processIteratorResult(result) {\n",
- " var message = result.value;\n",
- " console.log(message)\n",
- " var content = {data: message.data, comm_id};\n",
- " var buffers = []\n",
- " for (var buffer of message.buffers || []) {\n",
- " buffers.push(new DataView(buffer))\n",
- " }\n",
- " var metadata = message.metadata || {};\n",
- " var msg = {content, buffers, metadata}\n",
- " msg_handler(msg);\n",
- " return messages.next().then(processIteratorResult);\n",
- " }\n",
- " return messages.next().then(processIteratorResult);\n",
- " })\n",
- " }\n",
- " }\n",
- "\n",
- " JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n",
- " if (comm_id in window.PyViz.comms) {\n",
- " return window.PyViz.comms[comm_id];\n",
- " } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
- " var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
- " var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n",
- " if (msg_handler) {\n",
- " comm.on_msg(msg_handler);\n",
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- "5nK5CQAQMtXznCRJePpEbwOAZhzHX4ix/wHzzC/tu64gcwAAAABJRU5ErkJggg=='\n",
- " style='height:15px; border-radius:12px; display: inline-block; float: left'></img>\n",
- " \n",
- "\n",
- "\n",
- "</div>\n"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
"source": [
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
@@ -692,30 +92,32 @@
"\n",
"from viziphant.gpfa import plot_dimensions_vs_time, plot_trajectories, \\\n",
" plot_cumulative_shared_covariance, plot_transform_matrix"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 4,
"metadata": {},
- "outputs": [],
"source": [
"#%matplotlib qt\n",
"%matplotlib inline"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 5,
"metadata": {},
- "outputs": [],
"source": [
"nix_path = \"/opt/app-root/src/shared/Elephant Tutorials/Tutorials/data/i140703-001.nix\"\n",
"\n",
"with neo.NixIO(nix_path, 'ro') as io:\n",
" block = io.read_block()\n",
"segment = block.segments[0]"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -728,31 +130,19 @@
},
{
"cell_type": "code",
- "execution_count": 6,
- "metadata": {
- "ExecuteTime": {
- "end_time": "2020-10-20T12:32:46.288762Z",
- "start_time": "2020-10-20T12:32:46.276229Z"
- }
- },
- "outputs": [],
+ "metadata": {},
"source": [
"start_events = neo_utils.get_events(\n",
" segment,\n",
" trial_event_labels = 'SR',\n",
" performance_in_trial_str = 'correct_trial')"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 7,
- "metadata": {
- "ExecuteTime": {
- "end_time": "2020-10-20T12:32:46.296006Z",
- "start_time": "2020-10-20T12:32:46.291044Z"
- }
- },
- "outputs": [],
+ "metadata": {},
"source": [
"pre = 0 * pq.ms\n",
"post = 500 * pq.ms\n",
@@ -763,19 +153,21 @@
" pre=pre, post=post,\n",
" attach_result=False,\n",
" name='analysis_epochs')"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 8,
"metadata": {},
- "outputs": [],
"source": [
"# Create new segments of data cut according to the analysis epochs \n",
"cut_trial_block = neo.Block(name=\"data_cut_to_analysis_epochs\")\n",
"cut_trial_block.segments = neo_utils.cut_segment_by_epoch(\n",
" segment, epoch, reset_time=True)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -813,9 +205,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
"metadata": {},
- "outputs": [],
"source": [
"target_dictionary_list = [\n",
" {'sua': True},\n",
@@ -825,22 +215,13 @@
" {'electrode_reject_LFC': False},\n",
" {'electrode_reject_IFC': False},\n",
"]"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 10,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Number of trials: 142\n",
- "Number of spiketrains per trial: 105\n"
- ]
- }
- ],
"source": [
"total_recording_duration = block.segments[0].t_stop.rescale(pq.s) - block.segments[0].t_start.rescale(pq.s)\n",
"\n",
@@ -864,7 +245,9 @@
" \n",
"print('Number of trials:', n_trials)\n",
"print('Number of spiketrains per trial:', len(spiketrains[0]))"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -875,14 +258,14 @@
},
{
"cell_type": "code",
- "execution_count": 11,
"metadata": {},
- "outputs": [],
"source": [
"for trial_spiketrains in spiketrains:\n",
" for st_trial_a, st_trial_b in zip(spiketrains[0], trial_spiketrains):\n",
" assert(st_trial_a.annotations==st_trial_b.annotations)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -895,15 +278,15 @@
},
{
"cell_type": "code",
- "execution_count": 12,
"metadata": {},
- "outputs": [],
"source": [
"trial_grouping_dict = defaultdict(list)\n",
"for trial_idx, trial in enumerate(cut_trial_block.segments):\n",
" trial_type = trial.annotations['belongs_to_trialtype']\n",
" trial_grouping_dict[trial_type].append(trial_idx)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -922,13 +305,13 @@
},
{
"cell_type": "code",
- "execution_count": 13,
"metadata": {},
- "outputs": [],
"source": [
"bin_size = 20 * pq.ms\n",
"x_dim = 10"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -946,272 +329,27 @@
},
{
"cell_type": "code",
- "execution_count": 14,
"metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "[2025-03-07 10:36:41,062] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,077] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,082] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,096] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,114] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,115] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,117] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,145] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,148] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,164] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,166] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,168] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,169] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,184] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,186] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,219] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,252] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,284] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,285] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,286] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,316] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,348] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,365] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,368] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,401] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,482] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,511] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,532] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,575] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,578] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,652] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,668] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,686] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,689] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,691] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,704] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,705] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,724] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,802] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,822] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,837] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,839] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,853] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,872] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,904] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,908] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,909] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,924] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,926] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,940] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,941] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:41,943] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,007] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,072] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,073] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,129] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,194] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,195] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,212] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,215] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,264] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,265] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,282] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,319] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,320] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,322] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,326] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,327] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,329] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,362] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,505] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,552] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,604] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,726] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,730] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,743] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,760] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,761] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,780] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,799] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,812] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,828] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,863] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,880] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,893] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,894] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,897] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,928] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,930] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,946] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,950] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,978] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:42,999] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:43,012] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:43,029] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:43,030] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:43,065] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:43,096] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:43,125] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:43,131] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:43,177] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:43,287] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:43,307] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:43,308] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:43,372] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:36:43,409] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Initializing parameters using factor analysis...\n",
- "\n",
- "Fitting GPFA model...\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "[2025-03-07 10:37:09,544] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,559] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,563] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,578] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,596] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,597] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,598] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,625] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,627] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,643] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,645] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,647] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,648] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,663] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,665] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,697] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,731] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,761] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,763] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,764] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,794] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,826] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,844] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,847] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,879] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,959] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:09,988] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,009] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,053] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,057] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,134] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,150] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,169] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,172] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,173] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,187] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,188] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,207] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,286] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,305] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,319] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,321] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,336] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,354] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,384] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,388] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,390] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,404] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,405] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,420] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,421] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,423] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,486] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,551] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,552] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,597] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,662] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,663] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,678] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,681] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,728] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,729] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,746] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,776] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,777] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,778] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,781] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,782] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,783] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,813] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:10,954] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,001] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,051] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,172] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,176] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,188] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,204] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,205] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,223] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,242] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,255] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,271] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,305] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,323] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,335] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,336] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,338] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,369] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,372] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,386] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,390] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,418] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,437] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,451] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,466] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,468] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,502] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,533] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,563] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,568] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,614] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,722] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,740] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,741] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,804] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 10:37:11,834] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n"
- ]
- }
- ],
"source": [
"warnings.filterwarnings('ignore')\n",
"\n",
"gpfa_latent_dimensionality_10 = GPFA(bin_size=bin_size, x_dim=x_dim)\n",
"returned_data = gpfa_latent_dimensionality_10.fit_transform(spiketrains, returned_data=['latent_variable_orth', 'latent_variable'])"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 15,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "dict_keys(['iteration_time', 'log_likelihoods'])\n",
- "dict_keys(['bin_size', 'em_max_iters', 'em_tol', 'eps_init', 'freq_ll', 'min_var_frac', 'tau_init', 'verbose', 'x_dim'])\n",
- "dict_keys(['log_likelihood', 'num_bins', 'Corth'])\n",
- "dict_keys(['covType', 'gamma', 'eps', 'd', 'C', 'R', 'notes', 'Corth'])\n"
- ]
- }
- ],
"source": [
"print(gpfa_latent_dimensionality_10.fit_info.keys())\n",
"print(gpfa_latent_dimensionality_10.get_params().keys())\n",
"print(gpfa_latent_dimensionality_10.transform_info.keys())\n",
"print(gpfa_latent_dimensionality_10.params_estimated.keys())"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1224,20 +362,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1000x1000 with 10 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
"source": [
"plot_args_single = {'linewidth': 0.4,\n",
" 'alpha': 0.2,\n",
@@ -1251,7 +376,9 @@
" plot_group_averages=True,\n",
" plot_single_trajectories=True,\n",
" plot_args_single=plot_args_single);"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1271,20 +398,7 @@
},
{
"cell_type": "code",
- "execution_count": 17,
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1000x1000 with 10 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
"source": [
"plot_dimensions_vs_time(returned_data,\n",
" gpfa_latent_dimensionality_10, \n",
@@ -1292,7 +406,9 @@
" trial_grouping_dict=trial_grouping_dict,\n",
" plot_group_averages=True,\n",
" plot_single_trajectories=False);"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1310,20 +426,7 @@
},
{
"cell_type": "code",
- "execution_count": 18,
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
"source": [
"plot_trajectories(returned_data,\n",
" gpfa_latent_dimensionality_10,\n",
@@ -1332,7 +435,9 @@
" trial_grouping_dict=trial_grouping_dict,\n",
" orthonormalized_dimensions=True,\n",
" plot_group_averages=True);"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1343,51 +448,27 @@
},
{
"cell_type": "code",
- "execution_count": 19,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "array(['SR', 'OT', 'DO', 'FSRplat-ON', 'HEplat-ON'], dtype='<U11')"
- ]
- },
- "execution_count": 19,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
"source": [
"# Return the event labels, that are available\n",
"cut_trial_block.segments[0].events[2].labels"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 20,
"metadata": {},
- "outputs": [],
"source": [
"# Define those events that should be marked on the plot\n",
"relevant_events = ['SR', 'OT']"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 21,
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1000x1000 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
"source": [
"fig, axes = plot_trajectories(returned_data,\n",
" gpfa_latent_dimensionality_10,\n",
@@ -1399,7 +480,9 @@
" trials_to_plot=n_trials)\n",
"fig.set_size_inches(10,10)\n",
"axes.view_init(elev=90., azim=20)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1410,30 +493,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1000x1000 with 10 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
"source": [
"Corth = gpfa_latent_dimensionality_10.params_estimated['Corth']\n",
"plot_transform_matrix(Corth);\n",
@@ -1445,7 +505,9 @@
" plot_group_averages=True,\n",
" plot_single_trajectories=True,\n",
" trials_to_plot=n_trials);"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1463,39 +525,39 @@
},
{
"cell_type": "code",
- "execution_count": 23,
"metadata": {},
- "outputs": [],
"source": [
"bin_size = 20 * pq.ms\n",
"latent_dimensionality = 50\n",
"\n",
"gpfa_latent_dimensionality_50 = GPFA(bin_size=bin_size, x_dim=latent_dimensionality, verbose=False)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 24,
"metadata": {},
- "outputs": [],
"source": [
"warnings.filterwarnings('ignore')\n",
"\n",
"#gpfa_latent_dimensionality_50.fit(spiketrains)\n",
"#returned_data = gpfa_latent_dimensionality_50.transform(spiketrains)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 25,
"metadata": {},
- "outputs": [],
"source": [
"#loading_matrix = gpfa_latent_dimensionality_50.params_estimated['C']\n",
"\n",
"#fig, axes = plot_cumulative_shared_covariance(loading_matrix)\n",
"#axes.axvline(x=10, color='r');"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
diff --git a/Tutorials/notebooks/Elephant_Tutorial_-_Introduction.ipynb b/Tutorials/notebooks/Elephant_Tutorial_-_Introduction.ipynb
index a6acb3f..3c1c56b 100644
--- a/Tutorials/notebooks/Elephant_Tutorial_-_Introduction.ipynb
+++ b/Tutorials/notebooks/Elephant_Tutorial_-_Introduction.ipynb
@@ -95,13 +95,8 @@
},
{
"cell_type": "code",
- "execution_count": 1,
"id": "798d8686",
"metadata": {
- "ExecuteTime": {
- "end_time": "2024-09-27T10:20:36.472024Z",
- "start_time": "2024-09-27T10:20:33.187805Z"
- },
"pycharm": {
"name": "#%%\n"
},
@@ -109,588 +104,6 @@
"slide_type": "subslide"
}
},
- "outputs": [
- {
- "data": {
- "application/javascript": [
- "(function(root) {\n",
- " function now() {\n",
- " return new Date();\n",
- " }\n",
- "\n",
- " var force = true;\n",
- "\n",
- " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
- " root._bokeh_onload_callbacks = [];\n",
- " root._bokeh_is_loading = undefined;\n",
- " }\n",
- "\n",
- " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
- " root._bokeh_timeout = Date.now() + 5000;\n",
- " root._bokeh_failed_load = false;\n",
- " }\n",
- "\n",
- " function run_callbacks() {\n",
- " try {\n",
- " root._bokeh_onload_callbacks.forEach(function(callback) {\n",
- " if (callback != null)\n",
- " callback();\n",
- " });\n",
- " } finally {\n",
- " delete root._bokeh_onload_callbacks\n",
- " }\n",
- " console.debug(\"Bokeh: all callbacks have finished\");\n",
- " }\n",
- "\n",
- " function load_libs(css_urls, js_urls, js_modules, callback) {\n",
- " if (css_urls == null) css_urls = [];\n",
- " if (js_urls == null) js_urls = [];\n",
- " if (js_modules == null) js_modules = [];\n",
- "\n",
- " root._bokeh_onload_callbacks.push(callback);\n",
- " if (root._bokeh_is_loading > 0) {\n",
- " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
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- " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
- "\n",
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- " if (root._bokeh_is_loading === 0) {\n",
- " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
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- " element.async = false;\n",
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- " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
- " document.head.appendChild(element);\n",
- " }\n",
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- " element.onload = on_load;\n",
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- " element.async = false;\n",
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- " element.type = \"module\";\n",
- " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
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- "\n",
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- " const element = document.createElement(\"style\");\n",
- " element.appendChild(document.createTextNode(css));\n",
- " document.body.appendChild(element);\n",
- " }\n",
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- " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\", \"https://unpkg.com/@holoviz/panel@0.14.4/dist/panel.min.js\"];\n",
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- " inject_raw_css(\"\\n .bk.pn-loading.arc:before {\\n background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n background-size: auto calc(min(50%, 400px));\\n }\\n \");\n",
- " }, function(Bokeh) {\n",
- " Bokeh.set_log_level(\"info\");\n",
- " },\n",
- "function(Bokeh) {} // ensure no trailing comma for IE\n",
- " ];\n",
- "\n",
- " function run_inline_js() {\n",
- " if ((root.Bokeh !== undefined) || (force === true)) {\n",
- " for (var i = 0; i < inline_js.length; i++) {\n",
- " inline_js[i].call(root, root.Bokeh);\n",
- " }} else if (Date.now() < root._bokeh_timeout) {\n",
- " setTimeout(run_inline_js, 100);\n",
- " } else if (!root._bokeh_failed_load) {\n",
- " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
- " root._bokeh_failed_load = true;\n",
- " }\n",
- " }\n",
- "\n",
- " if (root._bokeh_is_loading === 0) {\n",
- " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
- " run_inline_js();\n",
- " } else {\n",
- " load_libs(css_urls, js_urls, js_modules, function() {\n",
- " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
- " run_inline_js();\n",
- " });\n",
- " }\n",
- "}(window));"
- ],
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i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n var skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-h5', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'gridstack': {'exports': 'GridStack'}}});\n require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n })\n require([\"notyf\"], function() {\n\ton_load()\n })\n root._bokeh_is_loading = css_urls.length + 2;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length;\n } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/gridstack/gridstack@4.2.5/dist/gridstack-h5.js'];\n for (var i = 0; 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i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, js_modules, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));"
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- " window.PyViz.comm_manager = new JupyterCommManager();\n",
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- "var JS_MIME_TYPE = 'application/javascript';\n",
- "var HTML_MIME_TYPE = 'text/html';\n",
- "var EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\n",
- "var CLASS_NAME = 'output';\n",
- "\n",
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- " * Render data to the DOM node\n",
- " */\n",
- "function render(props, node) {\n",
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- "U9k9N2vl5+cH0en0TRiGWX18fC65vnh+LxqNBq2oqFhgMpmi7XY7arVaj+zdu/fxn/l/4bSZl5fH\n",
- "5nK5CQAQMtXznCRJePpEbwOAZhzHX4ix/wHzzC/tu64gcwAAAABJRU5ErkJggg=='\n",
- " style='height:15px; border-radius:12px; display: inline-block; float: left'></img>\n",
- " \n",
- "\n",
- "\n",
- "</div>\n"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
"source": [
"import quantities as pq\n",
"import neo.utils\n",
@@ -698,7 +111,9 @@
"import viziphant\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -724,13 +139,8 @@
},
{
"cell_type": "code",
- "execution_count": 2,
"id": "05567b46",
"metadata": {
- "ExecuteTime": {
- "end_time": "2024-09-27T10:20:42.343483Z",
- "start_time": "2024-09-27T10:20:36.490843Z"
- },
"pycharm": {
"name": "#%%\n"
},
@@ -738,14 +148,15 @@
"slide_type": "subslide"
}
},
- "outputs": [],
"source": [
"with neo.io.NixIO('/opt/app-root/src/shared/Elephant Tutorials/Tutorials/data/l101210-001_small_cut_60.0s.nix', 'ro') as io:\n",
" block = io.read_block()\n",
"\n",
"# Use first segment in the file\n",
"segment = block.segments[0]"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -773,192 +184,61 @@
},
{
"cell_type": "code",
- "execution_count": 3,
"id": "52eb8f1bf88b2f0f",
- "metadata": {
- "ExecuteTime": {
- "end_time": "2024-09-27T10:20:42.396725Z",
- "start_time": "2024-09-27T10:20:42.393292Z"
- }
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "Event containing 168 events with labels; time units s; datatype float64 \n",
- "name: 'DigitalTrialEvents'\n",
- "description: 'Trial events of the digital input port'\n",
- "annotations: {'nix_name': 'neo.event.bec0c01a30c241e288cb9e9ddadc07e2',\n",
- " 'id': ''}"
- ]
- },
- "execution_count": 3,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "metadata": {},
"source": [
"segment.events[0]"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 4,
"id": "c08be480d1f27202",
- "metadata": {
- "ExecuteTime": {
- "end_time": "2024-09-27T10:20:42.443514Z",
- "start_time": "2024-09-27T10:20:42.438552Z"
- }
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "array([ 0.1349 , 0.1385 , 0.16046667, 0.54213333, 0.94353333,\n",
- " 1.24806667, 2.2508 , 2.44266667, 3.98733333, 3.9923 ,\n",
- " 4.01196667, 4.3936 , 4.7961 , 5.0997 , 6.10213333,\n",
- " 6.30343333, 7.08123333, 7.08136667, 7.3827 , 7.88656667,\n",
- " 7.89163333, 7.92306667, 8.30396667, 8.70643333, 9.0129 ,\n",
- " 10.0162 , 10.12283333, 10.96296667, 10.96303333, 11.26446667,\n",
- " 11.75213333, 11.75716667, 11.77656667, 12.159 , 12.56056667,\n",
- " 12.86323333, 13.8657 , 14.05503333, 14.80193333, 14.80203333,\n",
- " 15.1034 , 15.5873 , 15.5923 , 15.61233333, 15.9953 ,\n",
- " 16.39666667, 16.69933333, 17.7018 , 17.87313333, 18.72166667,\n",
- " 18.72173333, 19.02323333, 19.50896667, 19.5124 , 19.5342 ,\n",
- " 19.9151 , 20.3165 , 20.3804 , 22.38213333, 22.38713333,\n",
- " 22.4072 , 22.7883 , 23.1943 , 23.47673333, 23.53063333,\n",
- " 23.6297 , 23.73023333, 23.82983333, 23.9314 , 24.03106667,\n",
- " 24.13063333, 24.2312 , 24.33083333, 24.43236667, 25.0204 ,\n",
- " 25.0399 , 25.42166667, 25.82413333, 26.12656667, 27.12903333,\n",
- " 27.36546667, 28.1258 , 28.12596667, 28.4282 , 28.91586667,\n",
- " 28.92056667, 28.9422 , 29.26306667, 31.2459 , 31.25073333,\n",
- " 31.27223333, 31.654 , 32.05646667, 32.3589 , 33.36026667,\n",
- " 33.4549 , 34.21453333, 34.21466667, 34.5169 , 35.0036 ,\n",
- " 35.00863333, 35.02893333, 35.41036667, 35.81283333, 36.11416667,\n",
- " 37.11683333, 37.3239 , 38.06896667, 38.0691 , 38.37043333,\n",
- " 38.85946667, 38.86446667, 38.90106667, 39.28196667, 39.6845 ,\n",
- " 39.98773333, 40.9902 , 41.12663333, 41.92633333, 41.9264 ,\n",
- " 42.22786667, 42.71466667, 42.71966667, 42.73886667, 43.11976667,\n",
- " 43.52226667, 43.82556667, 44.82803333, 44.94536667, 45.72903333,\n",
- " 46.0306 , 46.0307 , 46.51446667, 46.51983333, 46.5395 ,\n",
- " 46.93366667, 48.9382 , 48.9432 , 48.9643 , 49.1309 ,\n",
- " 51.11463333, 51.13066667, 51.14983333, 51.53073333, 51.9332 ,\n",
- " 52.23566667, 53.23813333, 53.41653333, 54.1615 , 54.16156667,\n",
- " 54.46303333, 54.9502 , 54.95743333, 54.97683333, 55.35806667,\n",
- " 55.76136667, 56.0638 , 57.06643333, 57.2047 , 57.97206667,\n",
- " 57.97213333, 58.2736 , 58.75756667, 58.76253333, 58.78266667,\n",
- " 59.1651 , 59.56666667, 59.86933333]) * s"
- ]
- },
- "execution_count": 4,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "metadata": {},
"source": [
"segment.events[0].times"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 5,
"id": "6cc0d2be1e717c0e",
- "metadata": {
- "ExecuteTime": {
- "end_time": "2024-09-27T10:20:42.495280Z",
- "start_time": "2024-09-27T10:20:42.491205Z"
- }
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "dict_keys(['trial_event_labels', 'trial_timestamp_id', 'trial_id', 'belongs_to_trialtype', 'performance_in_trial', 'performance_in_trial_str', 'trial_reject_HFC', 'trial_reject_LFC', 'trial_reject_IFC'])"
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "metadata": {},
"source": [
"segment.events[0].array_annotations.keys()"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 6,
"id": "7aa84da3553e8adf",
- "metadata": {
- "ExecuteTime": {
- "end_time": "2024-09-27T10:20:42.553316Z",
- "start_time": "2024-09-27T10:20:42.549169Z"
- }
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "array(['NONE', 'TS-ON', 'TS-OFF', 'WS-ON', 'CUE-ON', 'CUE-OFF', 'GO-ON',\n",
- " 'SR', 'STOP', 'TS-ON', 'TS-OFF', 'WS-ON', 'CUE-ON', 'CUE-OFF',\n",
- " 'GO-ON', 'SR', 'SR-REP', 'RW-ON', 'GO/RW-OFF', 'STOP', 'TS-ON',\n",
- " 'TS-OFF', 'WS-ON', 'CUE-ON', 'CUE-OFF', 'GO-ON', 'SR', 'SR-REP',\n",
- " 'RW-ON', 'GO/RW-OFF', 'STOP', 'TS-ON', 'TS-OFF', 'WS-ON', 'CUE-ON',\n",
- " 'CUE-OFF', 'GO-ON', 'SR', 'SR-REP', 'RW-ON', 'GO/RW-OFF', 'STOP',\n",
- " 'TS-ON', 'TS-OFF', 'WS-ON', 'CUE-ON', 'CUE-OFF', 'GO-ON', 'SR',\n",
- " 'SR-REP', 'RW-ON', 'GO/RW-OFF', 'STOP', 'TS-ON', 'TS-OFF', 'WS-ON',\n",
- " 'CUE-ON', 'ERROR-FLASH-ON', 'STOP', 'TS-ON', 'TS-OFF', 'WS-ON',\n",
- " 'CUE-ON', 'SR', 'ERROR-FLASH-ON', 'ERROR-FLASH-OFF',\n",
- " 'ERROR-FLASH-ON', 'ERROR-FLASH-OFF', 'ERROR-FLASH-ON',\n",
- " 'ERROR-FLASH-OFF', 'ERROR-FLASH-ON', 'ERROR-FLASH-OFF',\n",
- " 'ERROR-FLASH-ON', 'ERROR-FLASH-OFF', 'TS-ON', 'TS-OFF', 'WS-ON',\n",
- " 'CUE-ON', 'CUE-OFF', 'GO-ON', 'SR', 'SR-REP', 'RW-ON', 'GO/RW-OFF',\n",
- " 'STOP', 'TS-ON', 'TS-OFF', 'ERROR-FLASH-ON', 'STOP', 'TS-ON',\n",
- " 'TS-OFF', 'WS-ON', 'CUE-ON', 'CUE-OFF', 'GO-ON', 'SR', 'SR-REP',\n",
- " 'RW-ON', 'GO/RW-OFF', 'STOP', 'TS-ON', 'TS-OFF', 'WS-ON', 'CUE-ON',\n",
- " 'CUE-OFF', 'GO-ON', 'SR', 'SR-REP', 'RW-ON', 'GO/RW-OFF', 'STOP',\n",
- " 'TS-ON', 'TS-OFF', 'WS-ON', 'CUE-ON', 'CUE-OFF', 'GO-ON', 'SR',\n",
- " 'SR-REP', 'RW-ON', 'GO/RW-OFF', 'STOP', 'TS-ON', 'TS-OFF', 'WS-ON',\n",
- " 'CUE-ON', 'CUE-OFF', 'GO-ON', 'SR', 'RW-ON', 'RW-ON-REP',\n",
- " 'GO/RW-OFF', 'STOP', 'TS-ON', 'TS-OFF', 'ERROR-FLASH-ON', 'STOP',\n",
- " 'TS-ON', 'TS-OFF', 'ERROR-FLASH-ON', 'STOP', 'TS-ON', 'TS-OFF',\n",
- " 'WS-ON', 'CUE-ON', 'CUE-OFF', 'GO-ON', 'SR', 'SR-REP', 'RW-ON',\n",
- " 'GO/RW-OFF', 'STOP', 'TS-ON', 'TS-OFF', 'WS-ON', 'CUE-ON',\n",
- " 'CUE-OFF', 'GO-ON', 'SR', 'SR-REP', 'RW-ON', 'GO/RW-OFF', 'STOP',\n",
- " 'TS-ON', 'TS-OFF', 'WS-ON', 'CUE-ON', 'CUE-OFF'], dtype='<U15')"
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "metadata": {},
"source": [
"segment.events[0].array_annotations['trial_event_labels']"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 7,
"id": "5f4da019",
"metadata": {
- "ExecuteTime": {
- "end_time": "2024-09-27T10:20:42.611814Z",
- "start_time": "2024-09-27T10:20:42.604714Z"
- },
"pycharm": {
"name": "#%%\n"
}
},
- "outputs": [],
"source": [
"start_events = neo.utils.get_events(\n",
" segment,\n",
" trial_event_labels='TS-ON',\n",
" belongs_to_trialtype='SGHF',\n",
" performance_in_trial_str='correct_trial')"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -976,18 +256,12 @@
},
{
"cell_type": "code",
- "execution_count": 8,
"id": "aa7ed590",
"metadata": {
- "ExecuteTime": {
- "end_time": "2024-09-27T10:20:42.672692Z",
- "start_time": "2024-09-27T10:20:42.668602Z"
- },
"pycharm": {
"name": "#%%\n"
}
},
- "outputs": [],
"source": [
"# Create epochs between the events\n",
"trial_epochs = neo.utils.add_epoch(\n",
@@ -996,7 +270,9 @@
" pre=0*pq.ms,\n",
" post=2000*pq.ms,\n",
" array_annotations=start_events[0].array_annotations)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1015,18 +291,12 @@
},
{
"cell_type": "code",
- "execution_count": 9,
"id": "745a54f4",
"metadata": {
- "ExecuteTime": {
- "end_time": "2024-09-27T10:20:43.228784Z",
- "start_time": "2024-09-27T10:20:42.724181Z"
- },
"pycharm": {
"name": "#%%\n"
}
},
- "outputs": [],
"source": [
"# Create the new block\n",
"trials = neo.Block()\n",
@@ -1035,7 +305,9 @@
"# as defined by the epochs\n",
"trials.segments = neo.utils.cut_segment_by_epoch(\n",
" segment, trial_epochs, reset_time=True)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1057,13 +329,8 @@
},
{
"cell_type": "code",
- "execution_count": 10,
"id": "1be3b0d3",
"metadata": {
- "ExecuteTime": {
- "end_time": "2024-09-27T10:20:43.254047Z",
- "start_time": "2024-09-27T10:20:43.250513Z"
- },
"pycharm": {
"name": "#%%\n"
},
@@ -1071,17 +338,6 @@
"slide_type": "subslide"
}
},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "['65296' '65280' '65344' '65354' '65344']\n",
- "{'trial_event_labels': array(['TS-ON', 'TS-OFF', 'WS-ON', 'CUE-ON', 'CUE-OFF'], dtype='<U15'), 'trial_timestamp_id': array([1050259, 1050259, 1050259, 1050259, 1050259]), 'trial_id': array([11, 11, 11, 11, 11]), 'belongs_to_trialtype': array(['SGHF', 'SGHF', 'SGHF', 'SGHF', 'SGHF'], dtype='<U4'), 'performance_in_trial': array([255, 255, 255, 255, 255]), 'performance_in_trial_str': array(['correct_trial', 'correct_trial', 'correct_trial', 'correct_trial',\n",
- " 'correct_trial'], dtype='<U16'), 'trial_reject_HFC': array([False, False, False, False, False]), 'trial_reject_LFC': array([False, False, False, False, False]), 'trial_reject_IFC': array([False, False, False, False, False])}\n"
- ]
- }
- ],
"source": [
"# Select first segment as the trial for analysis\n",
"trial = trials.segments[0]\n",
@@ -1092,7 +348,9 @@
"# Inspect\n",
"print(trial_events.labels)\n",
"print(trial_events.array_annotations)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1111,88 +369,27 @@
},
{
"cell_type": "code",
- "execution_count": 11,
"id": "76edc67d",
"metadata": {
- "ExecuteTime": {
- "end_time": "2024-09-27T10:20:43.308727Z",
- "start_time": "2024-09-27T10:20:43.304331Z"
- },
"pycharm": {
"name": "#%%\n"
}
},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "{'nix_name': 'neo.spiketrain.97c483b9aed942b39abfa2abc1c84921',\n",
- " 'id': 'Unit 1000',\n",
- " 'channel_id': 1,\n",
- " 'unit_id': 0,\n",
- " 'unit_tag': 'unclassified',\n",
- " 'electrode_reject_HFC': False,\n",
- " 'electrode_reject_LFC': False,\n",
- " 'electrode_reject_IFC': False,\n",
- " 'connector_aligned_id': 91,\n",
- " 'coordinate_x': array(0.) * mm,\n",
- " 'coordinate_y': array(3.6) * mm,\n",
- " 'sua': False,\n",
- " 'mua': False,\n",
- " 'noise': True}"
- ]
- },
- "execution_count": 11,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
"source": [
"trial.spiketrains[0].annotations"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 12,
"id": "df1379686ef2f440",
- "metadata": {
- "ExecuteTime": {
- "end_time": "2024-09-27T10:20:43.360825Z",
- "start_time": "2024-09-27T10:20:43.355430Z"
- }
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "{'nix_name': 'neo.spiketrain.34d7902c3b50488b8be2cab7033cd1eb',\n",
- " 'id': 'Unit 5001',\n",
- " 'channel_id': 5,\n",
- " 'unit_id': 1,\n",
- " 'unit_tag': '1',\n",
- " 'electrode_reject_HFC': False,\n",
- " 'electrode_reject_LFC': False,\n",
- " 'electrode_reject_IFC': False,\n",
- " 'connector_aligned_id': 75,\n",
- " 'coordinate_x': array(1.6) * mm,\n",
- " 'coordinate_y': array(2.8) * mm,\n",
- " 'sua': True,\n",
- " 'mua': False,\n",
- " 'noise': False,\n",
- " 'SNR': 5.38343083203,\n",
- " 'spike_duration': 400.0,\n",
- " 'spike_amplitude': 165.786278152,\n",
- " 'spike_count': 17228}"
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "metadata": {},
"source": [
"trial.spiketrains[11].annotations"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1215,18 +412,12 @@
},
{
"cell_type": "code",
- "execution_count": 13,
"id": "3bd6bf2d",
"metadata": {
- "ExecuteTime": {
- "end_time": "2024-09-27T10:20:43.413960Z",
- "start_time": "2024-09-27T10:20:43.404972Z"
- },
"pycharm": {
"name": "#%%\n"
}
},
- "outputs": [],
"source": [
"# Select only SUA spike trains with spikes and certain quality criteria\n",
"\n",
@@ -1238,7 +429,9 @@
" not spiketrain.annotations['electrode_reject_LFC'] and\n",
" not spiketrain.annotations['noise'] and\n",
" spiketrain.annotations['spike_count'] > 10000]"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1270,13 +463,8 @@
},
{
"cell_type": "code",
- "execution_count": 14,
"id": "4755fe82",
"metadata": {
- "ExecuteTime": {
- "end_time": "2024-09-27T10:20:43.786639Z",
- "start_time": "2024-09-27T10:20:43.461212Z"
- },
"pycharm": {
"name": "#%%\n"
},
@@ -1284,18 +472,6 @@
"slide_type": "subslide"
}
},
- "outputs": [
- {
- "data": {
- "image/png": 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- "text/plain": [
- "<Figure size 1000x500 with 3 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
"source": [
"# Create the raster plot of the SUA spike trains\n",
"fig, axes = plt.subplots(1, 1, sharey=True, figsize=(10,5))\n",
@@ -1308,7 +484,9 @@
"# Add vertical lines for all important trial events\n",
"viziphant.events.add_event(\n",
" [axes_histx, axes], trial_events, key='trial_event_labels')"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1334,13 +512,8 @@
},
{
"cell_type": "code",
- "execution_count": 15,
"id": "6f41f351",
"metadata": {
- "ExecuteTime": {
- "end_time": "2024-09-27T10:20:43.800110Z",
- "start_time": "2024-09-27T10:20:43.797039Z"
- },
"pycharm": {
"name": "#%%\n"
},
@@ -1348,64 +521,33 @@
"slide_type": "subslide"
}
},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[(25, 'ch61#1'),\n",
- " (29, 'ch68#1'),\n",
- " (30, 'ch70#1'),\n",
- " (31, 'ch71#1'),\n",
- " (42, 'ch84#1')]"
- ]
- },
- "execution_count": 15,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
"source": [
"[(idx, val.name) for idx, val in enumerate(\n",
" sua_spiketrains_with_spikes) if val.annotations['SNR'] > 6]"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 16,
"id": "4d75849e",
"metadata": {
- "ExecuteTime": {
- "end_time": "2024-09-27T10:20:43.846276Z",
- "start_time": "2024-09-27T10:20:43.842789Z"
- },
"pycharm": {
"name": "#%%\n"
}
},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "ch68#1\n"
- ]
- }
- ],
"source": [
"# Select one neuron from the SUA list\n",
"neuron = sua_spiketrains_with_spikes[29]\n",
"print(neuron.name)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 17,
"id": "719195e3",
"metadata": {
- "ExecuteTime": {
- "end_time": "2024-09-27T10:20:43.905162Z",
- "start_time": "2024-09-27T10:20:43.892538Z"
- },
"pycharm": {
"name": "#%%\n"
},
@@ -1413,7 +555,6 @@
"slide_type": "subslide"
}
},
- "outputs": [],
"source": [
"# Define kernels\n",
"kernel_20 = elephant.kernels.GaussianKernel(sigma=20*pq.ms)\n",
@@ -1426,7 +567,9 @@
" neuron, kernel=kernel_20, sampling_period=sampling_period)\n",
"rates_100 = elephant.statistics.instantaneous_rate(\n",
" neuron, kernel=kernel_100, sampling_period=sampling_period)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1444,13 +587,8 @@
},
{
"cell_type": "code",
- "execution_count": 18,
"id": "10f902c4",
"metadata": {
- "ExecuteTime": {
- "end_time": "2024-09-27T10:20:44.687Z",
- "start_time": "2024-09-27T10:20:43.949196Z"
- },
"pycharm": {
"name": "#%%\n"
},
@@ -1458,28 +596,6 @@
"slide_type": "subslide"
}
},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "Text(0.5, 0, 'Time (s)')"
- ]
- },
- "execution_count": 18,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1000x500 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
"source": [
"fig, axes = plt.subplots(2, 1, sharey=True, figsize=(10,5))\n",
"for plot, rates in enumerate([rates_20, rates_100]):\n",
@@ -1489,7 +605,9 @@
" axes[plot].set_title(f\"$\\sigma$ = {rates.annotations['kernel']['sigma']}\")\n",
"viziphant.events.add_event(axes, trial_events, key='trial_event_labels')\n",
"axes[-1].set_xlabel(\"Time (\" + str(neuron.dimensionality) + \")\")"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1507,22 +625,18 @@
},
{
"cell_type": "code",
- "execution_count": 19,
"id": "520c2a6b",
"metadata": {
- "ExecuteTime": {
- "end_time": "2024-09-27T10:20:44.709440Z",
- "start_time": "2024-09-27T10:20:44.700401Z"
- },
"pycharm": {
"name": "#%%\n"
}
},
- "outputs": [],
"source": [
"rates_auto = elephant.statistics.instantaneous_rate(\n",
" neuron, kernel='auto', sampling_period=sampling_period)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1534,26 +648,13 @@
},
{
"cell_type": "code",
- "execution_count": 20,
"id": "f073dd60-bea6-4f68-bcc9-b209b4ab0703",
- "metadata": {
- "ExecuteTime": {
- "end_time": "2024-09-27T10:20:44.750110Z",
- "start_time": "2024-09-27T10:20:44.747389Z"
- }
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "{'type': 'GaussianKernel', 'sigma': '0.16788080690060272 s', 'invert': False}\n"
- ]
- }
- ],
+ "metadata": {},
"source": [
"print(rates_auto.annotations['kernel'])"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1569,29 +670,12 @@
},
{
"cell_type": "code",
- "execution_count": 21,
"id": "c11c3941a3300c78",
"metadata": {
- "ExecuteTime": {
- "end_time": "2024-09-27T10:20:44.906066Z",
- "start_time": "2024-09-27T10:20:44.797796Z"
- },
"pycharm": {
"name": "#%%\n"
}
},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 800x400 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
"source": [
"fig, axes = plt.subplots(figsize=(8,4))\n",
"axes.plot(rates_auto.times.rescale(pq.s), rates_auto)\n",
@@ -1601,19 +685,14 @@
"axes.set_ylim([0,70])\n",
"viziphant.events.add_event(\n",
" axes, trial_events[:-1], key='trial_event_labels')"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 22,
"id": "6699071be15a570b",
- "metadata": {
- "ExecuteTime": {
- "end_time": "2024-09-27T10:20:45.064592Z",
- "start_time": "2024-09-27T10:20:44.917389Z"
- }
- },
- "outputs": [],
+ "metadata": {},
"source": [
"f = neo.NixIO(\"result.nix\", \"ow\")\n",
"analysis_block = neo.Block(name=\"Analysis\")\n",
@@ -1624,7 +703,9 @@
"\n",
"f.write_block(analysis_block)\n",
"f.close()"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
}
],
"metadata": {
diff --git a/Tutorials/notebooks/Elephant_Tutorial_-_NEST_Elephant.ipynb b/Tutorials/notebooks/Elephant_Tutorial_-_NEST_Elephant.ipynb
index 216ad0e..d5a78f5 100644
--- a/Tutorials/notebooks/Elephant_Tutorial_-_NEST_Elephant.ipynb
+++ b/Tutorials/notebooks/Elephant_Tutorial_-_NEST_Elephant.ipynb
@@ -35,7 +35,6 @@
},
{
"cell_type": "code",
- "execution_count": 1,
"id": "c3989f0e-40d0-4e37-b184-f12240c8fc5b",
"metadata": {
"collapsed": false,
@@ -43,10 +42,11 @@
"outputs_hidden": false
}
},
- "outputs": [],
"source": [
"%matplotlib inline"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -83,7 +83,6 @@
},
{
"cell_type": "code",
- "execution_count": 2,
"id": "fcafe876-b966-45c6-9244-27bb06362e6d",
"metadata": {
"collapsed": false,
@@ -91,34 +90,13 @@
"outputs_hidden": false
}
},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "\n",
- " -- N E S T --\n",
- " Copyright (C) 2004 The NEST Initiative\n",
- "\n",
- " Version: 3.7.0\n",
- " Built: May 19 2024 15:53:53\n",
- "\n",
- " This program is provided AS IS and comes with\n",
- " NO WARRANTY. See the file LICENSE for details.\n",
- "\n",
- " Problems or suggestions?\n",
- " Visit https://www.nest-simulator.org\n",
- "\n",
- " Type 'nest.help()' to find out more about NEST.\n",
- "\n"
- ]
- }
- ],
"source": [
"import nest\n",
"\n",
"nest.ResetKernel()"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -131,7 +109,6 @@
},
{
"cell_type": "code",
- "execution_count": 3,
"id": "ad72b701-310f-49b9-8f1b-67b247722e9d",
"metadata": {
"collapsed": false,
@@ -139,12 +116,13 @@
"outputs_hidden": false
}
},
- "outputs": [],
"source": [
"dt = 0.1 # the resolution in ms\n",
"simtime = 1000.0 # Simulation time in ms /2000\n",
"delay = 1.5 # synaptic delay in ms"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -158,7 +136,6 @@
},
{
"cell_type": "code",
- "execution_count": 4,
"id": "0725fd8d-dc2a-4eb0-80d1-d18e22309cbd",
"metadata": {
"collapsed": false,
@@ -166,7 +143,6 @@
"outputs_hidden": false
}
},
- "outputs": [],
"source": [
"case=\"A\"\n",
"g = 3 # ratio inhibitory weight/excitatory weight\n",
@@ -185,7 +161,9 @@
"# eta = 0.9 # external rate relative to threshold rate\n",
"\n",
"epsilon = 0.1 # connection probability"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -199,7 +177,6 @@
},
{
"cell_type": "code",
- "execution_count": 5,
"id": "8c428035-04b4-4f1d-b298-bd35c62c0635",
"metadata": {
"collapsed": false,
@@ -207,14 +184,15 @@
"outputs_hidden": false
}
},
- "outputs": [],
"source": [
"order = 500 # originally 2500 /500\n",
"NE = 4 * order # number of excitatory neurons\n",
"NI = 1 * order # number of inhibitory neurons\n",
"N_neurons = NE + NI # number of neurons in total\n",
"N_rec = 50 # record from 50 neurons"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -227,7 +205,6 @@
},
{
"cell_type": "code",
- "execution_count": 6,
"id": "96bc58df-8e91-4726-aa33-a62d28b8aed3",
"metadata": {
"collapsed": false,
@@ -235,12 +212,13 @@
"outputs_hidden": false
}
},
- "outputs": [],
"source": [
"CE = int(epsilon * NE) # number of excitatory synapses per neuron\n",
"CI = int(epsilon * NI) # number of inhibitory synapses per neuron\n",
"C_tot = int(CI + CE) # total number of synapses per neuron"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -254,7 +232,6 @@
},
{
"cell_type": "code",
- "execution_count": 7,
"id": "ee8fe368-9724-40ec-a878-37c9e1e102d3",
"metadata": {
"collapsed": false,
@@ -262,7 +239,6 @@
"outputs_hidden": false
}
},
- "outputs": [],
"source": [
"tauMem = 20.0 # time constant of membrane potential in ms\n",
"theta = 20.0 # membrane threshold potential in mV\n",
@@ -276,7 +252,9 @@
"J = 0.1 # postsynaptic amplitude in mV\n",
"J_ex = J # amplitude of excitatory postsynaptic potential\n",
"J_in = -g * J_ex # amplitude of inhibitory postsynaptic potential"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -292,7 +270,6 @@
},
{
"cell_type": "code",
- "execution_count": 8,
"id": "711121df-9762-498f-9c1e-d746b9da6ec7",
"metadata": {
"collapsed": false,
@@ -300,12 +277,13 @@
"outputs_hidden": false
}
},
- "outputs": [],
"source": [
"nu_th = theta / (J * CE * tauMem)\n",
"nu_ex = eta * nu_th\n",
"p_rate = 1000.0 * nu_ex * CE"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -319,7 +297,6 @@
},
{
"cell_type": "code",
- "execution_count": 9,
"id": "371f239f-cf84-4926-bfca-a5b65d5feb22",
"metadata": {
"collapsed": false,
@@ -327,24 +304,14 @@
"outputs_hidden": false
}
},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Building network\n",
- "\n",
- "Mar 07 11:07:38 SimulationManager::set_status [Info]: \n",
- " Temporal resolution changed from 0.1 to 0.1 ms.\n"
- ]
- }
- ],
"source": [
"nest.resolution = dt\n",
"nest.overwrite_files = True\n",
"\n",
"print(\"Building network\")"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -361,7 +328,6 @@
},
{
"cell_type": "code",
- "execution_count": 10,
"id": "f0320f7b-0695-4198-b139-0ede14326d4b",
"metadata": {
"collapsed": false,
@@ -369,14 +335,15 @@
"outputs_hidden": false
}
},
- "outputs": [],
"source": [
"nodes_ex = nest.Create(\"iaf_psc_delta\", NE, params=neuron_params)\n",
"nodes_in = nest.Create(\"iaf_psc_delta\", NI, params=neuron_params)\n",
"noise = nest.Create(\"poisson_generator\", params={\"rate\": p_rate})\n",
"espikes = nest.Create(\"spike_recorder\")\n",
"ispikes = nest.Create(\"spike_recorder\")"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -392,7 +359,6 @@
},
{
"cell_type": "code",
- "execution_count": 11,
"id": "6fe48bbf-1301-44bc-9df5-86b4ef98cf39",
"metadata": {
"collapsed": false,
@@ -400,21 +366,14 @@
"outputs_hidden": false
}
},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Connecting devices\n"
- ]
- }
- ],
"source": [
"espikes.set(label=f\"{case}-brunel-py-ex\", record_to=\"ascii\", file_extension=\"gdf\")\n",
"ispikes.set(label=f\"{case}-brunel-py-in\", record_to=\"ascii\", file_extension=\"gdf\")\n",
"\n",
"print(\"Connecting devices\")"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -432,7 +391,6 @@
},
{
"cell_type": "code",
- "execution_count": 12,
"id": "d3bc0a07-e8d9-4bed-95ba-a4e27e8da154",
"metadata": {
"collapsed": false,
@@ -440,13 +398,14 @@
"outputs_hidden": false
}
},
- "outputs": [],
"source": [
"nest.CopyModel(\"static_synapse\", \"excitatory\",\n",
" {\"weight\": J_ex, \"delay\": delay})\n",
"nest.CopyModel(\"static_synapse\", \"inhibitory\",\n",
" {\"weight\": J_in, \"delay\": delay})"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -464,7 +423,6 @@
},
{
"cell_type": "code",
- "execution_count": 13,
"id": "efbbdd70-944a-4ba0-87a4-2c8b189f3604",
"metadata": {
"collapsed": false,
@@ -472,11 +430,12 @@
"outputs_hidden": false
}
},
- "outputs": [],
"source": [
"nest.Connect(noise, nodes_ex, syn_spec=\"excitatory\")\n",
"nest.Connect(noise, nodes_in, syn_spec=\"excitatory\")"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -492,7 +451,6 @@
},
{
"cell_type": "code",
- "execution_count": 14,
"id": "c31c394b-2fc0-406b-a9a2-60be5707608e",
"metadata": {
"collapsed": false,
@@ -500,16 +458,6 @@
"outputs_hidden": false
}
},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Connecting network\n",
- "Excitatory connections\n"
- ]
- }
- ],
"source": [
"nest.Connect(nodes_ex[:N_rec], espikes, syn_spec=\"excitatory\")\n",
"nest.Connect(nodes_in[:N_rec], ispikes, syn_spec=\"excitatory\")\n",
@@ -517,7 +465,9 @@
"print(\"Connecting network\")\n",
"\n",
"print(\"Excitatory connections\")"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -535,7 +485,6 @@
},
{
"cell_type": "code",
- "execution_count": 15,
"id": "b74d5425-1723-4b16-97ce-ce3fb6287888",
"metadata": {
"collapsed": false,
@@ -543,21 +492,14 @@
"outputs_hidden": false
}
},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Inhibitory connections\n"
- ]
- }
- ],
"source": [
"conn_params_ex = {'rule': 'fixed_indegree', 'indegree': CE}\n",
"nest.Connect(nodes_ex, nodes_ex + nodes_in, conn_params_ex, \"excitatory\")\n",
"\n",
"print(\"Inhibitory connections\")"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -573,7 +515,6 @@
},
{
"cell_type": "code",
- "execution_count": 16,
"id": "bedcb3c7-13fb-4524-a572-014dfff95f56",
"metadata": {
"collapsed": false,
@@ -581,11 +522,12 @@
"outputs_hidden": false
}
},
- "outputs": [],
"source": [
"conn_params_in = {'rule': 'fixed_indegree', 'indegree': CI}\n",
"nest.Connect(nodes_in, nodes_ex + nodes_in, conn_params_in, \"inhibitory\")"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -598,7 +540,6 @@
},
{
"cell_type": "code",
- "execution_count": 17,
"id": "e666a00a-8dcd-434b-a05d-9d651a040f00",
"metadata": {
"collapsed": false,
@@ -606,40 +547,13 @@
"outputs_hidden": false
}
},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Simulating\n",
- "\n",
- "Mar 07 11:07:38 NodeManager::prepare_nodes [Info]: \n",
- " Preparing 2503 nodes for simulation.\n",
- "\n",
- "Mar 07 11:07:38 SimulationManager::run [Warning]: \n",
- " The requested simulation time is not an integer multiple of the minimal \n",
- " delay in the network. This may result in inconsistent results under the \n",
- " following conditions: (i) A network contains more than one source of \n",
- " randomness, e.g., two different poisson_generators, and (ii) Simulate is \n",
- " called repeatedly with simulation times that are not multiples of the \n",
- " minimal delay.\n",
- "\n",
- "Mar 07 11:07:38 SimulationManager::start_updating_ [Info]: \n",
- " Number of local nodes: 2503\n",
- " Simulation time (ms): 1000\n",
- " Number of OpenMP threads: 1\n",
- " Number of MPI processes: 1\n",
- "\n",
- "Mar 07 11:07:41 SimulationManager::run [Info]: \n",
- " Simulation finished.\n"
- ]
- }
- ],
"source": [
"print(\"Simulating\")\n",
"\n",
"nest.Simulate(simtime)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -689,10 +603,8 @@
},
{
"cell_type": "code",
- "execution_count": 18,
"id": "ed65043b-f734-443f-b9b5-610bdf3e8ec0",
"metadata": {},
- "outputs": [],
"source": [
"## The follwoing lines remove the header from the .gdf files:\n",
"#\n",
@@ -700,7 +612,9 @@
"# prefix= f'{case}-no_header_'\n",
"# for file in gdf_files:\n",
"# !tail -n +4 {file}>{prefix+file} # start at line 4 and save file."
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -748,10 +662,8 @@
},
{
"cell_type": "code",
- "execution_count": 19,
"id": "6928e585-a812-40e6-ad7e-1873d9ddf683",
"metadata": {},
- "outputs": [],
"source": [
"from neo.io.nestio import NestIO\n",
"import quantities as pq\n",
@@ -764,14 +676,14 @@
" id_column_gdf=0, # column 0 contains the neuron ID\n",
" time_column_gdf=1, # column 1 contains the times in ms\n",
" )"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 20,
"id": "ecb1fff8",
"metadata": {},
- "outputs": [],
"source": [
"IO = NestIO('/opt/app-root/src/shared/Elephant Tutorials/Tutorials/data/simulation_data/B-no_header_B-brunel-py-ex-12502-0.gdf')\n",
"segment_B = IO.read_segment(\n",
@@ -797,7 +709,9 @@
" id_column_gdf=0, # column 0 contains the neuron ID\n",
" time_column_gdf=1, # column 1 contains the times in ms\n",
" )"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -819,602 +733,8 @@
},
{
"cell_type": "code",
- "execution_count": 21,
"id": "2fdc5805",
"metadata": {},
- "outputs": [
- {
- "data": {
- "application/javascript": [
- "(function(root) {\n",
- " function now() {\n",
- " return new Date();\n",
- " }\n",
- "\n",
- " var force = true;\n",
- "\n",
- " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
- " root._bokeh_onload_callbacks = [];\n",
- " root._bokeh_is_loading = undefined;\n",
- " }\n",
- "\n",
- " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
- " root._bokeh_timeout = Date.now() + 5000;\n",
- " root._bokeh_failed_load = false;\n",
- " }\n",
- "\n",
- " function run_callbacks() {\n",
- " try {\n",
- " root._bokeh_onload_callbacks.forEach(function(callback) {\n",
- " if (callback != null)\n",
- " callback();\n",
- " });\n",
- " } finally {\n",
- " delete root._bokeh_onload_callbacks\n",
- " }\n",
- " console.debug(\"Bokeh: all callbacks have finished\");\n",
- " }\n",
- "\n",
- " function load_libs(css_urls, js_urls, js_modules, callback) {\n",
- " if (css_urls == null) css_urls = [];\n",
- " if (js_urls == null) js_urls = [];\n",
- " if (js_modules == null) js_modules = [];\n",
- "\n",
- " root._bokeh_onload_callbacks.push(callback);\n",
- " if (root._bokeh_is_loading > 0) {\n",
- " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
- " return null;\n",
- " }\n",
- " if (js_urls.length === 0 && js_modules.length === 0) {\n",
- " run_callbacks();\n",
- " return null;\n",
- " }\n",
- " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
- "\n",
- " function on_load() {\n",
- " root._bokeh_is_loading--;\n",
- " if (root._bokeh_is_loading === 0) {\n",
- " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
- " run_callbacks()\n",
- " }\n",
- " }\n",
- "\n",
- " function on_error() {\n",
- " console.error(\"failed to load \" + url);\n",
- " }\n",
- "\n",
- " for (var i = 0; i < css_urls.length; i++) {\n",
- " var url = css_urls[i];\n",
- " const element = document.createElement(\"link\");\n",
- " element.onload = on_load;\n",
- " element.onerror = on_error;\n",
- " element.rel = \"stylesheet\";\n",
- " element.type = \"text/css\";\n",
- " element.href = url;\n",
- " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
- " document.body.appendChild(element);\n",
- " }\n",
- "\n",
- " var skip = [];\n",
- " if (window.requirejs) {\n",
- " window.requirejs.config({'packages': {}, 'paths': {'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-h5', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'gridstack': {'exports': 'GridStack'}}});\n",
- " require([\"gridstack\"], function(GridStack) {\n",
- "\twindow.GridStack = GridStack\n",
- "\ton_load()\n",
- " })\n",
- " require([\"notyf\"], function() {\n",
- "\ton_load()\n",
- " })\n",
- " root._bokeh_is_loading = css_urls.length + 2;\n",
- " } else {\n",
- " root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length;\n",
- " } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n",
- " var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/gridstack/gridstack@4.2.5/dist/gridstack-h5.js'];\n",
- " for (var i = 0; i < urls.length; i++) {\n",
- " skip.push(urls[i])\n",
- " }\n",
- " } if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n",
- " var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n",
- " for (var i = 0; i < urls.length; i++) {\n",
- " skip.push(urls[i])\n",
- " }\n",
- " } for (var i = 0; i < js_urls.length; i++) {\n",
- " var url = js_urls[i];\n",
- " if (skip.indexOf(url) >= 0) {\n",
- "\tif (!window.requirejs) {\n",
- "\t on_load();\n",
- "\t}\n",
- "\tcontinue;\n",
- " }\n",
- " var element = document.createElement('script');\n",
- " element.onload = on_load;\n",
- " element.onerror = on_error;\n",
- " element.async = false;\n",
- " element.src = url;\n",
- " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
- " document.head.appendChild(element);\n",
- " }\n",
- " for (var i = 0; i < js_modules.length; i++) {\n",
- " var url = js_modules[i];\n",
- " if (skip.indexOf(url) >= 0) {\n",
- "\tif (!window.requirejs) {\n",
- "\t on_load();\n",
- "\t}\n",
- "\tcontinue;\n",
- " }\n",
- " var element = document.createElement('script');\n",
- " element.onload = on_load;\n",
- " element.onerror = on_error;\n",
- " element.async = false;\n",
- " element.src = url;\n",
- " element.type = \"module\";\n",
- " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
- " document.head.appendChild(element);\n",
- " }\n",
- " if (!js_urls.length && !js_modules.length) {\n",
- " on_load()\n",
- " }\n",
- " };\n",
- "\n",
- " function inject_raw_css(css) {\n",
- " const element = document.createElement(\"style\");\n",
- " element.appendChild(document.createTextNode(css));\n",
- " document.body.appendChild(element);\n",
- " }\n",
- "\n",
- " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\", \"https://unpkg.com/@holoviz/panel@0.14.4/dist/panel.min.js\"];\n",
- " var js_modules = [];\n",
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- " }, function(Bokeh) {\n",
- " Bokeh.set_log_level(\"info\");\n",
- " },\n",
- "function(Bokeh) {} // ensure no trailing comma for IE\n",
- " ];\n",
- "\n",
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- " } else if (!root._bokeh_failed_load) {\n",
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- " }\n",
- " }\n",
- "\n",
- " if (root._bokeh_is_loading === 0) {\n",
- " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
- " run_inline_js();\n",
- " } else {\n",
- " load_libs(css_urls, js_urls, js_modules, function() {\n",
- " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
- " run_inline_js();\n",
- " });\n",
- " }\n",
- "}(window));"
- ],
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i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, js_modules, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));"
- },
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- " newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n",
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",
- "text/plain": [
- "<Figure size 1000x1000 with 4 Axes>"
- ]
- },
- "execution_count": 21,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
"source": [
"from viziphant.rasterplot import eventplot\n",
"import matplotlib.pyplot as plt\n",
@@ -1447,7 +767,9 @@
"fig=gcf()\n",
"fig.set_size_inches(10,10)\n",
"fig"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1496,44 +818,27 @@
},
{
"cell_type": "code",
- "execution_count": 22,
"id": "0ef4aee9",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[6.6 5.7 5.1 5.4 4.9 5.3 5.9 4.6 4.7 5.1 5.3 5.3 5. 5. 5. 5.2 5.2 5.\n",
- " 5.1] ms\n"
- ]
- }
- ],
"source": [
"from elephant.statistics import isi, cv\n",
"# calculate inter-spike intervals for the first spike train\n",
"print(isi(segment_A.spiketrains[0])[1:20]) "
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 23,
"id": "10c20b8c",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[0.05365918694441147, 0.05842274732773983, 0.059250517400670354, 0.05214580130596291, 0.050847044837237135, 0.05060558092032044, 0.05330605601380723, 0.05658901823907235, 0.054583570070382184, 0.05684812500177874, 0.05088318480424918, 0.05672717009945042, 0.05713916820608826, 0.05790660466497289, 0.04834790725558421, 0.05273128217027347, 0.054580874407185814, 0.057038102986292194, 0.060156882820013316]\n"
- ]
- }
- ],
"source": [
"# calculate the the coefficients of variation for all spiketrains in case A\n",
"cv_list = [cv(isi(spiketrain)) for spiketrain in segment_A.spiketrains] \n",
"print (cv_list[1:20])"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1545,22 +850,8 @@
},
{
"cell_type": "code",
- "execution_count": 24,
"id": "1c6e2920",
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1000x1000 with 4 Axes>"
- ]
- },
- "execution_count": 24,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
"source": [
"x_limits=(0,1)\n",
"y_limits=(0,20)\n",
@@ -1600,7 +891,9 @@
"fig=gcf()\n",
"fig.set_size_inches(10,10)\n",
"fig"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1635,25 +928,8 @@
},
{
"cell_type": "code",
- "execution_count": 25,
"id": "4f438dd0-70d5-44d7-b3d0-8e9aed471841",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Total number of bins: 666\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/srv/main-spack-instance-2402/spack/var/spack/environments/ebrains-24-04/.spack-env/view/lib/python3.8/site-packages/elephant/conversion.py:1130: UserWarning:Binning discarded 23 last spike(s) of the input spiketrain\n"
- ]
- }
- ],
"source": [
"from elephant import conversion\n",
"binned_spiketrains_A = conversion.BinnedSpikeTrain(\n",
@@ -1661,7 +937,9 @@
" bin_size=3*pq.ms\n",
" )\n",
"print(\"Total number of bins: \"+str(binned_spiketrains_A.n_bins))"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1674,24 +952,8 @@
},
{
"cell_type": "code",
- "execution_count": 26,
"id": "6c033582-d2d3-48c0-a777-64d12e9e690e",
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Timepoints in ms where spike occured\n",
- "[13.9 18.1 24.7 30.4 35.5 40.9 45.8 51.1] ms\n",
- "Timepoints in ms of bin edges\n",
- "[ 0. 3. 6. 9. 12. 15. 18. 21. 24. 27. 30. 33. 36. 39. 42. 45. 48. 51.\n",
- " 54. 57.] ms\n",
- "Binned spiketrain\n",
- "[0 0 0 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1]\n"
- ]
- }
- ],
"source": [
"print(\"Timepoints in ms where spike occured\")\n",
"spiketrain_id=0\n",
@@ -1700,7 +962,9 @@
"print(binned_spiketrains_A[spiketrain_id].bin_edges[0:20])\n",
"print(\"Binned spiketrain\")\n",
"print(binned_spiketrains_A[spiketrain_id].to_array()[0,0:20])"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1723,14 +987,14 @@
},
{
"cell_type": "code",
- "execution_count": 27,
"id": "65f496c7-f535-4587-b78b-e36346f02af1",
"metadata": {},
- "outputs": [],
"source": [
"from elephant import spike_train_correlation\n",
"cross_corr_matrix_A = spike_train_correlation.correlation_coefficient(binned_spiketrains_A)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1742,19 +1006,8 @@
},
{
"cell_type": "code",
- "execution_count": 28,
"id": "e9d48e2e",
"metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/srv/main-spack-instance-2402/spack/var/spack/environments/ebrains-24-04/.spack-env/view/lib/python3.8/site-packages/elephant/conversion.py:1130: UserWarning:Binning discarded 1 last spike(s) of the input spiketrain\n",
- "/srv/main-spack-instance-2402/spack/var/spack/environments/ebrains-24-04/.spack-env/view/lib/python3.8/site-packages/elephant/conversion.py:1130: UserWarning:Binning discarded 3 last spike(s) of the input spiketrain\n"
- ]
- }
- ],
"source": [
"# Case B\n",
"binned_spiketrains_B = conversion.BinnedSpikeTrain( # binning\n",
@@ -1774,7 +1027,9 @@
" bin_size=3*pq.ms\n",
" )\n",
"cross_corr_matrix_D = spike_train_correlation.correlation_coefficient(binned_spiketrains_D) # calculate the cross-correlation matrix"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1795,22 +1050,8 @@
},
{
"cell_type": "code",
- "execution_count": 29,
"id": "c492935d",
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1100x1100 with 8 Axes>"
- ]
- },
- "execution_count": 29,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
"source": [
"from viziphant.spike_train_correlation import plot_corrcoef\n",
"correlation_range=(-0.4,0.4)\n",
@@ -1840,7 +1081,9 @@
"fig=gcf()\n",
"fig.set_size_inches(11,11)\n",
"fig"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1864,26 +1107,26 @@
},
{
"cell_type": "code",
- "execution_count": 30,
"id": "7c868555",
"metadata": {},
- "outputs": [],
"source": [
"from elephant.spike_train_dissimilarity import victor_purpura_distance\n",
"pairwise_vp_distance_A = victor_purpura_distance(segment_A.spiketrains)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 31,
"id": "19605a82",
"metadata": {},
- "outputs": [],
"source": [
"pairwise_vp_distance_B = victor_purpura_distance(segment_B.spiketrains)\n",
"pairwise_vp_distance_C = victor_purpura_distance(segment_C.spiketrains)\n",
"pairwise_vp_distance_D = victor_purpura_distance(segment_D.spiketrains)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1895,22 +1138,8 @@
},
{
"cell_type": "code",
- "execution_count": 32,
"id": "11653219",
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1100x1100 with 5 Axes>"
- ]
- },
- "execution_count": 32,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
"source": [
"fig, axes = plt.subplots(nrows=2, ncols=2)\n",
"im=axes.flat[0].imshow(pairwise_vp_distance_A)\n",
@@ -1938,27 +1167,29 @@
"fig=gcf()\n",
"fig.set_size_inches(11,11)\n",
"fig"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 33,
"id": "95bb1852-6550-4252-ac4e-6ce67acf6363",
"metadata": {},
- "outputs": [],
"source": [
"# clear up working directory: remove simulation results\n",
"!rm -f A-brunel-py-ex-2502-0.gdf\n",
"!rm -f A-brunel-py-in-2503-0.gdf"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": null,
"id": "4b86e3ad-e90e-40d1-8507-d6fcb09ade84",
"metadata": {},
+ "source": [],
"outputs": [],
- "source": []
+ "execution_count": null
}
],
"metadata": {
diff --git a/Tutorials/notebooks/Elephant_Tutorial_-_Spike_train_analysis.ipynb b/Tutorials/notebooks/Elephant_Tutorial_-_Spike_train_analysis.ipynb
index 882f0f0..1e2c511 100644
--- a/Tutorials/notebooks/Elephant_Tutorial_-_Spike_train_analysis.ipynb
+++ b/Tutorials/notebooks/Elephant_Tutorial_-_Spike_train_analysis.ipynb
@@ -35,600 +35,17 @@
},
{
"cell_type": "code",
- "execution_count": 1,
"metadata": {},
- "outputs": [],
"source": [
"#%pip install -r requirements.txt > /dev/null\n",
"#%autosave 0"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "application/javascript": [
- "(function(root) {\n",
- " function now() {\n",
- " return new Date();\n",
- " }\n",
- "\n",
- " var force = true;\n",
- "\n",
- " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
- " root._bokeh_onload_callbacks = [];\n",
- " root._bokeh_is_loading = undefined;\n",
- " }\n",
- "\n",
- " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
- " root._bokeh_timeout = Date.now() + 5000;\n",
- " root._bokeh_failed_load = false;\n",
- " }\n",
- "\n",
- " function run_callbacks() {\n",
- " try {\n",
- " root._bokeh_onload_callbacks.forEach(function(callback) {\n",
- " if (callback != null)\n",
- " callback();\n",
- " });\n",
- " } finally {\n",
- " delete root._bokeh_onload_callbacks\n",
- " }\n",
- " console.debug(\"Bokeh: all callbacks have finished\");\n",
- " }\n",
- "\n",
- " function load_libs(css_urls, js_urls, js_modules, callback) {\n",
- " if (css_urls == null) css_urls = [];\n",
- " if (js_urls == null) js_urls = [];\n",
- " if (js_modules == null) js_modules = [];\n",
- "\n",
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- " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
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- " if (root._bokeh_is_loading === 0) {\n",
- " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
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- " element.async = false;\n",
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- " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
- " document.head.appendChild(element);\n",
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- " element.async = false;\n",
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- " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
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- " document.body.appendChild(element);\n",
- " }\n",
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- " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\", \"https://unpkg.com/@holoviz/panel@0.14.4/dist/panel.min.js\"];\n",
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- " inject_raw_css(\"\\n .bk.pn-loading.arc:before {\\n background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n background-size: auto calc(min(50%, 400px));\\n }\\n \");\n",
- " }, function(Bokeh) {\n",
- " Bokeh.set_log_level(\"info\");\n",
- " },\n",
- "function(Bokeh) {} // ensure no trailing comma for IE\n",
- " ];\n",
- "\n",
- " function run_inline_js() {\n",
- " if ((root.Bokeh !== undefined) || (force === true)) {\n",
- " for (var i = 0; i < inline_js.length; i++) {\n",
- " inline_js[i].call(root, root.Bokeh);\n",
- " }} else if (Date.now() < root._bokeh_timeout) {\n",
- " setTimeout(run_inline_js, 100);\n",
- " } else if (!root._bokeh_failed_load) {\n",
- " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
- " root._bokeh_failed_load = true;\n",
- " }\n",
- " }\n",
- "\n",
- " if (root._bokeh_is_loading === 0) {\n",
- " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
- " run_inline_js();\n",
- " } else {\n",
- " load_libs(css_urls, js_urls, js_modules, function() {\n",
- " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
- " run_inline_js();\n",
- " });\n",
- " }\n",
- "}(window));"
- ],
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i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, js_modules, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));"
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- " }\n",
- " window.PyViz.comm_manager = new JupyterCommManager();\n",
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- "\n",
- "var JS_MIME_TYPE = 'application/javascript';\n",
- "var HTML_MIME_TYPE = 'text/html';\n",
- "var EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\n",
- "var CLASS_NAME = 'output';\n",
- "\n",
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- " * Render data to the DOM node\n",
- " */\n",
- "function render(props, node) {\n",
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- " style='height:15px; border-radius:12px; display: inline-block; float: left'></img>\n",
- " \n",
- "\n",
- "\n",
- "</div>\n"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "metadata": {},
"source": [
"import os\n",
"import numpy as np\n",
@@ -648,7 +65,9 @@
"\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -665,9 +84,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
"metadata": {},
- "outputs": [],
"source": [
"nix_path = '/opt/app-root/src/shared/Elephant Tutorials/Tutorials/data/l101210-001_small_cut_60.0s.nix'\n",
"\n",
@@ -675,7 +92,9 @@
" block = io.read_block()\n",
" \n",
"segment = block.segments[0] # Use first segment in the file"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -699,9 +118,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
"metadata": {},
- "outputs": [],
"source": [
"# Dictionary with key/value pairs for the relevant annotations\n",
"trial_properties = {'performance_in_trial_str': 'correct_trial',\n",
@@ -720,7 +137,9 @@
"# Create epochs between the events\n",
"trial_epochs = neo_utils.add_epoch(segment, trial_starts, trial_stops,\n",
" array_annotations=trial_starts.array_annotations)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -733,16 +152,16 @@
},
{
"cell_type": "code",
- "execution_count": 5,
"metadata": {},
- "outputs": [],
"source": [
"# Create the new block\n",
"trials = neo.Block()\n",
"\n",
"# Cut the recording segment into the trials, as defined by the epochs\n",
"trials.segments = neo_utils.cut_segment_by_epoch(segment, trial_epochs, reset_time=True)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -769,25 +188,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "{'trial_event_labels': array(['TS-ON', 'TS-OFF', 'WS-ON', 'CUE-ON', 'CUE-OFF', 'GO-ON', 'SR',\n",
- " 'SR-REP', 'RW-ON', 'GO/RW-OFF', 'STOP'], dtype='<U15'), 'trial_timestamp_id': array([1648723, 1648723, 1648723, 1648723, 1648723, 1648723, 1648723,\n",
- " 1648723, 1648723, 1648723, 1648723]), 'trial_id': array([17, 17, 17, 17, 17, 17, 17, 17, 17, 17, 17]), 'belongs_to_trialtype': array(['PGLF', 'PGLF', 'PGLF', 'PGLF', 'PGLF', 'PGLF', 'PGLF', 'PGLF',\n",
- " 'PGLF', 'PGLF', 'PGLF'], dtype='<U4'), 'performance_in_trial': array([255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255]), 'performance_in_trial_str': array(['correct_trial', 'correct_trial', 'correct_trial', 'correct_trial',\n",
- " 'correct_trial', 'correct_trial', 'correct_trial', 'correct_trial',\n",
- " 'correct_trial', 'correct_trial', 'correct_trial'], dtype='<U16'), 'trial_reject_HFC': array([False, False, False, False, False, False, False, False, False,\n",
- " False, False]), 'trial_reject_LFC': array([False, False, False, False, False, False, False, False, False,\n",
- " False, False]), 'trial_reject_IFC': array([False, False, False, False, False, False, False, False, False,\n",
- " False, False])}\n"
- ]
- }
- ],
+ "metadata": {},
"source": [
"# Select first segment as the trial for analysis\n",
"trial = trials.segments[0]\n",
@@ -797,7 +198,9 @@
"\n",
"# Inspect\n",
"print(trial_events.array_annotations)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -814,14 +217,14 @@
},
{
"cell_type": "code",
- "execution_count": 7,
"metadata": {},
- "outputs": [],
"source": [
"# Select only SUA spike trains with spikes\n",
"sua_spiketrains_with_spikes = [spiketrain for spiketrain in trial.spiketrains\n",
" if spiketrain.annotations['sua'] and len(spiketrain.times)]"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -847,20 +250,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 3 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "metadata": {},
"source": [
"# Create the raster plot of the SUA spike trains\n",
"# `axes` is the main raster plot.\n",
@@ -874,7 +264,9 @@
"# Add vertical lines for all important trial events\n",
"# (remove the last element in case there is overlap with the STOP event)\n",
"viziphant.events.add_event([axes_histx, axes], trial_events[:-1], key='trial_event_labels')"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -896,9 +288,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
"metadata": {},
- "outputs": [],
"source": [
"neuron = sua_spiketrains_with_spikes[0] # Select the first neuron from the SUA list\n",
"\n",
@@ -909,7 +299,9 @@
"\n",
"rates_20 = instantaneous_rate(neuron, kernel=kernel_20, sampling_period=sampling_period) # Use the 20 ms kernel to compute the instantaneous rate for the neuron\n",
"rates_100 = instantaneous_rate(neuron, kernel=kernel_100, sampling_period=sampling_period) # Use the 100 ms kernel to compute the instantaneous rate for the neuron"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -920,20 +312,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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- "text/plain": [
- "<Figure size 1600x800 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "metadata": {},
"source": [
"fig, axes = plt.subplots(2, 1, sharey=True, figsize=(16,8))\n",
"\n",
@@ -946,7 +325,9 @@
"viziphant.events.add_event(axes, trial_events[:-1], key='trial_event_labels')\n",
"\n",
"axes[-1].set_xlabel(\"Time (s)\");"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -957,12 +338,12 @@
},
{
"cell_type": "code",
- "execution_count": 11,
"metadata": {},
- "outputs": [],
"source": [
"rates_auto = instantaneous_rate(neuron, kernel='auto', sampling_period=sampling_period) # Compute the instantaneous rate for the neuron using the 'auto' option"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -973,20 +354,7 @@
},
{
"cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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- "text/plain": [
- "<Figure size 1600x400 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "metadata": {},
"source": [
"fig, axes = plt.subplots(figsize=(16,4))\n",
"axes.plot(rates_auto.times.rescale(pq.s), rates_auto)\n",
@@ -995,7 +363,9 @@
"axes.set_xlabel(\"Time (s)\")\n",
"axes.set_ylim([0,70])\n",
"viziphant.events.add_event(axes, trial_events[:-1], key='trial_event_labels')"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1008,12 +378,12 @@
},
{
"cell_type": "code",
- "execution_count": 13,
"metadata": {},
- "outputs": [],
"source": [
"all_rates = instantaneous_rate(sua_spiketrains_with_spikes, kernel=kernel_100, sampling_period=sampling_period) # Rates for all neurons with the 100 ms kernel"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1024,20 +394,7 @@
},
{
"cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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- "text/plain": [
- "<Figure size 1600x1000 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "metadata": {},
"source": [
"# Create the axes, setting the figure size\n",
"fig, axes = plt.subplots(figsize=(16,10))\n",
@@ -1047,7 +404,9 @@
"\n",
"# Add the events (need to rescale to the same units as the sampling period in `all_rates`)\n",
"viziphant.events.add_event(axes, trial_events[:-1].rescale(all_rates.sampling_period.units), key='trial_event_labels')"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1069,50 +428,12 @@
},
{
"cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "[2025-03-07 11:17:16,371] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,375] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,378] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,380] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,382] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,385] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,387] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,388] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,389] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,390] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,392] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,392] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,393] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,394] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,395] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,396] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,397] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,398] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,399] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,400] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,400] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,401] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,402] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,403] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,404] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,405] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,406] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,407] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:16,408] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "/srv/main-spack-instance-2402/spack/var/spack/environments/ebrains-24-04/.spack-env/view/lib/python3.8/site-packages/elephant/conversion.py:1130: UserWarning: Binning discarded 3 last spike(s) of the input spiketrain\n",
- " warnings.warn(\"Binning discarded {} last spike(s) of the \"\n"
- ]
- }
- ],
+ "metadata": {},
"source": [
"binned_spiketrains = conversion.BinnedSpikeTrain(sua_spiketrains_with_spikes, bin_size=3*pq.ms) # Create the binned spike trains"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1123,13 +444,13 @@
},
{
"cell_type": "code",
- "execution_count": 16,
"metadata": {},
- "outputs": [],
"source": [
"import warnings\n",
"warnings.filterwarnings(\"ignore\")"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1140,12 +461,12 @@
},
{
"cell_type": "code",
- "execution_count": 17,
"metadata": {},
- "outputs": [],
"source": [
"cross_corr_matrix = correlation_coefficient(binned_spiketrains) # Calculate the correlation matrix"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1156,20 +477,7 @@
},
{
"cell_type": "code",
- "execution_count": 18,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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- "text/plain": [
- "<Figure size 1400x1400 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "metadata": {},
"source": [
"# Create the axes, setting the figure size\n",
"fig, axes = plt.subplots(figsize=(14,14))\n",
@@ -1181,7 +489,9 @@
"axes.set_xlabel('Neuron')\n",
"axes.set_ylabel('Neuron')\n",
"axes.set_title(\"Correlation coefficient matrix\");"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1212,20 +522,7 @@
},
{
"cell_type": "code",
- "execution_count": 19,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1200x700 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "metadata": {},
"source": [
"interval_durations = np.vstack([np.diff(trial.events[0].times.rescale(pq.ms))[:7] for trial in trials.segments])\n",
"median_duration = np.median(interval_durations, axis=0)\n",
@@ -1237,7 +534,9 @@
"plt.xticks(np.arange(8), labels=trial.events[0].array_annotations['trial_event_labels'][:8])\n",
"plt.yticks(np.arange(0, 1250, 50))\n",
"plt.ylabel(\"Duration (ms)\");"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1254,9 +553,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
"metadata": {},
- "outputs": [],
"source": [
"# Get events corresponding to the 'SR' label (first event is data from the digital inputs)\n",
"SR_events = neo_utils.get_events(segment,\n",
@@ -1271,7 +568,9 @@
"# Cut and store the segments in a new block\n",
"SR_trials = neo.Block()\n",
"SR_trials.segments = neo_utils.cut_segment_by_epoch(segment, SR_epochs, reset_time=True)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1284,13 +583,13 @@
},
{
"cell_type": "code",
- "execution_count": 21,
"metadata": {},
- "outputs": [],
"source": [
"neuron_1_spiketrains = SR_trials.filter(objects=neo.SpikeTrain, name=\"ch6#1\") # Select neuron 'ch6#1'\n",
"neuron_2_spiketrains = SR_trials.filter(objects=neo.SpikeTrain, name=\"ch29#0\") # Select neuron 'ch29#0'"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1314,30 +613,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "[2025-03-07 11:17:17,526] utils - WARNING: Correcting a rounding error in the calculation of the number of bins by incrementing the value by 1. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:17,527] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:17,865] utils - WARNING: Correcting a rounding error in the calculation of the number of bins by incrementing the value by 1. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:17:17,866] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1600x800 with 2 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "metadata": {},
"source": [
"# Create the axes, setting the figure size\n",
"fig, axes = plt.subplots(2, 1, figsize=(16,8))\n",
@@ -1352,7 +628,9 @@
" histogram = time_histogram(spiketrains, bin_size=5*pq.ms, output='rate') # Compute the histogram\n",
" plot_time_histogram(histogram, axes=axes[plot], units=plot_unit) # Plot in separate axes, using `plot_unit` as the unit\n",
" viziphant.events.add_event(axes[plot], event, key='trial_event_labels') # Add the event"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1368,47 +646,26 @@
},
{
"cell_type": "code",
- "execution_count": 23,
"metadata": {},
- "outputs": [],
"source": [
"neuron_1_spiketrains = [spiketrain for spiketrain in neuron_1_spiketrains]\n",
"neuron_2_spiketrains = [spiketrain for spiketrain in neuron_2_spiketrains]"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 24,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: title={'center': 'ISI distribution'}, xlabel='Inter-spike interval (s)', ylabel='Count'>"
- ]
- },
- "execution_count": 24,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1000x600 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "metadata": {},
"source": [
"# Create the axes, setting the figure size\n",
"fig, axes = plt.subplots(figsize=(10,6))\n",
"\n",
"# Plot the ISI histogram of the two neurons\n",
"plot_isi_histogram([neuron_1_spiketrains, neuron_2_spiketrains], axes=axes, bin_size=1*pq.ms, cutoff=100*pq.ms, histtype='bar')"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1436,9 +693,7 @@
},
{
"cell_type": "code",
- "execution_count": 25,
"metadata": {},
- "outputs": [],
"source": [
"neurons = {} # Initialize the dictionary\n",
"\n",
@@ -1456,7 +711,9 @@
" sliced_spike_train = spiketrain.time_slice(t_start=0*pq.s, t_stop=3*pq.s) # Extract the interval between [0, 3s]\n",
" \n",
" neurons[name].append(sliced_spike_train) # Append to the list"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1467,12 +724,12 @@
},
{
"cell_type": "code",
- "execution_count": 26,
"metadata": {},
- "outputs": [],
"source": [
"fano_factors = {neuron: fanofactor(spiketrains) for neuron, spiketrains in neurons.items()} # Use the `fanofactor` function to compute the Fano factors"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1483,25 +740,14 @@
},
{
"cell_type": "code",
- "execution_count": 27,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "metadata": {},
"source": [
"plt.hist(fano_factors.values(), bins=np.linspace(0,5,51))\n",
"plt.xlabel(\"Fano factor\")\n",
"plt.ylabel(\"Count\");"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1514,9 +760,7 @@
},
{
"cell_type": "code",
- "execution_count": 28,
"metadata": {},
- "outputs": [],
"source": [
"def find_closest(value):\n",
" \"\"\"\n",
@@ -1531,7 +775,9 @@
"\n",
"large_ff_spiketrains = neurons[large_ff_neuron_id] # Get the spike train list of the neuron with Fano factor close to 4\n",
"small_ff_spiketrains = neurons[small_ff_neuron_id] # Get the spike train list of the neuron with Fano factor close to 1"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1542,13 +788,13 @@
},
{
"cell_type": "code",
- "execution_count": 29,
"metadata": {},
- "outputs": [],
"source": [
"cv_isis_large_ff = [cv(isi(spiketrain)) for spiketrain in large_ff_spiketrains] # Compute the CV of the ISIs of the neuron with large Fano factor\n",
"cv_isis_small_ff = [cv(isi(spiketrain)) for spiketrain in small_ff_spiketrains] # Compute the CV of the ISIs of the neuron with small Fano factor"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1559,20 +805,7 @@
},
{
"cell_type": "code",
- "execution_count": 30,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 1800x1000 with 4 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "metadata": {},
"source": [
"fig, axes = plt.subplots(2, 2, sharey='col', figsize=(18,10))\n",
"\n",
@@ -1590,7 +823,9 @@
"axes[-1, 1].set_xlabel(\"CV\")\n",
"\n",
"fig.tight_layout()"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
diff --git a/Tutorials/notebooks/Elephant_Tutorial_-_Surrogate_techniques.ipynb b/Tutorials/notebooks/Elephant_Tutorial_-_Surrogate_techniques.ipynb
index d0eb5c0..68d5602 100644
--- a/Tutorials/notebooks/Elephant_Tutorial_-_Surrogate_techniques.ipynb
+++ b/Tutorials/notebooks/Elephant_Tutorial_-_Surrogate_techniques.ipynb
@@ -20,617 +20,17 @@
},
{
"cell_type": "code",
- "execution_count": 1,
"metadata": {},
- "outputs": [
- {
- "data": {
- "application/javascript": [
- "IPython.notebook.set_autosave_interval(0)"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Autosave disabled\n"
- ]
- }
- ],
"source": [
"# %pip install -r requirements.txt > /dev/null\n",
"%autosave 0"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 2,
"metadata": {},
- "outputs": [
- {
- "data": {
- "application/javascript": [
- "(function(root) {\n",
- " function now() {\n",
- " return new Date();\n",
- " }\n",
- "\n",
- " var force = true;\n",
- "\n",
- " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
- " root._bokeh_onload_callbacks = [];\n",
- " root._bokeh_is_loading = undefined;\n",
- " }\n",
- "\n",
- " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
- " root._bokeh_timeout = Date.now() + 5000;\n",
- " root._bokeh_failed_load = false;\n",
- " }\n",
- "\n",
- " function run_callbacks() {\n",
- " try {\n",
- " root._bokeh_onload_callbacks.forEach(function(callback) {\n",
- " if (callback != null)\n",
- " callback();\n",
- " });\n",
- " } finally {\n",
- " delete root._bokeh_onload_callbacks\n",
- " }\n",
- " console.debug(\"Bokeh: all callbacks have finished\");\n",
- " }\n",
- "\n",
- " function load_libs(css_urls, js_urls, js_modules, callback) {\n",
- " if (css_urls == null) css_urls = [];\n",
- " if (js_urls == null) js_urls = [];\n",
- " if (js_modules == null) js_modules = [];\n",
- "\n",
- " root._bokeh_onload_callbacks.push(callback);\n",
- " if (root._bokeh_is_loading > 0) {\n",
- " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
- " return null;\n",
- " }\n",
- " if (js_urls.length === 0 && js_modules.length === 0) {\n",
- " run_callbacks();\n",
- " return null;\n",
- " }\n",
- " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
- "\n",
- " function on_load() {\n",
- " root._bokeh_is_loading--;\n",
- " if (root._bokeh_is_loading === 0) {\n",
- " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
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- " console.error(\"failed to load \" + url);\n",
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- " element.rel = \"stylesheet\";\n",
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- "\n",
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- "\tcontinue;\n",
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- " var element = document.createElement('script');\n",
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- " element.onerror = on_error;\n",
- " element.async = false;\n",
- " element.src = url;\n",
- " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
- " document.head.appendChild(element);\n",
- " }\n",
- " for (var i = 0; i < js_modules.length; i++) {\n",
- " var url = js_modules[i];\n",
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- " element.onload = on_load;\n",
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- " element.async = false;\n",
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- " element.type = \"module\";\n",
- " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
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- " }\n",
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- "\n",
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- " const element = document.createElement(\"style\");\n",
- " element.appendChild(document.createTextNode(css));\n",
- " document.body.appendChild(element);\n",
- " }\n",
- "\n",
- " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\", \"https://unpkg.com/@holoviz/panel@0.14.4/dist/panel.min.js\"];\n",
- " var js_modules = [];\n",
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- " inject_raw_css(\"\\n .bk.pn-loading.arc:before {\\n background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n background-size: auto calc(min(50%, 400px));\\n }\\n \");\n",
- " }, function(Bokeh) {\n",
- " Bokeh.set_log_level(\"info\");\n",
- " },\n",
- "function(Bokeh) {} // ensure no trailing comma for IE\n",
- " ];\n",
- "\n",
- " function run_inline_js() {\n",
- " if ((root.Bokeh !== undefined) || (force === true)) {\n",
- " for (var i = 0; i < inline_js.length; i++) {\n",
- " inline_js[i].call(root, root.Bokeh);\n",
- " }} else if (Date.now() < root._bokeh_timeout) {\n",
- " setTimeout(run_inline_js, 100);\n",
- " } else if (!root._bokeh_failed_load) {\n",
- " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
- " root._bokeh_failed_load = true;\n",
- " }\n",
- " }\n",
- "\n",
- " if (root._bokeh_is_loading === 0) {\n",
- " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
- " run_inline_js();\n",
- " } else {\n",
- " load_libs(css_urls, js_urls, js_modules, function() {\n",
- " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
- " run_inline_js();\n",
- " });\n",
- " }\n",
- "}(window));"
- ],
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i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n var skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-h5', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'gridstack': {'exports': 'GridStack'}}});\n require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n })\n require([\"notyf\"], function() {\n\ton_load()\n })\n root._bokeh_is_loading = css_urls.length + 2;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length;\n } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/gridstack/gridstack@4.2.5/dist/gridstack-h5.js'];\n for (var i = 0; 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i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, js_modules, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));"
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- "var HTML_MIME_TYPE = 'text/html';\n",
- "var EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\n",
- "var CLASS_NAME = 'output';\n",
- "\n",
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- " * Render data to the DOM node\n",
- " */\n",
- "function render(props, node) {\n",
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- " style='height:15px; border-radius:12px; display: inline-block; float: left'></img>\n",
- " \n",
- "\n",
- "\n",
- "</div>\n"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
"source": [
"import random\n",
"import numpy as np\n",
@@ -653,13 +53,13 @@
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"%matplotlib inline"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "code",
- "execution_count": 3,
"metadata": {},
- "outputs": [],
"source": [
"SURROGATES_DATASETS = Path(\"/opt/app-root/src/shared/Elephant Tutorials/Tutorials/data/surrogates\")\n",
"SURROGATES_RESULTS = SURROGATES_DATASETS.with_name(\"surrogates-results\")\n",
@@ -727,7 +127,9 @@
" [cch, cch_mean, cch_threshold], units='s', maxlag=maxlag,\n",
" legend=['raw CCH', 'mean surr. CCH', 'significance threshold'],\n",
" title=f'CCH ({filename1}-{filename2}) and significance ({surr_method})')"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -749,67 +151,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "This figure shows a raster plot. That is showing the spike times \n",
- "depending on time and trials for both spike train data sets in different colors.\n",
- "The upper plot shows a PSTH, i.e. it sums the spikes over trials for both spike trains.\n",
- "While the right plot shows the spikes summed over trials.\n"
- ]
- },
- {
- "data": {
- "image/png": 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soDxQTX+aY2crUrBvqaAyBRA02w296YK0oQr/JWTmxSC9YYMU/FjfUizhOewc9qWpvubrB5S5rBmxhFW/xZI3XR3g/Dz66KPqjjvuqLa02HHHHau3P4MK39cic1xr2dC3S5QCAXMP8Q1MVeRgCp1UCH3K7yoyt3tp+ocldBwwb6mIy6+gdkNvuiBtlPZLyFfct/GGrQ3Y/GmC4luKJTxI3Du+dGguYZkE765/edjXxc+aNWvUpz71KfWTn/yk+sRdY8yYMeqNb3yjOu2009SkSYM5QCTCYSmffpdiBxTmEp3vU37iEqa3Xw4eFQQYmYKmTVgpA8g95lseM+7UX0Icb498b/5s41/bes/Vzx639ZtreQozdjEI+YN5O+Zqk9IG1k7oNQXDt4TVZfJ6Xxc/n/nMZ9R1112nvvSlL6k99tijOnb99derT3/609W5T37yk9x2CgThf8X73uTEFneMBHgvt4ryoHfZBnkDA/0F4lsGMuOO+UXuenuE+WIO8nbMHP+YmMXwamyFgc2Opv/1dU27uJcbKW/HUrQhEJRc/Fx88cXqi1/8onrJS14ydGy//fZTEyZMUKeccooUP4J0SE2SxvSL7RPKrcK+YTJtS7EM4Fo2gXDYMNuXQL6YMxF688cdM9eY2HhTNjTH27TD5n99T5Pzwr3c6Hs7Bs0jjjZigH0by/TMCOnvmOcH7TP9vip+1q1bp2bNGvkg2mKLLapzAkFfLtHF9gsp3KhvmFLFBKFz5SwomktLkOUlSDFggsLhwsbMVbz6ZBpc7TT79ZHkMZyX0BJeCBw5BGkj11urEBwFY7M4CfFsbORlvQ1S/ZGL3jfy/eddr9Y9vZEeovFYb5qaNG7LgflMv6+Kn0WLFlVvfv793/+9etujoYueM888szonEAiIvxxS8JOw57iKMN+brvpNjs2OUDHgspej+PO9cXMVr9x2uHLEVYhCls5ycdRcqPt3fVXoywezDQinC2KPUTDOWb1e7THubvXV7905dNnasZupjx/5GrVFo1BpFkQmeXnZXX9R+/zvMWrydzYKveqP8384RpNin+16w9hJ6tE3nKNm+T7T79JXlINU/Hz0ox+ttrDYd9991XOf+9zqa68//elPavz48eqcc87ht1IgGCSk4CfZ4CtmOIowWxuuZS1fUZXjTR+02GvjrWPINszSWSxHjWOpt/l2DJIPUEmQSLtshYrWLXvP109Ry3vThynwayFa/WZHK91rUdkXjp6h5o+aqrYes7gSej35yfeqJb15I67X/o6+4Eg168dH8Gl/CUgY1dPyzAToNz0//elPq0/ddRPz589XBx10kJo4caIqCatWrapI2ZqQPXXqxs8KTSy5+Uo1/8LXqyVv+rmav+srstsoELAjRLxt81+Tpf6rtlS7KLZxCDSGfgnfd5NSZ++n1PFX+EnzIdshvmUQUxyBNY+oDef/nRqt93REQL/Zuf2tl6mnps6zL52ZXybqAqwZwzqu5rJm45pbl61Qb/jPK9VFJ71CRA9zvvn5yle+UvF73va2tw07/oMf/KDS/jn++OGqvwKBIDNKli4o1bZS7aLYxsXf4SDSQ5Z6Q+2lGBtAm6MNsdglD69SJ59/k/rggQvVtjMnVXsqfu5/F6svHL5oaEPr0ZO3UAtj/e2DT/n7svi54IIL1Oc+97kRxxcsWKD+4R/+QYofgUAg6AeUXBC24P+kyWvVHWNXqWMu1l9vbfyCa9K4+WrS9nsoFaPLA5G/aBwft0rI0q0UP3oT09mzZ484rhWe9TmBQCAQ9ClyC30WBJv6cpTyMkT+wnLNgrGT1Nbq/6P1KaAXP1tttZW64YYb1LbbDv8XgebVzJnz7OZzJeCZZ54Z4v64sGbNWrXqqVEb/++5TiAQCAYWGyYq1Zus1AUNWsPYyRuPD9Bzc8ZYpWbMaLCi1TP03xtjN1fqqMuVWvvo8OOTZm48p9s1r1m+RKmfvV/NeHq5WrN6lVq1qmnLRmge7pIlS9Quu+yixo6N2sWqb0EiPJ999tnqa1/7mvqnf/ontffee1fHrr76avXZz35WHXvsserd7363KgU33nijOvzww9s2QyAQCASCrPB96DPoIJWE+jP3FStWVErOTz31VHVM6/28613vKqrw0dhhhx3UX//6V3Xrrbeq6dOf/VxRIBAIBIJ+xIMPPij/6E/1qbvG6tWrq8JCf96uiwyt81MaVq5cqWbMmFEVa1L8CAQCgaDfcd9996lXvepV8ubHg6jFwClTpqgXvehFMU0IBAKBQCBIgfv/oNSUyeliO7kgLSwkhAlFxZ9/odQN39z4593fufH/d/1WqR32Ueq5fxu+t74Wc1+ovXGTlHpqbVxbmP4o9vtsbbZrtuU7V3puQPyj9hNqz2UL9TqMLSH7UowpZ0xS2AOdO5xzIXYcXOehxym5QfE11TMC639qezD4+t8qNY68uBPG2AlKnXh9JwugqGWvLiDJspdO6vMb8uQ1Ro1RqveMUod/1//g1ffW10LvC9oyWn+OodSo0Ur1NtDawvRHsd9nq0az3WZbZp+pfEuVGyH/YvrxteeyhXodxhYNn30pxpQzJhww7dnnH5X67X+E547PD2zcQtdTz0OPmz5j5gLG11TPCKz/qe3BLnu95UE1NWXxoxFS+C4U+reQAAtdzatRxsFRG5NcJ/tdV/rvHXr4jYLfF2pPFxMaupigtoXpj2K/z9Zmu2ZbvnPF58aosH/UfkLtuWyhXoexJWRfijHljAkHTHtuvxQ2dzjnQuw4uM5Djzd9huYGxddUzwis/6ntEbBBih8KqlfWZjXdezbZd3iF/956QlRtAO8LtVcPZfU2hdgWpj+K/T5bm+2abfnOFZ8bvbB/1H5C7blsoV6HsSVkX4ox5YwJB0x7FrwaNnc450LsOLjOQ483fYbmBsXXVM8IrP+p7RGwQZa9qKh4A+dt/AfcbkduPKare53koLXpTddi7gu1N26iUk+ti2sL0x/Ffp+tzXatPIfIOOWCmRsQ/6j9hNpz2UK9DmNLyL4UY8oZkxT2QOcO51yIHQfXeehxSm5QfE31jMD6n9qe0pa93v49pXZ+jeoapPihIERahJIufSQ6H3kZQijE+kEhMlLajyEw5iIQxvTLRaalxo6DeMwZZy7CKsWmVB8CcJCWIW1zzOXQddCx5/YlxccNbX74kYozRmw/a/EzZrxSJ93QOdKzFD/chF8NKOnSRaLzkZchhEJoYRJDZKQQLSGxcd1P9ROLmH65yLTU2HEQjznjzEVYpZBHU30IACX8x9jMNZdD15lj7Rp7bl+4x7qEDz+4+4lsP2vx01HSs3B+uAm/UNKlj0TnIy9DCIVYPyhERgrRMobASPUTi5h+uci01NhxEI8548xFWKWQR1N9CAAl/MfYzDWXQ9eZY+0ae25fUnzc0OaHHyn6EcJ0ckjxw034hZIufSQ6H3kZQijE+kEhMlKIljEERqqfWMT0y0WmpcaOg3jMGWcuwiqFPJrqQwAo4T/GZq65HLrOHGvX2HP7kuLjhjY//EjRjxCmk0OWvSB8jV/9P6Vuv0SpBX+j1AEfG05kW/b7jf9i0g8OfS5IkGtyBTwkOh95edg1azetcQeIzk4uiEFM1P6velCpaXNHkkHNfkH8AuN6r98A+4aRRYnr7RAOzI3n6a2RGwKWIWJjY1yxZFqI765jtv5jiMeV/d9UatQoHjIwhbBqyy8KebSat5cqNXMHpaZvAyTXQnkzDtIyZI77+qPkeD1vQ2Nmuw5KTqbkRB3/5rPRFkOzPd99I9ow+UotffhB4TSGro8gTGdd9hrbTaFDKX5CfA1d3Oh18Bp6XbxZ5LQlwsXdN5SvwsH9ydFmLntix7Xt+1O1RQWXDTlzitJG6Foqj4dDMLAL95WQq7E2JfQhSfFz6FeVmrVz32xxIcteIb6GfuPThP4XCTengQLuvjGCeBg/YjhQMW3msid2XNu+P1VbbduQM6cobXCJ5KUQDOzCfSXkaqxNJfrggy58NKnZ/Olg4aMhxU+Ir6GXuprQr2K5OQ0UcPeNEcSL5f7kaDOXPbHj2vb9qdpq24acOUVpg0skL4VgYBfuKyFXY20q0YcBgix7NVGtbVv4GtS1axMRa7jR7UGudfkf6we0b+42c9kTO65t35+qrbZtyJlTlDYwXCwoB4njuq7cV0KulpBzuZa9ju/e5+w+SPFDIcPGCOClFAnEtN8kcc97cT6fuO7lgsuG3LZxEiVz2pHbvjb75Gi/hJwPofTcp97TRpstgb34GdtNUrMPUvzEkBApAngxZDgNDnEwXfg0SdxVJmTwieteLrhsyG1bKUTJtsjGHEjdZ25CdFsoPfdT2diFscld/BzaIDh3lNTsg3B+mkgpCJdaJBDTvkni1sjhE9e9XOASdExlB9f1qezIbV+bfeYmRLeF0nM/lY1dGJs2Cc6b9VfhoyHFTxMpBeFSiwRi2jdJ3Bo5fOK6lwtcgo6p7OC6PpUdue1rs8/chOi2UHrup7KxC2OTG4/8Ran7bsL/PL5UdQGy7IUhoNnEvkwydIiT0xTPg7zeNa8PiYPd8kOlJs9Uat9T/ZygP5yv1F1XKbXDy5V60eF+oTNT5NFl45bPx20o6BRB9MTPJkIZw9txxdNmW5B86eFn+fwaIcg3bzj/yukzhLQN7B8rMOfLCah9FNjiUfsJEfvkEjeE8AF9bZh5Bb7Xcg1oLBDcwdBzBNov1H5KXG33xHJ2mm1q5OACJuIZZd/bq4P8ICl+oIBwcEJ8mZTcjvraJnycoGr0Cfygpsgjx4aCULtc/mmk4u3ECK6Zdrn88sWwzifTZ864UvwN5UQq2HIgdiPWNnhOFO6gq33o/MRyB5uw2YPNAWqcY+ZgDCk9BxcwIc+o1eKnI1+GybIXFBAOTogvk5LbERIphG7IaMIn8sixoSDULpd/KXk7MYJrmHi7YljFmrhRKmW8of6GciIVbDkQuxFrGzwnCnfQ1T50fmK4g5Ccw+ZAl0QPc3EBhWfUKqT4gQLCwQnxZVJyO0IihdANGU34RB45NhSE2uXyLyVvJ0ZwDRNvVwyrWBM3SqWMN9TfUE6kgi0HYjdibYPnROEOutqHzk/fcwsyz2JzoEuih7m4gMIzahWy7IWBc505sDFgqA1sn75rfSKFI9a0ge2GeCDDeAxUzgXALpd/Id5ODtG6UG74/PLFMDSmUNtD/WP9hXKDuGGLR+w4c/GTsHMV89zwtQ+dn77nlnk9JOewOUCNc8wcpCLlMwXSTyRk2SsMKX5MDCNPIsi75r0P3rbxmI/YHCJH24iuob4hpGEsCdZlK4ZobPZb+wYhSYfiFE1yZBR0pMaX087USGGL2SaVAJwyV1L5kzOHU6IUOyBoMxcyQAjPYUjx00QMede8twnszuFQ0qGrrWpkPe1iSc8Y0iSU/NuEL86QOOUgu0KupcaX087USGELFwFYI1WupPInZw6nRCl2QNBmLmSKS/Li51DHDu8dEkQUzg8Xede8N2Z3dCjpkEIappCeMaRJEPnXgC/OXMKOUL9irqXGl9PO1MghMEclAKfMlVT+5MzhlCjFDgjazIWS48Kxw3uHBBGl+OEi75r3xuyODiUdUkjDFNIzhjQJIv8a8MWZS9gR6lfMtdT4ctqZGjkE5qgE4JS5ksqfnDmcEqXYAUGbuVByXCgCiB0RNLRBlr04ybvNex/8U9zu6FiiK4Y0TCE9Y0iTEPJv7duc54XjHIpTLrIrlpSqkZqA2QZS2MJFAE6ZK6n8KYWwHYtS7ICgzVzoJ87P2G4IGtogxU8bRDYKuTO2Tyw4+qGQPEP9pogVllxOaZ+q3suFEojAMfHCjBHXvLQdC30QEfthAMVGzutT3GcbO9/HIdDnY05SeYz/LSAr4fn48gUNbZDiJzeRjULujO0TC45+KETlUL/cBOXmdU1w7ixNIUrn3JG8tJzyEZmb4Fb6hRCohxS3HR9ExH4YwJVzKWIRG8MmzDjazoWejzlJ5R0kfUvxE4ZwfqjgUizNtYs6BqnVkakKqtwE5fo6iooyp/Js6nEtgQgcq5YNHSNOJWHXXHV9EBH7YQBXDFPEgnqfbezMONrOhZ6POUnlg05u7lNI8UMFl2Jprl3UMUitjkxVUOUmKNfXUVSUOZVnU49rCUTgWLVs6BhxKgm75qrrg4jYDwO4YpgiFtT7bGNnxtF2LvR8zEkqH3Ryc59Clr2i19MRO2u7SJlO4qaFWzCCUJuIM4DdgR7bBnU39RQEZc1HWP2QUlO3NFSDiTvCU+1ISYosgQiMGY9Ro0aqeEM/AKD6Y5uXpi2hDyKgJGyXn1gbua/nvs87vxwfh5jPDQ3IhxU+myFq1Gw8x/ZJ30J4DkOKn5TrtbFr5z6xxdScgdS8nxT3YUHlHgnSoKS4p7SlJD9TopT5XwLvrvTi51CPaKEPHRE0tEGWvXKKt2HXzn1ii6k5A6l5Pynu47JP1u7bQUlxT2lLSX6mRCnzvwTeXZdFC7f2/HS08NGQ4ieneBt27dwntpiaM5Ca95PiPi77ZO2+HZQU95S2lORnSpQy/0vg3XVFtPA+xE+HBQ41ZNkr9Xpt7Nq5T2yR0jY3Z4azP+6+Y/opZO1+4FBS3FPaUpKfKVHK/C+Bd9dvnJ+x3RU41JDihyJOZqJ5nQZGpI+NZOdoU4Mi4IfpU4MiNlbf5xKMc/kHPcftp0+0LbZNyjXm9VibMHkLtZHSZooxrOOx6sGNRFuXgF7IJltupsw5V9vcfbqeGaG5KOgEshGej++mwKGGFD8aGHGy0L1VVB33YIS5oAi1aSIFkbvpM0ZsrIKH1G27J6d4WazgXi7y5RBBHmETJm+hfmhg20z5oYEJ6HzzfXBg+piDCJ2aABwSbxR0DlL8hCGcH6w4mQnMTt4xAocu+NocsYM6UMAP06fpM1RsrL7PR+q2+ZdTvCxWcA/aJuUa83qsTZi8hfpBaTPVhwa23IfON98HB20QoVMTgEPijQJBH0KKH6w4mQnMTt4xAocu+NocsYM6UMAP06fpM1RsrL7PR+q2+ZdTvCxWcA/aJuUa83qsTZi8hfpBaTPVhwa23IfON98HB20QoVMTgEPijQJBH0KWvTACZ02M4DY4dvI2uRi28z5RP8hafS0iNmXOyD40MLvDu/qxnvf4POLvnliZpG4rHwEh0EfhR3i5FjaBuvOUWv3gxphv+XwcZ6nZ5rLfK3X7JUot+Jvh4mtBwTbjHowIYLOPWkxu7HilHr3LLwIHFSO05UX1Zx9vy0U6J/JcdIxu+aFSo8coNXvhRhs1oMKCdWyeeECpaXPdPuYiQpvCf7H8wIrbY865wAcWOZGay9clEGIhhOcwpPixIbTGDl2Dh3IxsO2lXqvn5BhQ+SvUvlOLP5r3xHCW9C/oavw2QY9nqPCg3BPrQxtjGpMHMRw+jv5TgMOe0nzqup0Fx4K9+DnUIoLYYYFDDVn2soFrg00oF4O66WOqtXpOjkGuzRhj7o+5J4azpN/eNKHHMwTKPbE+tDGmMXkQw+Hj6D8F2hQdzY2u2DlIsZhlEUHscOGjIcWPDVwbbEK5GNRNH1Ot1XNyDHJtxhhzf8w9MZwlvWzVhB7PECj3xPrQxpjG5EEMh4+j/xRoU3Q0N7pi5yDF4pG/dF7U0IQse7kQWteHrvtDuRiY9pycIca1ek5eA7at2L4p98fcE4p97IaLJij3xPrQxpjG5IGTC5YxD7nBYU9pPnXdzkJjkYTzM7bbooYmpPhJJUCGFVPzCfilEB6jiOjp61cuU+rRO0cSdKntctkXc28KAbkYwUHI9TXpeeaOSk2fxyMASbXBlQuYNjlJ6rHtprabitRCh/1iU442C7chGeH5+O6KGpqQ4ieFAJkGhcBsE/BLITxGFtHTr696brItF1GRm+yak9jKITgYut4kPdfjEiMAGWuDjXhNJfJzEaKpY5vSbipS5WlJBOoU8SyBPN2CDVL8hCGcnxQCZFQCs03AL4XwGJX8aWqnmGRbLnIeN9k1VV8pBAchNpik51pPJ0YAMtYGG/GaYx7E2Esd25R2U5Fa6LAEAnUqwcu2CcMl2CAYASl+UgiQUQnMNgG/FMJjVPKnqZprkm25yHncZNdUfaUQHITYYJKeayXlGAHIWBtsxGuOeRBjL3VsU9pNRWqhwxII1KkEL9smDJdgg2AEZNkLA5fQGJRc6eQGBQT8Vt4LF6CD8iCaYm8aIUHD33xWqTWPKjVtjlJPrXfbEvQHuOmlSerFrJlThCOd40rki/hI7pA8CMWqjs/MHZSavo1dSDCW4BvyH0K8phL5IYDcA/pwAShuiWk/GXcl807nKdoI8hyZ45maPB2yrfn83OXNcBFR6LPSAiE8hyHFT6lcFMp9FB5EaLNHCocFYptGqE+ojSnippFinZ4yRhq5+SclcCVSI5WPgxA7KlLxu9pCyDYODqAG0nfW4ufQTQKHHRc1NCHLXqVyUSj3UXgQoc0eYzfybGsD2Ni4pVqnx45RWxuEDgJPoc0xHlTkFrwsQRA396bDqQQON+ufwkdDip9SuSiU+yg8iNBmjxQOSwkbwMbGLdU6PXaM2togdBB4Cm2O8aAit+BlCYK4uTcdTiFweN9Nw3/6QPBQlr2w4BZe476PwoOA8CIom6P6+tXAiEim4oT4rk3FFcCOkUYq3kysnV1Hm2M8qEg9l3MjxfOTMv9zbmw6tvuCh1L8pBKFM89BSHFQAcUYO7j6THGd61ou8misvZjjsbHlsi3mHAWccyhVn5h7UoxjqhxI2Wcpfdj60uB+ZnCPe87Y5NrV/fhuCx5K8UMl1fmup5KKzfMUcixU6C6mT0y8SiEex9qLOe6yOZa4SRkz6jkKOOdQqj4x98TOkRQ+l0oYzklKDhGCNXLPM0p7CSHFTxjC+UkhCkchFdvOxwq5Uc5xC7yVQjyOtZdD5DLWF0q71HMUtCEwmZJAm2IcU+VAyj5T2cXRl40Q3MY8o7QnaBVS/KQQhaOQim3nY4XcKOe4Bd5KIR7H2sshchnrC6Vd6jkK2hCYTEmgTTGOqXIgZZ+p7OLoy0YIbmOeUdoTtApZ9iKJtjXXmgMChbXQXrU5KWLn77of333gazw2QkUbQ0KJvte4mF3IbXGA9hNqF9qOy3/ocV9fscRNrG0x50C2IEQ7Mf6g7UCIM2L6JeUCU99Ym7jvST320f07CMHQuR7kwiHnGdReTg6gA0J4DkOKnxqx/BobUq4Rt8WXwN7XJj+Cu53S+moTpfrZpl2lxmSQ/EzBRWzb1hzFz6GbhAyh6APBQ1n2qhHLr7Eh5RpxW3wJ7H1t8iO42ymtrzZRqp9t2lVqTAbJzxRcxFQowQZTyBD60/HCR0OKnxqx/BobUq4Rt8WXwN7XJj+Cu53S+moTpfrZpl2lxmSQ/EzBRUyFEmzwCRn2iZihC7Ls1QSU65KD05DCltz2cdjJxSNoi49QynLAIPnZpl2lxmSQ/Izlc+VEIhvYOD9juy9m6IIUPy7UpDmNJhkYAjDpkUl4jmIrt4hX7P2h+2LOx9pUEcoDu8NTxiwmR2LaDV2Xst+USDEGqVF9DHCJUgv+Brbbd0m2t42YZ3Sfg5XwfHy3xQxdkOLHR0RrIhdZmUqqxtiaQryNYjv0vpjzsTZVK8MblBo1WqnehnxE+JRidtzx6iJ5tASbdeGjxU9raDFUSAFUgu1tI+YZPQCQ4icM4fzYQNmJl4usTCFVx+wa3OyjDQE2yH0x52Nt0oWPhi58chLh2xDvS91vSrQhsBgL/cZn2N8vhd1Xgu1dfkYLBFL8OEDZiZeLrEwhVcfsGswh4kW1HXpfzPlYm+p/H1RvfjIS4dsQ70vdb0q0IbAYC73UNezvr4bdV4LtXX5GCwSy7BVaT7bsxMslYsYpPOey1bcJoEsYMdQ3iHtDuN923wi7AbvA16KSHOJrw9r0CFRS+khFro8VcgzFkupPDo5K1o8RmHhtIQHQ0HzBjFG/cXJCzz0uDlwHOVhCeA5DOD8YdHGt3bRZIzenh3J/V7knbYHbd872+mlccgiDQu8pOa4lcHJyCR4WOA6k4udQi9BhH4gZuiCcHwy6uNYe2gSQ2lbq+7vKPWkLbW9SmtO2NpFzc8tYLtygc3JyCR6WPA6xQoeb9WfhoyHFDwZdXGsPbQJIbSv1/V3lnrSFtjcpzWlbm8i5uWUsF27QOTm5BA9LHgeK0OHj/Sts2IQse2FRgjBWjM0auTdVpN5P6auL48MFbt852+uncckhDAq9p+S4Qjg5/SJ4WNg4RHF+xvavsGETUvyYsJGDsUKAXAJ2IQG0WKFCDEkPEhdM21wEQapYX26CYmGEyL5DSWNNRW479fPllh9s5HXse2rZsek6Mo9tNOH5+P4UNmxCih8sOZiDhAi5JiSAFitUGEM+tsUF0zYXQZAq1peboFggIbKvUNJYU5HbTvP5olFqbLqOFnJQip8whPODJQdzkBAh14QE0GKFCqnkYwhpOhdRkyrWl5ug2C+EyFJR0lhTkdtO8/lS2VBobLqOruTggEGKHyw5mIOECLkmJIAWK1RIJR9DSNO5iJpUsb7cBMV+IUSWipLGmorcdprPl8qGQmPTdXQlB5tY9aDqd8iyl4mm6Ni8F9uF90JCck0Bsgdvs4t8uQhyzbXhZb8HCKC52ogk+Zlr1K64aLh4Rzeep9QTD2z8+9Qth8cA07cPWLHIevz05J42N56I2RRy2/L5bsG5wgiRfQdMHtjyqwQOmPlhQupNOyvOzw+VmrKFUvt8kK+PkjhWWK6i7X6Occg8/6OXvcaMV+qkG/qa9CzFTyquCkXkqxR+gmmH5htpfgCGX2Tzv+0YcAuv2drzbYAqaB+2/NIoiQNWgkAgFaU8w2y2aGDs6vA4sCg8H9/fpGdZ9krFVeHccDQ3TDv0Gx8sv2iE/wXEgFt4zeajbwNUQfuw5VdpHLASBAKpKOUZxiHw2uVxEAQhxU8qrgrnhqO5Ydqhl7qw/KIR/hcQA27hNZuPvg1QBe3Dll+lccBKEAikopRnGIfAa5fHQRCELHulFBWjiHyVwg2x8iSQ/KLa/9UPbuT8lBADbuG1ZntznhfeAFXQPlxcsJzzDvKcaVsgkIpSnmGmLRoUkckOjkP0stfY/hc6lOKndMJeSvSDnzE+9IMwXlvoany6YncqO7vWbul9F2o3qPg51LKR6QBsaFpDip+SCXsp0Q9+xvjQD8J4baGr8emK3ans7Fq7pfddsN2g4uf4/iY0hyCcn5IJeynRD37G+NAPwnhtoavx6YrdqezsWrul9z2IdvcRpPgpmbCXEv3gZ4wP/SCM1xa6Gp+u2J3Kzq61W3rfXbf7kU27uId++nSXd1n2sm0kOnNHpaZvw0/Y49rwlKvPphhjU5wvxs4YUTEIB2fcJIutRLFEG6l7mGChg7wcO0Y5xzhV2zGkVtdYctkWvIdgd2iTYS4Mi00C8vwIAjBT3oA+FGF6FpjXhURncwIjipiQGM6i89Pn5GcpfqAbieZY4+VeB6b06RI0hLQbIyoGEkzULyo3wIQEsbGECprFjlEbY1xS25SxzGVbW8+GNnwquS/o9aXxfQoSRWQtfvqUHyTLXtCNRGPBteFp6j5dgoaQdmNExSAcHP3LEiokiI0lVNAsdozaGOOS2qaMZS7b2no2tOFTyX2l2Jw5B0QUsVOQ4ge6kWgsuDY8Td2nS9AQ0m6MqBiEg1OnK0RIEBtLqKBZ7Bi1McYltU0Zy1y2tfVsaMOnkvtKsTlzDogoYqcgy15NNDfvTPVaO7TGy70OTOkzxs4YUTHI5pQVPwnIhcDGEipoFjtGbYxxSW1TxjKXbW09G9rwqeS+oNeXJKhYkCgi+7LXsZcotd1eqp8gxQ8HOAinEKIwhgSIIZRSyZwlEX+pbaUmH2Pah4ouarTla6oxTy1Ul0oMM8f9nG2WLgiY2i8u/3PFkdiPcH7CkOInFhykOwhRGEsChBJKqWTOkoi/1LZSk48h5HGILTFEck5fU415auJqKjHMHPdztlkaQTi3X1z+54pjRD9S/IQhnJ9YcJDuIERhLAkQSiilkjlLIv5S20pNPoaQxyG2xO5OzeVrqjFPTVxNJYaZ437ONksjCOf2i8v/XHEsfbw6Dil+YsFBuoMQhbEkQCihlErmLIn4S20rNfkYQh6H2BK7OzWXr6nGPDVxNZUYZo77OdssjSCc2y8u/3PFsfTx6jhk2asGRtgvJLRHEQm0EYWt4oMukrGlrZpQaraDIXP6uCYYgUHb3znFyVy2hPhMKGIllFOAJI9DbIkhkmN9DbVx43lK9XobRdwqW7DidQGifDLOT4woY0EE95g22yYIh+ZRyD4vZwxwXy0eGXomlhJHYj8ichiGFD/QtVUolwbTVuw1kOs4+Q5VxhD4Kyb3BcOFKUGcrnSuRE5w8I8Eg4m2+FMxXLyOIqr4OdTY7b1Pd3iXZS+sGGCIS8MlZsi1js3Fd8BwTULcFwwXpgRxOll75+UfCQYTbfGnYrh4g4hZO29Uc65/+rDw0ZDiBysGGOLScIkZcq1jc/EdMFyTEPcFw4UpQZxO1t55+UeCwURb/KkYLt4g4pG/9PWGpjVk2asGRtgvJM7GJWbIJfTFxXfQoPJXYrgwJYjTtc2VKAkc/CPBYKIt/lRbz5+WwML5GdufG5rWkOKHS6AOg5xCYxzieLH9xpBrNSl61YNKTd0yvEsytP9cAnGlC8pRkFKkMJXgZPMDBY02RBZLywtOG1L6k+sZ3KaQZQIf2QjPx/ffhqY1pPjJTYrLSZ5ti5zKKahnAtIWRjAwlUBcP5KkU4oUphKcND9Q0EhhP9auNvOiBIHRNtvmfta3KaLpgBQ/YQjnJzcprq3dlHOSU7kE9Ybtsu7ZaR3Tfy6BuH4kSacUKUwlONn8QCFWQJQDJeRFCQKjbbbN/axvU0RTQIYUP7lJcW3tppyTnMolqDdsl3XPTuuY/nMJxPUjSTqlSGEqwcnmBwqxAqIcKCEvShAYbbNt7md9myKaAjJk2YuDFFdzUzQgvBQs2S6Go9IUElz2+wy71m/iWDx428Z+5zwPJyZmcpT0DsmrN3F+MGKIUMFADO/Ddl+QW4QUv2yTCwEW54wUKaQK1VFtbX6goGEbQ07BzdZEDxHcPk4bUpKHU7UN+iCDQbwTYwtUeBFgmxCew5DiJxY2bkoJ6965hb0wHAtuXzntx/SNuad0nkWu2JfGDyqBgxMLEZ5MG88cOcElasspcji5P8UNa8iyVyxGcFOAvBRM+10Q9sJwLEpc/6b0jbmndJ5FlzZrLD2WuSHCk+nimSsncm/OChE57OPCR0OKn1iM4KYAeSn9JuyF4ViUuP5N6RtzT+k8iy5t1lh6LHNDhCfTxTNXTuTenNUHLS0yAJBlLw5UnIHzNr7oSMEZ6IqwF5RjgbE5Jyh9o3kqBfMscsWeo5/SY5kbIjyZLp45l945RG1jl73GjFfqpBv6/s2PFD/RhMoWSKc52k8lOJdKRGwEURpBQE9lM2d7XGKVJfkEbT9mLLnsK2VeltxvqbEuQVQyM6IJz8f3r7hhDSl+bICQyrpIOmUm1bH3S73fRvhsom1SbWx7XITWknzCtN9EG/6WMi+5USJxvGs5Wiik+AlDOD82cO66jkFqMltbpLrUuzmPIHyqeAJ6STHgIrSW5FOOjwm47CtlXnKjROJ413JU0FlI8WMD567rGKQms7VFqku9m/MIwqeKJ6CXFAMuQmtJPuX4mIDLvlLmJTdKJI53LUcFnYUse/lel954nlK93nCuwQjuBYNYYahNypq1iysRFP9j9i1WWBB6f7V5ZYNkbSOgU8QobTlA8d/lA9Sm5r0xYpWcwos5xAGbHxNgBTM5iaux+Ru6NivZ3NzQsyDieIqc6gdCe+5lr2MvUWq7vVQ/Q4ofzFqxBvcGdlg+C0Z8r4mUAoNcQowpNxRMGZNY/1PYBEEbY95P3I22RC5z2NsGSrevQxDOTxiy7IVZK06xgR2GzwLtk8KVaGNzvtRcoFwxifE/5zhxtpWbS1Eid6MtkUsqSrChy/YJ+gpS/GDWilNsYIfhs0D7pHAl2ticLzUXKFdMYvzPOU6cbeXmUpTI3WhL5JKKEmzosn2CvoIse/ng4mjEbmCH3RSSKr6HFV5M4VvKPrH3p4xJjP85x4mzrdxcihK5G22JXFJRgg1dtm8Qlr3GTlDqxOtF5LDrWLlypZoxY4ZasWKFmj59enuGYImlKUQWg4TLAoTAUsQpZf+ltM2NnLZy9FVaHqSYv7nAJcaZrSAuMIZdK34O3bSZqUafb2haQ978lEjkSyGy6Lu+FKJhijil7L+UtrmR01aOvkrLg7ZEUjkgJPjBLH6O739FZxPC+SmRyJdCZNF3fSlEwxRxStl/KW1zI6etpe3yztFeWyKpHBASvGBAIMVPiUS+FCKLvutLIRqmiFPK/ktpmxs5bS1tl3eO9toSSeWAkOAHE4/8Ran7bhr58/hS1a+QZS9usTIXfvX/4MJ0TaEvn7DbsF3UAeJvvuud5O7E6+lmH5A4xYgx+vqGChuO6B8o0kgRbxsm4ogU+IsBRuAxFr4xjxXBjMkDMoHfEN20zVudC6seVGra3JFCnG1vDor1nWs+UuCztW0+UIv9R+v8DAD5WYqfHGJlMe1Xo5SJ+xPrJxZmH/v8o1K//Y88XAku0UmN5CKI+gXtBqVGjVaqtyEPPyQXJ6VtLlpu0UifsGXq3E6BfuQu9UH/bMVPH/OBZNkrh1gZtX3IJpapeDI5OAlmH/pf/7m4Ehyik9BNRmNFIHXho6ELn1z8kFyclLa5aLlFI33ClqVuDlpKX12yq+3+BUFI8ZNDrIzaPmQTy1Q8mRycBLMPveyRiyvBIToJ3WQ0VgSynqbVm59M/JBcnJS2uWi5RSN9wpalbg5aSl9dsqvt/gVByLJXLrEyavsaoftIa/QJhfswMPuA9MllF4fopEZqEcQhnpaDQ9J1wbkgbyNzDqZuyydsmTq3B0mYsG27WuxfOD9hSPHTJaE+8zoqoS6HAFsJxE2ONin9t020bAtdEIhsY2xKzIcSbRK0U/wc2hA4NNHHgodS/HAjFwEZQg6m9pdD5C1nO6WS2/sJXRCIbGNsSsyHEm0StFf8HN+fhOYQhPPDjVwEZAg5mNpfzt3Wc7RTKrm9n9AFgcg2xqbEfCjRJoEgM6T44UYuAjKEHEztL+du6znaKZXc3k/ogkBkG2NTYj6UaJOgPax6cCCjL8teKXggKEJxQBDN1a4GRjQPK0SGET3kFIkL+UzhRkF8c92bmtxO9aFYPk0igif6gwHfBr5EAb+osSyMEIwRXc2NVJxJStuDsOw1ZrxSJ93Qt9weF6T4ycED4W4nFa+I0mcJYniU62L6SA0RqSsjdqXkAzdK9ivls61kv5khG5uGIcteOXgg3O20sQEoVRSQCznEGUvhQohIXRmxKyUfuFGyXymfbSX7LcgOKX5y8EC422ljA1CqKCAXcogzlsKFEJG6MmJXSj5wo2S/Uj7bSvZbkB2y7JVL5JC7nVTChpQ2ShDDo1zHfS8nRKSujNiVkg/cKNmvlM+2kv1uc9nr2EuU2m4vNUiQ4qcLImoYonFqW9sSP6SQGnPuhD4gREowBiUeHPNBf7igsfs70/Hl+mEs+sWPDL4K5ycMKX5KITFj22xDiLAt8UMKqTHnTugDRKQEYVDiwTUfmuCOVb+MRb/4kclXKX7CEM5PKSRmbJttCBG2JX5IITXm3AldiJSDGQ+O+eDa4b0UG0tBv/gBwSD52iKk+CmFxIxtsw0hwrbEDymkxpw7oQuRcjDjwTEfXDu8l2JjKegXP0r19ZG/KPX4UjVIkGUvbtEv/cryxvOU6vX41vB9ROOYvqgCfpQ+sYKOGGFGlzChbSf0VJwlrLBlSs4TBtzt1u2tXKbUo3elE9Erhf+BmQ8uMVDXDu+5c7Nt3hzIpv4nK3P4StrVfewEpU68fmDEDostfjZs2KC+/vWvqx/96EfqrrvuUqNGjVI77rijestb3qKOPPLI6u8QrFy5Us2YMUOtWLFCTZ8+vb+E0bqyUWPKe3KKnHWB84QBd7u5+FYl8T9yiG9y2oFpKydvTsAKUvEzYJucFrnspeuxgw8+WL3rXe9Sy5YtU7vssot6wQteoO6++2519NFHqze96U28HXZVGK0rGzWmvCenyFkXOE857Gmbb1USJyKH+CanHZi2cvLmBILMKLL40W98fvOb36hf/epX6sYbb1Tf/e531fnnn69uvvlmdemll6rLLrtMffObmz4PHWRhtK5s1JjynpwiZ13gPOWwp22+VUn8jxzim5x2YNrKyZsTlIFVg7PJaZHLXgceeKDaf//91Yc//GHr+dNPP11dccUV6uKLL+ZZ9uqyMFob6+C5NvtMIWoYG6+27k81ztzt+vhW/cr/yCG+yWlHSeMoKGvZa8zgbHJaZPEzd+5c9ctf/lItWmRfe9Rvg173utepBx54gK/44SRUtiUEiG0zpyAj5boS45ii3RHE7kJ2c88xRjH2caL64OESpRb8TXm7nLfxfCqFUJ4DfegrufgZIN5PkcXP+PHjK37PVltt5RxYTX5ev359muInhjzYNqkW2qZGLkFGynUlxjFFu2Z7GiWQ5XOMUYx93IXPb//j2b/v849lF0Cpn08lEcpTo099leKno5yfZ555Ro0dO9Z5fsyYMerpp59OZ0CbO4PnEkrMKchIua7EOKZot9le9b3zqDLI8jnGKMY+Tug3PsP+fqkqGqmfTyURylNjkHwVlF/86JdR+quuQw891Ppz7LHHpjWgzZ3Bcwkl5hRkpFxXYhxTtNtsrxK865VBls8xRjH2cUIvdQ37+6tV0Uj9fCqJUJ4ag+SroPxlr2OOOQZ03bnnnpuY81MT/pAiXz7iIXi93UNcpKxR29rkEnZ09aPhshNCzoS25eU0RYxDitwA+QmJC9cmvKE8Q4xREs5PJlJzirmQEjGxaXtcS0NqgdIuLXuNHRyhwyKLH06Qi58c/A5Ke1w2dVF0LYafwm1bW1yBPuUoCARFo2PzDlT8HPpVpWbtPPzY5C0GovApdtmrGKTkd1DbK3kT1lTtc/BTuG1riysgHAWBID/6cd7N2nnjV13NnwEpfDTcrOIWoXk9EOitL5JCv9783X/x8jti2+Oyidu3lO2H2sL2VdI4dKVfgWCQIfOu71DkslcRnJ/UInAx7XHZ1EXRtRh+CrdtbfEiBomPIRCUgg7NO9Cy17GXKLXdXmpQUWTxw4no4ienwN2InZhb3P2b008yQTshuTAnebFDRMm+gcRc4jzAABU/xw+GmKELUvyUSIBue/fvnGTl1P230X5bfQkk5jkhuV0spPgJQwjPJRKg2979u+1d7rtExi6pL4HEPCcktwUdhhQ/pQjcNdtre/fvtne579IO2CX1JZCY54TktqDDkGUvLD+AvDs5UuwPLESGEPbD4HvvVOquq5Ta4eVKve2b9HZqm248T0t3K7X7O/MRkrltKlFAT7gtZZBTB3Uckotc9nlME/kohOcwpPjpKr8kpd3cGz2WyA3IZVO/bP4pkHHIiUHI7YQ+Cuengzo/P/3pT8HXHnzwwWnWrTknWar2U9pt2+gxpvhJHeOSbUrZT4lxHUTIOEhMJW86h+KKn0MOOQR03ahRo6rd36PRJbG/HO3WGz0+8Ae+jR5LFAjLZVPKfkqM6yBCxkFi2sG8WfLwKrWut8J5fvMp49W8zSapfoUse3VN7C9Huyl4KiUKhOWyqV82/xTIOOTEIOR2Ih9Dy17reuPU/uv/Q92nZjnbmDB2tLrsg6/s2wJIip8BwCW3Paiu/uty9dKdtlB/8/wtWdvTgLTNbQPUPkhfoet956F9cfr/2YsXq1//+SH1yufOUae+ZmGyfqBw9Wk7zhFLii3Y9tuII6cd5n2x/uSIB/e8bdO2ttuoi5/nHPRuNXrc+BHnH+tN8xY+NS466RXqhfNmqH5E8cXP6tWr1RVXXKHuuece9eSTTw479/73vz+/wnPHoCfLcd/8vRqjlwl7PfXVd7446kFhtqcRapvbBox9ob5C1/vOQ/vi9F8XPmddvmTo7+971fyhAihnnGu4+rQd14iNJcUWbPttxJHTDvM+nSM6Z6j+5IgH97xt07YS2qiLn/VvOF2pcRMVFRf1cfFTtM7PjTfeqObPn6+OOOIIdeKJJ6pPf/rT6pRTTlEf/ehH1RlnnNG2eZ2A/ldCPVn0/393x3K29kbp6lmpYNvcNkDtg/QVut53HtoXp//6jc+wvy9+qJU4h/q0HeeIJcUWbPttxJHTDvM+nSMx/uSIB/e8bdO2ktsQdKT4+Yd/+Ad10EEHqUcffVRNmjRJ/e53v1N333232mOPPdTnPve5ts3rBPTr0Xqy6P/v/Zwt2NrT7330T6htbhug9kH6Cl3vOw/ti9N/vdQ17O8L57QS51CftuMcsaTYgm2/jThy2mHep3Mkxp8c8eCet23aVnIbgo4se2222WbqmmuuUQsXLqz+fPXVV6vnPe951bGjjjpK/fnPfy5+2YtzXTpm/V//K0FPFi7OT92eBqRtbhtCvBJMXxWHZvFD1S8Jk0MTag/aF8am0Dj77M0Z51Cf9fGJ48aotU8+M8QRw8YSy9VptmHy05r2TBr/rF02Wy64bmklgnnYXttFLxVTnwHU8bTFISa2qfIqpg/zOZSSSxZ6RkDAEUNoGxzLXhOE8NweZs+era666iq18847VwXQF7/4RfWa17ymKnp23313tWbNmqKLH8516VJ4CCWhlLV4TpRmT6xNsf5w962hj+lX3hv0q+9RSm3oKRTXq+vj2QXb2uB6UdovFdji54zDFqn5c6YO1KfuRS977bbbbur3v/999Wc9kB/72MfUt7/97Yr3s8suu6jSwblGK+u9aWJSWlxLsyfWplh/uPuuj+nCR0MXPliuVy77U6Nk2zBok0vWL5g/Z2pFbG7+9HPhU3zxc/rpp6utttqq+vOnPvUptcUWW6gTTjhBPfTQQ+rss89WpYNzjVbWe9PEpLS4lmZPrE2x/nD3XR+rH3z6zQ+W65XL/tQo2TYM2uSS9QuWPLRK3bpsRfKfZY+vVaWgaM4PB0rg/HCtledYd+8acq6j50Jp9sTaFOsPd99NLtK6p55xtss1DiWOZxdsw4CDl0dtv0RwferOjZJ4RMVtb9Fv0BMlRpzM1pa+5v/97DYvgQ8rMOe7F3Ifp9gfVDSPS0Sv/rM+1/w71GaqyF/dp61d858ktrZ8YoeQ/jExNGPks93WBoWE2rzmtDc8Hx1rM5Zme/XfIXbH5J6vHWgsIH5S27b987cifF97T6Vlcdie21XHbHnb/DO0T4yd0OO+GGOfwZA2oGNmm6OUZxS231Kx/ukN6rHVTxZR/BT35kcTmX/1q1+pzTffvOL86D28XLjhhhuKf/PDTayjXqNBEeSDCKRBCYEx/kHs8vlIJUWGbIbaa7NPg3KfPnbT0sedYofQHMDE0GzPZjt0nLlzGDoGTZtjfMfmHse8pORpqO1Q3EzY4mjmAaXP2HHNTXCG9mETJF207Wbsz5ouvfkpSTixOM7PG9/4RjVhwoShTU71310//QYIsY56DVWQDyKQxin2BxXNs9lFJT7GECapIn8ugUjo2PnEDqHtYGKIEbeMEY7E2O+LWchmqu+U3KP4ZAM2T2Ny1/wnZx27ZhxteUDpM2ZcsfMVAo781bDN0RTPGkGfFD8f//jH1eTJk6sd21/5yldWW1joY7affgOEWEe9hirIBxFI4xT7g4rm2eyiEh9jCJNUkT+XQCR07Hxih9B2MDHEiFvGCEdi7PfFLGQz1XdK7lF8sgGbpzG5ay4H1LFrxtGWB5Q+Y8YVO18h4MhfDdscTfGsEfTJslcTEydOVH/605/UjjvuSG4jdtmLg++COa/hEmkzCZsucp++Xgu4mWTOJtHTFHdz2aCxce1/lDpsz23BNrk4Ek27NGxxMQXFXPeadtnubcJ2LhQv2zkzVmf+6nb12Non1UG7zqtea5txdIn8mWNd92nzyya6p/352c33qc0njVMnHrDASfS8f8U6dfcjq4cexjoG228xRc2dPtE6HvUxM0+aY6yX3Vyx1NfX5+t+bJyNkIigi6xsu8923IylGW9XPvgEG32igRBSrKtPqKAiltgbut6Wa8/adE/1bqcZO50Ti+9f6Yypy0foswkyF3x9hMYQw83zjSVkrF12YseQ0m+py14TCiI8F1387Lnnnuozn/mMOuCAA1opfjg4ODHnsevXObgUrmt9feTiV3ByIjA8EhPYeFFzAdK2yTvQsAn8mW35uF5QPpNPSJDKzYjhhFH5E1ygcFhy2xJ7D5eP3LyekmKfA20XP2dYRBNLE04sbtmriX/9139VH/zgB9VFF12k7r///qqQaf50gYMTcx67xpuDS0HpIxe/gpMTAeWRmMByIGJyAdK2yTvQsAn8YbheUD6TT0iQyl+IyRtorFOBkre5bYm9h8tHbl5PSbEfBMy3iCaWJpxYdPHz2te+Vt18883q4IMPVttss031BZj+0ft86f93gYMTcx67xpuDS0HpIxe/gpMTAeWRmMByIGJyAdK2yTvQsAn8YbheUD6TT0iQyl+IyRtorFOBkre5bYm9h8tHbl5PSbEXlIGil72uuOIK7/n99tsvC+cntMYau04bswbMZS+U60DtI6bPWHupvkD60LBxI7DxSmG/jXegOUk1dyPEu4ixpY6DT0gQm9uh+zD2x/QfA0re5rYl9h4uHzmfi5x2dQFtLntNKIjX09ni55577lHbbrvtCK0fbfLSpUvVdtttFN/iKH4wZDjIuRTXuUjEUMEryPWpbKW0ExLxo/iKHU9MjLHjkQs5czjmfmofHP7F2t4mctoXmy/N4xqh5xnnM9EUbqTkCuW50q/Fzxkd4PV0tvgZM2ZMxfWZM2f4q/vly5dXx/Tn8BzFD4UMByXKcV2HJXRS7EhlK6Udm0AYtADiGk8usnKbyJnDFBti++AmxnL7nho57YvNF9vHAr7nmQbXM7G+tglsrnSJNJ2j+LmoELHCvuT86LrMpvC8atWq6jN4LqQU0+K6DkvopNiRylZKOyERP4qvKQjFWJ9zI2cOU2yI7aNtwbu2kdO+2HyxkeJ9zzPOZ6K+tvmbRP8ZmytCmu4vFFn8fOADH6h+dOFz2mmnDf1d/5x88snqsMMOU4sWLWLrL6WYFtd1WEInxY5UtlLaCYn4UXxNQSjG+pwbOXOYYkNsH20L3rWNnPbF5ouNFO97nnE+E/W1zSUO/Wdsrghp2r8TfEk7tnd22Uu/rqsJzy996UvV+PHjh87pP++www7VJ/ALFixgW/ZyCst5BP40mgRP13q1TdTL7D8ktGcTzQu167rfZq/LBt8at48k6BMhs/lsE15877dvUNfcsVy95DlbqP96x+7OMbbZ6BSTc4im2XwKXW+zw7zfxwNwcZq4eUa1XbYYh8TibLlDWTqCxNEkTEP5H777oGRWH98kNC9TcqUg4CTsNn2unzHNnKmENW9apkaPHlXxPWrujI17EyIXm0KZFEK/KRBpE98cuu7ae9TDq9ar2dMmqoVzp1mFXnORuV1xt3GhukJ4ntARonPRxU+NY445Rn3hC1+I2pA0VPxg1nG5xQB9/bvOQdvF+OZaK0/Bw7Cdp24UiYkRJm4QH2Jj4OI0YfqNvdYXEy4eA6Udat5z5itHbErkgvhQ21uLU46qJQs2iVTW89QEln+YMr80qM+7tgDxoStfe13UIR5QkcteNc4999zkO7Fj1nE5roX2H9suxjfXWnkKHga0/5j4xcYtxnfo/S5OUyqeETYmXFwSLkG63LyhErhSuVHbW4tT9gyRSp2jtg1PsfzDVPkF3SyYYm9KQHwQ8KPo4icHOAT+YvgibfBQoGvlKXgY0P5j4hcbtxjfofe7OE2peEbYmHBxSbgE6XLzhkrgSuVGbW/9S2GUIVKpc9S24SmWf5gqv6CbBVPsTQmID4IBW/biAJTzEyvwR1mvDvUf2y7GXu61bMhafaj/mPjFxi3Gd+j9vg0gY8cXei029yigtEMdP8585YgNJx8nB5r8sJqLZ3IAtajnw09s5M40uZBcooNUm+tCIeZ51xYgPmAgnJ8wpPhJQFTMQXKM7QtKlE0lTIcFlQSswS3wF7ov5ZjEwNe+j0ycwtcc48DtQ1vzIZf90Byg+NhGXDD35Hxm50Cq4ucMh7Bhl8QNa0jxw0zGy0lyTEVI5rwmt59Q8iCVtJpqt/DUscQS6yGEdw6bU40DtH1O8nKKMcxlf+zHETE+pIgL5p6uEdPbLH4u6hChOYSB5/xwk/FKFB2j3JeSYIoFldjrIw9SSaupdgtPHUsKgRdLXE8pIkglrXL50NZ8yGV/7McRMT60SaRPZZ+gfEjxw0zGK1F0jHJfSoIpFlRir488SCWtptotPHUsKQReLHE9pYgglbTK5UNb8yGX/bEfR8T40CaRPpV9gyJseCvgp1TxQ1n2csAUzwqtD5s8Ext5MrRuTlm7t/UFsRMiZuiLQbMPF8EQ4h+Uh6Lhs8V17cKtpjv9dMXONlbNvn22hIQxMf1gY+RqW6M55qbYoc1miC9VHBrnm/3U7dfHfGNOJQ9jBRqbfjftcuWBq53QnMHMxxgyNnZu+ARFfbabZFxKfjdj14w9lcPkyllfDHWbD6xcp+5evnqYsCL0eZganH22uat7V8QPpfhhWB/WaFPUD3qdqw/utXBo3z6fMVwD6LVU3oZpJ6Z9TMxjY0TZQDLGF1u7tUBeLYzXvIYiNonJMV9cfLZzCZCGCjcuXkmKuUHpN8UzJQW3qr7ezE1ucdcYcPdZUvFTKldIlr0Y1ofbFvWDXodd804tGofhoYQ2LYRcS+VtxLQfm0exXJ3QBpJUX1zt1gJ5+peLjXPFxa/AxgXKBYvpg2pvrO8cc4PSb4pnSgpuVX19MzdjnxPcEN5Rfkjxw7A+3LaoH/Q67Jp3atE4DA8ltGkh5FoqbyOm/dg8iuXqhDaQpPriard+oOh/Xds4V1z8CmxcoFywmD6o9sb6zjE3KP2meKak4FbV1zdzM/Y5wY1+5x0tsXCF2uYCybKXB5A1cMhav+08pY2QXZDrMD5h+qL2HeJIQIXJoNdC/IHYyZEbKWJkO67hs51qn6vdpjCeeQ10DCDAxsVnO1cfVHuxSDE3KP36/KLOQeochdhtE23kfO7FgLPP0pa9SuQCSfED2GV7JMlODe1m7AOFqMrRBpQwaJJToQ8RKCkvhsCH9Zsj1pB7XMfN3LERjkeQyS25ZI6Lb3zs5GOlFs6d7rw3JhZmexAfTV8W379yyGfbPTa/MB8KNK9vxqTuDzN/KfGC5CFkbDlg2oJ5LnA/l0L5HtMfxR6sv1RwPnv6rfhpmwskxU9gl22TkNYEdcftGNIyluzqIwyaBEBO0mYMgS+WzBq7Ozk2tmbu/O0uW6lf3HL/0HUaNnubaB537art88uE7V5fnGLJoi4fTV9MhGLcvAbyoUDz+hC4ScqQvIWMLQcoROdUz6VQvsf0R7En5tmAAeezBwspfsIQzk9gl+0auhJv7mis/+wjwnGQJWPJriHCoEkA5CRtxhD4Ysis1FhD+ncdN3NHH6+vc5F+bbkU2lXb5Ze507br3phY+MiiPmKz6UsToR24Q2RtH5HZFhOzb26SMiQPIWPLAQrROdVzKZTvMf1R7MH6SwXns0fADyl+Arts19CvIJsPcP1nHymNgywZS3YNEQZNAiAnaTOGwBdDZqXGGtK/67iZO/p4fZ2L9GvLpdCu2i6/XIWFeW9MLHxkUR+x2fSlidAO3CGyto/IHHrvE5q/pi2x8wMzthygEJ1TPZdC+R7TH8UerL9UcD57BPyQZa8GatG07beYouZOn2jlIgztaDx1glP4r3l9iIToExyr+QFNgh6kfQxhUPe/+IEnhgQBQxyEjTGAiw2aREsMX6hJTjW5C2bs6r4gAn4hLoTtnpBdNy19fJjgXjNOptBi3c6Zl92uHlv9pDpo0byhJdb6vodXrlOzp09UC+dOA4k0atTtvXCbzdSTT28YaqPpQ1MYcNG2m4HGozkvtpoxcZgtpo/mmJi+LH5gZfWrvxZFdI2Zi5hsEzZs2jF+3JghETvtn56vdX96jH568zI1c/J4deL+C+BcLkt/Pn6Ta7zqHKnjaJJvQ7aEYOeADc/7Z8djgpX3ZCNHu/hUrmePSzDTle8cH3lgiemQ52tbJGYO4nMXlr0mCOE5LVauXKlmzJihVqxYoaZPnx68PmZ9GYsY3g4XsPyf3OvrmBhpYMUkoaJ/mDjEnOeKr0aobds1MeNNiSUHjwySw1z8OTN/MEJ/sfH2ATP+TWDiHbK/TX4NBiXZkgptFT9neHZ9L20XeFn2MsAhwgVFDG+HC1j+T+71dUyMIDyH0DW5NsykjD30nEvED3JNzHhTYsnBI4PkMBd/DsM54463D9Dxp/IWIfa3ya/BoCRb+g3z50ytvt6C/LS93YUUPwY4RLigiOHtcAHL/8m9vo6JEYTnELom14aZlLGHnnOJ+EGuiRlvSiw5eGSQHObiz2E4Z9zx9gE6/lTeIsT+Nvk1GJRki6A9COeHeX0ZixjeDheaHBrI+jd2fR1yjitGNs4C9pocPASsX9hzGqG2Xddg/OCIJSYvQjHz5TAlrpD8gd7PEW9obFx91bzFmgeF5d7FjGXOZ1oIJdnSL8teEwrdwNQFKX5aAAehEUOQpPYXY1OKe6HXU2ziaJt6DnJdqrFvEj8hZHeKDVhfuc7H2MYFjA8aKa7F5hG1bUoMzHPUMQ21w527pSNX8XNGg+PTNocHCyl+MiMH8TcVQZvLF8q90OspNnG0zUH2xI4xF+kaQnbnJuenIoxTxjUVsD5opLgWm0eUtikxCBHmoWOqQSHet50f/VD8XFTgbu1QCOcnM3IQfzn6S+kL5V4uQbRUbXOQPbFjzEW6hpDducn5qQjj2GtSAuNDiFBMvRabR9S2KTGAfKAAaY9KvG87PwTtQoqfzMhB/OXoL6UvlHu5BNFStc1B9sSOMRfpGkJ25ybnpyKMY69JCYwPIUIx9VpsHlHbpsQA8oECpD0q8b7t/OjX3dpvJfy0scO7LHsx8AewXA+TRAht0yUwGBJi0/CREGO4A7VIWC1U59q00bbxZ1MMrRkHW0zM631j5BJZC/lpxhYzBua4jiCZOnyFiuTZxNhsvtq4Di6BN5vwnuu6uq2m77UfPmE/X74189IVE9v5Zr9aoNMm2meLm60P6jx4NvYjN0kNzT1fDEICojbhTJtftmeCPvbTm5apmVPsIo9QYjOUxN700TW3bLlTE9d9G/piPmKo+geIllL5amb8zVxpPvtMYVFbO+Yz1PV/3++qLogctk2WluInkj8Qw/Xg4HhoYDb6hPiEta9eU3dt2lhv9Ona+BO6SSbVH8r4cvEEIO26/MPmFiROUH4HpH3bvZT5EMONMUGZE9j+6zE0+43lYVHuhfqqi1zfxs2cCOV8iNvDycVJwevx5aPpm/ns812rYT5DXf8PidF2rfhpgz8ky16R/IEYrgcHxwN6zAYu++o1deimjfrvtvtDm2RS/aGMLxdPANIuV25h/fTxO0LtQ4QUofOByo0x9wvzbZjJOU/1GLrEAmO4SpR7ocdCGzdzgsrBgcYhxhYOXo9vHkB4S77nnvkMdf0/1Ya4gwQpfiL5AzFcDw6OB/SYDVz21Wvq0E0b9d9t94c2yaT6QxlfLp4ApF2u3ML66eN3hNqHCClC5wOVG2O+9/FtmMk5T/UYusQCY7hKlHuhx0IbN3OCysGBxiHGFg5ej28eQHhLvuee+Qx1/T/VhriDBFn2Qq5jc4rSUdqErHdD/eG0r7lWX3OAmmv5JgchtEbP7Q9lfGPawrbLlVtYP22xhrbvupcyHzB52OxXwybah40Ndh74xAKpc4p6L/SYjQeUCqGcj4lRrC0c8M0Dsz9zM+HQc898hrr+7/Ona8teE4Tz0/7Gpm0gRLaMbQ9L5oTaxW031i+Oe1L5CL2P+7rUfeQY87bHJAZQsjdmnpnXQQivmHax92HaxT6LUtgQcw8Xcvedovg5A7FpKRZtCCTKm5+WwU3IgxJ3Q/3HEDdTgNJfrA9UH6H3cV+X2pYcY972mKSyPYaMjxWkjPGXM/7YZ1EKG2LjwYE2+k5R/FzUYUFDG4Tz0zK4CXlY4TAOEmoO4h2lv1gfqD5yEc5j7eDuI8eYtz0mqWyPIeNjBSlj/OWMP/ZZlMKG2HhwoM2+BW5I8dMyuAl5WOEwDhJqDuIdpb9YH6g+chHOY+3g7iPHmLc9JqlsjyHjYwUpY/zljD/2WZTChth4cKDNvksUNLy1JVFDE7Ls5VmThaxXU9b4zXNNopu5lk/hCfgIdybR0SeUFxKIa/ZTieU1RAwhccAet5GmIWNmEgxd50M+hjgLtjG1EXvN/n2iibb2bHaG4hmKgWu8TX6Jy15fm9icDuVdKJ+bMaPEOoZj4ot1U1By7vSJI3LQJexnxgVCeK3vs4lShvg3oThhRERtNvh8hfbhiqXPFirhm4OvAyF4u0QzKSid8DyhgB3gpfhxrMlqUMXpXG36ztnacrUfs+7OaUfzoeISUMNyHaDHseNBiQWG80K9HzvGXNwRSBxt/BJIfpiil6H7XfZjc9FsQ4NjPnHxZzRcnJ3YcYX27xt3Kj+J4xmD7dsVS+oYl8AVayK2n9KLnxI4RLLsRdwsL0Y4LUasLNS2iZR21PAJqGF9gB7HjgclFrGxhNyfKj5QPoUvjjZ+CWauQO/nysXmOYxYZg6ekSliZ3J2OOY6pH/fuIf8pdgYM4auPnyx5I5jLq6YSzRTkA5S/BA3y4sRTosRKwu1bSKlHTV8AmpYH6DHseNBiUVsLCH3p4oPlE/hi6ONX4KZK9D7uXKxeQ4jlpmDZ2SK2JmcHY65DunfN+4hfyk2xoyhqw9fLLnjmIsr5hLNFKSDLHt51mRt6/dcwmnQtlxthNaQc9lRI8TDwPgAPU6xkzpeKe9PFR8XMHG08UswcwV6PyY20DHQ4JpPmPkWssfF2eGY65D+feNOtYXjGYPpwxdL7jjGxB/Th0s0sx+XvSYI56cbIocQwlsMKS6WbEk9z0Hky+kHtR3f9ZTYYOLG2T70eOy4QsiX2D64cxQTPy7CKvRjB9vx5s7ekA8CQm37hA4h12DjFDs3Icc1fPbEjoEP3M9CCFL2WULxc4ZHFLENUUMT8uaHgfDGSUrkFuJLQaRsww9qO5zEToyd3O1Dj0OF5ELj2EQsAZg7RzHxi42Hyz4NqG2+HdUpbfuEDiHXYOMUOzehxzVc9mA+cODOzxRI3WcJxc9FhYsiCucngFgibGz7qc5zE/lS+0Fth5PYiY0bZ/sxRHBu8iU2d7hzFBO/2Hi4+sPYhv0gINS2T+gQcg02TrFzE0NidtmD+cCBOz9ToI0+BcMhxU8AsUTY2PZTnecm8qX2g9oOJ7ETGzfO9mOI4NzkS2zucOcoJn6x8XD1h7EN+0FAqG2f0CHkGmycYucmhsTssgfzgQN3fqZAG30KhkOWvRww16KhRNaQeBdFfCtEuHPd31z7txEsoaJfmPV+DGnUtqbfJDS6+jR3SbbxAGzCahRypW08Q/2H2g+JuJnjZTvejI/pH8Y+2zjrfhY/sHKIfGkbi1DO2TgYvvnhOu/KiabPpn3mPc1Yu/IqlOM2f808c+VfPSY/u/k+tfmkcerEAxYEc8EV3/q4FvfbasZEa05Drmn2u3DutCrmrrzDPANtvmBJzLY8rkVNzXnt6g8raJiD1Jyzz7aXvSYUQGgOQYofxvVYTi4HFNR2uTg2VFB5NT6eADefCcLHsPVP8Rtz3LQBG59Yu1z9p+R9peT/5OAk2WKGjSMX/zDFHMrBITTjZbM7hS1dRFvFzxmbSM4lEJpDkGUvC1IIYqXi3lDb5eLYUEHl1fh4Atx8phAfw9U/xW/M8dj4xNqVKue45w+U15KDk8QRRy7+YYo5lINDCM1t4dO0h/lzplYk59ILHw0pfixIIYiVintDbZeLY0MFlVfj4wlw85lCfAxX/xS/Mcdj4xNrV6qc454/UF5LDk4SRxy5+Icp5lAODiE0t4VPU87mp8sK2MDUBVn2Yl6P9d0HWfemLs9Q2oX2m2ptmhIr85xGipj62oH0T/Ebczw2PrF2pco57vlj45lx2h0bM452sTE2r+GaQ9zPiZi51waHpyS0zfnpAvdHih8CIARg2zWh+yj3UGyknsPYg/WFUxyNYm+sDVDyLPQen3+h2Lri4esD+ssNamNMLFLA7KsWHdx+1sgd1qn5b4uPKRZJyZlUcdDwiVmmsomSR7H2lJaHTQFKDY5nbonFT8l6P1L8IEElHWpgSZWheyg2Us9Bfaf4Ekso1aD4A4kZ13FMHyYxt+kfROzNFg8o+ReaUz4bucUiY2H29be7bKV+ccv9Q+c1d0R7EIoJhVzdBJVwnSoOJnKMDyWPYu0pLQ9NAUqXzzH2SfEThnB+kKCSDimkypzE69QkaU4yawriIxf5lMPPJjEXshs3hcCKFf/D2BgTixQI9VVzR0IxwZKrTbFIKuE6RRyattX25RgfSh7F2lNaHjYFKEMfJQh5Ox2k+EGCSjqkkCpzEq9Tk6Q5yawpiI9c5FMOP5vEXMhu3BQCK1b8D2NjTCxSINRX/csnFBMsudoUi6QSrlPEwXzvY4pZ5vrQAZJHsfaUlodNAcrQRwn9QN5esokEXRr5WZa9CFwWvU7+8Kr1avbUCcPEzZrt1IJhTdE2DZN8OYIjYIij2Y6F8CzXwL5DsI8MSBVMNGFrxyUU54pXk6DqO774/pUgwUCNEFfG1pcvJj7bzD41zHFxxdUUKhwh7mYR0Wte3+y/5nUsnDt9WIxtonY2DojLxmZuLtxqY9tmbvvi74qfmasxvCRXzr/32zeoa+5YrnaYNaWK1/BYjRwf29i64tOMb1Ms0jeffcdd/lD4OmZu+nYSDz17Qjwal31mDCkkZlsu+bhUvucW5RlLRTPnm/PC9MvkBPl+b5S+7FUq+VmKHwKXxbVpIIZXAeXF2I5huBkca+PYNqm+YTkRmOPQ2EJtgsQ7xE1yjW0ojyCbPjbbaQJzLSdXC+prDB+Dm5Pm893VFjVfKDEzx4qbxxLLHXTZFwtozGPyITXx2ecXZOPakK0lFj+lkZ9l2YvAZXFtGojhVUB5MTnFxig8Fmg7kGNYTgTmOLdNkHiHuDgUDhDk7812MLwT24amXFwtTo4UNn+58hPC76PmCzZmvs1nuXgiMdzB0Oa4MYh9bmD8zInQ75eSbO0HSPFD4LK4Ng3E8CpihdBcSLE2zmED5BiWE4E5zm0TJN4hLg6FAwT5e7MdDO/EtqEpF1eLkyOFzV+u/ITw+6j5go2Zb/NZLp5IDHcwtDluDGKfGxg/cyL0+6UkW/sBsuwF4MGE1myh69kQ7g30mA/Y6yH3ctgAOYbtH3Oc2yZIbEJ8Bqj92L832zF5HZhrMf5R4k9tn2sec8w9rnzBxizE16E+A6DthM757ItF7HMD42dOhH6/QG2VZa8wpPhhQoj8FyOwVQuyvfK54R20Q+2FiIGxQluQ65rXaEB9gBy3tRfbZpNk2CQiQgmo2Jhg7DPtcdlt+3soVj5fsfkMzVWuPIvJFWg/VJ988YX6j72WA7Fjk8JebA7F5FwKpOq7xOJnghCe82LlypVqxowZasWKFWr69OlJ+oglBtrONQufpliaJvfpAghDkAzZGbKDkzhoXqMB8QFqu9ke5t4Q4ThEdG+CYyfu0HHTHiwx2hcrKKmfkwAdyl9onsXkSsy8hvjkyyWo/5g5yYXYZ0AKe7HPQMozMyVSjmFpxc8Zhy1Se+44s5gvvTSE88OAGGJgiLym3/gM+/vijX+nEDSphGZO4iAXCdh2HCu2hyUc+4juLoInhTQLtc+0B0OMDsUKSurnJEBz5VlMrkD7iSXQ2+KLIbPmJr7Gjk0Ke7E5FJNzKTBI5OX5c6YWVfhoSPHDgBhiYIi8ppe6hv194ca/UwiaVEIzJ3GQiwRsO44V28MSjn1EdxfBk0Kahdpn2oMhRodiBSX1cxKgufIsJleg/cQS6G3xxZBZcxNfY8cmhb3YHIrJuRQQ8nK7EM4P0xqsSWw11/ihpEFb/z6RPZsooo002eQ52PoLiRe6bMBeZ4pEmuJ4Lr98MW76VP/ZJjyIEZcz/XAREZvxqwXtFs6dBhJqhMTNNZ61GJ/uyydc6PPDJg7Z7NPl6wMr16m7l6+2jrHLV5fApdU3gNgfKM8aAoymYFzIf9d8Cflq5mKdG1fe/rB6dPWT6uBF84ZEKG3xdYmTurgqLpIvlWMYujeUx6ExxIgJhvhrGr68stnpyrk2yM7ms7AWMPXF/8xf3a7uWL66+vtzZk1RJ+6/wGpzactePzzhZWqP7TdXJUGKH+Y12Jg2sPfG8Ekw/XFdF+KTYNvBnNeIFZeD+IvpBzsOXH1SchQ6djYbMZuoQvyDtOez1ze+XHPQxi8yeXuQdrA2xbQT+zzBxgTjB2RD3xRCj6ngyk8Nnz822Hwrrfi5qCBxwxqy7MW8BhvTBvbeGD4Jpj9uLoZPxAvTDuZ8LB8F6i+F8xDL9YjlNEFyFDp2sZuoYngzkLzHcmu45mDzuImatwdpB2tTTDuxzxNMTLB+hDb0jR3H3LDlZ2hjVxdK860rkOKHeQ02pg3svTF8Ekx/3FwMn4gXph3M+Vg+CtRfCuchlusRy2mC5Ch07GI3UcXwZiB5j+XWcM3B5nETNW8P0g7Wpph2Yp8nmJhg/Qht6Bs7jrlhy8/Qxq4ulOZbVyDLXgY41n9j2sDeC7kewzmKtSt0nYtPQm0Hc97HkaDyAGL7wcaXq09KjkLHztY+t3+YvLfZyzUWvuubx29a+niQM5cyP6DtxD5PMDHB+oGdp21xeaCw5aeGz58zL7td3fFI9zg/FxW47CXFDxIuQmCISMjVD6c9XGJrPntsf/ftHO4jN8bELHbcYomiFN9M4q2N8BrTJ2SsqDkdY5svL3PNR1fsm3/GEna5rqGME8c1oXzEtkH1N1aIsySksrOk4mdCYeKGNaT4QYCTQErph9MeKiEUY7dLZK8JKqEVE7PYcYshilLJvzbCbPMe3xhRyKLQneIhiIlHSFAyx3z0xd4cBwrxOOYayjhx2BLKR0jcOfxt5i5FiLMkpLSzlOLnjALFDWsI5weBXAJeOQTFqIRQjN02kT3IzuEYgiwkZrHjFkMUpfpGFYOE9gkZK2pOx9gWEpTMMR9dsYcII0JiEHMNZZw4bAnlI7YNqr/N3KUIcZaErtjZb+KGNaT4QSCXgFcOQTEqIRRjt01kD7JzOIYgC4lZ7LjFEEWpvlHFIKF9QsaKmtMxtoUEJXPMR1fsIcKIkBjEXEMZJw5bQvmIbYPqbzN3KUKcJaErdsZgyUOr1K3LVqhlj69VpUGWvTxwrTXXJDWbkJ2PSIhZC3f1Y17vEid0iX+5+mgK5dVr+ibZELI27RLVa7ajSXuPrX5SHbRo3pBtvvs06r4r4qhlk1eXz/WmsNvPmqK2mjFxBFmyKSpX9+PiQPnE9zaKHD5hFXAzx7IpEqgF73wbojaF+pqkyObYu8TcmvY2x9O8vz5mCuz5cjDEtTHbtuVdMydstrpEFkfyx4bb7JsXGL5VM17mn825YssbV8644uR6LtiE8Jr22HLYtMsl6BiaP5CYuAjN5rhDhRIxROf7VwwX3ITkHyYPUiMVKbuUZa+SeT9S/DBySCht+c5TOQ228xpcvBXOjU2x/BWXWJytXV0o2TaFtV0P3bzUZ7dGKL42UbMmsBsxujgfmNzBxD+FYCQ3F4SS4xjYchLDncPOJ2hO2jauhXCnOGMDaS/VOEBzwnasRE5QPxU/JX7xJcteDnAKaFHXwqmcBtt5Tt4KlRtDsa15zicWZ2vDtSksdfNSn90hPoiNp2AqwDQ3RIXGysX5wOQOduy52o7JG6zoHbQfCGzjjuHOYecTNCdtG9dCuFOcsYG0l2IcMDkxCFwbQRhS/DiQQwgtdJ7KabCd5+StULkxFNua53xicbY2XJvCUjcv9dkd4oPYeApmOdfcEBUaKxfnA5M72LHnajsmb7Cid9B+ILCNO4Y7h51P0Jy0bVwL4U5xxgbSXopxwOTEIHBtBGHIshdxPRa7VgvhBGFEwSjtUW3A+Au5DmsbVCzO1oaPx+DiFrhE/EJ2a0Dia4qaXXDdPdW/0218DEisOHIHO/ZcbYdshYwXV45jYBt3jJgidj5BcxJqV8gnjmUgzucntA9oTqTi2pQCWfYKQ4ofAxQiHIZEySk0BiVOQwXRcvkBsYkjVl1Bv/gR4xMmrzV8ZOtQzrgI5ljbYucLZR5wzFGOfEuRs6Exjomj637usYXkKaSP2PiWVvxMEMJzfqxcuVLNmDFDrVixQk2fPt17LYWIl5oMjCFsxgii5fKDg7hKHasS0S9+xPiEzWsN81pMXjbBtWt7rBApRYiSMkc58i1FzobG2IwFJo5YMj51bG2Ec8qznCO+uYufMw5bVGn6uLD5lPFFfemlIZyfBihEuNRk4JjzGEG0XH5wEFcx9paOfvGjiZQfBFAF9uprbCKbFNti5wtlHlAEMqnznBKTGITGOCaOLpu5x9ZGOKc8y7v4TJg/Z2r1JZfrp7TCR0OKnwYoRLjUZOCY8xhBtFx+cBBXMfaWjn7xo4mUHwRQBfbqa2wimxTbYucLZR5QBDKp85wSkxiExjgmji6bucfWRjinPMu7+ExYsknMsP4pUdTQhHB+CEJftnXjkJhZvQbsIj+6rjH7CxF4Q0J1PlE1LlJz046Fc6eNEDODCBqadrriHoonhDtR9zksxg4hRV8fkL7NvkL5E+ov5JtpA2YTWwzvAJOnLpt95FhTyM82R5rikU3Bu2YfQ4KB0yZac9Pms8sXc275uB226yBkXdtcgeSK+RwwcwBCgA6NtzlnofnjyldTmJBKsnfZFtMmJA62vjHke8jviq5wfiYUyPExIcUPA+cmhhcQy4+BrBPn5JVQ1+4p8YX0D+FONG382122Ur+45X6rMKKvDyivwIwHxD8uDlUKIT6oDRjuGiTW5nnTtxDfjUsQj5MrB7mHak+qZ0DsMzFmA12qbSWC29a2i58SRQ1NyLIXA+cmZu04lh9T2hoyde0+No6+NmLW5pvCiBQ7OfgqXByqFEJ8UBug/kBjbZ43fQvx3bgE8Ti5cpB7uJ9RsYh9JsZsoEu1rUR0ydZ+gRQ/DJybmLXjWH5MaWvI1LX72Dj62ohZm28KI1Ls5OCrcHGoUgjxQW2A+gONtXne9C3Ed+MSxOPkykHu4X5GxSL2mRizgS7VthLRJVv7BbLsReCzYNaIIWvHIb5DiBdAaSclQuveFDsx9tuuxazNh/gqWDshPABq3oV8M21IIcQHtQHqD/Zal28hmyB5Ejs2VJ9993A/o2IR+0xM+WzK+dwryVZZ9gpDih8HIGRPDCEUAgyplWIP9jzWP66YQe2A2sc9Tpz2UsYc2w6lPYrflD64fUkNqm1t2Yvp2yTccs7BHDbbSMMxz8M20SSBL75/JUqUs4TiZ4IQnrslclgjlqhMQSxhOYY0azuPJSJyxQxqR0qiKQYx9nKRv33thOJAjQ/Gjly+pAY1xyE+tWmz7ToNrjmYy2YukcG2YZL4m4DambP4OcMicFiiqKEJ4fxYEEtUpiCWsBxLzIwlInLFDGpHSqIpBjH2cpG/Y2JPjQ/Gjly+pAbVtjbJrJR5YhLzY+dgDps5RQbbhknix4hyliJwOK/wwkdDih8LYonKFMQSlmOJmbFERK6YQe1ISTTFIMZeLvJ3TOyp8cHYkcuX1KDa1iaZlTJPTGJ+7BzMYTOnyGDbMEn8GFFOARzC+XHAJKm61rs5yXSYHch9NrtE10I+QQiioTX0GHJ3SKixeY+O1U9vWqZmThmvTtx/gZdbESILx3JuYkXWtGjdwyvXqdnTJwxb13fF3yZS5yLG+uzEjBtknMwcXrTtZlbfbTFp5qwZJ9+YQgQGY3kdJo8kJGhaj4/PJ6idsTw+13MlFNONPBP/HGzeA31GQP21xTD0zKnGBiCG2ZwPIcFIaIxj4Zqr1Vg8sFI9/MR6NXvqBK+dbS17/fCEl6k9tt9cdQ1S/ASQa22Yq59UfKUccYD2oR/mem3fFCLE2kjhWWH6wIxFExxjlnK8oLHRgMRPg8J3i+W5UXyF8l8wnDlqrqXgIMXELJaHlyKG1DhgfYpBijzOWfxcVLiYoQuy7BVArrVhrn5ScSZyxAHah956wiZEiLWRi3MT4w90s01O32IBiQ1G0JHKd4vluVF8hfJfMJw5aq6l4CDFxCyWh5cihtQ4cMQDihx5LBgJKX4CyLU2zNVPKs5EjjhA+9B7btmECLE2cnFuYvyBbrbJ6VssILHBCDpS+W6xPDeKr1D+C4YzR821FBykmJjF8vBSxJAaB454QJEjjwUjIcteAHBze1L3w8G9SWkfRx+hzSahNob4QLEcGehYXHDdPdW7kiZ/htJWzPUYQGKjAY0fZRwgPnLEIMSFw14H6YPTP854Y2MV6y/nXMPGAetTDLjzuO1P3SFo+3N4KX4IpFcMERZLYmwS/lykZZv4lQbEzpCNJrkTS/TDkAN9ffniQO0Dez+EbLqRYKnUwrnTnXaaPmBijM1NjhhgciSXTb7zmFxpjpkpGsdF1sXOQfOYBke8qfGExoLSPmduxT6HS0Po2Y9B2yKHXRBCHPjiB0uo1Igh60H6s+2+3bzXJn6lEbLTPBba6dpsE1JoUMnAzb5qOzC7kEPtgd4PJSE2YbMztNu4L8YxZF9qDEJ57COhprLJ17Zvzpht1rY3wSWaCfUJcqyZE9R4x5BoIbGgtO8aD4qvKYjnbSL07O/H4qdtsvTAc36w5L9Ysh6kP9vu27bzTUB2Tw/ZiBEJs4FKBnaJqmF2IYfaE0vKdBGVXXb6dhuPEWKL8QPTLmQ39NQ2+dr2zRmbLy5yOTdZFzoHzWNQgcHY/IjNLQ6CcUxupSCet4nQs1/Aj4EvfrDkv1iyHqQ/2+7btvNNQHZPD9mIEQmzgUoGdomqYXYhh9oTS8p0EZVddvp2G48RYovxA9MuZDf01Db52vbNGZsvLnI5N1kXOgfNY1CBwdj8iM0tDoJxTG6lIJ63idCzX8CPgV/2gpD/TCEsk9TZXKuvhan0mq0pRtdc062PN+9vtt3codrWx/0r1qlr9b8KNnEXtKCcaZOtH5tNTf/q9m2EVSgPwHePyW2o+1641fRhdtWE5u23mKK2mjEx6IOP89EcE9s4ufwJ7e6+MXb3VAJk+jfW7OkThxGWhwsYPnvOJybXbFv79MDKderu5autNpj2ucbHdp1NSNLMMZdwnE3ccBgX7YEnvCKAZh8+8mnoHnOMXeKPzTmpReNqcrk5t3yid+b8NXPKjJMtV00/bdf54u8bKzMm9X0L506zzgvbOJo5o+ff3OkTnRwc3zxyjafreeN7tprnzHlkcurM68w+ubg1nPDlcT8ue00Qzk95G5vm4ATFiGzV9zWRQkQOGgdo7KBr/JS4+tbKOTkmsfmBOYfxKYYDAc1ZaB8akDHl5JBR2sHwQ0LXNn2G8kw4eDOQZ4Y5HqE2MPwT7BhxP28o/CQNLm5NqSit+DmjwM1PB37Zqy1OUIzIlsk3CXEXUnFHsLGDrvFT4upbK+fkmMTmB+YcxqcYDgQnjw0jbojNHyr/Ida/0LUYng7GP45nhm08oP1C+CfYMeJ+3lDjIdyavChx81MpflriBMWIbJl8kxB3IRV3BBs76Bo/Ja6+tXJOjklsfmDOYXyK4UBw8tgw4obY/KHyH2L9C12L4elg/ON4ZtjGA9ovhH+CHSPu5w01HsKtEQjnB4AQJwgqnIW5FtKHSxgP2w/EBsx1vntCf4+Jq2+tnBJ7jrjEnsP4BI1lTM5CrtOAjmkIlHsw7UD9C11r+sw1pzieGaZtmH4h/BPsGHE/b6jx4ODWlIrSlr3OOXpPtb+hzN82pPgJwEYihR6DtMV5nmKbj5CMsYEak+Z1UEHDmFhD2kvhI7QNKBnTdo9pf7MN85pYvzE+UduOjS3mfmhOQQQSbbHG9Mc1J6HXYeOMsTVmTDD2cTx/SiE++wC1tbTiZ/yYUeryU1/V+lJXE1L8eAAlHNqOYYmBsecx9mJJsyEbqMTMZptQQcOYWEPs5CBhx+QThIxJEYhsXhPrN5aUGyP4SY0t547gzWuawBC+of1xzUmoj9g4Y2KOETGE9sHx3MO2XwowtpZW/JS4+7twfjyAEg6pxGXO8xh7XdeHiJrcZO7mvVBBw5hYQ9rjIGG7EGoDSsbECkRCSK8UUc4UMQ2NITS2nDuC19dAPjKAiIPmmJPQPmNI5dgPGiiCgymee5T4lYAu2doFSPHjAZRwSCUuc57H2Ou6PkTU5CZzN++FChrGxBrSHgcJ24VQG1AyJlYgEkJ6pYhypohpaAyhseXcEby+BvKRAUQcNMechPYZQyrHftBAERxM8dyjxK8EdMnWLkCWvQKwkels4ncmoc62LusTzXuWT+AWvLMJpkHspZI4Xa+JbUJwoX5dMWlep4Ubm4J+tpiYx1ztuuzxCdGZ4pQ28TSX4GVIMNE1hjabbLGw8UpcQommQKRLTNH056alj1vzk5K3ZlxcYo2++Pnyx8XxsAnoPeu/m6vjEs4c2f7wjwxs9/vEEiFz2cxdiNhmDDEYM08hMfeJGIZ8cdltm3dmPph5ZPbt8gMaPy7Ecqwgtpa27DWhZUFDG6T4QYLKzaHyG0pbk6bYQ1m3h4jxxfA6KPwEs/8YXozvvhiuGSZGEK5KTG76+FwxfDcKL6sJSvw5eDSp5g4XKGON4ShRfYkZfyz3MjVy9d9m8XNGgYKGNsiyFxJUbg6V31DaOi/FHsq6PUSML4bXQeEnUHkT2PtiuGaYGEG4KjG56eNzYfIjlpeF3cw0FY8m1dzhAmWsqfmG8YWLnxZjAxfa7n9QBQ1tkOIHCSo3h8pvKG2dl2IPZd0eIsYXw+ug8BOovAnsfTFcM0yMIFyVmNz08bkw+RHLy8JuZpqKR5Nq7nCBMtbUfMP4wsVPi7GBC233L3gWsuxFAIQXE1pbD63zY/rLDYo9kHsg/CMsRwnTPqV/qH/Y+6B9x8bI5Htw5m3zfEhQDhs/bNwwgqAQe6j3p5o7XKCMNTXfML7EjD/GxxzI0b8se4UhxQ+BjMZ1Dfae1OcxdseIwmHs1IAIszWJpK4dpqFETq4YYPrEHMPECWIPtx/QdrnjZcsBSFx8drjup8SMGmfMcZvt5pyg2EYdi5Bt2LiGAIlVqr5TgWKXEJ7DkOKnAS7CXApiY+rzGLsxbTVB2U1dw7zWRYB0EWsxRM6UO3L7iJ+2uPhiBYkTxF5uP6jk1th4QcUdsfMQkn8cu7FjxwfSh4YZDwyRHzpOrrEI2YaNawjQWKXoOxWodpVW/GiIyGHB4CLMpSA2pj6PsRvalo1oirETSsK1Cfv5rveRMFPuyO07Bz2GiRPEHm4/MDnCGS+ouGMIsSRwzPjGjA9VMBND5IeOE2QOccQVM3audlP1nQql2tUPEMJzA1yEuRTExtTnMXZD27IRTTF2Qkm4NmE/3/U+EmbKHbl956DHMHGC2MPtByZHOOMFFXcMIZYEjhnfmPGhCmZiiPzQcYLMIY64YsbO1W6qvlOhVLsoWPLQKnXrshXOn2WPr81qjyx7bQJU7OxZHstIoTNzfRsizGX+vUk+ta3dm6RRcy07RBrFiK81bXARF33ifjXR9OEn1qvZUycM9WkKnfniYBPea47BwrnTRggT2uxvxsb0y4yLGUfXmrtLsM2VS6FztrhoPx9eNTx+Zgx0HroECpu8q4Vzp1tz2yW41zy/+IEnrMKWPsHJOq4Pr1ynZk+f4N0M1Jf/rpwx56Ep7tgkcdvytLr+zw+pVz53eB424xHKP5fQJsRe03+XeKrrPp9gpp4XtbBl9efG+Nli4psfEFFLq7+b5tTCraYPm6O+cfHlgCtvQvPKtG/RtpuNmO+QeeDjark2vOUA5FnbhWWv0oQQpfhBrBXHCN9hNvmD8jm4eBUUjgK0f844QLkDnL5ycDEoHBkfj8m0NyT61gSVt2LGGWJDfQ22f0rOYMdQFzW6jRp/u8tW6he33B9sE+M39zWY501zvLgEOylzyidwyd0XNJfNeLieIZBnnG+OcQL7rO9i8ZObFyTLXpECXtR7Y8XnfHa7QOUPuNqmXEONg80uSmxiuDWhdkIxoXCPIBu++kTfsAJ/0ByEzg1K/5ScwcZdv/FpQh+DtEl5JnBdA33euDa7pTy3YueUT+CSuy9ILpvxCPHCIG27cpwTwv3hhxQ/kQJe1Htjxed8drtA5Q+42qZcQ42DzS5KbGK4NaF2QjGhcI8gG776RN+wAn/QHITODUr/lJzBxl0vdTWhj0HapDwTuK6BPm9cm91Snluxc8oncMndFySXzXiEeGGQtl05zol+4v6UAln22oTmWrP5WjMkrkW913Wfea8Gl2gY1FZo25RrqHGw2UWJDdZXTDvUtnxxsgkEQmNIEfiznbfFGTo3KP1TcgYbdxtPBdImxRaua6B5Z45XzHMLkr++9n0Cl9x9QXLZxi3C3Gs778pxTmCe9bLsFYYUPxa4CG4+op2PDEdtK9R28x6suJ/vPm7bXMREyC7okP4o56DHOceX6h91TDiFIKE2YP3DXhfKm1g7obGAInYOYIm0sc+MUOw0MHMNG0ebz9j5TXlWUWzNAUzed734mSCEZ16sXLlSzZgxQ61YsUJNnz6dTCyzHecULjPbgojt1e1gxf1899l8irHN1g52l2/qTtGY+NuOh/zEtk/xLxRLVxuuv1OEIKE2YOOIvS6UN7F2cgveccyBJmKEIs1rqHNfAzrXXHEP2d9E7AcRXKKlbQCT910sfs4wdn/PvfO7cH4MpCTaYdqCiO2FSIWh/iFk2ljbbO1gd/mm7hQdS1YO+UkhjXL1gyUFxwhBQm3AxhF7XShvYu2ExgKK2DmAJdJC7I6Z+9gPDLBxtPkc80EE9FkFjV1uYPK+H3Z/n5d553cpfgykJNph2oKI7YVIhaH+IWTaWNts7WB3+abuFB1LVg75SSGNcvWDJQXHCEFCbcDGEXtdKG9i7YTGAorYOYAl0kLsjpn72A8MsHG0+RzzQQT0WQWNXW5g8r6LWNKy6KFwfixwidfZjpviWbb1Z5uwoO24TygsJEpokgqb57XAWS00p4XuasGx+rj+J5YW0avFyB5YuU7dvXx1JRY3d/rEyp+m2FslEuYRXtsorvasqJ4ppvas8N1Ep0ic6btGk6DYXAf3CVM277ORJn0iay6iaBMu8qVNnLBp14U3LlPX3LFcveQ5W6g37TZvxPVmTCj5Yvpen3fFvr7eJqZmE5Y088IlFFiNuUUYz4xf6Lra9hXrnlbPbNigDl40b5gYoM8P85grd6DijRg+mk3s1BwHG19Fx/anNy9TMyePVyfuv2BjrC2ijJDnDfSZYYt/s039jIAIXtbHQ0KgNq6VKYzqy0uXMKQ51i7C9bB+HbkHBYYzBOVHNX0J+dC1Za+2OUBS/BiI4eloQO6D8h3M9mME6ppobvpYryfrV8w9y/9tG0SaftZ21m01AeWiYONG5a5AxjoGLvtswmrDxiSwIWcdY0q+uPylCuu5ciFm00xoTtd5WUP3qYtxCN+EIrxHzV+fX66Y2OZt/edahNEnyhjDY8Jw50K5mcIWSF5CuYDY3IMgtj+fLxT0Q/GTWvRQlr0MUHk62A3zIGvTHJyS5hq6smz6WBcrPcf/zQ0ifYJ3ZuFjW7OHihxS+EqQ2EDGOgYu+5p+2hDakDMmX1z+UoT1fLkQs2km1HYzerpPKN8EwqGgcqmgMYfO65D4nv47Zd5g7LSdg+RmCluwnKLcz4HY/krkHPU7pPgxQOXpYDfMg6xNc3BKbL9qm5s+1gkwyvF/c4NIn+CdmUy2NXuoyCGFrwSJDWSsY+Cyr+mnDaENOWPyxeUvRVjPlwsxm2ZCbTejp/uE8k0gHAoqlwoac+i8Donv6b9T5g3GTts5SG6msAXLKcr9HIjtr0TOUb9Dlr0scPE8XPyOkFgWtL1Q+5A2bec1ahEuzdewbS7Y5ACY/zd9s/nZXJte/MDKYYJfIT+xPobWwUOxgYx1DFz2NfsyOVTm9b4YU/LF5S+0DVeem3ZSbIKORX3+/hUbOWk2ngfUD4zwHjV/fX5Bct6MLUSUEdo21E6IXZQ+uWIGtTnHcyC2P85nkSx7hSHFD1IYzHUN9Tz2OKZP13WYPrHkTopIGFdsQrbG+I2xnRKj5nEN8xrXDuQxvmGFJkNtYsTpMDH23WPrFzouKeYk1G5zTOuPJcwxcfnHFUMNSDxD9/nsiY07xteQb9B5GTPWGKTqpx+KnwlCeE4rcgghqsWQBX3nqYRAqN226zAEYw0OsUEfuGIT8jPGbwxJ13cv1HYNzA7kFN+wQpOQNpugCkRicqXuo4lYoc6YOYnJcXNMNVwkedO/mDnnyzVff6EcjX2GxD5job5B5iVUGDEWMTnVL8XPGYbQYROpRQ8HnvMDIZrFkAV956mEQOg1tuswBGPovRh7oH7EHo8hVseQdCkkzBChNLQDOcU3rNBkqE2MOB01X2xjbBMCjMnlmDkJtds2ptVYGGPi8o8rhjbCuqs/CBk7RdwxvoZ8g85LqDBiLITkrEYIHeYUPRz44gdCNIshC/rOUwmB0Gts12EIxtB7MfZA/Yg9HkOsjiHpUkiYIUJpaAdyim9YoclQmxhxOmq+2MbYJgQYk8sxcxJqt21Mq7EwxsTlH1cMbYR1V38QMnaKuGN8DfkGnZdQYcRYCMm5XQjnx0M+a67FusS6oAJZNpJkvcYfEllzrU+7xLtCtmNsgZIsh+w2RPYg6/8+wUQfodkUPXPZGhI7M8mctr5da/MQkTXTf9u55vGNIpHDBfZq4UlTZLIWHGwK17lEG03fmsR210anGIHOpiCfhk8oUOO9375hSOjxv96xuzXH7byiZ9scEoecNly00RRZNP1uCn2a/rnGFDInfXwVc97ofn52831q80nj1Ct2nl3Zpsnct977ePXKv47jmZfdrh5b/aQ6qCHq6LIJyimz5Vp9v6+/2oemSGc9di4hzGZ/2Fy1zR0fIdhsw3zOuZ5Ptmu5P4QI2TtonJ8JmTcyNSHFjwWYNWCOdXdMe9jzMdwLrG8hXgCHUB/WT4wPnNwsyjmIT2Z8mjGm5GkKOyF8K5Pzoq9pFhoU7ogtd0L3hXKUIh5J5bvZODccXLXYa01fdNFmjp0pNBmKawr+IDbepo0pi5zcKLn4OWMTzyf3RqYmBn7Zy4bUXBcKL4R6PoZ7gfUtxAuA2JaDy4QdFwoPJJb7A4lPDK8hxgcsv8pml8l50df4+qXmju8+qGAfBx8FmsNQ7hTGzthrTdjGjmPux8YTE++QiKQgPc+nzcJHQ4ofC1JzXWLEubDnY7gXWN9CvACIbTm4TNhxofBAYrk/kPjE8BpifMDyq2x2mZwXfY2vX2ru+O6DCvZx8FGgOQzlTmHsjL3WhG3sOOZ+bDwx8Q6JSAr6H7Ls5YCNF8MhpgW5J9Qe9nxMe1jffGvuUNugfUL9xPiAbYMaO2h7ofiYMebok8NOiB8hHh1X7vjuM+MHbQOaNyHYbKsFSV0ioZgYcV1rwsd1i5n7sfHExNtmY7+g5GWvixLu14WBFD8CgUAgEPQRSi1+JrRMcm5ibNsGCAQCgUAg4Mf33r23mjzFLiLYBtomOTchxY9AIBAIBH2I5289Q02dWk7xUxL6vvjpbfqkUW9zIRAIBAJBv6P+fbdq1SrVD5gyZYoaNar5LWQ8+p7zc++996ptt90ofiYQCAQCQb9jzJgxaqeddlL9guuvv579DVbfFz8bNmyoyF/Tpk1zVo66StYF0tKlS62bn3YJ4kuZkHEpEzIuZULGJQ7PPPOMuuuuu9RznvOcqhDqElatWqX2228/dcUVVwwVPCne/PT9stfo0aPVNttsA7pWFz5dL35qiC9lQsalTMi4lAkZFzo233xz1WVMnTo1KV9JRA4FAoFAIBAMFKT4EQgEAoFAMFCQ4kcLL02YoD7+8Y9X/+86xJcyIeNSJmRcyoSMy+Bi/Pjx6sQTT6z+nxJ9T3gWCAQCgUAgaELe/AgEAoFAIBgoSPEjEAgEAoFgoCDFj0AgEAgEgoGCFD8CgUAgEAgGCgNf/PzXf/2X2nHHHdXEiRPVHnvsoX7729+qkvBv//Zvas8996wUqufMmaMOOeQQtXjx4mHXHH300ZX6ZfNn7733HnbN+vXr1UknnaRmzZpVqWUefPDB1dYfufGJT3xihK1z584dOq/59/qarbfeWk2aNEm98pWvVH/84x+L9GWHHXYY4Yv+ed/73lf8uPzmN79RBx10UBVnbdePf/zjYee5xuGxxx5TRx55pJoxY0b1o//8+OOPZ/PlqaeeUh/60IfULrvsUtmor3nnO99Zqb43of0zx+rwww8vyhfOnCrBF9vc0T+f/exnixsXyHO4S3MmJ7797W+r/fffv5qDhx56qPr973/vvf7aa6+trtPXH3DAAeq73/2u89qf//znauHCheq9730v3rDeAOP888/vjRs3rvfVr361d9ttt/VOPvnk3pQpU3p33313rxS85jWv6Z177rm9W2+9tXfTTTf1Xv/61/e222673qpVq4auOeqoo3qvfe1re/fff//Qz/Lly4e18573vKc3b9683iWXXNK74YYbeq961at6u+66a+/pp5/O6s/HP/7x3gte8IJhtj700END5z/zmc/0pk2b1vvhD3/Yu+WWW3qHHXZYb6uttuqtXLmyOF+03U0/tD16Sl1++eXFj8svfvGL3j//8z9XcdY2X3jhhcPOc42D9v+FL3xh7//+7/+qH/3nN7zhDdl8efzxx3uvfvWrexdccEHvz3/+c+/qq6/uveQlL+ntsccew9rYb7/9escdd9ywsdL3NtG2L5w5VYIvTR/0zznnnNMbNWpU769//Wtx4wJ5DndpzuTCz3/+8+p5/73vfa+3ZMmS3qc//eneokWLesuWLbNef88991Tx0Nfp6/V9+v5f/vKXI6699957e/vss0/v7W9/e++EE05A2zbQxc9ee+1VJWMTz33uc3sf/vCHe6VC/8LVD5Irrrhi2APxjW98o/Me/bDQRZ4u9mro5Bs9erQ1qVIXPzq5bdiwYUNv7ty51UOkxrp163ozZszoffnLXy7OFxO6eN5pp50qP7o0LuYvJq5x0P+g0G3/7ne/G7pGFx/6mC5Ecvhiw7XXXltd1/xHjv4lq8fPhVJ84cipUnwxof3af//9hx0rcVxsz+Euz5mUeMtb3tL72Mc+NuyYLu4+97nPWa//93//9+p8E6eddlrvbW9727Bjulg8/PDDq+LoQx/6EKn4GdhlryeffLLaKfbAAw8cdlz//f/+7/9UqVixYkX1/5kzZw47/utf/7p6Hbvzzjur4447Tj300END57Sf+vV/01f9avaFL3xhK77efvvtVf96uVG/wr7jjjuq43feead64IEHhtmpxc70Jne1naX50synb33rW+rYY48dtgFfl8alBtc4XH311dVr+5e85CVD1+glGn2sTf/0HNJjtNlmm414Pa+XI17wgheoD37wg+qJJ54YOleSL7E5VZIvNR588MFqCePv//7vR5wrcVzM53C/zxnqM1Ev+73iFa8YdvzlL3+5uvHGG6333HTTTdX5JvbZZx916623VrGrcdZZZ1Wxf+tb36qo6PuNTV145JFHqp1vt9xyy2HH9d91EpcI/Q+oD3zgA1Uy6QlT43Wve12VBNtvv301CU877bRqjVVPNj0BtT9aLdPc6K4NX/Wk/uY3v1k9uPUD79Of/rR62cteVk2S2hbbmNx9993Vn0vypQnNZ9Dr8pqT0cVxaYJrHPT/9S9pE/pYW/6tW7dOffjDH1Zvf/vbh21i/I53vKMqxjX/TD9oP/KRj6ibb75ZXXLJJUX5wpFTpfjSxDe+8Y2KT6O5Hk2UOC6253A/zxkqNHdJ/47dYosthh3XhezDDz/s/L2szzeh73/66aer9nQcdK7/4Ac/GMEhw2Jgi58azX+l14ltHisFWvL7D3/4g7ryyiuHHT/ssMOG/qwn44tf/OLq4aj/JWU+TNr2VT+8a2hC20tf+lK10047VQ+/mrhJGZO2x+1rX/ta5Zv+l1wXx8UGjnGwXd+Wf/pfjvpN44YNG6oPHZrQb1CaY7VgwYJqvG644Qa1++67F+MLV06V4EsT55xzTlXo6A9PSh8X13O4H+cMB7AxsV1fH1+1apU69dRT1ac+9akRqx9YDOyyl64ux4wZM6Ka1q+Qzeq9BOgvBH7605+qyy+/XG2zzTbea7faaqvqgaiXlzT0v5r0K0hdOZfmq/7iQRdB2tb6qy/fmJToi/6X3aWXXqre9a539cW4cI2Dvka/3TOh/9WX2z9d+LztbW+r3pbotwbNtz426F+s48aNGzZWpfgSm1Ol+aK/sNVfToXmTwnj4noO9+OciYV+w6V/x+q3OU0sX758xNsd31uhRx99VI0dO7Zapl66dKlatmyZOuGEE9Tzn//86ke/AbrsssuqP99zzz1g+wa2+NGvH/Wn7fXr0xr673oZphToqlf/S+NHP/pRNcD6FXAIOrl0kugHo4b2Uz8wmr7ef//91Wvktn3Vn37+6U9/qmytX2837dQPiyuuuGLIzhJ9Offcc6vXsa9//ev7Yly4xkG/1dPcCP3pao1rrrmmOpbTv7rw0b8wdZFqvoa3QS/D6vvqsSrFF46cKs0X/dZU273rrrsWOy6h53C/zRmu37Gap3XVVVcNO665S7vttpv1nkWLFo3gNuk3bPqtn47dc57zHPWzn/2sKnjqH73sq+kU+s9N2ZQgegOM+lP3r33taxXL/pRTTqk+db/rrrt6pUCz2PUXA7/+9a+Hfe65Zs2a6vwTTzzR+8d//Mfqk8g777yz+sz6pS99afU5pfmJ5TbbbNO79NJLq08s9VcVbXwerm3Vvtxxxx3VFw36E079eWgdc/21hPb3Rz/6UfW56BFHHGH9XLQEXzSeeeaZ6pNX/cVBE6WPi7bvxhtvrH70Y+Dzn/989ef6CyiucdBfbrzoRS+qvljRP7vssgv7Z7s+X5566qnewQcfXNmpP1FuzqH169dX9+tPaj/5yU/2rrvuumqs9Oe5+qvP3XbbrShfOHOqbV9qrFixojd58uTel770pRH3lzQuoedw1+ZM7k/dv//971fj+a//+q/Vp+76M3UN/dXXqaeeOuJT99NPP726Xt/n+tS9BvVrr4EufjTOOuus3vbbb98bP358b/fddx/2CXkJ0A8N24/WnNDQk+/AAw/szZ49uyrk9C9i/TmsTqIm1q5d2zvxxBN7M2fO7E2aNKmaTOY1OVBrX2hbt956696hhx7a++Mf/zh0Xn8yqj+H15+NTpgwobfvvvtWD5ISfdG4+OKLq/FYvHjxsOOlj4v+xWnLK20j5zhoDZp3vOMdVYGrf/SfH3vssWy+6F+arjlU6zFpm7V/2g/9HNByBe9///tH6Oe07QtnTrXtS42vfOUrlY2mdk9p4xJ6DndtzuTEt771rUrPSBcxb3rTmyqpiWbh8nd/93fDrr/mmmt6hxxySHW9vu873/mOt31q8TNK/4f2UksgEAgEAoGgexhYzo9AIBAIBILBhBQ/AoFAIBAIBgpS/AgEAoFAIBgoSPEjEAgEAoFgoCDFj0AgEAgEgoGCFD8CgUAgEAgGClL8CAQCgUAgGChI8SMQCAQCgWCgIMWPQDCA+MQnPlHto9MWTjvtNHX88ccna19vFjl79uxqE0SBQCAwIQrPAkGfYdSoUd7zRx11lDrzzDOrTWUhm3xyQ+9avWDBAvWHP/xB7bDDDsn6+cAHPqBWrlyp/vu//ztZHwKBoJuQ4kcg6DM88MADQ3++4IIL1Mc+9jG1ePHioWOTJk1SM2bMaMk6pU4//fRqt+uLL744aT+33HKL2muvvdR9992nNt9886R9CQSCbkGWvQSCPsPcuXOHfnSRo98EmcfMZa+jjz5aHXLIIVVhsuWWW6rNNttMffKTn1RPP/20OvXUU9XMmTPVNttso84555xhfellpcMOO6wqLvRbpDe+8Y3qrrvu8tp3/vnnq4MPPnjYsVe+8pXqpJNOUqecckrVlrbh7LPPVqtXr1bHHHOMmjZtmtppp53U//zP/wzd89hjj6l3vOMd1fKWLuj026Rzzz136Pwuu+xS+XvhhRcyRFUgEPQTpPgRCAQVLrvssuotyW9+8xv1+c9/viqQ3vCGN1TFyDXXXKPe8573VD9Lly6trl+zZo161atepaZOnVrdc+WVV1Z/fu1rX6uefPJJa1R1wXLrrbeqF7/4xSPOfeMb31CzZs1S1157bVUInXDCCeqtb32retnLXqZuuOEG9ZrXvEYdeeSRVb81b+i2226rCqI//elP6ktf+lJ1fxP6zc9vf/tbGWGBQDAMUvwIBIIK+u3OF7/4RbVw4UJ17LHHVv/XhcZHP/rR6q3KRz7yETV+/Hh11VVXDb3BGT16dMWp0W9Znve851VvXu655x7161//2hrVu+++W/V6PbX11luPOLfrrruqf/mXfxnqS7/N0cXMcccdVx3Ty3fLly+vuEIaup/ddtutKqQ0d+jVr361Ouigg4a1OW/evOCbKIFAMHgY27YBAoGgDLzgBS+oipkaeunphS984dDfx4wZUy1t6S+pNK6//nq1ZMmSakmqiXXr1qm//vWv1j7Wrl1b/X/ixIkjzr3oRS8a0Zcuqpr2aNT96zdDb37zm6u3QgceeGC1bKffEjWhC6j6TZFAIBDUkOJHIBBUGDdu3LBIaK6Q7diGDRuqP+v/77HHHurb3/72iAhqHo4N9bKUXv4yrwn1X3/FVvf/ute9rnqT9POf/1xdeuml6oADDlDve9/71Oc+97mhex599FGnLQKBYHAhy14CgYCE3XffXd1+++1qzpw5av78+cN+XF+TadLy9OnTK64OB3Rho8na3/rWt9QZZ5xRkaSb0PwivTQmEAgETUjxIxAISNBfWuk3OfoLL00qvvPOO6tP2E8++WR17733Wu/Ry2qam6PJ0bHQHKCf/OQn1dLbH//4R3XRRRdVvKMaerlLL83pJTGBQCBoQoofgUBAwuTJk6uvvLbbbjt16KGHVoWHJkprXo9+u+OCVnbWZOl6+YoKTb7WxGjNFdp3330rnpBut4YujLRt++yzT1Q/AoGg/yAihwKBICv011577713pelzxBFHJOtHf+au+3j729+erA+BQNBNyJsfgUCQFZq4rLk5WkAxFfQXYW95y1uSFlcCgaC7kDc/AoFAIBAIBgry5kcgEAgEAsFAQYofgUAgEAgEAwUpfgQCgUAgEAwUpPgRCAQCgUAwUJDiRyAQCAQCwUBBih+BQCAQCAQDBSl+BAKBQCAQDBSk+BEIBAKBQDBQkOJHIBAIBAKBGiT8/6r/Gwp5bBrEAAAAAElFTkSuQmCC",
- "text/plain": [
- "<Figure size 640x480 with 3 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "This figure shows the inter-spike interval (ISI) distribution. \n",
- "Where the intervals are on the x-axis and the counts on the y-axis. \n",
- "A bin size of 2.0 ms is used.\n"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Here, we show the cross-correlation histogram (CCH) with the time lag \n",
- "on the x-axis and the counts on the y-axis. The bin size is also 2.0 ms.\n"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
"source": [
"datasets = (\n",
" ('Data14', 'Data15'), # 0: real data: trial-dependent firing rates (one increasing, one decreasing)\n",
@@ -859,7 +201,9 @@
"plot_cross_correlation_histogram(\n",
" cch, title=f'CCH ({filename1}-{filename2})', legend='raw CCH', units='s')\n",
"plt.show()"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -887,30 +231,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<Axes: title={'center': 'CCH (Data14-Data15) and significance (analytical)'}, xlabel='Time lag (s)', ylabel='counts'>"
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
"source": [
"## Analytic assessment\n",
"surr_method = 'analytical'\n",
@@ -967,7 +288,9 @@
" [cch, analytical_cch, cch_threshold], units='s', maxlag=maxlag,\n",
" legend=['raw CCH', 'mean surr. CCH', 'significance threshold'],\n",
" title=f'CCH ({filename1}-{filename2}) and significance ({surr_method})')"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1003,40 +326,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 600x300 with 3 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
"source": [
"# For each data set, generate n_surr surrogates of each trial via spike dithering\n",
"dither = 15*pq.ms\n",
@@ -1071,7 +361,9 @@
"\n",
"\n",
"plot_cch_surrogates(cch, surr_cchs=surr_cchs, surr_method=surr_method)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1090,40 +382,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 600x300 with 3 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
"source": [
"# For each data set, generate n_surr surrogates of each trial via trial shuffling\n",
"dither = 15*pq.ms\n",
@@ -1173,7 +432,9 @@
"\n",
"\n",
"plot_cch_surrogates(cch, surr_cchs=surr_cchs, surr_method=surr_method)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1193,40 +454,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 600x300 with 3 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
"source": [
"# For each data set, generate n_surr surrogates of each trial via trial shifting\n",
"dither = 15*pq.ms\n",
@@ -1268,7 +496,9 @@
"\n",
"\n",
"plot_cch_surrogates(cch, surr_cchs=surr_cchs, surr_method=surr_method)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1289,440 +519,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
"metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "[2025-03-07 11:15:24,041] utils - WARNING: Correcting 10 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,095] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,100] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,114] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,117] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,120] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,126] utils - WARNING: Correcting 7 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,130] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,136] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,138] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,142] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,164] utils - WARNING: Correcting 10 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,180] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,186] utils - WARNING: Correcting 7 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,196] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,199] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,205] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,213] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,223] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,229] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,232] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,249] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,291] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,300] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,322] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,328] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,335] utils - WARNING: Correcting 7 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,340] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,347] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,364] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,370] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,378] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,384] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,392] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,398] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,411] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,419] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,425] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,441] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,443] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,447] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,458] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,461] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,463] utils - WARNING: Correcting 8 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,484] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,495] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,511] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,514] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,522] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,536] utils - WARNING: Correcting 7 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,542] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,546] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,549] utils - WARNING: Correcting 10 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,556] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,560] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,564] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,573] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,605] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,611] utils - WARNING: Correcting 9 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,629] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,642] utils - WARNING: Correcting 7 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,650] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,654] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,658] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,665] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,671] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,677] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,700] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,717] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,719] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,728] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,735] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,742] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,746] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,750] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,756] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,763] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,769] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,783] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,791] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,815] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,830] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,842] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,855] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,858] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,868] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,874] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,879] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,883] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,885] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,887] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,923] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,927] utils - WARNING: Correcting 11 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,938] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,947] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,957] utils - WARNING: Correcting 7 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,961] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,970] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,976] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,980] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,983] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,985] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,992] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:24,996] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,012] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,016] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,034] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,038] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,042] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,050] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,054] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,069] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,074] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,078] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,091] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,095] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,099] utils - WARNING: Correcting 8 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,105] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,110] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,126] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,139] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,149] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,154] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,164] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,171] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,181] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,187] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,190] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,194] utils - WARNING: Correcting 9 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,199] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,205] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,209] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,217] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,239] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,251] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,260] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,263] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,268] utils - WARNING: Correcting 8 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,275] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,279] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,291] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,295] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,301] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,305] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,307] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,313] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,318] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,322] utils - WARNING: Correcting 11 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,330] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,342] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,350] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,371] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,383] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,386] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,389] utils - WARNING: Correcting 7 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,393] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,398] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,399] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,402] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,408] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,416] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,424] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,434] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,443] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,448] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,452] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,466] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,473] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,477] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,491] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,498] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,502] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,504] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,518] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,521] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,523] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,527] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,539] utils - WARNING: Correcting 10 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,548] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,564] utils - WARNING: Correcting 7 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,568] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,576] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,587] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,592] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,611] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,617] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,619] utils - WARNING: Correcting 11 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,624] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,627] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,651] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,654] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,661] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,669] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,676] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,686] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,690] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,695] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,698] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,707] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,710] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,717] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,725] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,735] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,751] utils - WARNING: Correcting 8 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,756] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,784] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,788] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,800] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,812] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,818] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,827] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,832] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,841] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,862] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,871] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,877] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,882] utils - WARNING: Correcting 9 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,898] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,904] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,911] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,917] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,919] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,928] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,932] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,937] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,946] utils - WARNING: Correcting 10 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,956] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,964] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,971] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,977] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,987] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,990] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:25,995] utils - WARNING: Correcting 10 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,003] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,007] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,011] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,015] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,032] utils - WARNING: Correcting 8 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,036] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,043] utils - WARNING: Correcting 7 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,054] utils - WARNING: Correcting 13 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,069] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,084] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,101] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,105] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,115] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,127] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,131] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,137] utils - WARNING: Correcting 7 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,143] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,145] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,160] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,165] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,173] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,186] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,188] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,194] utils - WARNING: Correcting 8 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,196] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,204] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,209] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,212] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,217] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,223] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,227] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,230] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,251] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,262] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,266] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,273] utils - WARNING: Correcting 8 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,278] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,292] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,296] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,313] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,314] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,321] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,325] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,331] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,342] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,346] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,349] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,354] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,357] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,359] utils - WARNING: Correcting 10 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,362] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,377] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,388] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,403] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,409] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,420] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,433] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,448] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,450] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,455] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,481] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,495] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,497] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,519] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,526] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,529] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,533] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,545] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,548] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,550] utils - WARNING: Correcting 13 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,555] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,562] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,571] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,575] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,583] utils - WARNING: Correcting 9 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,589] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,604] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,611] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,629] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,636] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,643] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,653] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,658] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,662] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,667] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,670] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,674] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,677] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,686] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,702] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,729] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,731] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,734] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,740] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,745] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,752] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,760] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,764] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,771] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,776] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,784] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,785] utils - WARNING: Correcting 7 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,793] utils - WARNING: Correcting 9 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,814] utils - WARNING: Correcting 8 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,816] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,820] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,835] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,843] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,846] utils - WARNING: Correcting 7 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,850] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,857] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,865] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,870] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,873] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,878] utils - WARNING: Correcting 15 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,888] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,900] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,909] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,917] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,925] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,932] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,951] utils - WARNING: Correcting 12 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,960] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,970] utils - WARNING: Correcting 7 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,974] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,987] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,989] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:26,994] utils - WARNING: Correcting 7 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,007] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,027] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,032] utils - WARNING: Correcting 13 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,041] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,049] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,054] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,058] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,062] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,067] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,070] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,073] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,080] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,085] utils - WARNING: Correcting 7 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,089] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,093] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,094] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,097] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,101] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,111] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,122] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,132] utils - WARNING: Correcting 5 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,136] utils - WARNING: Correcting 6 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,142] utils - WARNING: Correcting 16 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,149] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,159] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,168] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,170] utils - WARNING: Correcting 3 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,172] utils - WARNING: Correcting 2 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,183] utils - WARNING: Correcting 7 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,188] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,191] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,196] utils - WARNING: Correcting 4 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n",
- "[2025-03-07 11:15:27,205] utils - WARNING: Correcting 1 rounding errors by shifting the affected spikes into the following bin. You can set tolerance=None to disable this behaviour.\n"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 600x300 with 3 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
"source": [
"# For each data set, generate n_surr surrogates of each trial via joint-ISI dithering\n",
"dither = 15*pq.ms\n",
@@ -1759,7 +556,9 @@
"\n",
"\n",
"plot_cch_surrogates(cch, surr_cchs=surr_cchs, surr_method=surr_method)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1779,40 +578,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 600x300 with 3 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
"source": [
"# For each data set, generate n_surr surrogates of each trial via spike time randomization\n",
"dither = 15*pq.ms\n",
@@ -1849,7 +615,9 @@
"\n",
"\n",
"plot_cch_surrogates(cch, surr_cchs=surr_cchs, surr_method=surr_method)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
@@ -1865,40 +633,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
"metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 600x300 with 3 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
"source": [
"# For each data set, generate n_surr surrogates of each trial via shuffle ISIs\n",
"dither = 15*pq.ms\n",
@@ -1935,7 +670,9 @@
"\n",
"\n",
"plot_cch_surrogates(cch, surr_cchs=surr_cchs, surr_method=surr_method)"
- ]
+ ],
+ "outputs": [],
+ "execution_count": null
},
{
"cell_type": "markdown",
--
GitLab