{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exercise 5.4: Monte Carlo simulation of transcriptional pausing\n", "\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this exercise, we will put random number generation to use and do a **Monte Carlo simulation**. The term Monte Carlo simulation is a broad term describing techniques in which a large number of random numbers are generated to (approximately) calculate properties of probability distributions. In many cases the analytical form of these distributions is not known, so Monte Carlo methods are a great way to learn about them.\n", "\n", "Transcription, the process by which DNA is transcribed into RNA, is key process in the central dogma of molecular biology. RNA polymerase (RNAP) is at the heart of this process. This amazing machine glides along the DNA template, unzipping it internally, incorporating ribonucleotides at the front, and spitting RNA out the back. Sometimes, though, the polymerase pauses and then backtracks, pushing the RNA transcript back out the front, as shown in the figure below, taken from [Depken, et al., *Biophys. J.*, **96**, 2189-2193, 2009](https://dx.doi.org/10.1016%2Fj.bpj.2008.12.3918).\n", "\n", "
\n", "\n", "![RNAP pause](rnap_pause.png)\n", " \n", "
\n", "\n", "To escape these backtracks, a cleavage enzyme called TFIIS cleaves the bit on RNA hanging out of the front, and the RNAP can then go about its merry way.\n", "\n", "Researchers have long debated how these backtracks are governed. Single molecule experiments can provide some much needed insight. The groups of [Carlos Bustamante](http://bustamante.berkeley.edu), [Steve Block](https://blocklab.stanford.edu), and [Stephan Grill](https://www.mpi-cbg.de/research-groups/current-groups/stephan-grill/group-leader/), among others, have investigated the dynamics of RNAP in the absence of TFIIS. They can measure many individual backtracks and get statistics about how long the backtracks last.\n", "\n", "One hypothesis is that the backtracks simply consist of diffusive-like motion along the DNA stand. That is to say, the polymerase can move forward or backward along the strand with equal probability once it is paused. This is a one-dimensional **random walk**. So, if we want to test this hypothesis, we would want to know how much time we should expect the RNAP to be in a backtrack so that we could compare to experiment.\n", "\n", "So, we seek the probability distribution of backtrack times, $P(t_{bt})$, where $t_{bt}$ is the time spent in the backtrack. We could solve this analytically, which requires some sophisticated mathematics. But, because we know how to draw random numbers, we can just compute this distribution directly using Monte Carlo simulation!\n", "\n", "We start at $x = 0$ at time $t = 0$. We \"flip a coin,\" or choose a random number to decide whether we step left or right. We do this again and again, keeping track of how many steps we take and what the $x$ position is. As soon as $x$ becomes positive, we have existed the backtrack. The total time for a backtrack is then $\\tau n_\\mathrm{steps}$, where $\\tau$ is the time it takes to make a step. Depken, et al., report that $\\tau \\approx 0.5$ seconds.\n", "\n", "**a)** Write a function, `backtrack_steps()`, that computes the number of steps it takes for a random walker (i.e., polymerase) starting at position $x = 0$ to get to position $x = +1$. It should return the number of steps to take the walk.\n", "\n", "**b)** Generate 10,000 of these backtracks in order to get enough samples out of $P(t_\\mathrm{bt})$. Some of these samples may take a very long time to acquire. (If you are interested in a way to really speed up this calculation, ask me about [Numba](http://numba.pydata.org). If you do use Numba, note that you must use the standard Mersenne Twister RNG for Numba; that is using `np.random....`.)\n", "\n", "**c)** Generate an ECDF of your samples and plot the ECDF with the $x$ axis on a logarithmic scale.\n", "\n", "**d)** A probability distribution function that obeys a power law has the property\n", "\n", "\\begin{align}\n", "P(t_\\mathrm{bt}) \\propto t_\\mathrm{bt}^{-a}\n", "\\end{align}\n", "\n", "in some part of the distribution, usually for large $t_\\mathrm{bt}$. If this is the case, the cumulative distribution function is then\n", "\n", "\\begin{align}\n", "\\mathrm{CDF}(t_\\mathrm{bt}) \\equiv F(t_\\mathrm{bt})= \\int_{-\\infty}^{t_\\mathrm{bt}} \\mathrm{d}t_\\mathrm{bt}'\\,P(t_\\mathrm{bt}') = 1 - \\frac{c}{t_\\mathrm{bt}^{a+1}}, \n", "\\end{align}\n", "\n", "where $c$ is some constant defined by the functional form of $P(t_\\mathrm{bt})$ for small $t_\\mathrm{bt}$ and the normalization condition. If $F$ is our cumulative histogram, we can check for power law behavior by plotting the complementary cumulative distribution (CCDF), $1 - F$, versus $t_\\mathrm{bt}$. If a power law is in play, the plot will be linear on a log-log scale with a slope of $-a+1$.\n", "\n", "Plot the complementary cumulative distribution function from your samples on a log-log plot. If it is linear, then the time to exit a backtrack is a power law.\n", "\n", "**e)**\n", "By doing some mathematical heavy lifting, we know that, in the limit of large $t_{bt}$,\n", "\n", "\\begin{align}\n", "P(t_{bt}) \\propto t_{bt}^{-3/2},\n", "\\end{align}\n", "\n", "so the plot you did in part (e) should have a slope of $-1/2$ on a log-log plot. Is this what you see?\n", "\n", "**Notes:** The theory to derive the probability distribution is involved. See, e.g., [this](https://en.wikipedia.org/wiki/First-hitting-time_model). However, we were able to predict that we would see a great many short backtracks, and then see some very very long backtracks because of the power law distribution of backtrack times. We were able to do that just by doing a simple Monte Carlo simulation with \"coin flips\". There are many problems where the theory is *really* hard, and deriving the distribution is currently impossible, or the probability distribution has such an ugly expression that we can't really work with it. So, Monte Carlo methods are a powerful tool for generating predictions from simply-stated, but mathematically challenging, hypotheses.\n", "\n", "Interestingly, many researchers thought (and maybe still do) there were two classes of backtracks: long and short. There may be, but the hypothesis that the backtrack is a random walk process is commensurate with seeing both very long and very short backtracks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Solution\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", " Loading BokehJS ...\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function now() {\n", " return new Date();\n", " }\n", "\n", " const 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", "const JS_MIME_TYPE = 'application/javascript';\n", " const HTML_MIME_TYPE = 'text/html';\n", " const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", " const CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", " /**\n", " * Render data to the DOM node\n", " */\n", " function render(props, node) {\n", " const script = document.createElement(\"script\");\n", " node.appendChild(script);\n", " }\n", "\n", " /**\n", " * Handle when an output is cleared or removed\n", " */\n", " function handleClearOutput(event, handle) {\n", " const cell = handle.cell;\n", "\n", " const id = cell.output_area._bokeh_element_id;\n", " const server_id = cell.output_area._bokeh_server_id;\n", " // Clean up Bokeh references\n", " if (id != null && id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", "\n", " if (server_id !== undefined) {\n", " // Clean up Bokeh references\n", " const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", " cell.notebook.kernel.execute(cmd_clean, {\n", " iopub: {\n", " output: function(msg) {\n", " const id = msg.content.text.trim();\n", " if (id in Bokeh.index) {\n", " Bokeh.index[id].model.document.clear();\n", " delete Bokeh.index[id];\n", " }\n", " }\n", " }\n", " });\n", " // Destroy server and session\n", " const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", " cell.notebook.kernel.execute(cmd_destroy);\n", " }\n", " }\n", "\n", " /**\n", " * Handle when a new output is added\n", " */\n", " function handleAddOutput(event, handle) {\n", " const output_area = handle.output_area;\n", " const output = handle.output;\n", "\n", " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", " if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n", " return\n", " }\n", "\n", " const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", "\n", " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", " // store reference to embed id on output_area\n", " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", " }\n", " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", " const bk_div = document.createElement(\"div\");\n", " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", " const script_attrs = bk_div.children[0].attributes;\n", " for (let i = 0; i < script_attrs.length; i++) {\n", " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", " toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n", " }\n", " // store reference to server id on output_area\n", " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", " }\n", " }\n", "\n", " function register_renderer(events, OutputArea) {\n", "\n", " function append_mime(data, metadata, element) {\n", " // create a DOM node to render to\n", " const toinsert = this.create_output_subarea(\n", " metadata,\n", " CLASS_NAME,\n", " EXEC_MIME_TYPE\n", " );\n", " this.keyboard_manager.register_events(toinsert);\n", " // Render to node\n", " const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", " render(props, toinsert[toinsert.length - 1]);\n", " element.append(toinsert);\n", " return toinsert\n", " }\n", "\n", " /* Handle when an output is cleared or removed */\n", " events.on('clear_output.CodeCell', handleClearOutput);\n", " events.on('delete.Cell', handleClearOutput);\n", "\n", " /* Handle when a new output is added */\n", " events.on('output_added.OutputArea', handleAddOutput);\n", "\n", " /**\n", " * Register the mime type and append_mime function with output_area\n", " */\n", " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", " /* Is output safe? */\n", " safe: true,\n", " /* Index of renderer in `output_area.display_order` */\n", " index: 0\n", " });\n", " }\n", "\n", " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", " if (root.Jupyter !== undefined) {\n", " const events = require('base/js/events');\n", " const OutputArea = require('notebook/js/outputarea').OutputArea;\n", "\n", " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", " register_renderer(events, OutputArea);\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", " const NB_LOAD_WARNING = {'data': {'text/html':\n", " \"
\\n\"+\n", " \"

\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded() {\n", " const el = document.getElementById(\"b0c64bc7-333f-40fe-bec6-7eea7d4e4119\");\n", " if (el != null) {\n", " el.textContent = \"BokehJS is loading...\";\n", " }\n", " if (root.Bokeh !== undefined) {\n", " if (el != null) {\n", " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(display_loaded, 100)\n", " }\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, callback) {\n", " if (css_urls == null) css_urls = [];\n", " if (js_urls == null) js_urls = [];\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 == null || js_urls.length === 0) {\n", " run_callbacks();\n", " return null;\n", " }\n", " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", " root._bokeh_is_loading = css_urls.length + js_urls.length;\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(url) {\n", " console.error(\"failed to load \" + url);\n", " }\n", "\n", " for (let i = 0; i < css_urls.length; i++) {\n", " const url = css_urls[i];\n", " const element = document.createElement(\"link\");\n", " element.onload = on_load;\n", " element.onerror = on_error.bind(null, url);\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", " for (let i = 0; i < js_urls.length; i++) {\n", " const url = js_urls[i];\n", " const element = document.createElement('script');\n", " element.onload = on_load;\n", " element.onerror = on_error.bind(null, url);\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", " };\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", " const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.1.1.min.js\"];\n", " const css_urls = [];\n", "\n", " const inline_js = [ function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", "function(Bokeh) {\n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " if (root.Bokeh !== undefined || force === true) {\n", " for (let i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }\n", "if (force === true) {\n", " display_loaded();\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", " } else if (force !== true) {\n", " const cell = $(document.getElementById(\"b0c64bc7-333f-40fe-bec6-7eea7d4e4119\")).parents('.cell').data().cell;\n", " cell.output_area.append_execute_result(NB_LOAD_WARNING)\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, function() {\n", " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", " run_inline_js();\n", " });\n", " }\n", "}(window));" ], "application/vnd.bokehjs_load.v0+json": "(function(root) {\n function now() {\n return new Date();\n }\n\n const 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\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 const NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n const el = document.getElementById(\"b0c64bc7-333f-40fe-bec6-7eea7d4e4119\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\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, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\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 == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\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(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\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 for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\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 };\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 const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.1.1.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\nif (force === true) {\n display_loaded();\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 } else if (force !== true) {\n const cell = $(document.getElementById(\"b0c64bc7-333f-40fe-bec6-7eea7d4e4119\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\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, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import tqdm\n", "\n", "import numpy as np\n", "import numba\n", "\n", "import iqplot\n", "\n", "import bokeh.io\n", "import bokeh.plotting\n", "\n", "bokeh.io.output_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**a)** For speed, I will use Numba to compile the function. You can read more about Numba [here](http://numba.pydata.org/). For now, though, you can just ignore the `@numba.njit` decorator on the function." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "@numba.njit\n", "def backtrack_steps():\n", " \"\"\"\n", " Compute the number of steps it takes a 1d random walker starting\n", " at zero to get to +1.\n", " \"\"\"\n", " # Initialize position and number of steps\n", " x = 0\n", " n_steps = 0\n", "\n", " # Walk until we get to positive 1\n", " while x < 1:\n", " x += 2 * np.random.randint(0, 2) - 1\n", " n_steps += 1\n", "\n", " return n_steps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**b)** Now let's run it lots and lots of times. We will convert the result to time using the fact that each step takes about half a second.\n", "\n", "When we run multiple simulations, it might be nice to have a progress bar. The `tqdm` module allows you to easily set up progress bars. To use it, just surround any iterator in a `for` loop with `tqdm.tqdm()`. For example, you could do:\n", "\n", "```python\n", "for i in tqdm.tqdm(range(10000)):\n", "```" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████████| 10000/10000 [00:02<00:00, 4371.48it/s]\n" ] } ], "source": [ "# Stepping time\n", "tau = 0.5 # seconds\n", "\n", "# Specify number of samples\n", "n_samples = 10000\n", "\n", "# Array of backtrack times\n", "t_bt = np.empty(n_samples)\n", "\n", "# Generate the samples\n", "for i in tqdm.tqdm(range(n_samples)):\n", " t_bt[i] = backtrack_steps()\n", " \n", "# Convert to seconds\n", "t_bt *= tau" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**c)** Now, let's plot an ECDF of our backtrack times." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p1001" } }, "output_type": "display_data" } ], "source": [ "p = iqplot.ecdf(\n", " t_bt,\n", " q='time of backtrack (s)',\n", " x_axis_type='log',\n", ")\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that half of all backtracks end immediately, with the first step being rightward. It is impossible to leave a backtrack in an even number of steps, so there are no two-step escapes. Then, we get a lot of 3-step escapes, and so on. But this goes more and more slowly. Yes, 80% of backtracks only last 10 seconds, but there are still many extraordinarily long backtracks. These are the fundamental predictions of our hypothesis. Of course $10^7$ seconds is 115 days, which is obviously much longer than a backtrack could physically last.\n", "\n", "**d, e)** Now, let's plot the CCDF along with a theoretical power law line." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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of backtrack (s)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1164\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1169\",\"attributes\":{\"axis\":{\"id\":\"p1163\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1176\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1170\"}}}],\"frame_width\":375,\"frame_height\":275}}],\"callbacks\":{\"type\":\"map\"}}};\n", " const render_items = [{\"docid\":\"7351c030-48d5-4619-bb12-8440d0bf2c8d\",\"roots\":{\"p1146\":\"a970f868-0295-413c-b742-87f48255b510\"},\"root_ids\":[\"p1146\"]}];\n", " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", " }\n", " if (root.Bokeh !== undefined) {\n", " embed_document(root);\n", " } else {\n", " let attempts = 0;\n", " const timer = setInterval(function(root) {\n", " if (root.Bokeh !== undefined) {\n", " clearInterval(timer);\n", " embed_document(root);\n", " } else {\n", " attempts++;\n", " if (attempts > 100) {\n", " clearInterval(timer);\n", " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n", " }\n", " }\n", " }, 10, root)\n", " }\n", "})(window);" ], "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { "application/vnd.bokehjs_exec.v0+json": { "id": "p1146" } }, "output_type": "display_data" } ], "source": [ "p = iqplot.ecdf(\n", " t_bt,\n", " q='time of backtrack (s)',\n", " complementary=True,\n", " x_axis_type='log', \n", " y_axis_type='log'\n", ")\n", "\n", "# Line with slope -1/2 on a log-log plot\n", "p.line(\n", " x=[1, 1e8],\n", " y=[1, 1e-4],\n", " color='orange',\n", " line_width=2\n", ")\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Indeed, we see that the slope we got from Monte Carlo simulation matches what the theory predicts." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Computing environment" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Python implementation: CPython\n", "Python version : 3.11.3\n", "IPython version : 8.12.0\n", "\n", "numpy : 1.24.3\n", "scipy : 1.10.1\n", "numba : 0.57.0\n", "tqdm : 4.65.0\n", "bokeh : 3.1.1\n", "iqplot : 0.3.3\n", "jupyterlab: 3.6.3\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -v -p numpy,scipy,numba,tqdm,bokeh,iqplot,jupyterlab" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.3" } }, "nbformat": 4, "nbformat_minor": 4 }