{"cells": [{"cell_type": "markdown", "metadata": {}, "source": ["# Homework 10.3: Cell fate determination and hydrodynamic instabilities in the C. elegans gonad? (100 pts)\n", "\n", "[Data set download](https://s3.amazonaws.com/bebi103.caltech.edu/data/chartier_cell_volume.csv)\n", "\n", "<hr>"]}, {"cell_type": "markdown", "metadata": {}, "source": ["**You can do _either_ this problem, Homework 10.1, or Homework 10.2 for Homework 10. Do not do more than one.**"]}, {"cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "    <div class=\"bk-root\">\n", "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n", "        <span id=\"1001\">Loading BokehJS ...</span>\n", "    </div>"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"application/javascript": ["\n", "(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", "  var JS_MIME_TYPE = 'application/javascript';\n", "  var HTML_MIME_TYPE = 'text/html';\n", "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", "  var CLASS_NAME = 'output_bokeh rendered_html';\n", "\n", "  /**\n", "   * Render data to the DOM node\n", "   */\n", "  function render(props, node) {\n", "    var 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", "    var cell = handle.cell;\n", "\n", "    var id = cell.output_area._bokeh_element_id;\n", "    var 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", "      var cmd = \"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, {\n", "        iopub: {\n", "          output: function(msg) {\n", "            var 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", "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", "      cell.notebook.kernel.execute(cmd);\n", "    }\n", "  }\n", "\n", "  /**\n", "   * Handle when a new output is added\n", "   */\n", "  function handleAddOutput(event, handle) {\n", "    var output_area = handle.output_area;\n", "    var output = handle.output;\n", "\n", "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", "      return\n", "    }\n", "\n", "    var 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", "      var bk_div = document.createElement(\"div\");\n", "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", "      var script_attrs = bk_div.children[0].attributes;\n", "      for (var 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", "      var 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", "      var 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", "    var events = require('base/js/events');\n", "    var 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", "\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", "  var NB_LOAD_WARNING = {'data': {'text/html':\n", "     \"<div style='background-color: #fdd'>\\n\"+\n", "     \"<p>\\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", "     \"</p>\\n\"+\n", "     \"<ul>\\n\"+\n", "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n", "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n", "     \"</ul>\\n\"+\n", "     \"<code>\\n\"+\n", "     \"from bokeh.resources import INLINE\\n\"+\n", "     \"output_notebook(resources=INLINE)\\n\"+\n", "     \"</code>\\n\"+\n", "     \"</div>\"}};\n", "\n", "  function display_loaded() {\n", "    var el = document.getElementById(\"1001\");\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", "\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() {\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", "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n", "\n", "    for (var i = 0; i < js_urls.length; i++) {\n", "      var url = js_urls[i];\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", "      if (url in hashes) {\n", "        element.crossOrigin = \"anonymous\";\n", "        element.integrity = \"sha384-\" + hashes[url];\n", "      }\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", "  \n", "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n", "  var css_urls = [];\n", "  \n", "\n", "  var inline_js = [\n", "    function(Bokeh) {\n", "      Bokeh.set_log_level(\"info\");\n", "    },\n", "    function(Bokeh) {\n", "    \n", "    \n", "    }\n", "  ];\n", "\n", "  function run_inline_js() {\n", "    \n", "    if (root.Bokeh !== undefined || force === true) {\n", "      \n", "    for (var 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", "      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n", "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", "    }\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": "\n(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  \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  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\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     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1001\");\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\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() {\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    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\": \"JayppSWSRBsibIZqI8S4vAb1oFgLL0uhNvSn8cmArlOvYOwfFjYeyY5UWwJ+K0SU\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\": \"G0/Tv/Yy/zEPNsnW0Qif/FOsGesd+KIrKg/QLmvQmReuUW9qmSP7mAmr0VpiUNr3\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\": \"VLYHEbLQDk5G1+/4ALU0myoJPMEUsngWry2fzYorFOUmarjGRPLLURaeK/on6JqX\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\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      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\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  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.2.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var 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      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\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": ["# Colab setup ------------------\n", "import os, sys\n", "if \"google.colab\" in sys.modules:\n", "    data_path = \"https://s3.amazonaws.com/bebi103.caltech.edu/data/\"\n", "else:\n", "    data_path = \"../data/\"\n", "# ------------------------------\n", "\n", "import pandas as pd\n", "\n", "import bokeh.io\n", "import bokeh.plotting\n", "bokeh.io.output_notebook()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["The *C. elegans* gonad, pictured below in an image taken from [Chartier, et al., bioRxiv, 2020](https://doi.org/10.1101/2020.05.30.125864), is lined with cells that will potentially become oocytes.\n", "\n", "<div style=\"margin: auto; width: 500px;\">\n", "\n", "![C. elegans gonad](c_elegans_gonad.png)\n", "    \n", "</div>\n", "\n", "As you proceed along the gonad, the cells slowly grow large. Then, some of the cells shrink and undergo apoptosis, while other grow and become large oocytes. [Chartier and coworkers](https://doi.org/10.1101/2020.05.30.125864) did a very interesting study on the hydrodynamic instabilities that give rise to this phenomenon. I encourage you to read the paper.\n", "\n", "In one of their studies, they carefully measured the volume of cells as a function of fractional position along the gonad. The result is shown below."]}, {"cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "\n", "\n", "\n", "\n", "  <div class=\"bk-root\" id=\"77efe128-89e8-428d-b726-3324aa646fd5\" data-root-id=\"1002\"></div>\n"]}, "metadata": {}, "output_type": "display_data"}, {"data": {"application/javascript": ["(function(root) {\n", "  function embed_document(root) {\n", "    \n", "  var docs_json = 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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4574]}},\"selected\":{\"id\":\"1045\"},\"selection_policy\":{\"id\":\"1046\"}},\"id\":\"1033\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1023\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":2},\"x\":{\"field\":\"fractional 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[{\"docid\":\"0d3be909-5d7a-48ad-a8c5-70b9b15599e6\",\"root_ids\":[\"1002\"],\"roots\":{\"1002\":\"77efe128-89e8-428d-b726-3324aa646fd5\"}}];\n", "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n", "\n", "  }\n", "  if (root.Bokeh !== undefined) {\n", "    embed_document(root);\n", "  } else {\n", "    var attempts = 0;\n", "    var 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": "1002"}}, "output_type": "display_data"}], "source": ["df = pd.read_csv(os.path.join(data_path, \"chartier_cell_volume.csv\"), comment=\"#\")\n", "\n", "p = bokeh.plotting.figure(\n", "    x_axis_label=\"fractional position along gonad\",\n", "    y_axis_label=\"cell volume (fL)\",\n", "    frame_width=450,\n", "    frame_height=250,\n", ")\n", "p.circle(source=df, x=\"fractional position\", y=\"volume (fL)\", alpha=0.2, size=2)\n", "\n", "bokeh.io.show(p)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["It is clear that at some point along the gonad, the cell populations diverge, with once set of cells heading toward a fate of apoptosis, with a few lucky ones proceeding to an oocyte fate. As part of their theory, Chartier and coworkers worked out that a hydrodynamic instability leads to this decision. To help interpret experimental results in the context of the theory, it is useful to determine when the cells *start* to split into two populations; those that grow and those that do not. Your task in this problem is to use whatever inference techniques you think appropriate to decide at what position along the gonad that split starts to occur. You should provide sounds arguments as to why you chose the technique(s) you did."]}, {"cell_type": "markdown", "metadata": {}, "source": ["<br />"]}], "metadata": {"anaconda-cloud": {}, "kernelspec": {"display_name": "Python 3", "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": "3.8.8"}}, "nbformat": 4, "nbformat_minor": 4}