{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Breakpoint plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
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i < js_modules.length; i++) {\n      var url = js_modules[i];\n      if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\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    for (const name in js_exports) {\n      var url = js_exports[name];\n      if (skip.indexOf(url) >= 0 || root[name] != null) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\n      }\n      var element = document.createElement('script');\n      element.onerror = on_error;\n      element.async = false;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      element.textContent = `\n      import ${name} from \"${url}\"\n      window.${name} = ${name}\n      window._bokeh_on_load()\n      `\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-3.4.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.1.min.js\", \"https://cdn.holoviz.org/panel/1.4.2/dist/panel.min.js\"];\n  var js_modules = [];\n  var js_exports = {};\n  var css_urls = [];\n  var inline_js = [    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\ttry {\n          inline_js[i].call(root, root.Bokeh);\n\t} catch(e) {\n\t  if (!reloading) {\n\t    throw e;\n\t  }\n\t}\n      }\n      // Cache old bokeh versions\n      if (Bokeh != undefined && !reloading) {\n\tvar NewBokeh = root.Bokeh;\n\tif (Bokeh.versions === undefined) {\n\t  Bokeh.versions = new Map();\n\t}\n\tif (NewBokeh.version !== Bokeh.version) {\n\t  Bokeh.versions.set(NewBokeh.version, NewBokeh)\n\t}\n\troot.Bokeh = 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    root._bokeh_is_initializing = false\n  }\n\n  function load_or_wait() {\n    // Implement a backoff loop that tries to ensure we do not load multiple\n    // versions of Bokeh and its dependencies at the same time.\n    // In recent versions we use the root._bokeh_is_initializing flag\n    // to determine whether there is an ongoing attempt to initialize\n    // bokeh, however for backward compatibility we also try to ensure\n    // that we do not start loading a newer (Panel>=1.0 and Bokeh>3) version\n    // before older versions are fully initialized.\n    if (root._bokeh_is_initializing && Date.now() > root._bokeh_timeout) {\n      root._bokeh_is_initializing = false;\n      root._bokeh_onload_callbacks = undefined;\n      console.log(\"Bokeh: BokehJS was loaded multiple times but one version failed to initialize.\");\n      load_or_wait();\n    } else if (root._bokeh_is_initializing || (typeof root._bokeh_is_initializing === \"undefined\" && root._bokeh_onload_callbacks !== undefined)) {\n      setTimeout(load_or_wait, 100);\n    } else {\n      root._bokeh_is_initializing = true\n      root._bokeh_onload_callbacks = []\n      var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n      if (!reloading && !bokeh_loaded) {\n\troot.Bokeh = undefined;\n      }\n      load_libs(css_urls, js_urls, js_modules, js_exports, function() {\n\tconsole.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n\trun_inline_js();\n      });\n    }\n  }\n  // Give older versions of the autoload script a head-start to ensure\n  // they initialize before we start loading newer version.\n  setTimeout(load_or_wait, 100)\n}(window));",
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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].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\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/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n  var id = handle.cell.output_area._hv_plot_id;\n  var server_id = handle.cell.output_area._bokeh_server_id;\n  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n  if (server_id !== null) {\n    comm.send({event_type: 'server_delete', 'id': server_id});\n    return;\n  } 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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[0]);\n    element.append(toinsert);\n    return toinsert\n  }\n\n  events.on('output_added.OutputArea', handle_add_output);\n  events.on('output_updated.OutputArea', handle_update_output);\n  events.on('clear_output.CodeCell', handle_clear_output);\n  events.on('delete.Cell', handle_clear_output);\n  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n    safe: true,\n    index: 0\n  });\n}\n\nif (window.Jupyter !== undefined) {\n  try {\n    var events = require('base/js/events');\n    var OutputArea = require('notebook/js/outputarea').OutputArea;\n    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n      register_renderer(events, OutputArea);\n    }\n  } catch(err) {\n  }\n}\n",
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     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "<style>*[data-root-id],\n",
       "*[data-root-id] > * {\n",
       "  box-sizing: border-box;\n",
       "  font-family: var(--jp-ui-font-family);\n",
       "  font-size: var(--jp-ui-font-size1);\n",
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       "}\n",
       "\n",
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       "    > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
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       "  background-color: transparent !important;\n",
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      "text/html": [
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       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
       "  var docs_json = {\"fb284039-00c8-410e-a6ab-794c3da1a4ef\":{\"version\":\"3.4.1\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"p1002\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"p1003\",\"attributes\":{\"plot_id\":\"p1002\",\"comm_id\":\"db265d99ad2f49089a84e73272943ca4\",\"client_comm_id\":\"3b9d33a8d0244daea19f5c9593b28b3d\"}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"gap\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"copy_to_clipboard1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":null}]}]}};\n",
       "  var render_items = [{\"docid\":\"fb284039-00c8-410e-a6ab-794c3da1a4ef\",\"roots\":{\"p1002\":\"be8ac903-7d17-4589-8442-95c46d5d0ea1\"},\"root_ids\":[\"p1002\"]}];\n",
       "  var docs = Object.values(docs_json)\n",
       "  if (!docs) {\n",
       "    return\n",
       "  }\n",
       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
       "  function embed_document(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "    for (const render_item of render_items) {\n",
       "      for (const root_id of render_item.root_ids) {\n",
       "\tconst id_el = document.getElementById(root_id)\n",
       "\tif (id_el.children.length && (id_el.children[0].className === 'bk-root')) {\n",
       "\t  const root_el = id_el.children[0]\n",
       "\t  root_el.id = root_el.id + '-rendered'\n",
       "\t}\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "  function get_bokeh(root) {\n",
       "    if (root.Bokeh === undefined) {\n",
       "      return null\n",
       "    } else if (root.Bokeh.version !== py_version) {\n",
       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
       "\treturn null\n",
       "      }\n",
       "      return root.Bokeh.versions.get(py_version);\n",
       "    } else if (root.Bokeh.version === py_version) {\n",
       "      return root.Bokeh\n",
       "    }\n",
       "    return null\n",
       "  }\n",
       "  function is_loaded(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
       "  }\n",
       "  if (is_loaded(root)) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (is_loaded(root)) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "\t  var Bokeh = get_bokeh(root)\n",
       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
       "\t  } else {\n",
       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
       "\t    embed_document(root)\n",
       "\t  }\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ]
     },
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "p1002"
      }
     },
     "output_type": "display_data"
    },
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       "       style='height:15px; border-radius:12px; display: inline-block; float: left'></img>\n",
       "  \n",
       "\n",
       "\n",
       "\n",
       "\n",
       "</div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import holoviews as hv\n",
    "\n",
    "hv.extension('bokeh')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
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fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas 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       "  var render_items = [{\"docid\":\"b34ca62d-fca2-4d34-be40-d99cfe6d39e0\",\"roots\":{\"p1980\":\"c39989b9-ddcb-49ca-bfc6-4182a30bbd9d\"},\"root_ids\":[\"p1980\"]}];\n",
       "  var docs = Object.values(docs_json)\n",
       "  if (!docs) {\n",
       "    return\n",
       "  }\n",
       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
       "  function embed_document(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "    for (const render_item of render_items) {\n",
       "      for (const root_id of render_item.root_ids) {\n",
       "\tconst id_el = document.getElementById(root_id)\n",
       "\tif (id_el.children.length && (id_el.children[0].className === 'bk-root')) {\n",
       "\t  const root_el = id_el.children[0]\n",
       "\t  root_el.id = root_el.id + '-rendered'\n",
       "\t}\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "  function get_bokeh(root) {\n",
       "    if (root.Bokeh === undefined) {\n",
       "      return null\n",
       "    } else if (root.Bokeh.version !== py_version) {\n",
       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
       "\treturn null\n",
       "      }\n",
       "      return root.Bokeh.versions.get(py_version);\n",
       "    } else if (root.Bokeh.version === py_version) {\n",
       "      return root.Bokeh\n",
       "    }\n",
       "    return null\n",
       "  }\n",
       "  function is_loaded(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
       "  }\n",
       "  if (is_loaded(root)) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (is_loaded(root)) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "\t  var Bokeh = get_bokeh(root)\n",
       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
       "\t  } else {\n",
       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
       "\t    embed_document(root)\n",
       "\t  }\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       ":Scatter   [x]   (y)"
      ]
     },
     "execution_count": 42,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "p1980"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from jcvi.formats.bed import Bed\n",
    "from collections import Counter\n",
    "\n",
    "chrom = \"SoChr05C\"\n",
    "bedfile = f\"/Users/bao/projects/pangenome/LAPurple/asm_classify/{chrom}.fa.classifications.bed.gz\"\n",
    "def get_bins(bedfile: str) -> dict:\n",
    "    bed = Bed(bedfile)\n",
    "    bins = defaultdict(Counter)\n",
    "    for b in bed:\n",
    "        start = b.start // 100_000 * 100_000\n",
    "        accn = b.accn.split(\":\", 1)[0]\n",
    "        bins[start][accn] += 1\n",
    "    bin_tags = [(k, v.most_common(1)[0][0]) for (k, v) in bins.items()]\n",
    "    return bin_tags\n",
    "\n",
    "bin_tags = get_bins(bedfile)\n",
    "hv.Scatter(bin_tags).opts(width=800, height=400, padding=0.1, size=1, title=chrom, xlabel=\"\", ylabel=\"\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Find all chimeric chromosome pairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Length</th>\n",
       "      <th>Kmers</th>\n",
       "      <th>Classification</th>\n",
       "      <th>Chr01A.fa</th>\n",
       "      <th>Chr01B.fa</th>\n",
       "      <th>Chr01C.fa</th>\n",
       "      <th>Chr01D.fa</th>\n",
       "      <th>Chr01E.fa</th>\n",
       "      <th>Chr01F.fa</th>\n",
       "      <th>...</th>\n",
       "      <th>Chr09G.fa</th>\n",
       "      <th>Chr09H.fa</th>\n",
       "      <th>Chr10A.fa</th>\n",
       "      <th>Chr10B.fa</th>\n",
       "      <th>Chr10C.fa</th>\n",
       "      <th>Chr10D.fa</th>\n",
       "      <th>Chr10E.fa</th>\n",
       "      <th>Chr10F.fa</th>\n",
       "      <th>Chr10G.fa</th>\n",
       "      <th>Chr10H.fa</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SoChr04_Alt4</td>\n",
       "      <td>44440755</td>\n",
       "      <td>4474468</td>\n",
       "      <td>Chr04B.fa,Chr04H.fa:65,20</td>\n",
       "      <td>162</td>\n",
       "      <td>148</td>\n",
       "      <td>499</td>\n",
       "      <td>1479</td>\n",
       "      <td>161</td>\n",
       "      <td>393</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>59</td>\n",
       "      <td>53</td>\n",
       "      <td>148</td>\n",
       "      <td>53</td>\n",
       "      <td>68</td>\n",
       "      <td>84</td>\n",
       "      <td>57</td>\n",
       "      <td>73</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SsChr07C</td>\n",
       "      <td>83560916</td>\n",
       "      <td>4139854</td>\n",
       "      <td>Unclassified:11,6</td>\n",
       "      <td>36116</td>\n",
       "      <td>72043</td>\n",
       "      <td>37169</td>\n",
       "      <td>20498</td>\n",
       "      <td>18372</td>\n",
       "      <td>17359</td>\n",
       "      <td>...</td>\n",
       "      <td>121967</td>\n",
       "      <td>194662</td>\n",
       "      <td>23367</td>\n",
       "      <td>14486</td>\n",
       "      <td>23752</td>\n",
       "      <td>19529</td>\n",
       "      <td>14939</td>\n",
       "      <td>15313</td>\n",
       "      <td>19159</td>\n",
       "      <td>17737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SoChr05_Alt3</td>\n",
       "      <td>19313076</td>\n",
       "      <td>2840088</td>\n",
       "      <td>Chr05F.fa,Chr01C.fa:90,2</td>\n",
       "      <td>3</td>\n",
       "      <td>25242</td>\n",
       "      <td>64248</td>\n",
       "      <td>13</td>\n",
       "      <td>94</td>\n",
       "      <td>108</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10271</td>\n",
       "      <td>37</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SsChr03D</td>\n",
       "      <td>82136013</td>\n",
       "      <td>3769406</td>\n",
       "      <td>Unclassified:9,8</td>\n",
       "      <td>31968</td>\n",
       "      <td>27294</td>\n",
       "      <td>35459</td>\n",
       "      <td>20105</td>\n",
       "      <td>20391</td>\n",
       "      <td>18781</td>\n",
       "      <td>...</td>\n",
       "      <td>15234</td>\n",
       "      <td>13800</td>\n",
       "      <td>19954</td>\n",
       "      <td>16621</td>\n",
       "      <td>14336</td>\n",
       "      <td>22837</td>\n",
       "      <td>17484</td>\n",
       "      <td>14615</td>\n",
       "      <td>21177</td>\n",
       "      <td>16329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SoChr10A</td>\n",
       "      <td>79002434</td>\n",
       "      <td>7840909</td>\n",
       "      <td>Chr10A.fa,Chr10B.fa:48,43</td>\n",
       "      <td>467</td>\n",
       "      <td>1555</td>\n",
       "      <td>275</td>\n",
       "      <td>482</td>\n",
       "      <td>155</td>\n",
       "      <td>292</td>\n",
       "      <td>...</td>\n",
       "      <td>297</td>\n",
       "      <td>4486</td>\n",
       "      <td>3773483</td>\n",
       "      <td>3447717</td>\n",
       "      <td>11598</td>\n",
       "      <td>88758</td>\n",
       "      <td>92901</td>\n",
       "      <td>68253</td>\n",
       "      <td>46281</td>\n",
       "      <td>96729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SoChr04D</td>\n",
       "      <td>86732939</td>\n",
       "      <td>8135797</td>\n",
       "      <td>Chr04A.fa,Chr04B.fa:52,26</td>\n",
       "      <td>1120</td>\n",
       "      <td>19732</td>\n",
       "      <td>1162</td>\n",
       "      <td>1370</td>\n",
       "      <td>572</td>\n",
       "      <td>16832</td>\n",
       "      <td>...</td>\n",
       "      <td>304</td>\n",
       "      <td>429</td>\n",
       "      <td>419</td>\n",
       "      <td>259</td>\n",
       "      <td>200</td>\n",
       "      <td>3117</td>\n",
       "      <td>471</td>\n",
       "      <td>126</td>\n",
       "      <td>440</td>\n",
       "      <td>218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SoChr10B</td>\n",
       "      <td>68614291</td>\n",
       "      <td>6345932</td>\n",
       "      <td>Chr10C.fa,Chr10G.fa:58,29</td>\n",
       "      <td>120</td>\n",
       "      <td>3874</td>\n",
       "      <td>1423</td>\n",
       "      <td>270</td>\n",
       "      <td>205</td>\n",
       "      <td>136</td>\n",
       "      <td>...</td>\n",
       "      <td>99</td>\n",
       "      <td>45</td>\n",
       "      <td>3851</td>\n",
       "      <td>6751</td>\n",
       "      <td>3707168</td>\n",
       "      <td>339303</td>\n",
       "      <td>65054</td>\n",
       "      <td>30817</td>\n",
       "      <td>1864797</td>\n",
       "      <td>102505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SsChr02A</td>\n",
       "      <td>108629900</td>\n",
       "      <td>5492184</td>\n",
       "      <td>Unclassified:15,6</td>\n",
       "      <td>44087</td>\n",
       "      <td>51710</td>\n",
       "      <td>35212</td>\n",
       "      <td>23831</td>\n",
       "      <td>27812</td>\n",
       "      <td>26845</td>\n",
       "      <td>...</td>\n",
       "      <td>16063</td>\n",
       "      <td>16700</td>\n",
       "      <td>28180</td>\n",
       "      <td>19197</td>\n",
       "      <td>22710</td>\n",
       "      <td>23412</td>\n",
       "      <td>24430</td>\n",
       "      <td>19644</td>\n",
       "      <td>31711</td>\n",
       "      <td>21546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SoChr01_Alt5</td>\n",
       "      <td>9328298</td>\n",
       "      <td>944170</td>\n",
       "      <td>Chr01B.fa,Chr01H.fa:88,4</td>\n",
       "      <td>858</td>\n",
       "      <td>835543</td>\n",
       "      <td>787</td>\n",
       "      <td>21451</td>\n",
       "      <td>207</td>\n",
       "      <td>14362</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SoChr05B</td>\n",
       "      <td>84959030</td>\n",
       "      <td>8496201</td>\n",
       "      <td>Chr05E.fa,Chr05A.fa:68,18</td>\n",
       "      <td>1060</td>\n",
       "      <td>2107</td>\n",
       "      <td>47029</td>\n",
       "      <td>1253</td>\n",
       "      <td>6180</td>\n",
       "      <td>4835</td>\n",
       "      <td>...</td>\n",
       "      <td>1096</td>\n",
       "      <td>2472</td>\n",
       "      <td>1269</td>\n",
       "      <td>712</td>\n",
       "      <td>337</td>\n",
       "      <td>427</td>\n",
       "      <td>691</td>\n",
       "      <td>5013</td>\n",
       "      <td>456</td>\n",
       "      <td>71898</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>124 rows × 84 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              ID     Length    Kmers             Classification  Chr01A.fa  \\\n",
       "0   SoChr04_Alt4   44440755  4474468  Chr04B.fa,Chr04H.fa:65,20        162   \n",
       "0       SsChr07C   83560916  4139854          Unclassified:11,6      36116   \n",
       "0   SoChr05_Alt3   19313076  2840088   Chr05F.fa,Chr01C.fa:90,2          3   \n",
       "0       SsChr03D   82136013  3769406           Unclassified:9,8      31968   \n",
       "0       SoChr10A   79002434  7840909  Chr10A.fa,Chr10B.fa:48,43        467   \n",
       "..           ...        ...      ...                        ...        ...   \n",
       "0       SoChr04D   86732939  8135797  Chr04A.fa,Chr04B.fa:52,26       1120   \n",
       "0       SoChr10B   68614291  6345932  Chr10C.fa,Chr10G.fa:58,29        120   \n",
       "0       SsChr02A  108629900  5492184          Unclassified:15,6      44087   \n",
       "0   SoChr01_Alt5    9328298   944170   Chr01B.fa,Chr01H.fa:88,4        858   \n",
       "0       SoChr05B   84959030  8496201  Chr05E.fa,Chr05A.fa:68,18       1060   \n",
       "\n",
       "    Chr01B.fa  Chr01C.fa  Chr01D.fa  Chr01E.fa  Chr01F.fa  ...  Chr09G.fa  \\\n",
       "0         148        499       1479        161        393  ...         88   \n",
       "0       72043      37169      20498      18372      17359  ...     121967   \n",
       "0       25242      64248         13         94        108  ...         11   \n",
       "0       27294      35459      20105      20391      18781  ...      15234   \n",
       "0        1555        275        482        155        292  ...        297   \n",
       "..        ...        ...        ...        ...        ...  ...        ...   \n",
       "0       19732       1162       1370        572      16832  ...        304   \n",
       "0        3874       1423        270        205        136  ...         99   \n",
       "0       51710      35212      23831      27812      26845  ...      16063   \n",
       "0      835543        787      21451        207      14362  ...          4   \n",
       "0        2107      47029       1253       6180       4835  ...       1096   \n",
       "\n",
       "    Chr09H.fa  Chr10A.fa  Chr10B.fa  Chr10C.fa  Chr10D.fa  Chr10E.fa  \\\n",
       "0          59         53        148         53         68         84   \n",
       "0      194662      23367      14486      23752      19529      14939   \n",
       "0          11          6          5         10         10      10271   \n",
       "0       13800      19954      16621      14336      22837      17484   \n",
       "0        4486    3773483    3447717      11598      88758      92901   \n",
       "..        ...        ...        ...        ...        ...        ...   \n",
       "0         429        419        259        200       3117        471   \n",
       "0          45       3851       6751    3707168     339303      65054   \n",
       "0       16700      28180      19197      22710      23412      24430   \n",
       "0           1          8         26          1          0         16   \n",
       "0        2472       1269        712        337        427        691   \n",
       "\n",
       "    Chr10F.fa  Chr10G.fa  Chr10H.fa  \n",
       "0          57         73         75  \n",
       "0       15313      19159      17737  \n",
       "0          37          2         15  \n",
       "0       14615      21177      16329  \n",
       "0       68253      46281      96729  \n",
       "..        ...        ...        ...  \n",
       "0         126        440        218  \n",
       "0       30817    1864797     102505  \n",
       "0       19644      31711      21546  \n",
       "0          27         31         40  \n",
       "0        5013        456      71898  \n",
       "\n",
       "[124 rows x 84 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from glob import glob\n",
    "\n",
    "tsvfiles = glob(\n",
    "    \"/Users/bao/projects/pangenome/LAPurple/asm_classify/*.read_classifications.tsv\"\n",
    ")\n",
    "data = []\n",
    "for tsvfile in tsvfiles:\n",
    "    data.append(pd.read_csv(tsvfile, sep=\"\\t\"))\n",
    "df = pd.concat(data)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th {\n",
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       "    }\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Length</th>\n",
       "      <th>Kmers</th>\n",
       "      <th>Classification</th>\n",
       "      <th>SoChr01A.fa</th>\n",
       "      <th>SoChr01B.fa</th>\n",
       "      <th>SoChr01C.fa</th>\n",
       "      <th>SoChr01D.fa</th>\n",
       "      <th>SoChr01E.fa</th>\n",
       "      <th>SoChr01F.fa</th>\n",
       "      <th>...</th>\n",
       "      <th>SsChr08A.fa</th>\n",
       "      <th>SsChr08B.fa</th>\n",
       "      <th>SsChr08C.fa</th>\n",
       "      <th>SsChr08D.fa</th>\n",
       "      <th>SsChr08E.fa</th>\n",
       "      <th>SsChr08F.fa</th>\n",
       "      <th>SsChr08G.fa</th>\n",
       "      <th>SsChr08H.fa</th>\n",
       "      <th>SsChr08I.fa</th>\n",
       "      <th>SsChr08J.fa</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SoChr01A</td>\n",
       "      <td>114156061</td>\n",
       "      <td>5174640</td>\n",
       "      <td>SoChr01G.fa,SoChr01H.fa:51,39</td>\n",
       "      <td>18542</td>\n",
       "      <td>13981</td>\n",
       "      <td>30147</td>\n",
       "      <td>190653</td>\n",
       "      <td>86112</td>\n",
       "      <td>56928</td>\n",
       "      <td>...</td>\n",
       "      <td>40</td>\n",
       "      <td>33</td>\n",
       "      <td>26</td>\n",
       "      <td>28</td>\n",
       "      <td>27</td>\n",
       "      <td>66</td>\n",
       "      <td>22</td>\n",
       "      <td>16</td>\n",
       "      <td>34</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SoChr01B</td>\n",
       "      <td>98682420</td>\n",
       "      <td>6533561</td>\n",
       "      <td>SoChr01B.fa,SoChr01F.fa:78,13</td>\n",
       "      <td>13770</td>\n",
       "      <td>5141485</td>\n",
       "      <td>19571</td>\n",
       "      <td>70123</td>\n",
       "      <td>122928</td>\n",
       "      <td>867975</td>\n",
       "      <td>...</td>\n",
       "      <td>28</td>\n",
       "      <td>24</td>\n",
       "      <td>30</td>\n",
       "      <td>13</td>\n",
       "      <td>94</td>\n",
       "      <td>47</td>\n",
       "      <td>48</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SoChr01C</td>\n",
       "      <td>116633000</td>\n",
       "      <td>7966860</td>\n",
       "      <td>SoChr01A.fa,SoChr01D.fa:58,35</td>\n",
       "      <td>4628757</td>\n",
       "      <td>61057</td>\n",
       "      <td>36572</td>\n",
       "      <td>2848880</td>\n",
       "      <td>159990</td>\n",
       "      <td>24324</td>\n",
       "      <td>...</td>\n",
       "      <td>28</td>\n",
       "      <td>75</td>\n",
       "      <td>9</td>\n",
       "      <td>36</td>\n",
       "      <td>57</td>\n",
       "      <td>62</td>\n",
       "      <td>22</td>\n",
       "      <td>32</td>\n",
       "      <td>29</td>\n",
       "      <td>107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SoChr01D</td>\n",
       "      <td>100488407</td>\n",
       "      <td>6769347</td>\n",
       "      <td>SoChr01C.fa,SoChr01E.fa:73,14</td>\n",
       "      <td>47583</td>\n",
       "      <td>48092</td>\n",
       "      <td>4980037</td>\n",
       "      <td>50821</td>\n",
       "      <td>960126</td>\n",
       "      <td>406807</td>\n",
       "      <td>...</td>\n",
       "      <td>91</td>\n",
       "      <td>78</td>\n",
       "      <td>69</td>\n",
       "      <td>116</td>\n",
       "      <td>312</td>\n",
       "      <td>76</td>\n",
       "      <td>55</td>\n",
       "      <td>64</td>\n",
       "      <td>53</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>SoChr01_Alt1</td>\n",
       "      <td>13337632</td>\n",
       "      <td>1130850</td>\n",
       "      <td>SoChr01H.fa,SoChr01D.fa:94,3</td>\n",
       "      <td>7768</td>\n",
       "      <td>356</td>\n",
       "      <td>2084</td>\n",
       "      <td>34183</td>\n",
       "      <td>1721</td>\n",
       "      <td>2492</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>14</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>SsChr08A</td>\n",
       "      <td>65989349</td>\n",
       "      <td>7067773</td>\n",
       "      <td>SsChr08A.fa,SsChr01D.fa:98,1</td>\n",
       "      <td>43</td>\n",
       "      <td>22</td>\n",
       "      <td>33</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>16</td>\n",
       "      <td>...</td>\n",
       "      <td>6954045</td>\n",
       "      <td>1155</td>\n",
       "      <td>1373</td>\n",
       "      <td>4127</td>\n",
       "      <td>12446</td>\n",
       "      <td>6270</td>\n",
       "      <td>55</td>\n",
       "      <td>2556</td>\n",
       "      <td>43</td>\n",
       "      <td>734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>SsChr08B</td>\n",
       "      <td>68264707</td>\n",
       "      <td>6136026</td>\n",
       "      <td>SsChr08F.fa,SsChr08H.fa:63,30</td>\n",
       "      <td>122</td>\n",
       "      <td>183</td>\n",
       "      <td>516</td>\n",
       "      <td>127</td>\n",
       "      <td>49</td>\n",
       "      <td>77</td>\n",
       "      <td>...</td>\n",
       "      <td>6670</td>\n",
       "      <td>267907</td>\n",
       "      <td>775</td>\n",
       "      <td>12414</td>\n",
       "      <td>4953</td>\n",
       "      <td>3908330</td>\n",
       "      <td>12836</td>\n",
       "      <td>1877699</td>\n",
       "      <td>1791</td>\n",
       "      <td>352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>SsChr08C</td>\n",
       "      <td>64674156</td>\n",
       "      <td>3399027</td>\n",
       "      <td>SsChr08I.fa,SsChr08A.fa:95,1</td>\n",
       "      <td>149</td>\n",
       "      <td>59</td>\n",
       "      <td>73</td>\n",
       "      <td>118</td>\n",
       "      <td>74</td>\n",
       "      <td>58</td>\n",
       "      <td>...</td>\n",
       "      <td>40570</td>\n",
       "      <td>3338</td>\n",
       "      <td>215</td>\n",
       "      <td>4075</td>\n",
       "      <td>25252</td>\n",
       "      <td>12827</td>\n",
       "      <td>12695</td>\n",
       "      <td>4144</td>\n",
       "      <td>3255558</td>\n",
       "      <td>210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>SsChr08D</td>\n",
       "      <td>67158216</td>\n",
       "      <td>5177749</td>\n",
       "      <td>SsChr08B.fa,SsChr08A.fa:96,0</td>\n",
       "      <td>112</td>\n",
       "      <td>41</td>\n",
       "      <td>50</td>\n",
       "      <td>44</td>\n",
       "      <td>57</td>\n",
       "      <td>42</td>\n",
       "      <td>...</td>\n",
       "      <td>37180</td>\n",
       "      <td>4984519</td>\n",
       "      <td>814</td>\n",
       "      <td>7261</td>\n",
       "      <td>25344</td>\n",
       "      <td>3914</td>\n",
       "      <td>30361</td>\n",
       "      <td>10005</td>\n",
       "      <td>8074</td>\n",
       "      <td>419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>SsChr08E</td>\n",
       "      <td>59714107</td>\n",
       "      <td>3017317</td>\n",
       "      <td>SsChr08G.fa,SsChr08D.fa:91,1</td>\n",
       "      <td>141</td>\n",
       "      <td>85</td>\n",
       "      <td>106</td>\n",
       "      <td>166</td>\n",
       "      <td>161</td>\n",
       "      <td>100</td>\n",
       "      <td>...</td>\n",
       "      <td>37379</td>\n",
       "      <td>7800</td>\n",
       "      <td>41185</td>\n",
       "      <td>53340</td>\n",
       "      <td>31425</td>\n",
       "      <td>9470</td>\n",
       "      <td>2758847</td>\n",
       "      <td>2130</td>\n",
       "      <td>721</td>\n",
       "      <td>704</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>124 rows × 164 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               ID     Length    Kmers                 Classification  \\\n",
       "0        SoChr01A  114156061  5174640  SoChr01G.fa,SoChr01H.fa:51,39   \n",
       "1        SoChr01B   98682420  6533561  SoChr01B.fa,SoChr01F.fa:78,13   \n",
       "2        SoChr01C  116633000  7966860  SoChr01A.fa,SoChr01D.fa:58,35   \n",
       "3        SoChr01D  100488407  6769347  SoChr01C.fa,SoChr01E.fa:73,14   \n",
       "4    SoChr01_Alt1   13337632  1130850   SoChr01H.fa,SoChr01D.fa:94,3   \n",
       "..            ...        ...      ...                            ...   \n",
       "119      SsChr08A   65989349  7067773   SsChr08A.fa,SsChr01D.fa:98,1   \n",
       "120      SsChr08B   68264707  6136026  SsChr08F.fa,SsChr08H.fa:63,30   \n",
       "121      SsChr08C   64674156  3399027   SsChr08I.fa,SsChr08A.fa:95,1   \n",
       "122      SsChr08D   67158216  5177749   SsChr08B.fa,SsChr08A.fa:96,0   \n",
       "123      SsChr08E   59714107  3017317   SsChr08G.fa,SsChr08D.fa:91,1   \n",
       "\n",
       "     SoChr01A.fa  SoChr01B.fa  SoChr01C.fa  SoChr01D.fa  SoChr01E.fa  \\\n",
       "0          18542        13981        30147       190653        86112   \n",
       "1          13770      5141485        19571        70123       122928   \n",
       "2        4628757        61057        36572      2848880       159990   \n",
       "3          47583        48092      4980037        50821       960126   \n",
       "4           7768          356         2084        34183         1721   \n",
       "..           ...          ...          ...          ...          ...   \n",
       "119           43           22           33            4           11   \n",
       "120          122          183          516          127           49   \n",
       "121          149           59           73          118           74   \n",
       "122          112           41           50           44           57   \n",
       "123          141           85          106          166          161   \n",
       "\n",
       "     SoChr01F.fa  ...  SsChr08A.fa  SsChr08B.fa  SsChr08C.fa  SsChr08D.fa  \\\n",
       "0          56928  ...           40           33           26           28   \n",
       "1         867975  ...           28           24           30           13   \n",
       "2          24324  ...           28           75            9           36   \n",
       "3         406807  ...           91           78           69          116   \n",
       "4           2492  ...            9            2           15           16   \n",
       "..           ...  ...          ...          ...          ...          ...   \n",
       "119           16  ...      6954045         1155         1373         4127   \n",
       "120           77  ...         6670       267907          775        12414   \n",
       "121           58  ...        40570         3338          215         4075   \n",
       "122           42  ...        37180      4984519          814         7261   \n",
       "123          100  ...        37379         7800        41185        53340   \n",
       "\n",
       "     SsChr08E.fa  SsChr08F.fa  SsChr08G.fa  SsChr08H.fa  SsChr08I.fa  \\\n",
       "0             27           66           22           16           34   \n",
       "1             94           47           48           59            0   \n",
       "2             57           62           22           32           29   \n",
       "3            312           76           55           64           53   \n",
       "4              7            3            5           14            8   \n",
       "..           ...          ...          ...          ...          ...   \n",
       "119        12446         6270           55         2556           43   \n",
       "120         4953      3908330        12836      1877699         1791   \n",
       "121        25252        12827        12695         4144      3255558   \n",
       "122        25344         3914        30361        10005         8074   \n",
       "123        31425         9470      2758847         2130          721   \n",
       "\n",
       "     SsChr08J.fa  \n",
       "0             33  \n",
       "1             29  \n",
       "2            107  \n",
       "3             81  \n",
       "4              1  \n",
       "..           ...  \n",
       "119          734  \n",
       "120          352  \n",
       "121          210  \n",
       "122          419  \n",
       "123          704  \n",
       "\n",
       "[124 rows x 164 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"/Users/bao/projects/pangenome/LAPurple/SoSs.ref_classify.tsv\", sep=\"\\t\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SoChr02A.fa,SoChr05E.fa:90,2\n",
      "SoChr02B.fa,SoChr02A.fa:91,1\n",
      "SsChr01G.fa,SsChr01F.fa:95,2\n",
      "SsChr01H.fa,SsChr01D.fa:95,1\n",
      "SsChr03A.fa,SsChr03G.fa:99,0\n",
      "SsChr03E.fa,SsChr03F.fa:91,1\n",
      "SsChr03H.fa,SsChr03F.fa:88,2\n",
      "SsChr04F.fa,SsChr04G.fa:97,0\n",
      "SsChr06C.fa,SsChr06G.fa:99,0\n",
      "SsChr06E.fa,SsChr06H.fa:92,1\n",
      "SsChr06A.fa,SsChr06H.fa:97,0\n",
      "SsChr07G.fa,SsChr07E.fa:99,0\n",
      "SsChr07B.fa,SsChr07C.fa:97,0\n",
      "SsChr07J.fa,SsChr07H.fa:93,3\n",
      "SsChr07F.fa,SsChr07A.fa:97,0\n",
      "SsChr08A.fa,SsChr01D.fa:98,1\n",
      "SsChr08I.fa,SsChr08A.fa:95,1\n",
      "SsChr08B.fa,SsChr08A.fa:96,0\n",
      "SsChr08G.fa,SsChr08D.fa:91,1\n",
      "59 {('SoChr06E', 'SoChr06G'), ('SoChr09D', 'SoChr09F'), ('SsChr05A', 'SsChr05G'), ('SsChr06B', 'SsChr06J'), ('SsChr02B', 'SsChr02H'), ('SsChr05H', 'SsChr05I'), ('SoChr08F', 'SoChr08G'), ('SsChr02G', 'SsChr02J'), ('SoChr01A', 'SoChr01D'), ('SoChr03B', 'SoChr03G'), ('SoChr10D', 'SoChr10H'), ('SsChr02A', 'SsChr02F'), ('SoChr08B', 'SoChr08H'), ('SsChr02D', 'SsChr02I'), ('SoChr05G', 'SoChr05H'), ('SoChr07B', 'SoChr07F'), ('SoChr06C', 'SoChr06H'), ('SoChr09C', 'SoChr09H'), ('SoChr09A', 'SoChr09B'), ('SoChr01C', 'SoChr01E'), ('SsChr07C', 'SsChr07D'), ('SoChr07A', 'SoChr07H'), ('SoChr09E', 'SoChr09G'), ('SoChr04C', 'SoChr04F'), ('SoChr07C', 'SoChr07E'), ('SoChr03A', 'SoChr03E'), ('SoChr10C', 'SoChr10G'), ('SoChr05B', 'SoChr05F'), ('SoChr06D', 'SoChr06F'), ('SoChr06A', 'SoChr06H'), ('SoChr04D', 'SoChr04H'), ('SoChr01G', 'SoChr01H'), ('SoChr03C', 'SoChr03H'), ('SoChr08A', 'SoChr08D'), ('SoChr10E', 'SoChr10F'), ('SsChr05B', 'SsChr05J'), ('SoChr10A', 'SoChr10B'), ('SsChr04D', 'SsChr04G'), ('SsChr05C', 'SsChr05E'), ('SoChr07D', 'SoChr07G'), ('SsChr03D', 'SsChr03I'), ('SsChr08F', 'SsChr08H'), ('SoChr02G', 'SoChr02H'), ('SoChr01B', 'SoChr01F'), ('SsChr03B', 'SsChr03C'), ('SoChr05A', 'SoChr05E'), ('SsChr05D', 'SsChr05F'), ('SsChr04C', 'SsChr04H'), ('SoChr02E', 'SoChr02F'), ('SoChr03D', 'SoChr03F'), ('SsChr01B', 'SsChr01D'), ('SoChr08C', 'SoChr08E'), ('SoChr05C', 'SoChr05D'), ('SsChr06D', 'SsChr06F'), ('SsChr02C', 'SsChr02E'), ('SsChr04E', 'SsChr04I'), ('SoChr04A', 'SoChr04B'), ('SoChr04E', 'SoChr04G'), ('SsChr04A', 'SsChr04B')}\n"
     ]
    }
   ],
   "source": [
    "data = []\n",
    "pairs = set()\n",
    "fw = open(\"chimeric_chrom_pairs.tsv\", \"w\")\n",
    "for _, row in df.iterrows():\n",
    "    seqid = row[\"ID\"]\n",
    "    if \"Alt\" in seqid:\n",
    "        continue\n",
    "    classification = row[\"Classification\"]\n",
    "    if \"Unclassified\" in classification:\n",
    "        continue\n",
    "    ab, scores = classification.split(\":\", 1)\n",
    "    a, b = ab.replace(\".fa\", \"\").split(\",\")\n",
    "    if a[:7] != b[:7]:\n",
    "        print(classification)\n",
    "        continue\n",
    "    ascore, bscore = scores.split(\",\")\n",
    "    if int(bscore) < 5:\n",
    "        print(classification)\n",
    "        continue\n",
    "    data.append((seqid, classification, a, b))\n",
    "    pairs.add(tuple(sorted((a, b))))\n",
    "data.sort()\n",
    "print(\"ID\\tClassification\\tChromA\\tChromB\", file=fw)\n",
    "for d in data:\n",
    "    print(\"\\t\".join(d), file=fw)\n",
    "fw.close()\n",
    "print(len(pairs), pairs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Length</th>\n",
       "      <th>Kmers</th>\n",
       "      <th>Classification</th>\n",
       "      <th>Chr01A.fa</th>\n",
       "      <th>Chr01B.fa</th>\n",
       "      <th>Chr01C.fa</th>\n",
       "      <th>Chr01D.fa</th>\n",
       "      <th>Chr01E.fa</th>\n",
       "      <th>Chr01F.fa</th>\n",
       "      <th>...</th>\n",
       "      <th>Chr09G.fa</th>\n",
       "      <th>Chr09H.fa</th>\n",
       "      <th>Chr10A.fa</th>\n",
       "      <th>Chr10B.fa</th>\n",
       "      <th>Chr10C.fa</th>\n",
       "      <th>Chr10D.fa</th>\n",
       "      <th>Chr10E.fa</th>\n",
       "      <th>Chr10F.fa</th>\n",
       "      <th>Chr10G.fa</th>\n",
       "      <th>Chr10H.fa</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <th>0</th>\n",
       "      <td>edca1324-667e-4118-8507-4856b6d22b05</td>\n",
       "      <td>88</td>\n",
       "      <td>4</td>\n",
       "      <td>Chr02B.fa,Chr02F.fa:75,25</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>902e0f53-3693-4a6f-ba95-06756383b32f</td>\n",
       "      <td>1015</td>\n",
       "      <td>28</td>\n",
       "      <td>Chr04H.fa,Chr01A.fa:100,0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>a7007a10-28c9-43db-bd50-81d323e70415</td>\n",
       "      <td>1097</td>\n",
       "      <td>2</td>\n",
       "      <td>Chr04B.fa,Chr01A.fa:100,0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0f633f29-01ef-492d-8f33-ea12ccb4f7bc</td>\n",
       "      <td>808</td>\n",
       "      <td>37</td>\n",
       "      <td>Chr02A.fa,Chr09G.fa:78,18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4758da69-16e4-4162-a365-0b36796a935e</td>\n",
       "      <td>1116</td>\n",
       "      <td>35</td>\n",
       "      <td>Chr09G.fa,Chr05C.fa:68,28</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1560475</th>\n",
       "      <td>7ff5a8b5-66ed-49c6-9ae8-db6746d2e698</td>\n",
       "      <td>2426</td>\n",
       "      <td>262</td>\n",
       "      <td>Chr09F.fa,Chr10G.fa:91,3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1560476</th>\n",
       "      <td>f1acf7d9-c8d8-4e7c-be1c-5b34c4280924</td>\n",
       "      <td>9247</td>\n",
       "      <td>168</td>\n",
       "      <td>Unclassified:12,8</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1560477</th>\n",
       "      <td>5c692a35-c7e7-4a77-b142-d0bf8ba77be8</td>\n",
       "      <td>3376</td>\n",
       "      <td>107</td>\n",
       "      <td>Chr08D.fa,Chr05F.fa:84,4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>1560478</th>\n",
       "      <td>3cf800c1-91e5-4f2d-aa56-30f8094d996e</td>\n",
       "      <td>1707</td>\n",
       "      <td>0</td>\n",
       "      <td>Unclassified:0,0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1560479</th>\n",
       "      <td>cb34dcc6-7d79-4b92-b7dd-95b834d2f6ed</td>\n",
       "      <td>2373</td>\n",
       "      <td>133</td>\n",
       "      <td>Chr07E.fa,Chr07G.fa:74,25</td>\n",
       "      <td>0</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1560480 rows × 84 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           ID  Length  Kmers  \\\n",
       "0        edca1324-667e-4118-8507-4856b6d22b05      88      4   \n",
       "1        902e0f53-3693-4a6f-ba95-06756383b32f    1015     28   \n",
       "2        a7007a10-28c9-43db-bd50-81d323e70415    1097      2   \n",
       "3        0f633f29-01ef-492d-8f33-ea12ccb4f7bc     808     37   \n",
       "4        4758da69-16e4-4162-a365-0b36796a935e    1116     35   \n",
       "...                                       ...     ...    ...   \n",
       "1560475  7ff5a8b5-66ed-49c6-9ae8-db6746d2e698    2426    262   \n",
       "1560476  f1acf7d9-c8d8-4e7c-be1c-5b34c4280924    9247    168   \n",
       "1560477  5c692a35-c7e7-4a77-b142-d0bf8ba77be8    3376    107   \n",
       "1560478  3cf800c1-91e5-4f2d-aa56-30f8094d996e    1707      0   \n",
       "1560479  cb34dcc6-7d79-4b92-b7dd-95b834d2f6ed    2373    133   \n",
       "\n",
       "                    Classification  Chr01A.fa  Chr01B.fa  Chr01C.fa  \\\n",
       "0        Chr02B.fa,Chr02F.fa:75,25          0          0          0   \n",
       "1        Chr04H.fa,Chr01A.fa:100,0          0          0          0   \n",
       "2        Chr04B.fa,Chr01A.fa:100,0          0          0          0   \n",
       "3        Chr02A.fa,Chr09G.fa:78,18          0          0          0   \n",
       "4        Chr09G.fa,Chr05C.fa:68,28          0          0          0   \n",
       "...                            ...        ...        ...        ...   \n",
       "1560475   Chr09F.fa,Chr10G.fa:91,3          0          0          0   \n",
       "1560476          Unclassified:12,8          0          2          0   \n",
       "1560477   Chr08D.fa,Chr05F.fa:84,4          1          0          0   \n",
       "1560478           Unclassified:0,0          0          0          0   \n",
       "1560479  Chr07E.fa,Chr07G.fa:74,25          0          0          0   \n",
       "\n",
       "         Chr01D.fa  Chr01E.fa  Chr01F.fa  ...  Chr09G.fa  Chr09H.fa  \\\n",
       "0                0          0          0  ...          0          0   \n",
       "1                0          0          0  ...          0          0   \n",
       "2                0          0          0  ...          0          0   \n",
       "3                0          0          0  ...          7          0   \n",
       "4                0          0          0  ...         24          0   \n",
       "...            ...        ...        ...  ...        ...        ...   \n",
       "1560475          7          0          0  ...          0          0   \n",
       "1560476          1          0          0  ...          0          0   \n",
       "1560477          0          0          0  ...          0          0   \n",
       "1560478          0          0          0  ...          0          0   \n",
       "1560479          0          0          0  ...          0          0   \n",
       "\n",
       "         Chr10A.fa  Chr10B.fa  Chr10C.fa  Chr10D.fa  Chr10E.fa  Chr10F.fa  \\\n",
       "0                0          0          0          0          0          0   \n",
       "1                0          0          0          0          0          0   \n",
       "2                0          0          0          0          0          0   \n",
       "3                0          0          0          0          0          0   \n",
       "4                0          0          0          0          1          0   \n",
       "...            ...        ...        ...        ...        ...        ...   \n",
       "1560475          0          0          0          0          0          1   \n",
       "1560476          8          0          0          0          2          0   \n",
       "1560477          2          0          0          0          0          0   \n",
       "1560478          0          0          0          0          0          0   \n",
       "1560479          0          0          0          0          0          0   \n",
       "\n",
       "         Chr10G.fa  Chr10H.fa  \n",
       "0                0          0  \n",
       "1                0          0  \n",
       "2                0          0  \n",
       "3                0          0  \n",
       "4                0          0  \n",
       "...            ...        ...  \n",
       "1560475          9          0  \n",
       "1560476          1          0  \n",
       "1560477          0          0  \n",
       "1560478          0          0  \n",
       "1560479          0          0  \n",
       "\n",
       "[1560480 rows x 84 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rc = \"/Users/bao/projects/pangenome/LAPurple/read_classify/pass.all.part_001.fq.gz.read_classifications.tsv.gz\"\n",
    "rf = pd.read_csv(rc, sep=\"\\t\")\n",
    "rf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "filtered = []\n",
    "for _, row in rf.iterrows():\n",
    "    read_id = row[\"ID\"]\n",
    "    length = row[\"Length\"]\n",
    "    kmers = row[\"Kmers\"]\n",
    "    classification = row[\"Classification\"]\n",
    "    if \"Unclassified\" in classification:\n",
    "        continue\n",
    "    ab, scores = classification.split(\":\", 1)\n",
    "    a, b = ab.replace(\".fa\", \"\").split(\",\")\n",
    "    a, b = tuple(sorted((a, b)))\n",
    "    ascore, bscore = scores.split(\",\", 1)\n",
    "    ascore, bscore = int(ascore), int(bscore)\n",
    "    if kmers >= 100 and length > 1000 and ascore + bscore >= 80 and bscore >= 10 and (a, b) in pairs:\n",
    "        row[\"Label\"] = f\"{a}_{b}\"\n",
    "        filtered.append(row)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>ID</th>\n",
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       "      <th>Kmers</th>\n",
       "      <th>Classification</th>\n",
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       "      <td>Chr01A.fa,Chr01D.fa:64,20</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Chr01A_Chr01D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1558765</th>\n",
       "      <td>2e0ec991-df9a-4a30-8c83-86f6c358009a</td>\n",
       "      <td>33051</td>\n",
       "      <td>2697</td>\n",
       "      <td>Chr06H.fa,Chr06A.fa:50,47</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Chr06A_Chr06H</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1558837</th>\n",
       "      <td>84755fad-4ed7-41b6-8261-b918a70d9305</td>\n",
       "      <td>14314</td>\n",
       "      <td>3187</td>\n",
       "      <td>Chr06A.fa,Chr06H.fa:73,22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Chr06A_Chr06H</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1559406</th>\n",
       "      <td>fdba59c8-43db-4c5e-bfbd-25186e8da8e7</td>\n",
       "      <td>9128</td>\n",
       "      <td>1067</td>\n",
       "      <td>Chr10F.fa,Chr10E.fa:81,12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>135</td>\n",
       "      <td>873</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Chr10E_Chr10F</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1560275</th>\n",
       "      <td>78cd832a-6e56-4c96-a5b0-6a92e5dc5c2f</td>\n",
       "      <td>8519</td>\n",
       "      <td>670</td>\n",
       "      <td>Chr04A.fa,Chr04B.fa:66,16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Chr04A_Chr04B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1560278</th>\n",
       "      <td>b3a07e53-d87e-478a-846a-3645ede0a39b</td>\n",
       "      <td>3467</td>\n",
       "      <td>113</td>\n",
       "      <td>Chr06H.fa,Chr06C.fa:80,18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Chr06C_Chr06H</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3861 rows × 85 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           ID  Length  Kmers  \\\n",
       "878      2f307dc3-9b72-4bb1-9aa1-16b870948c1d    3846    249   \n",
       "2445     fdcd00a1-ae98-42f4-a5a6-5e07cf13c552    1172    145   \n",
       "2675     92ccfe6b-0cde-439d-b069-7b6b9580ffb1    3096    117   \n",
       "4226     444d1dff-2091-4bc3-a218-41e2ce32ce31    1342    108   \n",
       "4595     89199b8c-60e9-43c8-9955-cbcb5d5646ab    3098    133   \n",
       "...                                       ...     ...    ...   \n",
       "1558765  2e0ec991-df9a-4a30-8c83-86f6c358009a   33051   2697   \n",
       "1558837  84755fad-4ed7-41b6-8261-b918a70d9305   14314   3187   \n",
       "1559406  fdba59c8-43db-4c5e-bfbd-25186e8da8e7    9128   1067   \n",
       "1560275  78cd832a-6e56-4c96-a5b0-6a92e5dc5c2f    8519    670   \n",
       "1560278  b3a07e53-d87e-478a-846a-3645ede0a39b    3467    113   \n",
       "\n",
       "                    Classification  Chr01A.fa  Chr01B.fa  Chr01C.fa  \\\n",
       "878      Chr03F.fa,Chr03D.fa:72,16          0          0          0   \n",
       "2445     Chr05F.fa,Chr05B.fa:57,36          0          0          0   \n",
       "2675     Chr10F.fa,Chr10E.fa:76,13          0          0          0   \n",
       "4226     Chr08G.fa,Chr08F.fa:77,21          0          0          0   \n",
       "4595     Chr01A.fa,Chr01D.fa:64,20         86          0          0   \n",
       "...                            ...        ...        ...        ...   \n",
       "1558765  Chr06H.fa,Chr06A.fa:50,47          0          1          2   \n",
       "1558837  Chr06A.fa,Chr06H.fa:73,22          0          0          0   \n",
       "1559406  Chr10F.fa,Chr10E.fa:81,12          0          0          0   \n",
       "1560275  Chr04A.fa,Chr04B.fa:66,16          0          0          0   \n",
       "1560278  Chr06H.fa,Chr06C.fa:80,18          0          0          0   \n",
       "\n",
       "         Chr01D.fa  Chr01E.fa  Chr01F.fa  ...  Chr09H.fa  Chr10A.fa  \\\n",
       "878              0          0          0  ...          0          0   \n",
       "2445             0          0          0  ...          0          0   \n",
       "2675             0          0          0  ...          1          0   \n",
       "4226             0          0          0  ...          0          0   \n",
       "4595            27          0          0  ...          0          0   \n",
       "...            ...        ...        ...  ...        ...        ...   \n",
       "1558765          0          0          0  ...          0          0   \n",
       "1558837          0          0          0  ...          0          0   \n",
       "1559406          0          0          0  ...          0          0   \n",
       "1560275          0          1          0  ...          0          0   \n",
       "1560278          0          0          0  ...          0          0   \n",
       "\n",
       "         Chr10B.fa  Chr10C.fa  Chr10D.fa  Chr10E.fa  Chr10F.fa  Chr10G.fa  \\\n",
       "878              0          0          0          0          0          0   \n",
       "2445             0          0          0          0          0          0   \n",
       "2675             0          0          0         16         90          0   \n",
       "4226             0          0          0          0          0          0   \n",
       "4595             0          0          0          0          0          0   \n",
       "...            ...        ...        ...        ...        ...        ...   \n",
       "1558765          1          0          3          0          0          0   \n",
       "1558837          0          0          0          0          0          0   \n",
       "1559406          0          0         24        135        873          1   \n",
       "1560275          0          0          0          0          0          0   \n",
       "1560278          0          0          0          0          0          0   \n",
       "\n",
       "         Chr10H.fa          Label  \n",
       "878              0  Chr03D_Chr03F  \n",
       "2445             0  Chr05B_Chr05F  \n",
       "2675             0  Chr10E_Chr10F  \n",
       "4226             0  Chr08F_Chr08G  \n",
       "4595             0  Chr01A_Chr01D  \n",
       "...            ...            ...  \n",
       "1558765          0  Chr06A_Chr06H  \n",
       "1558837          0  Chr06A_Chr06H  \n",
       "1559406          0  Chr10E_Chr10F  \n",
       "1560275          0  Chr04A_Chr04B  \n",
       "1560278          0  Chr06C_Chr06H  \n",
       "\n",
       "[3861 rows x 85 columns]"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ff = pd.DataFrame(filtered)\n",
    "ff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
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       "  var render_items = [{\"docid\":\"c73b1687-523e-44e4-ac85-8f2ec4cbb9b8\",\"roots\":{\"p1788\":\"c155cd3f-386a-45df-92f1-00a2dac47191\"},\"root_ids\":[\"p1788\"]}];\n",
       "  var docs = Object.values(docs_json)\n",
       "  if (!docs) {\n",
       "    return\n",
       "  }\n",
       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
       "  function embed_document(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "    for (const render_item of render_items) {\n",
       "      for (const root_id of render_item.root_ids) {\n",
       "\tconst id_el = document.getElementById(root_id)\n",
       "\tif (id_el.children.length && (id_el.children[0].className === 'bk-root')) {\n",
       "\t  const root_el = id_el.children[0]\n",
       "\t  root_el.id = root_el.id + '-rendered'\n",
       "\t}\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "  function get_bokeh(root) {\n",
       "    if (root.Bokeh === undefined) {\n",
       "      return null\n",
       "    } else if (root.Bokeh.version !== py_version) {\n",
       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
       "\treturn null\n",
       "      }\n",
       "      return root.Bokeh.versions.get(py_version);\n",
       "    } else if (root.Bokeh.version === py_version) {\n",
       "      return root.Bokeh\n",
       "    }\n",
       "    return null\n",
       "  }\n",
       "  function is_loaded(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    return (Bokeh != null && Bokeh.Panel !== undefined)\n",
       "  }\n",
       "  if (is_loaded(root)) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (is_loaded(root)) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "\t  var Bokeh = get_bokeh(root)\n",
       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
       "\t  } else {\n",
       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
       "\t    embed_document(root)\n",
       "\t  }\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       ":Curve   [start]   (depth)"
      ]
     },
     "execution_count": 22,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "p1788"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hifi_bed = (\n",
    "    \"/Users/bao/projects/pangenome/LAPurple/SoSs/SoSs_HIFI_LAP.mosdepth.regions.bed.gz\"\n",
    ")\n",
    "ont_bed = (\n",
    "    \"/Users/bao/projects/pangenome/LAPurple/SoSs/SoSs_LAP_HIFI_LAP.mosdepth.regions.bed.gz\"\n",
    ")\n",
    "\n",
    "def load_bed(bed: str) -> pd.DataFrame:\n",
    "    df = pd.read_csv(bed, sep=\"\\t\")\n",
    "    df.columns = [\"chrom\", \"start\", \"end\", \"depth\"]\n",
    "    return df\n",
    "\n",
    "\n",
    "hf = load_bed(hifi_bed)\n",
    "of = load_bed(ont_bed)\n",
    "\n",
    "def plot_chrom(hf: pd.DataFrame, of: pd.DataFrame, chrom: str) -> hv.Curve:\n",
    "    a = hv.Curve(\n",
    "        hf[hf[\"chrom\"] == chrom], kdims=[\"start\"], vdims=[\"depth\"], label=\"HIFI\"\n",
    "    ).opts(width=800, height=400, xlabel=chrom, alpha=0.5)\n",
    "    b = hv.Curve(\n",
    "        of[of[\"chrom\"] == chrom], kdims=[\"start\"], vdims=[\"depth\"], label=\"LAP-HIFI\"\n",
    "    ).opts(width=800, height=400, xlabel=chrom, alpha=0.5)\n",
    "    df = hf.copy()\n",
    "    df[\"depth\"] = hf[\"depth\"] / (of[of[\"chrom\"] == chrom][\"depth\"] + 1)\n",
    "    c = hv.Curve(\n",
    "        df[df[\"chrom\"] == chrom], kdims=[\"start\"], vdims=[\"depth\"], label=\"HIFI / LAP-HIFI\"\n",
    "    ).opts(width=800, height=400, xlabel=chrom, alpha=0.5)\n",
    "    return c\n",
    "\n",
    "\n",
    "plot_chrom(hf, of, \"SoChr03D\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import defaultdict\n",
    "# Find the regions that have high depth per chrom\n",
    "regions = defaultdict(list)\n",
    "df = hf.copy()\n",
    "df[\"depth\"] = hf[\"depth\"] / (of[\"depth\"] + 1)\n",
    "for _, row in df.iterrows():\n",
    "    chrom = row[\"chrom\"]\n",
    "    start = row[\"start\"]\n",
    "    end = row[\"end\"]\n",
    "    depth = row[\"depth\"]\n",
    "    regions[chrom].append((start, end, depth))\n",
    "\n",
    "d = []\n",
    "for chrom, data in regions.items():\n",
    "    if \"utg\" in chrom:\n",
    "        continue\n",
    "    regions[chrom] = sorted(data, key=lambda x: x[2], reverse=True)\n",
    "    d.append((chrom, \",\".join(f\"{chrom}:{a}-{b}:{c}\" for (a, b, c) in regions[chrom] if c > 5)))\n",
    "\n",
    "kf = pd.DataFrame(d)\n",
    "kf.columns = [\"Chrom\", \"Regions\"]\n",
    "kf.to_csv(\"poi.tsv\", sep=\"\\t\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "pf = pd.read_csv(\"poi.tsv\", sep=\"\\t\")\n",
    "fw = open(\"poi.bed\", \"w\")\n",
    "for _, row in pf.dropna().iterrows():\n",
    "    chrom = row[\"Chrom\"]\n",
    "    if not chrom.startswith(\"SoChr\"):\n",
    "        continue\n",
    "    regions = row[\"Regions\"].split(\",\")\n",
    "    for region in regions:\n",
    "        chrom, pos, depth = region.split(\":\")\n",
    "        start, end = pos.split(\"-\")\n",
    "        print(f\"{chrom}\\t{start}\\t{end}\\t{depth}\", file=fw)\n",
    "fw.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Find precise breakpoint\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">[08/17/24 11:41:58] </span><span style=\"color: #008000; text-decoration-color: #008000\">DEBUG   </span> Load file                                                                   <a href=\"file:///Users/bao/code/jcvi/jcvi/formats/base.py\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">base.py</span></a><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">:</span><a href=\"file:///Users/bao/code/jcvi/jcvi/formats/base.py#36\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">36</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">                    </span>         `<span style=\"color: #800080; text-decoration-color: #800080\">/Users/bao/projects/female-restitution/SoSs-filter/roi/</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">9208.roi.csv.extrac</span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">          </span>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">                    </span>         <span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">ted.fasta.gz.classifications.bed.gz</span>`                                        <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">          </span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m[08/17/24 11:41:58]\u001b[0m\u001b[2;36m \u001b[0m\u001b[32mDEBUG   \u001b[0m Load file                                                                   \u001b]8;id=244501;file:///Users/bao/code/jcvi/jcvi/formats/base.py\u001b\\\u001b[2mbase.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=742779;file:///Users/bao/code/jcvi/jcvi/formats/base.py#36\u001b\\\u001b[2m36\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m                    \u001b[0m         `\u001b[35m/Users/bao/projects/female-restitution/SoSs-filter/roi/\u001b[0m\u001b[95m9208.roi.csv.extrac\u001b[0m \u001b[2m          \u001b[0m\n",
       "\u001b[2;36m                    \u001b[0m         \u001b[95mted.fasta.gz.classifications.bed.gz\u001b[0m`                                        \u001b[2m          \u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from jcvi.formats.bed import Bed\n",
    "\n",
    "bed = Bed(\n",
    "    \"/Users/bao/projects/female-restitution/SoSs-filter/roi/9208.roi.csv.extracted.fasta.gz.classifications.bed.gz\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "sub_beds = list(bed.sub_beds())\n",
    "sub_beds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'SoChr01A_SoChr01D_m84072_230515_100731_s2/51056073/ccs'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "read, sb = sub_beds[0]\n",
    "read"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('SoChr01A', 'SoChr01D')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ra, rb = read.split(\"_\", 2)[:2]\n",
    "ra, rb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
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       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
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       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
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       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
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       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
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       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
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       " 'SoChr01E',\n",
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       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
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       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
       " 'SoChr01A',\n",
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       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
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       " 'SoChr01D',\n",
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       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
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       " 'SoChr10F',\n",
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       " 'SoChr10F',\n",
       " 'SoChr01D',\n",
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       " 'SoChr01D',\n",
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       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
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       " 'SoChr01D',\n",
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       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
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       " 'SoChr01D',\n",
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       " 'SoChr01D',\n",
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       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
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       " 'SoChr01D',\n",
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       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
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       " 'SoChr01D',\n",
       " 'SoChr07G',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
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       " 'SoChr01D',\n",
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       " 'SoChr01D',\n",
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       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SsChr06E',\n",
       " 'SsChr06E',\n",
       " 'SsChr06E',\n",
       " 'SsChr06E',\n",
       " 'SsChr06E',\n",
       " 'SsChr06E',\n",
       " 'SsChr06E',\n",
       " 'SsChr06E',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D',\n",
       " 'SoChr01D']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sids = [b.accn.split(\":\", 1)[0] for b in sb]\n",
    "sids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "n = len(sids)\n",
    "prefix_a = np.zeros(n, dtype=\"int\")\n",
    "prefix_b = np.zeros(n, dtype=\"int\")\n",
    "for i in range(n):\n",
    "    if i == 0:\n",
    "        prefix_a[i] = sids[i] == ra\n",
    "        prefix_b[i] = sids[i] == rb\n",
    "    else:\n",
    "        prefix_a[i] = prefix_a[i - 1] + (sids[i] == ra)\n",
    "        prefix_b[i] = prefix_b[i - 1] + (sids[i] == rb)\n",
    "suffix_a = [0] * n\n",
    "suffix_b = [0] * n\n",
    "for i in range(n - 1, 0, -1):\n",
    "    suffix_a[i - 1] = suffix_a[i] + (sids[i] == ra)\n",
    "    suffix_b[i - 1] = suffix_b[i] + (sids[i] == rb)\n",
    "ab = prefix_a + suffix_b\n",
    "ba = prefix_b + suffix_a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x3344db040>]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.plot(ab, label=f\"{ra} -> {rb}\")\n",
    "plt.plot(ba, label=f\"{rb} -> {ra}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(122, 939)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.argmax(ab), np.argmax(ba)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([921, 922, 923, 922, 921, 920, 919, 918, 917, 916])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ab[120:130]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[SoChr01A_SoChr01D_m84072_230515_100731_s2/51056073/ccs\t1457\t1481\tSoChr01A:88534481938086,\n",
       " SoChr01A_SoChr01D_m84072_230515_100731_s2/51056073/ccs\t1458\t1482\tSoChr01A:72662951041690,\n",
       " SoChr01A_SoChr01D_m84072_230515_100731_s2/51056073/ccs\t1459\t1483\tSoChr01A:9176827456106,\n",
       " SoChr01A_SoChr01D_m84072_230515_100731_s2/51056073/ccs\t1741\t1765\tSoChr01D:147168828183960,\n",
       " SoChr01A_SoChr01D_m84072_230515_100731_s2/51056073/ccs\t1742\t1766\tSoChr01D:25725359314530,\n",
       " SoChr01A_SoChr01D_m84072_230515_100731_s2/51056073/ccs\t1743\t1767\tSoChr01D:102901437258121,\n",
       " SoChr01A_SoChr01D_m84072_230515_100731_s2/51056073/ccs\t1744\t1768\tSoChr01D:130130772321829,\n",
       " SoChr01A_SoChr01D_m84072_230515_100731_s2/51056073/ccs\t1745\t1769\tSoChr01D:116383556933272,\n",
       " SoChr01A_SoChr01D_m84072_230515_100731_s2/51056073/ccs\t1746\t1770\tSoChr01D:111767520174681,\n",
       " SoChr01A_SoChr01D_m84072_230515_100731_s2/51056073/ccs\t1747\t1771\tSoChr01D:112827088574825]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sb[120:130]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SoChr01A_SoChr01D_m84072_230515_100731_s2/51056073/ccs\t1459\t1483\tSoChr01A:9176827456106\n",
      "SoChr01A_SoChr01D_m84072_230515_100731_s2/51056073/ccs\t1741\t1765\tSoChr01D:147168828183960\n",
      "1612\n"
     ]
    }
   ],
   "source": [
    "if ab.max() > ba.max():\n",
    "    idx = np.argmax(ab)\n",
    "else:\n",
    "    idx = np.argmax(ba)\n",
    "\n",
    "left = sb[idx].end\n",
    "right = sb[idx + 1].start\n",
    "mid = (left + right) // 2\n",
    "print(sb[idx])\n",
    "print(sb[idx + 1])\n",
    "print(mid)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Filter the ROI bed file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">[08/17/24 14:07:29] </span><span style=\"color: #008000; text-decoration-color: #008000\">DEBUG   </span> Load file                                                                   <a href=\"file:///Users/bao/code/jcvi/jcvi/formats/base.py\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">base.py</span></a><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">:</span><a href=\"file:///Users/bao/code/jcvi/jcvi/formats/base.py#36\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">36</span></a>\n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">                    </span>         `<span style=\"color: #800080; text-decoration-color: #800080\">/Users/bao/projects/female-restitution/SoSs-filter/roi/</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">9208-roi.bed</span>`       <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">          </span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m[08/17/24 14:07:29]\u001b[0m\u001b[2;36m \u001b[0m\u001b[32mDEBUG   \u001b[0m Load file                                                                   \u001b]8;id=77654;file:///Users/bao/code/jcvi/jcvi/formats/base.py\u001b\\\u001b[2mbase.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=606954;file:///Users/bao/code/jcvi/jcvi/formats/base.py#36\u001b\\\u001b[2m36\u001b[0m\u001b]8;;\u001b\\\n",
       "\u001b[2;36m                    \u001b[0m         `\u001b[35m/Users/bao/projects/female-restitution/SoSs-filter/roi/\u001b[0m\u001b[95m9208-roi.bed\u001b[0m`       \u001b[2m          \u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">                    </span><span style=\"color: #000080; text-decoration-color: #000080\">INFO    </span> <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Counter</span><span style=\"font-weight: bold\">({</span><span style=\"color: #008000; text-decoration-color: #008000\">'SEQID_MISMATCH'</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">69</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'SECONDARY_MATCH'</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4</span><span style=\"font-weight: bold\">})</span>                 <a href=\"file:///var/folders/dp/qjg_xdsd0jq6q5vkp4kl5zg80000gn/T/ipykernel_17492/2041333012.py\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">2041333012.py</span></a><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">:</span><a href=\"file:///var/folders/dp/qjg_xdsd0jq6q5vkp4kl5zg80000gn/T/ipykernel_17492/2041333012.py#20\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">20</span></a>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m                   \u001b[0m\u001b[2;36m \u001b[0m\u001b[34mINFO    \u001b[0m \u001b[1;35mCounter\u001b[0m\u001b[1m(\u001b[0m\u001b[1m{\u001b[0m\u001b[32m'SEQID_MISMATCH'\u001b[0m: \u001b[1;36m69\u001b[0m, \u001b[32m'SECONDARY_MATCH'\u001b[0m: \u001b[1;36m4\u001b[0m\u001b[1m}\u001b[0m\u001b[1m)\u001b[0m                 \u001b]8;id=284222;file:///var/folders/dp/qjg_xdsd0jq6q5vkp4kl5zg80000gn/T/ipykernel_17492/2041333012.py\u001b\\\u001b[2m2041333012.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=679817;file:///var/folders/dp/qjg_xdsd0jq6q5vkp4kl5zg80000gn/T/ipykernel_17492/2041333012.py#20\u001b\\\u001b[2m20\u001b[0m\u001b]8;;\u001b\\\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">                    </span><span style=\"color: #000080; text-decoration-color: #000080\">INFO    </span> Total filtered: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1236</span>                                                  <a href=\"file:///var/folders/dp/qjg_xdsd0jq6q5vkp4kl5zg80000gn/T/ipykernel_17492/2041333012.py\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">2041333012.py</span></a><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">:</span><a href=\"file:///var/folders/dp/qjg_xdsd0jq6q5vkp4kl5zg80000gn/T/ipykernel_17492/2041333012.py#21\" target=\"_blank\"><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">21</span></a>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m                   \u001b[0m\u001b[2;36m \u001b[0m\u001b[34mINFO    \u001b[0m Total filtered: \u001b[1;36m1236\u001b[0m                                                  \u001b]8;id=599890;file:///var/folders/dp/qjg_xdsd0jq6q5vkp4kl5zg80000gn/T/ipykernel_17492/2041333012.py\u001b\\\u001b[2m2041333012.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=937676;file:///var/folders/dp/qjg_xdsd0jq6q5vkp4kl5zg80000gn/T/ipykernel_17492/2041333012.py#21\u001b\\\u001b[2m21\u001b[0m\u001b]8;;\u001b\\\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from jcvi.apps.base import logger\n",
    "from collections import Counter\n",
    "\n",
    "bed = Bed(\"/Users/bao/projects/female-restitution/SoSs-filter/roi/9208-roi.bed\")\n",
    "filtered = []\n",
    "seen = {}\n",
    "counter = Counter()\n",
    "for b in bed:\n",
    "    length = b.end - b.start\n",
    "    seen[b.accn] = max(seen.get(b.accn, 0), length)\n",
    "for b in bed:\n",
    "    expected_seqid = b.accn.split(\"|\")[1]\n",
    "    if expected_seqid != b.seqid:\n",
    "        counter[\"SEQID_MISMATCH\"] += 1\n",
    "        continue\n",
    "    if seen[b.accn] != b.end - b.start:\n",
    "        counter[\"SECONDARY_MATCH\"] += 1\n",
    "        continue\n",
    "    filtered.append(b)\n",
    "logger.info(counter)\n",
    "logger.info(\"Total filtered: %d\", len(filtered))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  SoChr01F\t35496990\t35499274\tm84072_230515_103837_s3/44176013/ccs|SoChr01F|0-2290\t60\t+],\n",
       " [SoChr01F\t89164390\t89169859\tm84072_230515_103837_s3/51711926/ccs|SoChr01F|9806-15265\t60\t+,\n",
       "  SoChr01F\t89164391\t89168189\tm64292e_230406_090856/135070089/ccs|SoChr01F|20220-24018\t60\t+,\n",
       "  SoChr01F\t89164391\t89168107\tm64292e_230406_090856/24644430/ccs|SoChr01F|11787-15500\t60\t+,\n",
       "  SoChr01F\t89164391\t89170679\tm64292e_230406_090856/49284469/ccs|SoChr01F|11025-17310\t60\t+,\n",
       "  SoChr01F\t89164391\t89169721\tm64292e_230406_090856/94438245/ccs|SoChr01F|9455-14785\t60\t+,\n",
       "  SoChr01F\t89164391\t89165593\tm84070_230525_081218_s1/163645005/ccs|SoChr01F|11453-12655\t60\t+,\n",
       "  SoChr01F\t89164391\t89168049\tm84072_230515_103837_s3/156107566/ccs|SoChr01F|16816-20468\t60\t+,\n",
       "  SoChr01F\t89164391\t89176235\tm84072_230515_103837_s3/167514038/ccs|SoChr01F|12254-24106\t60\t+,\n",
       "  SoChr01F\t89164391\t89170301\tm84072_230515_103837_s3/199889968/ccs|SoChr01F|9674-15574\t60\t+,\n",
       "  SoChr01F\t89164391\t89165398\tm84072_230515_103837_s3/228918928/ccs|SoChr01F|13462-14469\t60\t+,\n",
       "  SoChr01F\t89164391\t89168832\tm84072_230515_103837_s3/259916967/ccs|SoChr01F|8441-12886\t60\t+,\n",
       "  SoChr01F\t89164392\t89172179\tm84070_230525_081218_s1/136185273/ccs|SoChr01F|11685-19468\t60\t+,\n",
       "  SoChr01F\t89164392\t89169376\tm84072_230515_103837_s3/252776687/ccs|SoChr01F|8376-13358\t60\t+],\n",
       " [SoChr01H\t26849998\t26865839\tm84072_230515_100731_s2/199950577/ccs|SoChr01H|9499-27170\t60\t+,\n",
       "  SoChr01H\t26849998\t26860356\tm84072_230515_103837_s3/145886018/ccs|SoChr01H|7607-19054\t60\t+],\n",
       " [SoChr01H\t89368325\t89369012\tm84072_230515_100731_s2/74453513/ccs|SoChr01H|0-685\t60\t+,\n",
       "  SoChr01H\t89368607\t89369012\tm84072_230515_100731_s2/161547205/ccs|SoChr01H|0-406\t60\t+],\n",
       " [SoChr02A\t49279285\t49305190\tm84072_230515_100731_s2/168561712/ccs|SoChr02A|0-25896\t60\t+,\n",
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       "  SoChr02C\t47193087\t47194634\tm84072_230515_100731_s2/66197068/ccs|SoChr02C|5648-7198\t60\t+],\n",
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       "  SoChr02E\t83165623\t83169352\tm84072_230515_103837_s3/241631881/ccs|SoChr02E|11397-15107\t60\t+],\n",
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       "  SoChr03D\t45444895\t45448236\tm84072_230515_100731_s2/208799203/ccs|SoChr03D|12289-15629\t60\t+,\n",
       "  SoChr03D\t45444895\t45453194\tm84072_230515_100731_s2/215226117/ccs|SoChr03D|15949-24245\t60\t+,\n",
       "  SoChr03D\t45444895\t45459493\tm84072_230515_100731_s2/217581539/ccs|SoChr03D|5187-19784\t60\t+,\n",
       "  SoChr03D\t45444895\t45453706\tm84072_230515_100731_s2/234819548/ccs|SoChr03D|3359-12166\t60\t+,\n",
       "  SoChr03D\t45444895\t45454302\tm84072_230515_100731_s2/242095735/ccs|SoChr03D|9841-19243\t60\t+,\n",
       "  SoChr03D\t45444895\t45465759\tm84072_230515_100731_s2/61214702/ccs|SoChr03D|7933-28741\t60\t+,\n",
       "  SoChr03D\t45444895\t45453427\tm84072_230515_103837_s3/132584293/ccs|SoChr03D|5264-13796\t60\t+,\n",
       "  SoChr03D\t45444895\t45459590\tm84072_230515_103837_s3/153422974/ccs|SoChr03D|11092-25784\t60\t+,\n",
       "  SoChr03D\t45444895\t45451923\tm84072_230515_103837_s3/165413420/ccs|SoChr03D|7384-14411\t60\t+,\n",
       "  SoChr03D\t45444895\t45458831\tm84072_230515_103837_s3/215681259/ccs|SoChr03D|1629-15574\t60\t+,\n",
       "  SoChr03D\t45444895\t45458389\tm84072_230515_103837_s3/25692917/ccs|SoChr03D|1348-14841\t60\t+,\n",
       "  SoChr03D\t45444895\t45450773\tm84072_230515_103837_s3/35260414/ccs|SoChr03D|14940-20823\t60\t+,\n",
       "  SoChr03D\t45444896\t45456602\tm84072_230515_103837_s3/197134208/ccs|SoChr03D|13436-25147\t60\t+,\n",
       "  SoChr03D\t45444897\t45451085\tm84072_230515_100731_s2/228919019/ccs|SoChr03D|7396-13575\t60\t+,\n",
       "  SoChr03D\t45444899\t45460210\tm84070_230525_081218_s1/100273445/ccs|SoChr03D|6266-21594\t60\t+],\n",
       " [SoChr03F\t49275422\t49291410\tm84072_230515_100731_s2/215226117/ccs|SoChr03F|0-15949\t60\t+,\n",
       "  SoChr03F\t49276480\t49291410\tm84072_230515_103837_s3/35260414/ccs|SoChr03F|0-14940\t60\t+,\n",
       "  SoChr03F\t49277340\t49291409\tm84070_230525_081218_s1/106105916/ccs|SoChr03F|0-14068\t60\t+,\n",
       "  SoChr03F\t49277962\t49291411\tm84072_230515_103837_s3/197134208/ccs|SoChr03F|0-13436\t60\t+,\n",
       "  SoChr03F\t49279122\t49291410\tm84072_230515_100731_s2/208799203/ccs|SoChr03F|0-12289\t60\t+,\n",
       "  SoChr03F\t49279864\t49291410\tm84072_230515_100731_s2/178391249/ccs|SoChr03F|0-11543\t60\t+,\n",
       "  SoChr03F\t49280306\t49291410\tm84072_230515_103837_s3/153422974/ccs|SoChr03F|0-11092\t60\t+,\n",
       "  SoChr03F\t49281567\t49291410\tm84072_230515_100731_s2/242095735/ccs|SoChr03F|0-9841\t60\t+,\n",
       "  SoChr03F\t49283474\t49291410\tm84072_230515_100731_s2/61214702/ccs|SoChr03F|0-7933\t60\t+,\n",
       "  SoChr03F\t49283581\t49291409\tm84072_230515_103837_s3/251204440/ccs|SoChr03F|0-7824\t60\t+,\n",
       "  SoChr03F\t49284010\t49291412\tm84072_230515_100731_s2/228919019/ccs|SoChr03F|0-7396\t60\t+,\n",
       "  SoChr03F\t49284025\t49291410\tm84072_230515_103837_s3/165413420/ccs|SoChr03F|0-7384\t60\t+,\n",
       "  SoChr03F\t49285153\t49291414\tm84070_230525_081218_s1/100273445/ccs|SoChr03F|0-6266\t60\t+,\n",
       "  SoChr03F\t49286147\t49291410\tm84072_230515_103837_s3/132584293/ccs|SoChr03F|0-5264\t60\t+,\n",
       "  SoChr03F\t49286188\t49291410\tm84070_230525_081218_s1/82053471/ccs|SoChr03F|0-5224\t60\t+,\n",
       "  SoChr03F\t49286219\t49291410\tm84072_230515_100731_s2/217581539/ccs|SoChr03F|0-5187\t60\t+,\n",
       "  SoChr03F\t49286519\t49291410\tm84072_230515_100731_s2/104795935/ccs|SoChr03F|0-4890\t60\t+,\n",
       "  SoChr03F\t49286630\t49291410\tm84072_230515_100731_s2/202708337/ccs|SoChr03F|0-4779\t60\t+,\n",
       "  SoChr03F\t49286956\t49291409\tm84072_230515_100731_s2/66060835/ccs|SoChr03F|0-4462\t60\t+,\n",
       "  SoChr03F\t49287814\t49291410\tm84072_230515_100731_s2/148311482/ccs|SoChr03F|0-3595\t60\t+,\n",
       "  SoChr03F\t49288053\t49291410\tm84072_230515_100731_s2/234819548/ccs|SoChr03F|0-3359\t60\t+,\n",
       "  SoChr03F\t49289567\t49291409\tm84072_230515_100731_s2/211752857/ccs|SoChr03F|0-1842\t60\t+,\n",
       "  SoChr03F\t49289780\t49291410\tm84072_230515_103837_s3/215681259/ccs|SoChr03F|0-1629\t60\t+,\n",
       "  SoChr03F\t49289810\t49291410\tm64292e_230406_090856/96993931/ccs|SoChr03F|0-1601\t60\t+,\n",
       "  SoChr03F\t49290070\t49291410\tm84072_230515_103837_s3/25692917/ccs|SoChr03F|0-1348\t60\t+],\n",
       " [SoChr03G\t17976620\t17993407\tm84072_230515_100731_s2/35654323/ccs|SoChr03G|0-16770\t60\t+,\n",
       "  SoChr03G\t17978365\t17993407\tm84072_230515_100731_s2/191302941/ccs|SoChr03G|0-15020\t60\t+,\n",
       "  SoChr03G\t17981016\t17993407\tm84072_230515_100731_s2/69207941/ccs|SoChr03G|0-12387\t60\t+,\n",
       "  SoChr03G\t17981139\t17993407\tm84072_230515_103837_s3/39191403/ccs|SoChr03G|0-12266\t60\t+,\n",
       "  SoChr03G\t17982045\t17993407\tm84072_230515_103837_s3/51778944/ccs|SoChr03G|0-11377\t60\t+,\n",
       "  SoChr03G\t17982360\t17993401\tm84072_230515_103837_s3/235280280/ccs|SoChr03G|0-11059\t60\t+,\n",
       "  SoChr03G\t17982795\t17993414\tm64292e_230406_090856/146016753/ccs|SoChr03G|0-10630\t60\t+,\n",
       "  SoChr03G\t17982950\t17993407\tm84072_230515_100731_s2/6226699/ccs|SoChr03G|0-10453\t60\t+,\n",
       "  SoChr03G\t17983328\t17993400\tm84072_230515_103837_s3/59179358/ccs|SoChr03G|0-10061\t60\t+,\n",
       "  SoChr03G\t17983424\t17993407\tm84072_230515_103837_s3/172491061/ccs|SoChr03G|0-9984\t60\t+,\n",
       "  SoChr03G\t17985122\t17993407\tm84070_230525_081218_s1/39059868/ccs|SoChr03G|0-8289\t60\t+,\n",
       "  SoChr03G\t17985267\t17993406\tm84072_230515_103837_s3/178327673/ccs|SoChr03G|0-8141\t60\t+,\n",
       "  SoChr03G\t17985798\t17993402\tm84072_230515_103837_s3/225774114/ccs|SoChr03G|0-7595\t60\t+,\n",
       "  SoChr03G\t17985913\t17993399\tm84072_230515_100731_s2/199819788/ccs|SoChr03G|0-7491\t60\t+,\n",
       "  SoChr03G\t17986253\t17993407\tm84072_230515_100731_s2/176624674/ccs|SoChr03G|0-7154\t60\t+,\n",
       "  SoChr03G\t17986288\t17993407\tm84072_230515_103837_s3/100210610/ccs|SoChr03G|0-7110\t60\t+,\n",
       "  SoChr03G\t17987175\t17993408\tm84072_230515_100731_s2/98964975/ccs|SoChr03G|0-6226\t60\t+,\n",
       "  SoChr03G\t17988666\t17993408\tm84072_230515_100731_s2/171901774/ccs|SoChr03G|0-4740\t60\t+,\n",
       "  SoChr03G\t17989275\t17993407\tm84072_230515_100731_s2/264835027/ccs|SoChr03G|0-4130\t60\t+,\n",
       "  SoChr03G\t17989460\t17993407\tm84072_230515_103837_s3/71368804/ccs|SoChr03G|0-3969\t60\t+],\n",
       " [SoChr05B\t29369852\t29377109\tm84072_230515_100731_s2/132779650/ccs|SoChr05B|8815-16074\t24\t+,\n",
       "  SoChr05B\t29369852\t29375295\tm84072_230515_103837_s3/119213460/ccs|SoChr05B|30708-36161\t15\t+,\n",
       "  SoChr05B\t29369852\t29373567\tm84072_230515_103837_s3/138220909/ccs|SoChr05B|13391-17105\t1\t+,\n",
       "  SoChr05B\t29369853\t29375549\tm84072_230515_100731_s2/239798191/ccs|SoChr05B|21976-27679\t12\t+,\n",
       "  SoChr05B\t29369856\t29373760\tm84072_230515_103837_s3/133435217/ccs|SoChr05B|16446-20351\t12\t+],\n",
       " [SoChr05D\t24437449\t24468152\tm84072_230515_103837_s3/119213460/ccs|SoChr05D|0-30708\t60\t+,\n",
       "  SoChr05D\t24445372\t24468153\tm84072_230515_103837_s3/227215066/ccs|SoChr05D|0-22777\t60\t+,\n",
       "  SoChr05D\t24446158\t24468153\tm84072_230515_100731_s2/239798191/ccs|SoChr05D|0-21976\t60\t+,\n",
       "  SoChr05D\t24451704\t24468156\tm84072_230515_103837_s3/133435217/ccs|SoChr05D|0-16446\t60\t+,\n",
       "  SoChr05D\t24454763\t24468152\tm84072_230515_103837_s3/138220909/ccs|SoChr05D|0-13391\t60\t+,\n",
       "  SoChr05D\t24459335\t24468152\tm84072_230515_100731_s2/132779650/ccs|SoChr05D|0-8815\t58\t+,\n",
       "  SoChr05D\t24462934\t24467057\tm64292e_230406_090856/20580664/ccs|SoChr05D|0-4116\t60\t+],\n",
       " [SoChr06C\t35023043\t35026846\tm84070_230525_081218_s1/162535286/ccs|SoChr06C|0-3807\t60\t+,\n",
       "  SoChr06C\t35023627\t35026846\tm84072_230515_100731_s2/245238802/ccs|SoChr06C|0-3222\t60\t+,\n",
       "  SoChr06C\t35023630\t35026846\tm84072_230515_100731_s2/251528746/ccs|SoChr06C|0-3217\t60\t+,\n",
       "  SoChr06C\t35024146\t35026846\tm84072_230515_103837_s3/20447285/ccs|SoChr06C|0-2702\t60\t+,\n",
       "  SoChr06C\t35025745\t35026846\tm84072_230515_100731_s2/78059125/ccs|SoChr06C|0-1103\t24\t+],\n",
       " [SoChr06D\t36030773\t36035403\tm84072_230515_103837_s3/98828504/ccs|SoChr06D|19010-23638\t4\t+,\n",
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       "  SoChr06D\t36030784\t36034988\tm84072_230515_103837_s3/122553542/ccs|SoChr06D|9673-13875\t5\t+,\n",
       "  SoChr06D\t36030784\t36035875\tm84072_230515_103837_s3/227087452/ccs|SoChr06D|15210-20302\t4\t+,\n",
       "  SoChr06D\t36030784\t36033794\tm84072_230515_103837_s3/80807106/ccs|SoChr06D|19318-22328\t7\t+,\n",
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       "  SoChr06D\t36030853\t36032030\tm84072_230515_100731_s2/256443205/ccs|SoChr06D|16657-17843\t0\t+],\n",
       " [SoChr06E\t39115809\t39128317\tm84072_230515_103837_s3/42273232/ccs|SoChr06E|8425-20939\t60\t+,\n",
       "  SoChr06E\t39115824\t39120063\tm84072_230515_103837_s3/101387147/ccs|SoChr06E|11896-16122\t60\t+,\n",
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       "  SoChr06E\t39115832\t39118153\tm84072_230515_103837_s3/146867599/ccs|SoChr06E|16060-18381\t60\t+,\n",
       "  SoChr06E\t39115832\t39121807\tm84072_230515_103837_s3/63243468/ccs|SoChr06E|11916-17891\t60\t+],\n",
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       "  SoChr06G\t37116998\t37118790\tm84072_230515_100731_s2/265950028/ccs|SoChr06G|0-1793\t60\t+],\n",
       " [SoChr07A\t16258188\t16272055\tm84072_230515_100731_s2/32768922/ccs|SoChr07A|0-13876\t60\t+,\n",
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       "  SoChr07A\t16269449\t16272055\tm84072_230515_100731_s2/150345069/ccs|SoChr07A|0-2623\t60\t+],\n",
       " [SoChr07D\t10606030\t10612563\tm84072_230515_100731_s2/11930265/ccs|SoChr07D|16503-23035\t60\t+,\n",
       "  SoChr07D\t10606030\t10608727\tm84072_230515_100731_s2/49679641/ccs|SoChr07D|11192-13888\t60\t+,\n",
       "  SoChr07D\t10606030\t10611629\tm84072_230515_100731_s2/82248919/ccs|SoChr07D|14575-20177\t60\t+,\n",
       "  SoChr07D\t10606030\t10614470\tm84072_230515_103837_s3/76943287/ccs|SoChr07D|14215-22653\t60\t+,\n",
       "  SoChr07D\t10606030\t10613402\tm84072_230515_103837_s3/98370997/ccs|SoChr07D|14425-21796\t60\t+,\n",
       "  SoChr07D\t10606031\t10612155\tm84072_230515_103837_s3/112987148/ccs|SoChr07D|13329-19469\t60\t+],\n",
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       "  SoChr07G\t13117690\t13127983\tm84072_230515_100731_s2/49679641/ccs|SoChr07G|0-11192\t60\t+],\n",
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       "  SoChr07H\t18394988\t18401174\tm84072_230515_103837_s3/163775975/ccs|SoChr07H|11591-17779\t60\t+],\n",
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       "  SoChr09C\t65686949\t65691739\tm84072_230515_103837_s3/19596448/ccs|SoChr09C|10586-15377\t0\t+],\n",
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       "  SoChr09D\t11594218\t11610777\tm84072_230515_103837_s3/102504269/ccs|SoChr09D|6277-22843\t60\t+,\n",
       "  SoChr09D\t11594232\t11606530\tm84072_230515_100731_s2/3412255/ccs|SoChr09D|10109-22404\t60\t+,\n",
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       "  SoChr09D\t11594723\t11601602\tm84072_230515_100731_s2/178720656/ccs|SoChr09D|7609-14488\t60\t+,\n",
       "  SoChr09D\t11594723\t11608063\tm84072_230515_100731_s2/201070331/ccs|SoChr09D|13720-27057\t60\t+,\n",
       "  SoChr09D\t11594723\t11616664\tm84072_230515_100731_s2/22810236/ccs|SoChr09D|7533-29465\t60\t+,\n",
       "  SoChr09D\t11594723\t11611027\tm84072_230515_100731_s2/41620655/ccs|SoChr09D|6317-22620\t60\t+,\n",
       "  SoChr09D\t11594723\t11616197\tm84072_230515_103837_s3/106759133/ccs|SoChr09D|4557-26034\t60\t+,\n",
       "  SoChr09D\t11594723\t11606812\tm84072_230515_103837_s3/25822883/ccs|SoChr09D|3571-15660\t60\t+,\n",
       "  SoChr09D\t11594723\t11600460\tm84072_230515_103837_s3/261624414/ccs|SoChr09D|9806-15540\t60\t+,\n",
       "  SoChr09D\t11594723\t11601801\tm84072_230515_103837_s3/7605745/ccs|SoChr09D|12190-19264\t60\t+,\n",
       "  SoChr09D\t11594725\t11614676\tm64292e_230406_090856/123928906/ccs|SoChr09D|2305-22242\t60\t+,\n",
       "  SoChr09D\t11594725\t11608499\tm84072_230515_100731_s2/125703403/ccs|SoChr09D|12309-26075\t60\t+],\n",
       " [SoChr09D\t11616157\t11639177\tm84072_230515_100731_s2/232328424/ccs|SoChr09D|0-23015\t60\t+,\n",
       "  SoChr09D\t11618804\t11639176\tm84072_230515_103837_s3/146609416/ccs|SoChr09D|0-20381\t60\t+,\n",
       "  SoChr09D\t11619338\t11638777\tm84072_230515_100731_s2/141824304/ccs|SoChr09D|0-19431\t60\t+],\n",
       " [SoChr09F\t11670264\t11688041\tm84072_230515_103837_s3/213718016/ccs|SoChr09F|0-10685\t51\t+,\n",
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       "  SoChr09F\t11673449\t11688046\tm84072_230515_103837_s3/169154172/ccs|SoChr09F|0-7185\t53\t+,\n",
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       "  SoChr09F\t11679922\t11688046\tm84072_230515_103837_s3/212664773/ccs|SoChr09F|0-5062\t60\t+],\n",
       " [SoChr09F\t13461465\t13475179\tm84072_230515_100731_s2/201070331/ccs|SoChr09F|0-13720\t60\t+,\n",
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       "  SoChr09F\t13472045\t13474710\tm64292e_230406_090856/36111987/ccs|SoChr09F|0-2671\t60\t+,\n",
       "  SoChr09F\t13472886\t13475179\tm64292e_230406_090856/123928906/ccs|SoChr09F|0-2305\t60\t+],\n",
       " [SoChr09G\t10145361\t10157038\tm84072_230515_103837_s3/184421132/ccs|SoChr09G|6296-18879\t60\t+,\n",
       "  SoChr09G\t10145390\t10159802\tm84072_230515_103837_s3/213718016/ccs|SoChr09G|10685-25984\t60\t+,\n",
       "  SoChr09G\t10145480\t10156138\tm84072_230515_103837_s3/37031362/ccs|SoChr09G|5891-17438\t60\t+,\n",
       "  SoChr09G\t10145494\t10153544\tm84072_230515_103837_s3/148966399/ccs|SoChr09G|7407-16353\t60\t+,\n",
       "  SoChr09G\t10145495\t10158844\tm84072_230515_100731_s2/132519499/ccs|SoChr09G|6462-20710\t60\t+,\n",
       "  SoChr09G\t10145495\t10154478\tm84072_230515_100731_s2/85723204/ccs|SoChr09G|5199-15079\t60\t+,\n",
       "  SoChr09G\t10145495\t10154398\tm84072_230515_103837_s3/169154172/ccs|SoChr09G|7185-16990\t60\t+,\n",
       "  SoChr09G\t10145495\t10156354\tm84072_230515_103837_s3/71046276/ccs|SoChr09G|7400-19159\t60\t+,\n",
       "  SoChr09G\t10145526\t10155477\tm64292e_230406_090856/6818217/ccs|SoChr09G|10555-21403\t60\t+,\n",
       "  SoChr09G\t10145527\t10166683\tm84072_230515_103837_s3/212664773/ccs|SoChr09G|5062-27125\t60\t+,\n",
       "  SoChr09G\t10147551\t10161807\tm84072_230515_100731_s2/140579424/ccs|SoChr09G|19072-34808\t60\t+,\n",
       "  SoChr09G\t10147551\t10154226\tm84072_230515_100731_s2/29294802/ccs|SoChr09G|17025-25178\t60\t+],\n",
       " [SoChr09H\t9650899\t9666872\tm84072_230515_103837_s3/22544989/ccs|SoChr09H|6387-22355\t60\t+,\n",
       "  SoChr09H\t9651153\t9667320\tm84070_230525_081218_s1/37164716/ccs|SoChr09H|17228-33399\t60\t+,\n",
       "  SoChr09H\t9651156\t9667625\tm84072_230515_100731_s2/210502000/ccs|SoChr09H|3363-19824\t60\t+,\n",
       "  SoChr09H\t9651156\t9654259\tm84072_230515_100731_s2/215159984/ccs|SoChr09H|17289-20389\t60\t+,\n",
       "  SoChr09H\t9651156\t9661209\tm84072_230515_100731_s2/221054280/ccs|SoChr09H|8298-18354\t60\t+,\n",
       "  SoChr09H\t9651156\t9664095\tm84072_230515_100731_s2/223024348/ccs|SoChr09H|9040-21965\t60\t+,\n",
       "  SoChr09H\t9651156\t9659862\tm84072_230515_100731_s2/23266495/ccs|SoChr09H|8338-17040\t60\t+,\n",
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       "  SoChr09H\t9651156\t9657685\tm84072_230515_100731_s2/262275547/ccs|SoChr09H|9569-16089\t60\t+,\n",
       "  SoChr09H\t9651156\t9655559\tm84072_230515_100731_s2/52368053/ccs|SoChr09H|15251-19650\t60\t+,\n",
       "  SoChr09H\t9651156\t9662818\tm84072_230515_100731_s2/68160462/ccs|SoChr09H|2030-13688\t60\t+,\n",
       "  SoChr09H\t9651156\t9662718\tm84072_230515_103837_s3/1704677/ccs|SoChr09H|7482-19038\t60\t+,\n",
       "  SoChr09H\t9651156\t9664593\tm84072_230515_103837_s3/182065045/ccs|SoChr09H|4278-17712\t60\t+,\n",
       "  SoChr09H\t9651156\t9660873\tm84072_230515_103837_s3/225777551/ccs|SoChr09H|11497-21212\t60\t+,\n",
       "  SoChr09H\t9651156\t9664198\tm84072_230515_103837_s3/248647621/ccs|SoChr09H|6015-19057\t60\t+,\n",
       "  SoChr09H\t9651156\t9662758\tm84072_230515_103837_s3/9047054/ccs|SoChr09H|21329-32917\t60\t+,\n",
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       "  SoChr09H\t9651157\t9662806\tm84072_230515_103837_s3/113970986/ccs|SoChr09H|4175-15825\t60\t+,\n",
       "  SoChr09H\t9651161\t9670125\tm84072_230515_103837_s3/76222168/ccs|SoChr09H|4333-23311\t60\t+],\n",
       " [SoChr09H\t60741563\t60765541\tm84072_230515_103837_s3/171184097/ccs|SoChr09H|0-23974\t60\t+,\n",
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       "  SoChr10B\t28003052\t28009368\tm84072_230515_100731_s2/71307228/ccs|SoChr10B|0-7172\t11\t+],\n",
       " [SoChr10B\t43415833\t43431131\tm84070_230525_081218_s1/136582369/ccs|SoChr10B|0-15332\t60\t+,\n",
       "  SoChr10B\t43418636\t43431215\tm84072_230515_100731_s2/192152661/ccs|SoChr10B|0-12564\t60\t+,\n",
       "  SoChr10B\t43418695\t43431131\tm84072_230515_103837_s3/94508383/ccs|SoChr10B|0-12436\t60\t+,\n",
       "  SoChr10B\t43420466\t43431131\tm84072_230515_100731_s2/9896236/ccs|SoChr10B|0-10662\t60\t+,\n",
       "  SoChr10B\t43420562\t43431132\tm84072_230515_103837_s3/13046360/ccs|SoChr10B|0-10572\t60\t+,\n",
       "  SoChr10B\t43422968\t43431131\tm84070_230525_081218_s1/73535371/ccs|SoChr10B|0-8169\t60\t+,\n",
       "  SoChr10B\t43423030\t43431131\tm84072_230515_103837_s3/119996818/ccs|SoChr10B|0-8101\t60\t+,\n",
       "  SoChr10B\t43423116\t43431131\tm84072_230515_103837_s3/157290317/ccs|SoChr10B|0-8011\t60\t+,\n",
       "  SoChr10B\t43424624\t43430496\tm64292e_230406_090856/131139055/ccs|SoChr10B|0-5873\t60\t+,\n",
       "  SoChr10B\t43424732\t43431131\tm84072_230515_103837_s3/129437658/ccs|SoChr10B|0-6402\t60\t+,\n",
       "  SoChr10B\t43424803\t43431131\tm84072_230515_103837_s3/77926381/ccs|SoChr10B|0-6359\t60\t+,\n",
       "  SoChr10B\t43425339\t43431131\tm84072_230515_100731_s2/118099806/ccs|SoChr10B|0-5791\t60\t+,\n",
       "  SoChr10B\t43425986\t43431131\tm84072_230515_103837_s3/178718802/ccs|SoChr10B|0-5145\t60\t+,\n",
       "  SoChr10B\t43428698\t43431132\tm84072_230515_100731_s2/91297631/ccs|SoChr10B|0-2434\t60\t+],\n",
       " [SoChr10C\t47356602\t47369329\tm84072_230515_103837_s3/13570902/ccs|SoChr10C|0-12734\t60\t+,\n",
       "  SoChr10C\t47359454\t47369330\tm84072_230515_100731_s2/193074387/ccs|SoChr10C|0-9861\t60\t+,\n",
       "  SoChr10C\t47359558\t47369330\tm84072_230515_103837_s3/227869933/ccs|SoChr10C|0-9758\t60\t+,\n",
       "  SoChr10C\t47359957\t47369330\tm84072_230515_100731_s2/122224992/ccs|SoChr10C|0-9373\t60\t+,\n",
       "  SoChr10C\t47361052\t47369330\tm84072_230515_103837_s3/250874195/ccs|SoChr10C|0-8279\t60\t+,\n",
       "  SoChr10C\t47361890\t47369330\tm84072_230515_103837_s3/152439659/ccs|SoChr10C|0-7441\t60\t+,\n",
       "  SoChr10C\t47361900\t47369330\tm84072_230515_100731_s2/69998352/ccs|SoChr10C|0-7428\t60\t+,\n",
       "  SoChr10C\t47363144\t47369330\tm84072_230515_103837_s3/135924982/ccs|SoChr10C|0-6194\t60\t+,\n",
       "  SoChr10C\t47364142\t47369330\tm84070_230525_081218_s1/55906740/ccs|SoChr10C|0-5207\t60\t+,\n",
       "  SoChr10C\t47364378\t47369330\tm84072_230515_100731_s2/112331425/ccs|SoChr10C|0-4952\t60\t+,\n",
       "  SoChr10C\t47364626\t47369330\tm84072_230515_103837_s3/109576925/ccs|SoChr10C|0-4703\t60\t+],\n",
       " [SoChr10D\t26873310\t26884760\tm84072_230515_100731_s2/128386700/ccs|SoChr10D|7012-18463\t60\t+,\n",
       "  SoChr10D\t26873384\t26881968\tm84072_230515_103837_s3/166333427/ccs|SoChr10D|5152-13735\t60\t+,\n",
       "  SoChr10D\t26873384\t26889456\tm84072_230515_103837_s3/43843789/ccs|SoChr10D|2715-18787\t60\t+,\n",
       "  SoChr10D\t26873388\t26879495\tm84072_230515_103837_s3/128058286/ccs|SoChr10D|11065-17175\t60\t+,\n",
       "  SoChr10D\t26873544\t26876486\tm84072_230515_100731_s2/159124429/ccs|SoChr10D|15226-18162\t60\t+,\n",
       "  SoChr10D\t26873545\t26880383\tm64292e_230406_090856/140706502/ccs|SoChr10D|8781-15618\t60\t+,\n",
       "  SoChr10D\t26873545\t26877382\tm84072_230515_100731_s2/117574760/ccs|SoChr10D|10046-13881\t60\t+,\n",
       "  SoChr10D\t26873545\t26883501\tm84072_230515_100731_s2/122422966/ccs|SoChr10D|9209-19162\t60\t+,\n",
       "  SoChr10D\t26873545\t26894677\tm84072_230515_103837_s3/242159245/ccs|SoChr10D|9934-31078\t60\t+,\n",
       "  SoChr10D\t26873545\t26899058\tm84072_230515_103837_s3/245371777/ccs|SoChr10D|5380-30887\t60\t+,\n",
       "  SoChr10D\t26873545\t26895352\tm84072_230515_103837_s3/48300450/ccs|SoChr10D|2858-24662\t60\t+,\n",
       "  SoChr10D\t26873546\t26898570\tm84072_230515_100731_s2/194707548/ccs|SoChr10D|6355-31353\t60\t+,\n",
       "  SoChr10D\t26873546\t26889423\tm84072_230515_100731_s2/252906447/ccs|SoChr10D|5481-21327\t60\t+,\n",
       "  SoChr10D\t26873546\t26894135\tm84072_230515_100731_s2/32115867/ccs|SoChr10D|11366-31954\t60\t+,\n",
       "  SoChr10D\t26873547\t26883370\tm64292e_230406_090856/67569745/ccs|SoChr10D|3466-13363\t60\t+],\n",
       " [SoChr10E\t26570876\t26580599\tm84072_230515_100731_s2/195891711/ccs|SoChr10E|0-9722\t60\t+,\n",
       "  SoChr10E\t26571333\t26582078\tm84072_230515_103837_s3/163779070/ccs|SoChr10E|0-10748\t60\t+,\n",
       "  SoChr10E\t26572306\t26582076\tm64292e_230406_090856/108857878/ccs|SoChr10E|0-9768\t60\t+,\n",
       "  SoChr10E\t26572438\t26582078\tm84072_230515_100731_s2/87032928/ccs|SoChr10E|0-9632\t60\t+,\n",
       "  SoChr10E\t26574435\t26582077\tm84072_230515_100731_s2/125046372/ccs|SoChr10E|0-7635\t60\t+,\n",
       "  SoChr10E\t26575923\t26582076\tm84072_230515_103837_s3/93979849/ccs|SoChr10E|0-6153\t60\t+,\n",
       "  SoChr10E\t26575945\t26582076\tm84072_230515_103837_s3/253758785/ccs|SoChr10E|0-6129\t60\t+,\n",
       "  SoChr10E\t26576018\t26582078\tm84072_230515_103837_s3/206966673/ccs|SoChr10E|0-6063\t60\t+,\n",
       "  SoChr10E\t26576622\t26582076\tm84072_230515_100731_s2/107678141/ccs|SoChr10E|0-5451\t60\t+,\n",
       "  SoChr10E\t26576972\t26582075\tm64292e_230406_090856/95617075/ccs|SoChr10E|0-5105\t60\t+,\n",
       "  SoChr10E\t26577095\t26582078\tm84072_230515_100731_s2/106501712/ccs|SoChr10E|0-4971\t60\t+,\n",
       "  SoChr10E\t26577396\t26582079\tm84072_230515_103837_s3/217649915/ccs|SoChr10E|0-4681\t60\t+,\n",
       "  SoChr10E\t26577930\t26582076\tm84072_230515_100731_s2/98307459/ccs|SoChr10E|0-4142\t60\t+,\n",
       "  SoChr10E\t26578498\t26582077\tm84072_230515_103837_s3/239602174/ccs|SoChr10E|0-3585\t60\t+,\n",
       "  SoChr10E\t26579140\t26580596\tm84072_230515_100731_s2/144772177/ccs|SoChr10E|0-1456\t60\t+],\n",
       " [SoChr10F\t24763473\t24776549\tm84072_230515_100731_s2/144772177/ccs|SoChr10F|1456-14523\t60\t+,\n",
       "  SoChr10F\t24763476\t24782520\tm84072_230515_100731_s2/195891711/ccs|SoChr10F|9722-28758\t60\t+,\n",
       "  SoChr10F\t24764954\t24772250\tm64292e_230406_090856/95617075/ccs|SoChr10F|5105-12402\t60\t+,\n",
       "  SoChr10F\t24764955\t24772410\tm64292e_230406_090856/108857878/ccs|SoChr10F|9768-17222\t60\t+,\n",
       "  SoChr10F\t24764955\t24779709\tm84072_230515_100731_s2/107678141/ccs|SoChr10F|5451-20203\t60\t+,\n",
       "  SoChr10F\t24764955\t24786639\tm84072_230515_100731_s2/98307459/ccs|SoChr10F|4142-25820\t60\t+,\n",
       "  SoChr10F\t24764955\t24774182\tm84072_230515_103837_s3/253758785/ccs|SoChr10F|6129-15352\t60\t+,\n",
       "  SoChr10F\t24764955\t24780121\tm84072_230515_103837_s3/93979849/ccs|SoChr10F|6153-21318\t60\t+,\n",
       "  SoChr10F\t24764956\t24778373\tm84072_230515_100731_s2/125046372/ccs|SoChr10F|7635-21042\t60\t+,\n",
       "  SoChr10F\t24764956\t24784288\tm84072_230515_103837_s3/239602174/ccs|SoChr10F|3585-22918\t60\t+,\n",
       "  SoChr10F\t24764957\t24791685\tm84072_230515_100731_s2/106501712/ccs|SoChr10F|4971-31651\t60\t+,\n",
       "  SoChr10F\t24764957\t24772738\tm84072_230515_103837_s3/163779070/ccs|SoChr10F|10748-18527\t60\t+,\n",
       "  SoChr10F\t24764957\t24787984\tm84072_230515_103837_s3/206966673/ccs|SoChr10F|6063-29107\t60\t+,\n",
       "  SoChr10F\t24764958\t24783663\tm84072_230515_100731_s2/87032928/ccs|SoChr10F|9632-28339\t60\t+,\n",
       "  SoChr10F\t24764958\t24786232\tm84072_230515_103837_s3/217649915/ccs|SoChr10F|4681-25955\t60\t+],\n",
       " [SoChr10G\t44498421\t44514338\tm84072_230515_103837_s3/13570902/ccs|SoChr10G|12734-28642\t60\t+,\n",
       "  SoChr10G\t44498422\t44510377\tm84070_230525_081218_s1/55906740/ccs|SoChr10G|5207-17188\t60\t+,\n",
       "  SoChr10G\t44498422\t44508754\tm84072_230515_100731_s2/112331425/ccs|SoChr10G|4952-15278\t60\t+,\n",
       "  SoChr10G\t44498422\t44511341\tm84072_230515_100731_s2/122224992/ccs|SoChr10G|9373-22284\t60\t+,\n",
       "  SoChr10G\t44498422\t44504069\tm84072_230515_100731_s2/193074387/ccs|SoChr10G|9861-15491\t60\t+,\n",
       "  SoChr10G\t44498422\t44509562\tm84072_230515_100731_s2/69998352/ccs|SoChr10G|7428-18568\t60\t+,\n",
       "  SoChr10G\t44498422\t44513138\tm84072_230515_103837_s3/109576925/ccs|SoChr10G|4703-19406\t60\t+,\n",
       "  SoChr10G\t44498422\t44516187\tm84072_230515_103837_s3/135924982/ccs|SoChr10G|6194-23950\t60\t+,\n",
       "  SoChr10G\t44498422\t44506182\tm84072_230515_103837_s3/152439659/ccs|SoChr10G|7441-15202\t60\t+,\n",
       "  SoChr10G\t44498422\t44505136\tm84072_230515_103837_s3/227869933/ccs|SoChr10G|9758-16459\t60\t+,\n",
       "  SoChr10G\t44498422\t44508640\tm84072_230515_103837_s3/250874195/ccs|SoChr10G|8279-18491\t60\t+],\n",
       " [SoChr10H\t29070445\t29085679\tm84072_230515_100731_s2/159124429/ccs|SoChr10H|0-15226\t60\t+,\n",
       "  SoChr10H\t29074318\t29085681\tm84072_230515_100731_s2/32115867/ccs|SoChr10H|0-11366\t60\t+,\n",
       "  SoChr10H\t29074444\t29085521\tm84072_230515_103837_s3/128058286/ccs|SoChr10H|0-11065\t60\t+,\n",
       "  SoChr10H\t29075627\t29085680\tm84072_230515_100731_s2/117574760/ccs|SoChr10H|0-10046\t60\t+,\n",
       "  SoChr10H\t29075739\t29085680\tm84072_230515_103837_s3/242159245/ccs|SoChr10H|0-9934\t60\t+,\n",
       "  SoChr10H\t29076465\t29085680\tm84072_230515_100731_s2/122422966/ccs|SoChr10H|0-9209\t60\t+,\n",
       "  SoChr10H\t29076898\t29085680\tm64292e_230406_090856/140706502/ccs|SoChr10H|0-8781\t60\t+,\n",
       "  SoChr10H\t29078425\t29085442\tm84072_230515_100731_s2/128386700/ccs|SoChr10H|0-7012\t60\t+,\n",
       "  SoChr10H\t29079321\t29085681\tm84072_230515_100731_s2/194707548/ccs|SoChr10H|0-6355\t60\t+,\n",
       "  SoChr10H\t29080186\t29085681\tm84072_230515_100731_s2/252906447/ccs|SoChr10H|0-5481\t60\t+,\n",
       "  SoChr10H\t29080297\t29085680\tm84072_230515_103837_s3/245371777/ccs|SoChr10H|0-5380\t60\t+,\n",
       "  SoChr10H\t29080365\t29085517\tm84072_230515_103837_s3/166333427/ccs|SoChr10H|0-5152\t60\t+,\n",
       "  SoChr10H\t29082244\t29085682\tm64292e_230406_090856/67569745/ccs|SoChr10H|0-3466\t60\t+,\n",
       "  SoChr10H\t29082802\t29085517\tm84072_230515_103837_s3/43843789/ccs|SoChr10H|0-2715\t60\t+,\n",
       "  SoChr10H\t29082821\t29085680\tm84072_230515_103837_s3/48300450/ccs|SoChr10H|0-2858\t60\t+],\n",
       " [SsChr02B\t34551818\t34566653\tm84072_230515_103837_s3/133174485/ccs|SsChr02B|2756-17595\t60\t+,\n",
       "  SsChr02B\t34552134\t34571824\tm84072_230515_100731_s2/145689844/ccs|SsChr02B|2308-21997\t60\t+,\n",
       "  SsChr02B\t34552136\t34565128\tm64292e_230406_090856/116197390/ccs|SsChr02B|5769-18761\t60\t+,\n",
       "  SsChr02B\t34552136\t34558749\tm84070_230525_081218_s1/68490454/ccs|SsChr02B|10340-16956\t60\t+,\n",
       "  SsChr02B\t34552136\t34570019\tm84072_230515_100731_s2/129635735/ccs|SsChr02B|5986-23874\t60\t+,\n",
       "  SsChr02B\t34552136\t34578607\tm84072_230515_100731_s2/141168118/ccs|SsChr02B|4245-30713\t60\t+,\n",
       "  SsChr02B\t34552136\t34559059\tm84072_230515_103837_s3/13566195/ccs|SsChr02B|8420-15342\t60\t+,\n",
       "  SsChr02B\t34552136\t34567399\tm84072_230515_103837_s3/176096278/ccs|SsChr02B|1462-16737\t60\t+,\n",
       "  SsChr02B\t34552136\t34558837\tm84072_230515_103837_s3/70060467/ccs|SsChr02B|12302-19001\t60\t+,\n",
       "  SsChr02B\t34552136\t34568034\tm84072_230515_103837_s3/88932477/ccs|SsChr02B|1797-17700\t60\t+,\n",
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       " [SsChr02B\t41399735\t41417749\tm84072_230515_100731_s2/66453836/ccs|SsChr02B|0-18013\t60\t+,\n",
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       "  SsChr02B\t41413676\t41417749\tm84072_230515_103837_s3/28706799/ccs|SsChr02B|0-4072\t60\t+,\n",
       "  SsChr02B\t41413976\t41417749\tm84072_230515_100731_s2/28117536/ccs|SsChr02B|0-3773\t60\t+,\n",
       "  SsChr02B\t41414358\t41417749\tm84072_230515_103837_s3/58329843/ccs|SsChr02B|0-3391\t60\t+,\n",
       "  SsChr02B\t41416170\t41417749\tm84072_230515_103837_s3/38997494/ccs|SsChr02B|0-1579\t60\t+],\n",
       " [SsChr02C\t74214656\t74220932\tm64292e_230406_090856/32638522/ccs|SsChr02C|15357-21998\t60\t+,\n",
       "  SsChr02C\t74214656\t74223231\tm64292e_230406_090856/55838576/ccs|SsChr02C|7633-17289\t60\t+,\n",
       "  SsChr02C\t74214656\t74218188\tm84072_230515_100731_s2/141953780/ccs|SsChr02C|25896-29776\t60\t+,\n",
       "  SsChr02C\t74214656\t74218276\tm84072_230515_100731_s2/160959782/ccs|SsChr02C|17019-20989\t60\t+,\n",
       "  SsChr02C\t74214656\t74222353\tm84072_230515_100731_s2/217123148/ccs|SsChr02C|13423-22394\t60\t+,\n",
       "  SsChr02C\t74214656\t74217494\tm84072_230515_100731_s2/218107076/ccs|SsChr02C|9793-12981\t60\t+,\n",
       "  SsChr02C\t74214656\t74225428\tm84072_230515_103837_s3/37620082/ccs|SsChr02C|10649-21771\t60\t+,\n",
       "  SsChr02C\t74214656\t74226351\tm84072_230515_103837_s3/80675995/ccs|SsChr02C|11440-23484\t60\t+],\n",
       " [SsChr02D\t37462602\t37485256\tm84070_230525_081218_s1/58266037/ccs|SsChr02D|0-22666\t60\t+,\n",
       "  SsChr02D\t37468572\t37485256\tm84072_230515_100731_s2/252251379/ccs|SsChr02D|0-16684\t60\t+,\n",
       "  SsChr02D\t37470349\t37485257\tm64292e_230406_090856/79103493/ccs|SsChr02D|0-14910\t60\t+,\n",
       "  SsChr02D\t37471382\t37485257\tm84072_230515_103837_s3/41618669/ccs|SsChr02D|0-13883\t60\t+,\n",
       "  SsChr02D\t37471919\t37485255\tm84072_230515_103837_s3/234883487/ccs|SsChr02D|0-13337\t60\t+,\n",
       "  SsChr02D\t37472189\t37485256\tm84070_230525_081218_s1/251592885/ccs|SsChr02D|0-13070\t60\t+,\n",
       "  SsChr02D\t37474445\t37485255\tm64292e_230406_090856/165545114/ccs|SsChr02D|0-10846\t60\t+,\n",
       "  SsChr02D\t37477352\t37485256\tm84072_230515_103837_s3/17631215/ccs|SsChr02D|0-7897\t60\t+,\n",
       "  SsChr02D\t37477564\t37485255\tm84072_230515_103837_s3/154668019/ccs|SsChr02D|0-7701\t60\t+,\n",
       "  SsChr02D\t37478487\t37485256\tm84072_230515_103837_s3/42536554/ccs|SsChr02D|0-6770\t60\t+,\n",
       "  SsChr02D\t37481041\t37485257\tm84072_230515_100731_s2/59119249/ccs|SsChr02D|0-4209\t60\t+,\n",
       "  SsChr02D\t37481733\t37485256\tm84072_230515_103837_s3/216008386/ccs|SsChr02D|0-3528\t60\t+,\n",
       "  SsChr02D\t37481970\t37485256\tm84072_230515_100731_s2/94045047/ccs|SsChr02D|0-3285\t60\t+,\n",
       "  SsChr02D\t37482014\t37485256\tm84070_230525_081218_s1/172687914/ccs|SsChr02D|0-3249\t60\t+,\n",
       "  SsChr02D\t37482709\t37485256\tm84072_230515_100731_s2/218825415/ccs|SsChr02D|0-2547\t60\t+],\n",
       " [SsChr02E\t73883884\t73909786\tm84072_230515_100731_s2/141953780/ccs|SsChr02E|0-25896\t60\t+,\n",
       "  SsChr02E\t73892763\t73909787\tm84072_230515_100731_s2/160959782/ccs|SsChr02E|0-17019\t58\t+,\n",
       "  SsChr02E\t73894440\t73909781\tm64292e_230406_090856/32638522/ccs|SsChr02E|0-15357\t48\t+,\n",
       "  SsChr02E\t73895431\t73908857\tm84072_230515_100731_s2/217123148/ccs|SsChr02E|0-13423\t49\t+,\n",
       "  SsChr02E\t73897850\t73908947\tm84072_230515_100731_s2/210700794/ccs|SsChr02E|0-11096\t53\t+,\n",
       "  SsChr02E\t73898344\t73909787\tm84072_230515_103837_s3/80675995/ccs|SsChr02E|0-11440\t49\t+,\n",
       "  SsChr02E\t73899141\t73909786\tm84072_230515_103837_s3/37620082/ccs|SsChr02E|0-10649\t49\t+,\n",
       "  SsChr02E\t73899995\t73909787\tm84072_230515_100731_s2/218107076/ccs|SsChr02E|0-9793\t42\t+,\n",
       "  SsChr02E\t73901454\t73909070\tm64292e_230406_090856/55838576/ccs|SsChr02E|0-7633\t60\t+],\n",
       " [SsChr02H\t31193009\t31208863\tm84072_230515_103837_s3/58331038/ccs|SsChr02H|0-15860\t60\t+,\n",
       "  SsChr02H\t31193776\t31208863\tm84072_230515_103837_s3/134745669/ccs|SsChr02H|0-15084\t60\t+,\n",
       "  SsChr02H\t31195494\t31208863\tm84072_230515_103837_s3/56099813/ccs|SsChr02H|0-13375\t60\t+,\n",
       "  SsChr02H\t31196113\t31208869\tm84072_230515_103837_s3/243796635/ccs|SsChr02H|0-12750\t60\t+,\n",
       "  SsChr02H\t31196563\t31208862\tm84072_230515_103837_s3/70060467/ccs|SsChr02H|0-12302\t60\t+,\n",
       "  SsChr02H\t31197654\t31208863\tm84072_230515_100731_s2/85918545/ccs|SsChr02H|0-11206\t60\t+,\n",
       "  SsChr02H\t31198524\t31208862\tm84070_230525_081218_s1/68490454/ccs|SsChr02H|0-10340\t60\t+,\n",
       "  SsChr02H\t31199573\t31208864\tm84072_230515_103837_s3/17107587/ccs|SsChr02H|0-9293\t60\t+,\n",
       "  SsChr02H\t31200443\t31208862\tm84072_230515_103837_s3/13566195/ccs|SsChr02H|0-8420\t60\t+,\n",
       "  SsChr02H\t31200806\t31208868\tm84072_230515_100731_s2/16124613/ccs|SsChr02H|0-8053\t60\t+,\n",
       "  SsChr02H\t31202874\t31208862\tm84072_230515_100731_s2/129635735/ccs|SsChr02H|0-5986\t60\t+,\n",
       "  SsChr02H\t31203094\t31208862\tm64292e_230406_090856/116197390/ccs|SsChr02H|0-5769\t60\t+,\n",
       "  SsChr02H\t31203693\t31208863\tm84072_230515_103837_s3/62195990/ccs|SsChr02H|0-5168\t60\t+,\n",
       "  SsChr02H\t31204616\t31208862\tm84072_230515_100731_s2/141168118/ccs|SsChr02H|0-4245\t60\t+,\n",
       "  SsChr02H\t31205792\t31208545\tm84072_230515_103837_s3/133174485/ccs|SsChr02H|0-2756\t60\t+,\n",
       "  SsChr02H\t31206551\t31208860\tm84072_230515_100731_s2/145689844/ccs|SsChr02H|0-2308\t60\t+,\n",
       "  SsChr02H\t31207065\t31208862\tm84072_230515_103837_s3/88932477/ccs|SsChr02H|0-1797\t60\t+,\n",
       "  SsChr02H\t31207399\t31208862\tm84072_230515_103837_s3/176096278/ccs|SsChr02H|0-1462\t60\t+],\n",
       " [SsChr02H\t37220029\t37223717\tm64292e_230406_090856/101320504/ccs|SsChr02H|10232-13932\t60\t+,\n",
       "  SsChr02H\t37220029\t37229042\tm64292e_230406_090856/162334475/ccs|SsChr02H|4401-13426\t60\t+,\n",
       "  SsChr02H\t37220029\t37232209\tm84070_230525_081218_s1/251794336/ccs|SsChr02H|9322-21515\t60\t+,\n",
       "  SsChr02H\t37220029\t37225946\tm84072_230515_100731_s2/126944152/ccs|SsChr02H|10628-16556\t60\t+,\n",
       "  SsChr02H\t37220029\t37242291\tm84072_230515_100731_s2/178259852/ccs|SsChr02H|7286-29548\t60\t+,\n",
       "  SsChr02H\t37220029\t37232725\tm84072_230515_100731_s2/220072401/ccs|SsChr02H|5474-18181\t60\t+,\n",
       "  SsChr02H\t37220029\t37235009\tm84072_230515_100731_s2/28117536/ccs|SsChr02H|3773-18758\t60\t+,\n",
       "  SsChr02H\t37220029\t37231038\tm84072_230515_100731_s2/45286190/ccs|SsChr02H|7028-18049\t60\t+,\n",
       "  SsChr02H\t37220029\t37230031\tm84072_230515_100731_s2/56496569/ccs|SsChr02H|11315-21321\t60\t+,\n",
       "  SsChr02H\t37220029\t37222986\tm84072_230515_100731_s2/66453836/ccs|SsChr02H|18013-20980\t60\t+,\n",
       "  SsChr02H\t37220029\t37231015\tm84072_230515_103837_s3/174984663/ccs|SsChr02H|14362-25353\t60\t+,\n",
       "  SsChr02H\t37220029\t37228432\tm84072_230515_103837_s3/194511849/ccs|SsChr02H|7081-15500\t60\t+,\n",
       "  SsChr02H\t37220029\t37235381\tm84072_230515_103837_s3/227348643/ccs|SsChr02H|4610-19970\t60\t+,\n",
       "  SsChr02H\t37220029\t37236382\tm84072_230515_103837_s3/28706799/ccs|SsChr02H|4072-20436\t60\t+,\n",
       "  SsChr02H\t37220029\t37236155\tm84072_230515_103837_s3/38997494/ccs|SsChr02H|1579-17721\t60\t+,\n",
       "  SsChr02H\t37220029\t37239008\tm84072_230515_103837_s3/58329843/ccs|SsChr02H|3391-22376\t60\t+,\n",
       "  SsChr02H\t37220029\t37223160\tm84072_230515_103837_s3/68752882/ccs|SsChr02H|11453-14596\t60\t+,\n",
       "  SsChr02H\t37220029\t37223161\tm84072_230515_103837_s3/94178074/ccs|SsChr02H|15281-18425\t60\t+],\n",
       " [SsChr02I\t37821081\t37830101\tm64292e_230406_090856/165545114/ccs|SsChr02I|10846-19874\t60\t+,\n",
       "  SsChr02I\t37821081\t37835660\tm84072_230515_103837_s3/154668019/ccs|SsChr02I|7701-22273\t60\t+,\n",
       "  SsChr02I\t37821081\t37829038\tm84072_230515_103837_s3/234883487/ccs|SsChr02I|13337-21291\t60\t+,\n",
       "  SsChr02I\t37821082\t37845388\tm84070_230525_081218_s1/172687914/ccs|SsChr02I|3249-27607\t60\t+,\n",
       "  SsChr02I\t37821082\t37828824\tm84070_230525_081218_s1/251592885/ccs|SsChr02I|13070-20810\t60\t+,\n",
       "  SsChr02I\t37821082\t37824004\tm84070_230525_081218_s1/58266037/ccs|SsChr02I|22666-25588\t60\t+,\n",
       "  SsChr02I\t37821082\t37833034\tm84072_230515_100731_s2/218825415/ccs|SsChr02I|2547-14500\t60\t+,\n",
       "  SsChr02I\t37821082\t37825721\tm84072_230515_100731_s2/252251379/ccs|SsChr02I|16684-21322\t60\t+,\n",
       "  SsChr02I\t37821082\t37841227\tm84072_230515_100731_s2/94045047/ccs|SsChr02I|3285-23423\t60\t+,\n",
       "  SsChr02I\t37821082\t37843757\tm84072_230515_103837_s3/17631215/ccs|SsChr02I|7897-30585\t60\t+,\n",
       "  SsChr02I\t37821082\t37834599\tm84072_230515_103837_s3/216008386/ccs|SsChr02I|3528-17045\t60\t+,\n",
       "  SsChr02I\t37821082\t37829931\tm84072_230515_103837_s3/42536554/ccs|SsChr02I|6770-15622\t60\t+,\n",
       "  SsChr02I\t37821083\t37826139\tm64292e_230406_090856/79103493/ccs|SsChr02I|14910-19965\t60\t+,\n",
       "  SsChr02I\t37821083\t37838405\tm84072_230515_100731_s2/59119249/ccs|SsChr02I|4209-21516\t60\t+,\n",
       "  SsChr02I\t37821083\t37825277\tm84072_230515_103837_s3/41618669/ccs|SsChr02I|13883-18079\t60\t+],\n",
       " [SsChr03B\t78245610\t78265144\tm84072_230515_100731_s2/21890679/ccs|SsChr03B|0-19555\t60\t+,\n",
       "  SsChr03B\t78247237\t78265143\tm84072_230515_100731_s2/101257562/ccs|SsChr03B|0-17908\t60\t+,\n",
       "  SsChr03B\t78247349\t78265142\tm84072_230515_103837_s3/128912621/ccs|SsChr03B|0-17774\t60\t+,\n",
       "  SsChr03B\t78247751\t78265143\tm84072_230515_100731_s2/92934788/ccs|SsChr03B|0-17385\t60\t+,\n",
       "  SsChr03B\t78250155\t78265060\tm84072_230515_103837_s3/181408930/ccs|SsChr03B|0-14914\t60\t+,\n",
       "  SsChr03B\t78250442\t78265143\tm84072_230515_100731_s2/30214026/ccs|SsChr03B|0-14685\t60\t+,\n",
       "  SsChr03B\t78251962\t78265143\tm64292e_230406_090856/92799408/ccs|SsChr03B|0-13184\t60\t+,\n",
       "  SsChr03B\t78252311\t78265143\tm64292e_230406_090856/70910246/ccs|SsChr03B|0-12962\t60\t+],\n",
       " [SsChr03B\t78266099\t78279947\tm84072_230515_100731_s2/235210742/ccs|SsChr03B|3599-17425\t60\t+,\n",
       "  SsChr03B\t78266587\t78294282\tm84072_230515_100731_s2/255987556/ccs|SsChr03B|1075-28743\t60\t+,\n",
       "  SsChr03B\t78266850\t78284718\tm84072_230515_100731_s2/191694008/ccs|SsChr03B|1384-19239\t60\t+,\n",
       "  SsChr03B\t78266850\t78285710\tm84072_230515_100731_s2/224269693/ccs|SsChr03B|9414-28262\t60\t+,\n",
       "  SsChr03B\t78266850\t78272442\tm84072_230515_100731_s2/227479011/ccs|SsChr03B|8276-13862\t60\t+,\n",
       "  SsChr03B\t78266850\t78272895\tm84072_230515_100731_s2/34606025/ccs|SsChr03B|6708-12741\t60\t+,\n",
       "  SsChr03B\t78266850\t78278357\tm84072_230515_100731_s2/35264007/ccs|SsChr03B|1559-13063\t60\t+,\n",
       "  SsChr03B\t78266850\t78279380\tm84072_230515_100731_s2/40308230/ccs|SsChr03B|5427-17952\t60\t+,\n",
       "  SsChr03B\t78266850\t78279188\tm84072_230515_100731_s2/79499940/ccs|SsChr03B|2840-15173\t60\t+,\n",
       "  SsChr03B\t78266850\t78279875\tm84072_230515_103837_s3/116328167/ccs|SsChr03B|1528-14550\t60\t+,\n",
       "  SsChr03B\t78266850\t78281349\tm84072_230515_103837_s3/39851266/ccs|SsChr03B|5653-20152\t60\t+,\n",
       "  SsChr03B\t78266850\t78272538\tm84072_230515_103837_s3/58266823/ccs|SsChr03B|8016-13704\t60\t+,\n",
       "  SsChr03B\t78266851\t78293371\tm84070_230525_081218_s1/216927817/ccs|SsChr03B|1943-28456\t60\t+,\n",
       "  SsChr03B\t78266851\t78288035\tm84072_230515_100731_s2/48498549/ccs|SsChr03B|1821-22991\t60\t+,\n",
       "  SsChr03B\t78266857\t78288781\tm84072_230515_103837_s3/207162522/ccs|SsChr03B|8660-30587\t60\t+],\n",
       " [SsChr03C\t77569286\t77576440\tm64292e_230406_090856/92799408/ccs|SsChr03C|13184-20370\t32\t-,\n",
       "  SsChr03C\t77569660\t77576441\tm84072_230515_103837_s3/128912621/ccs|SsChr03C|17774-24575\t17\t-,\n",
       "  SsChr03C\t77569998\t77576439\tm84072_230515_100731_s2/21890679/ccs|SsChr03C|19555-26033\t41\t-,\n",
       "  SsChr03C\t77570664\t77576440\tm84072_230515_100731_s2/92934788/ccs|SsChr03C|17385-23189\t52\t-,\n",
       "  SsChr03C\t77571879\t77576440\tm64292e_230406_090856/70910246/ccs|SsChr03C|12962-17575\t60\t-,\n",
       "  SsChr03C\t77574067\t77576440\tm84072_230515_100731_s2/30214026/ccs|SsChr03C|14685-17042\t60\t-,\n",
       "  SsChr03C\t77574604\t77576440\tm84072_230515_100731_s2/101257562/ccs|SsChr03C|17908-19744\t60\t-,\n",
       "  SsChr03C\t77574607\t77583283\tm84072_230515_103837_s3/207162522/ccs|SsChr03C|0-8660\t24\t-,\n",
       "  SsChr03C\t77574608\t77576550\tm84070_230525_081218_s1/216927817/ccs|SsChr03C|0-1943\t60\t-,\n",
       "  SsChr03C\t77574608\t77576430\tm84072_230515_100731_s2/48498549/ccs|SsChr03C|0-1821\t60\t-,\n",
       "  SsChr03C\t77574609\t77575994\tm84072_230515_100731_s2/191694008/ccs|SsChr03C|0-1384\t60\t-,\n",
       "  SsChr03C\t77574609\t77584037\tm84072_230515_100731_s2/224269693/ccs|SsChr03C|0-9414\t19\t-,\n",
       "  SsChr03C\t77574609\t77582892\tm84072_230515_100731_s2/227479011/ccs|SsChr03C|0-8276\t37\t-,\n",
       "  SsChr03C\t77574609\t77581323\tm84072_230515_100731_s2/34606025/ccs|SsChr03C|0-6708\t47\t-,\n",
       "  SsChr03C\t77574609\t77576168\tm84072_230515_100731_s2/35264007/ccs|SsChr03C|0-1559\t60\t-,\n",
       "  SsChr03C\t77574609\t77580034\tm84072_230515_100731_s2/40308230/ccs|SsChr03C|0-5427\t60\t-,\n",
       "  SsChr03C\t77574609\t77577448\tm84072_230515_100731_s2/79499940/ccs|SsChr03C|0-2840\t60\t-,\n",
       "  SsChr03C\t77574609\t77576137\tm84072_230515_103837_s3/116328167/ccs|SsChr03C|0-1528\t60\t-,\n",
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       "  SsChr03C\t77575382\t77576523\tm84072_230515_103837_s3/181408930/ccs|SsChr03C|14914-16057\t60\t-],\n",
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       "  SsChr04C\t68176756\t68180271\tm84072_230515_100731_s2/162926128/ccs|SsChr04C|0-3514\t60\t+],\n",
       " [SsChr04D\t15682136\t15704499\tm84072_230515_103837_s3/238880896/ccs|SsChr04D|0-22333\t60\t+,\n",
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       "  SsChr04I\t21937529\t21945219\tm84072_230515_100731_s2/170463151/ccs|SsChr04I|0-7690\t60\t+,\n",
       "  SsChr04I\t21939790\t21945219\tm84072_230515_103837_s3/159848179/ccs|SsChr04I|0-5429\t60\t+],\n",
       " [SsChr04J\t55509312\t55538463\tm84072_230515_103837_s3/87754310/ccs|SsChr04J|991-30089\t60\t+,\n",
       "  SsChr04J\t55509319\t55524058\tm64292e_230406_090856/35915562/ccs|SsChr04J|12286-27035\t60\t+,\n",
       "  SsChr04J\t55509321\t55524091\tm84072_230515_100731_s2/156698463/ccs|SsChr04J|13480-28241\t60\t+,\n",
       "  SsChr04J\t55509321\t55523127\tm84072_230515_100731_s2/22151905/ccs|SsChr04J|3647-17449\t60\t+,\n",
       "  SsChr04J\t55509321\t55532314\tm84072_230515_100731_s2/61999914/ccs|SsChr04J|5383-28354\t60\t+,\n",
       "  SsChr04J\t55509321\t55512188\tm84072_230515_103837_s3/76878075/ccs|SsChr04J|10572-13443\t60\t+,\n",
       "  SsChr04J\t55509322\t55513337\tm64292e_230406_090856/77989296/ccs|SsChr04J|13652-17667\t60\t+,\n",
       "  SsChr04J\t55509322\t55513937\tm64292e_230406_090856/87818404/ccs|SsChr04J|14658-19272\t60\t+,\n",
       "  SsChr04J\t55509322\t55512818\tm84070_230525_081218_s1/84609661/ccs|SsChr04J|13457-16962\t60\t+,\n",
       "  SsChr04J\t55509322\t55531485\tm84072_230515_100731_s2/112919399/ccs|SsChr04J|7040-29210\t60\t+,\n",
       "  SsChr04J\t55509322\t55520578\tm84072_230515_100731_s2/11601379/ccs|SsChr04J|1969-13224\t60\t+,\n",
       "  SsChr04J\t55509322\t55527110\tm84072_230515_100731_s2/19727483/ccs|SsChr04J|9326-27112\t60\t+,\n",
       "  SsChr04J\t55509322\t55516959\tm84072_230515_100731_s2/241046411/ccs|SsChr04J|9723-17359\t60\t+,\n",
       "  SsChr04J\t55509322\t55517449\tm84072_230515_100731_s2/243401797/ccs|SsChr04J|11606-19733\t60\t+,\n",
       "  SsChr04J\t55509322\t55526530\tm84072_230515_100731_s2/246090245/ccs|SsChr04J|1314-18515\t60\t+,\n",
       "  SsChr04J\t55509322\t55535111\tm84072_230515_100731_s2/247074730/ccs|SsChr04J|1128-26906\t60\t+,\n",
       "  SsChr04J\t55509322\t55519369\tm84072_230515_100731_s2/249627202/ccs|SsChr04J|14808-24855\t60\t+,\n",
       "  SsChr04J\t55509322\t55515090\tm84072_230515_100731_s2/94109799/ccs|SsChr04J|10716-16482\t60\t+,\n",
       "  SsChr04J\t55509322\t55514887\tm84072_230515_103837_s3/167121873/ccs|SsChr04J|14065-19606\t60\t+,\n",
       "  SsChr04J\t55509322\t55514159\tm84072_230515_103837_s3/182455834/ccs|SsChr04J|18723-23563\t60\t+,\n",
       "  SsChr04J\t55509322\t55514051\tm84072_230515_103837_s3/24776551/ccs|SsChr04J|17461-22190\t60\t+,\n",
       "  SsChr04J\t55509322\t55513355\tm84072_230515_103837_s3/4587903/ccs|SsChr04J|17611-21645\t60\t+,\n",
       "  SsChr04J\t55509322\t55513834\tm84072_230515_103837_s3/51975048/ccs|SsChr04J|11074-15610\t60\t+,\n",
       "  SsChr04J\t55509322\t55533762\tm84072_230515_103837_s3/59835060/ccs|SsChr04J|5793-30231\t60\t+,\n",
       "  SsChr04J\t55509322\t55517629\tm84072_230515_103837_s3/61347317/ccs|SsChr04J|8205-16522\t60\t+,\n",
       "  SsChr04J\t55509322\t55534259\tm84072_230515_103837_s3/64491782/ccs|SsChr04J|1558-26496\t60\t+,\n",
       "  SsChr04J\t55509322\t55518103\tm84072_230515_103837_s3/77726959/ccs|SsChr04J|5369-14148\t60\t+,\n",
       "  SsChr04J\t55509330\t55515088\tm84072_230515_100731_s2/137565518/ccs|SsChr04J|23974-29731\t60\t+,\n",
       "  SsChr04J\t55509331\t55515433\tm84072_230515_100731_s2/224920716/ccs|SsChr04J|14725-20791\t60\t+],\n",
       " [SsChr05A\t21933617\t21959347\tm84072_230515_103837_s3/243994029/ccs|SsChr05A|0-25705\t60\t+,\n",
       "  SsChr05A\t21938255\t21959347\tm84070_230525_081218_s1/94508335/ccs|SsChr05A|0-21103\t60\t+,\n",
       "  SsChr05A\t21939547\t21959347\tm84072_230515_100731_s2/221970613/ccs|SsChr05A|0-19798\t60\t+,\n",
       "  SsChr05A\t21941710\t21959347\tm64292e_230406_090856/44368245/ccs|SsChr05A|0-17630\t60\t+,\n",
       "  SsChr05A\t21943710\t21959347\tm84072_230515_100731_s2/184615438/ccs|SsChr05A|0-15630\t60\t+,\n",
       "  SsChr05A\t21945026\t21959347\tm84072_230515_100731_s2/159648323/ccs|SsChr05A|0-14315\t60\t+,\n",
       "  SsChr05A\t21947632\t21959347\tm84072_230515_103837_s3/106632425/ccs|SsChr05A|0-11714\t60\t+,\n",
       "  SsChr05A\t21947912\t21959346\tm84072_230515_100731_s2/161613825/ccs|SsChr05A|0-11429\t60\t+,\n",
       "  SsChr05A\t21948540\t21959347\tm64292e_230406_090856/78579681/ccs|SsChr05A|0-10806\t60\t+,\n",
       "  SsChr05A\t21948685\t21959347\tm84070_230525_081218_s1/162794456/ccs|SsChr05A|0-10658\t60\t+,\n",
       "  SsChr05A\t21948691\t21959346\tm84072_230515_100731_s2/92932123/ccs|SsChr05A|0-10645\t60\t+,\n",
       "  SsChr05A\t21949253\t21959347\tm84072_230515_100731_s2/7930637/ccs|SsChr05A|0-10097\t60\t+,\n",
       "  SsChr05A\t21949531\t21959347\tm84072_230515_103837_s3/198251625/ccs|SsChr05A|0-9814\t60\t+,\n",
       "  SsChr05A\t21950539\t21959347\tm84072_230515_100731_s2/20645353/ccs|SsChr05A|0-8804\t60\t+,\n",
       "  SsChr05A\t21951766\t21959347\tm84072_230515_103837_s3/179244056/ccs|SsChr05A|0-7585\t60\t+,\n",
       "  SsChr05A\t21952445\t21959347\tm64292e_230406_090856/15796419/ccs|SsChr05A|0-6899\t60\t+,\n",
       "  SsChr05A\t21953441\t21959347\tm84072_230515_100731_s2/175771342/ccs|SsChr05A|0-5905\t60\t+,\n",
       "  SsChr05A\t21954214\t21959347\tm84072_230515_103837_s3/137106312/ccs|SsChr05A|0-5134\t60\t+,\n",
       "  SsChr05A\t21954789\t21959346\tm84072_230515_103837_s3/248119872/ccs|SsChr05A|0-4573\t60\t+,\n",
       "  SsChr05A\t21954929\t21959346\tm84072_230515_103837_s3/139269354/ccs|SsChr05A|0-4419\t60\t+,\n",
       "  SsChr05A\t21955434\t21959347\tm84072_230515_100731_s2/165479892/ccs|SsChr05A|0-3913\t60\t+,\n",
       "  SsChr05A\t21955842\t21959347\tm84072_230515_100731_s2/139266578/ccs|SsChr05A|0-3505\t60\t+,\n",
       "  SsChr05A\t21956059\t21959347\tm84072_230515_103837_s3/197067923/ccs|SsChr05A|0-3288\t60\t+,\n",
       "  SsChr05A\t21956143\t21959342\tm84072_230515_103837_s3/197722507/ccs|SsChr05A|0-3205\t60\t+,\n",
       "  SsChr05A\t21956500\t21959347\tm84072_230515_100731_s2/176099522/ccs|SsChr05A|0-2846\t60\t+,\n",
       "  SsChr05A\t21956712\t21959347\tm84072_230515_103837_s3/255725527/ccs|SsChr05A|0-2635\t60\t+,\n",
       "  SsChr05A\t21958181\t21959347\tm84070_230525_081218_s1/10749027/ccs|SsChr05A|0-1166\t60\t+],\n",
       " [SsChr05A\t57120999\t57136862\tm84072_230515_100731_s2/187502792/ccs|SsChr05A|14870-30704\t60\t+,\n",
       "  SsChr05A\t57121107\t57141618\tm84072_230515_100731_s2/184484854/ccs|SsChr05A|3615-24188\t60\t+,\n",
       "  SsChr05A\t57121314\t57136215\tm84072_230515_100731_s2/88346573/ccs|SsChr05A|10961-25916\t60\t+,\n",
       "  SsChr05A\t57121315\t57128248\tm64292e_230406_090856/165284353/ccs|SsChr05A|7586-14519\t60\t+,\n",
       "  SsChr05A\t57121315\t57145831\tm84072_230515_100731_s2/187499294/ccs|SsChr05A|7720-32225\t60\t+,\n",
       "  SsChr05A\t57121362\t57130204\tm84072_230515_100731_s2/236984101/ccs|SsChr05A|13203-22041\t60\t+,\n",
       "  SsChr05A\t57121363\t57126025\tm64292e_230406_090856/167315918/ccs|SsChr05A|6705-11367\t60\t+,\n",
       "  SsChr05A\t57121363\t57126311\tm64292e_230406_090856/25824040/ccs|SsChr05A|6615-11565\t60\t+,\n",
       "  SsChr05A\t57121363\t57137146\tm84070_230525_081218_s1/46797704/ccs|SsChr05A|8992-24774\t60\t+,\n",
       "  SsChr05A\t57121363\t57134151\tm84072_230515_100731_s2/233772715/ccs|SsChr05A|11077-23838\t60\t+,\n",
       "  SsChr05A\t57121363\t57137413\tm84072_230515_100731_s2/26937574/ccs|SsChr05A|4246-20302\t60\t+,\n",
       "  SsChr05A\t57121363\t57131150\tm84072_230515_100731_s2/73273043/ccs|SsChr05A|7992-17779\t60\t+,\n",
       "  SsChr05A\t57121363\t57141307\tm84072_230515_103837_s3/24642290/ccs|SsChr05A|3849-23790\t60\t+,\n",
       "  SsChr05A\t57121363\t57133888\tm84072_230515_103837_s3/251265190/ccs|SsChr05A|4585-17113\t60\t+],\n",
       " [SsChr05B\t33407490\t33410163\tm64292e_230406_090856/54135360/ccs|SsChr05B|10891-13563\t60\t+,\n",
       "  SsChr05B\t33407490\t33419544\tm64292e_230406_090856/8587145/ccs|SsChr05B|1367-13425\t60\t+,\n",
       "  SsChr05B\t33407490\t33420201\tm84070_230525_081218_s1/140575763/ccs|SsChr05B|3244-15955\t60\t+,\n",
       "  SsChr05B\t33407490\t33413881\tm84072_230515_103837_s3/106370364/ccs|SsChr05B|15776-22166\t60\t+,\n",
       "  SsChr05B\t33407490\t33408805\tm84072_230515_103837_s3/183763591/ccs|SsChr05B|15314-16632\t60\t+,\n",
       "  SsChr05B\t33407490\t33415661\tm84072_230515_103837_s3/239801154/ccs|SsChr05B|11608-19779\t60\t+,\n",
       "  SsChr05B\t33407490\t33411679\tm84072_230515_103837_s3/59966578/ccs|SsChr05B|12577-16766\t60\t+,\n",
       "  SsChr05B\t33407490\t33420184\tm84072_230515_103837_s3/67371736/ccs|SsChr05B|4164-16859\t60\t+,\n",
       "  SsChr05B\t33407491\t33414894\tm84072_230515_100731_s2/155061501/ccs|SsChr05B|8728-16143\t60\t+,\n",
       "  SsChr05B\t33407500\t33419508\tm64292e_230406_090856/139788692/ccs|SsChr05B|1568-13602\t60\t+],\n",
       " [SsChr05C\t22108933\t22122290\tm84072_230515_103837_s3/104926999/ccs|SsChr05C|0-13353\t60\t+,\n",
       "  SsChr05C\t22110531\t22122289\tm84072_230515_103837_s3/230954772/ccs|SsChr05C|0-11779\t60\t+,\n",
       "  SsChr05C\t22111285\t22122290\tm84072_230515_100731_s2/186386536/ccs|SsChr05C|0-11000\t60\t+,\n",
       "  SsChr05C\t22116800\t22122290\tm64292e_230406_090856/12911520/ccs|SsChr05C|0-5504\t60\t+,\n",
       "  SsChr05C\t22116823\t22122290\tm84072_230515_100731_s2/61673587/ccs|SsChr05C|0-5468\t60\t+,\n",
       "  SsChr05C\t22118789\t22122290\tm84072_230515_103837_s3/71766536/ccs|SsChr05C|0-3500\t60\t+],\n",
       " [SsChr05D\t54590223\t54592318\tm84072_230515_100731_s2/2362062/ccs|SsChr05D|14037-16119\t60\t+,\n",
       "  SsChr05D\t54590335\t54602862\tm84072_230515_100731_s2/216471185/ccs|SsChr05D|5301-17786\t60\t+,\n",
       "  SsChr05D\t54590335\t54606451\tm84072_230515_100731_s2/26938550/ccs|SsChr05D|6091-22202\t60\t+,\n",
       "  SsChr05D\t54590336\t54595156\tm64292e_230406_090856/120523235/ccs|SsChr05D|9133-13953\t60\t+,\n",
       "  SsChr05D\t54590336\t54594134\tm64292e_230406_090856/169083339/ccs|SsChr05D|8391-12193\t60\t+,\n",
       "  SsChr05D\t54590336\t54599424\tm84072_230515_100731_s2/106697882/ccs|SsChr05D|23083-32164\t60\t+,\n",
       "  SsChr05D\t54590336\t54592819\tm84072_230515_100731_s2/140906733/ccs|SsChr05D|12866-15346\t60\t+,\n",
       "  SsChr05D\t54590336\t54598096\tm84072_230515_100731_s2/172229891/ccs|SsChr05D|6584-14343\t60\t+,\n",
       "  SsChr05D\t54590336\t54613036\tm84072_230515_100731_s2/19402628/ccs|SsChr05D|8820-31521\t60\t+,\n",
       "  SsChr05D\t54590336\t54600385\tm84072_230515_100731_s2/237636061/ccs|SsChr05D|11215-21265\t60\t+,\n",
       "  SsChr05D\t54590336\t54597899\tm84072_230515_100731_s2/246484995/ccs|SsChr05D|10432-17993\t60\t+,\n",
       "  SsChr05D\t54590336\t54598626\tm84072_230515_100731_s2/252253819/ccs|SsChr05D|16925-25204\t60\t+,\n",
       "  SsChr05D\t54590336\t54615453\tm84072_230515_100731_s2/84871868/ccs|SsChr05D|3001-28162\t60\t+,\n",
       "  SsChr05D\t54590336\t54604229\tm84072_230515_103837_s3/103027774/ccs|SsChr05D|5966-19860\t60\t+,\n",
       "  SsChr05D\t54590336\t54606297\tm84072_230515_103837_s3/128188612/ccs|SsChr05D|2734-18694\t60\t+,\n",
       "  SsChr05D\t54590336\t54602358\tm84072_230515_103837_s3/171639694/ccs|SsChr05D|5083-17104\t60\t+,\n",
       "  SsChr05D\t54590336\t54612349\tm84072_230515_103837_s3/33424251/ccs|SsChr05D|2749-24749\t60\t+,\n",
       "  SsChr05D\t54590336\t54604410\tm84072_230515_103837_s3/65277492/ccs|SsChr05D|5544-19609\t60\t+,\n",
       "  SsChr05D\t54590337\t54597928\tm84072_230515_103837_s3/56432563/ccs|SsChr05D|13768-21362\t60\t+,\n",
       "  SsChr05D\t54590341\t54596811\tm64292e_230406_090856/159581754/ccs|SsChr05D|9554-16096\t60\t+],\n",
       " [SsChr05E\t20054839\t20075724\tm84072_230515_103837_s3/230954772/ccs|SsChr05E|11779-32678\t60\t+,\n",
       "  SsChr05E\t20054840\t20071219\tm64292e_230406_090856/12911520/ccs|SsChr05E|5504-21902\t60\t+,\n",
       "  SsChr05E\t20054840\t20066856\tm84072_230515_100731_s2/186386536/ccs|SsChr05E|11000-23018\t60\t+,\n",
       "  SsChr05E\t20054840\t20065919\tm84072_230515_100731_s2/61673587/ccs|SsChr05E|5468-16548\t60\t+,\n",
       "  SsChr05E\t20054840\t20065878\tm84072_230515_103837_s3/104926999/ccs|SsChr05E|13353-24391\t60\t+,\n",
       "  SsChr05E\t20054840\t20064630\tm84072_230515_103837_s3/71766536/ccs|SsChr05E|3500-13290\t60\t+],\n",
       " [SsChr05F\t52133729\t52156816\tm84072_230515_100731_s2/106697882/ccs|SsChr05F|0-23083\t60\t+,\n",
       "  SsChr05F\t52139887\t52156816\tm84072_230515_100731_s2/252253819/ccs|SsChr05F|0-16925\t60\t+,\n",
       "  SsChr05F\t52142640\t52156707\tm84072_230515_100731_s2/2362062/ccs|SsChr05F|0-14037\t60\t+,\n",
       "  SsChr05F\t52143054\t52156816\tm84072_230515_103837_s3/56432563/ccs|SsChr05F|0-13768\t60\t+,\n",
       "  SsChr05F\t52143949\t52156816\tm84072_230515_100731_s2/140906733/ccs|SsChr05F|0-12866\t60\t+,\n",
       "  SsChr05F\t52145605\t52156816\tm84072_230515_100731_s2/237636061/ccs|SsChr05F|0-11215\t60\t+,\n",
       "  SsChr05F\t52146371\t52156816\tm84072_230515_100731_s2/246484995/ccs|SsChr05F|0-10432\t60\t+,\n",
       "  SsChr05F\t52147302\t52156825\tm64292e_230406_090856/159581754/ccs|SsChr05F|0-9554\t60\t+,\n",
       "  SsChr05F\t52147686\t52156816\tm64292e_230406_090856/120523235/ccs|SsChr05F|0-9133\t60\t+,\n",
       "  SsChr05F\t52147996\t52156816\tm84072_230515_100731_s2/19402628/ccs|SsChr05F|0-8820\t60\t+,\n",
       "  SsChr05F\t52148435\t52156816\tm64292e_230406_090856/169083339/ccs|SsChr05F|0-8391\t60\t+,\n",
       "  SsChr05F\t52150233\t52156816\tm84072_230515_100731_s2/172229891/ccs|SsChr05F|0-6584\t60\t+,\n",
       "  SsChr05F\t52150718\t52156816\tm84072_230515_100731_s2/26938550/ccs|SsChr05F|0-6091\t60\t+,\n",
       "  SsChr05F\t52150856\t52156816\tm84072_230515_103837_s3/103027774/ccs|SsChr05F|0-5966\t60\t+,\n",
       "  SsChr05F\t52151275\t52156816\tm84072_230515_103837_s3/65277492/ccs|SsChr05F|0-5544\t60\t+,\n",
       "  SsChr05F\t52151582\t52156816\tm84072_230515_100731_s2/216471185/ccs|SsChr05F|0-5301\t60\t+,\n",
       "  SsChr05F\t52151737\t52156816\tm84072_230515_103837_s3/171639694/ccs|SsChr05F|0-5083\t60\t+,\n",
       "  SsChr05F\t52153826\t52156816\tm84072_230515_100731_s2/84871868/ccs|SsChr05F|0-3001\t60\t+,\n",
       "  SsChr05F\t52154071\t52156816\tm84072_230515_103837_s3/33424251/ccs|SsChr05F|0-2749\t60\t+,\n",
       "  SsChr05F\t52154086\t52156816\tm84072_230515_103837_s3/128188612/ccs|SsChr05F|0-2734\t60\t+],\n",
       " [SsChr05G\t22737894\t22752098\tm84072_230515_100731_s2/161613825/ccs|SsChr05G|11429-25638\t60\t+,\n",
       "  SsChr05G\t22737894\t22748855\tm84072_230515_100731_s2/92932123/ccs|SsChr05G|10645-21600\t60\t+,\n",
       "  SsChr05G\t22737894\t22751035\tm84072_230515_103837_s3/139269354/ccs|SsChr05G|4419-17543\t60\t+,\n",
       "  SsChr05G\t22737894\t22747378\tm84072_230515_103837_s3/197722507/ccs|SsChr05G|3205-12688\t60\t+,\n",
       "  SsChr05G\t22737894\t22746817\tm84072_230515_103837_s3/248119872/ccs|SsChr05G|4573-13517\t60\t+,\n",
       "  SsChr05G\t22737895\t22746961\tm64292e_230406_090856/15796419/ccs|SsChr05G|6899-15961\t60\t+,\n",
       "  SsChr05G\t22737895\t22738990\tm64292e_230406_090856/44368245/ccs|SsChr05G|17630-18724\t60\t+,\n",
       "  SsChr05G\t22737895\t22745547\tm64292e_230406_090856/78579681/ccs|SsChr05G|10806-18457\t60\t+,\n",
       "  SsChr05G\t22737895\t22752334\tm84070_230525_081218_s1/10749027/ccs|SsChr05G|1166-15610\t60\t+,\n",
       "  SsChr05G\t22737895\t22740554\tm84070_230525_081218_s1/162794456/ccs|SsChr05G|10658-13315\t60\t+,\n",
       "  SsChr05G\t22737895\t22741156\tm84070_230525_081218_s1/94508335/ccs|SsChr05G|21103-24363\t60\t+,\n",
       "  SsChr05G\t22737895\t22758582\tm84072_230515_100731_s2/139266578/ccs|SsChr05G|3505-24188\t53\t+,\n",
       "  SsChr05G\t22737895\t22745190\tm84072_230515_100731_s2/159648323/ccs|SsChr05G|14315-21608\t60\t+,\n",
       "  SsChr05G\t22737895\t22747917\tm84072_230515_100731_s2/165479892/ccs|SsChr05G|3913-13934\t60\t+,\n",
       "  SsChr05G\t22737895\t22752584\tm84072_230515_100731_s2/175771342/ccs|SsChr05G|5905-20591\t60\t+,\n",
       "  SsChr05G\t22737895\t22760890\tm84072_230515_100731_s2/176099522/ccs|SsChr05G|2846-25825\t47\t+,\n",
       "  SsChr05G\t22737895\t22740877\tm84072_230515_100731_s2/184615438/ccs|SsChr05G|15630-18609\t60\t+,\n",
       "  SsChr05G\t22737895\t22744988\tm84072_230515_100731_s2/20645353/ccs|SsChr05G|8804-15888\t60\t+,\n",
       "  SsChr05G\t22737895\t22748367\tm84072_230515_100731_s2/221970613/ccs|SsChr05G|19798-30269\t60\t+,\n",
       "  SsChr05G\t22737895\t22744649\tm84072_230515_100731_s2/7930637/ccs|SsChr05G|10097-16849\t60\t+,\n",
       "  SsChr05G\t22737895\t22740923\tm84072_230515_103837_s3/106632425/ccs|SsChr05G|11714-14742\t60\t+,\n",
       "  SsChr05G\t22737895\t22759113\tm84072_230515_103837_s3/137106312/ccs|SsChr05G|5134-26348\t54\t+,\n",
       "  SsChr05G\t22737895\t22748604\tm84072_230515_103837_s3/179244056/ccs|SsChr05G|7585-18298\t60\t+,\n",
       "  SsChr05G\t22737895\t22752551\tm84072_230515_103837_s3/197067923/ccs|SsChr05G|3288-17943\t60\t+,\n",
       "  SsChr05G\t22737895\t22754834\tm84072_230515_103837_s3/198251625/ccs|SsChr05G|9814-26752\t60\t+,\n",
       "  SsChr05G\t22737895\t22743773\tm84072_230515_103837_s3/243994029/ccs|SsChr05G|25705-31578\t60\t+,\n",
       "  SsChr05G\t22737895\t22751263\tm84072_230515_103837_s3/255725527/ccs|SsChr05G|2635-15995\t60\t+],\n",
       " [SsChr05G\t60246621\t60261529\tm84072_230515_100731_s2/187502792/ccs|SsChr05G|0-14870\t60\t+,\n",
       "  SsChr05G\t60248687\t60261890\tm84072_230515_100731_s2/236984101/ccs|SsChr05G|0-13203\t60\t+,\n",
       "  SsChr05G\t60250809\t60261891\tm84072_230515_100731_s2/233772715/ccs|SsChr05G|0-11077\t60\t+,\n",
       "  SsChr05G\t60250882\t60261833\tm84072_230515_100731_s2/88346573/ccs|SsChr05G|0-10961\t60\t+,\n",
       "  SsChr05G\t60252911\t60261891\tm84070_230525_081218_s1/46797704/ccs|SsChr05G|0-8992\t60\t+,\n",
       "  SsChr05G\t60253900\t60261891\tm84072_230515_100731_s2/73273043/ccs|SsChr05G|0-7992\t60\t+,\n",
       "  SsChr05G\t60254130\t60261843\tm84072_230515_100731_s2/187499294/ccs|SsChr05G|0-7720\t60\t+,\n",
       "  SsChr05G\t60254258\t60261843\tm64292e_230406_090856/165284353/ccs|SsChr05G|0-7586\t60\t+,\n",
       "  SsChr05G\t60255187\t60261891\tm64292e_230406_090856/167315918/ccs|SsChr05G|0-6705\t60\t+,\n",
       "  SsChr05G\t60255277\t60261891\tm64292e_230406_090856/25824040/ccs|SsChr05G|0-6615\t60\t+,\n",
       "  SsChr05G\t60257310\t60261891\tm84072_230515_103837_s3/251265190/ccs|SsChr05G|0-4585\t60\t+,\n",
       "  SsChr05G\t60257649\t60261891\tm84072_230515_100731_s2/26937574/ccs|SsChr05G|0-4246\t60\t+,\n",
       "  SsChr05G\t60258043\t60261891\tm84072_230515_103837_s3/24642290/ccs|SsChr05G|0-3849\t60\t+,\n",
       "  SsChr05G\t60258048\t60261633\tm84072_230515_100731_s2/184484854/ccs|SsChr05G|0-3615\t60\t+],\n",
       " [SsChr05J\t28126973\t28142752\tm84072_230515_103837_s3/106370364/ccs|SsChr05J|0-15776\t60\t+,\n",
       "  SsChr05J\t28127428\t28142752\tm84072_230515_103837_s3/183763591/ccs|SsChr05J|0-15314\t60\t+,\n",
       "  SsChr05J\t28130175\t28142752\tm84072_230515_103837_s3/59966578/ccs|SsChr05J|0-12577\t60\t+,\n",
       "  SsChr05J\t28131147\t28142752\tm84072_230515_103837_s3/239801154/ccs|SsChr05J|0-11608\t60\t+,\n",
       "  SsChr05J\t28131861\t28142752\tm64292e_230406_090856/54135360/ccs|SsChr05J|0-10891\t60\t+,\n",
       "  SsChr05J\t28134030\t28142753\tm84072_230515_100731_s2/155061501/ccs|SsChr05J|0-8728\t60\t+,\n",
       "  SsChr05J\t28138588\t28142752\tm84072_230515_103837_s3/67371736/ccs|SsChr05J|0-4164\t60\t+,\n",
       "  SsChr05J\t28139509\t28142752\tm84070_230525_081218_s1/140575763/ccs|SsChr05J|0-3244\t60\t+,\n",
       "  SsChr05J\t28141202\t28142759\tm64292e_230406_090856/139788692/ccs|SsChr05J|0-1568\t60\t+,\n",
       "  SsChr05J\t28141385\t28142752\tm64292e_230406_090856/8587145/ccs|SsChr05J|0-1367\t60\t+],\n",
       " [SsChr06D\t17873012\t17887384\tm84072_230515_103837_s3/39125852/ccs|SsChr06D|0-14369\t60\t+,\n",
       "  SsChr06D\t17873732\t17887384\tm84072_230515_100731_s2/232718619/ccs|SsChr06D|0-13649\t60\t+,\n",
       "  SsChr06D\t17876823\t17887390\tm84070_230525_081218_s1/91297402/ccs|SsChr06D|0-10575\t60\t+,\n",
       "  SsChr06D\t17877199\t17887383\tm84072_230515_103837_s3/49614056/ccs|SsChr06D|0-10183\t60\t+,\n",
       "  SsChr06D\t17877517\t17887384\tm84072_230515_100731_s2/18941351/ccs|SsChr06D|0-9862\t60\t+,\n",
       "  SsChr06D\t17877919\t17887384\tm84070_230525_081218_s1/244649661/ccs|SsChr06D|0-9463\t60\t+,\n",
       "  SsChr06D\t17878192\t17887384\tm84072_230515_100731_s2/150606584/ccs|SsChr06D|0-9186\t60\t+,\n",
       "  SsChr06D\t17880252\t17887391\tm64292e_230406_090856/117836205/ccs|SsChr06D|0-7132\t60\t+,\n",
       "  SsChr06D\t17882809\t17887384\tm84072_230515_103837_s3/100931253/ccs|SsChr06D|0-4571\t60\t+,\n",
       "  SsChr06D\t17884330\t17887384\tm64292e_230406_090856/119210675/ccs|SsChr06D|0-3052\t60\t+,\n",
       "  SsChr06D\t17884805\t17887384\tm84072_230515_100731_s2/185930559/ccs|SsChr06D|0-2577\t60\t+],\n",
       " [SsChr06F\t20196084\t20212306\tm84072_230515_103837_s3/49614056/ccs|SsChr06F|10183-26406\t60\t+,\n",
       "  SsChr06F\t20196085\t20209578\tm64292e_230406_090856/119210675/ccs|SsChr06F|3052-16544\t60\t+,\n",
       "  SsChr06F\t20196085\t20200631\tm84070_230525_081218_s1/244649661/ccs|SsChr06F|9463-14009\t60\t+,\n",
       "  SsChr06F\t20196085\t20206040\tm84072_230515_100731_s2/150606584/ccs|SsChr06F|9186-19139\t60\t+,\n",
       "  SsChr06F\t20196085\t20211704\tm84072_230515_100731_s2/185930559/ccs|SsChr06F|2577-18196\t60\t+,\n",
       "  SsChr06F\t20196085\t20200578\tm84072_230515_100731_s2/18941351/ccs|SsChr06F|9862-14349\t60\t+,\n",
       "  SsChr06F\t20196085\t20216157\tm84072_230515_100731_s2/232718619/ccs|SsChr06F|13649-33710\t60\t+,\n",
       "  SsChr06F\t20196085\t20215589\tm84072_230515_103837_s3/100931253/ccs|SsChr06F|4571-24065\t60\t+,\n",
       "  SsChr06F\t20196085\t20201162\tm84072_230515_103837_s3/39125852/ccs|SsChr06F|14369-19444\t60\t+,\n",
       "  SsChr06F\t20196091\t20210312\tm84070_230525_081218_s1/91297402/ccs|SsChr06F|10575-24797\t60\t+,\n",
       "  SsChr06F\t20196092\t20203615\tm64292e_230406_090856/117836205/ccs|SsChr06F|7132-14648\t60\t+],\n",
       " [SsChr07C\t47509344\t47522344\tm84072_230515_100731_s2/114885543/ccs|SsChr07C|0-12999\t60\t+,\n",
       "  SsChr07C\t47510304\t47522344\tm84072_230515_100731_s2/234816701/ccs|SsChr07C|0-12033\t60\t+,\n",
       "  SsChr07C\t47511108\t47522364\tm84072_230515_100731_s2/10356002/ccs|SsChr07C|0-11251\t60\t+,\n",
       "  SsChr07C\t47511617\t47522344\tm84072_230515_103837_s3/165479497/ccs|SsChr07C|0-10726\t60\t+,\n",
       "  SsChr07C\t47512007\t47522344\tm84072_230515_100731_s2/251596303/ccs|SsChr07C|0-10336\t60\t+,\n",
       "  SsChr07C\t47512851\t47522349\tm84072_230515_103837_s3/185337439/ccs|SsChr07C|0-9520\t60\t+,\n",
       "  SsChr07C\t47516798\t47522364\tm84072_230515_103837_s3/127274152/ccs|SsChr07C|0-5566\t60\t+],\n",
       " [SsChr07D\t47397513\t47402891\tm84072_230515_100731_s2/114885543/ccs|SsChr07D|12999-18377\t60\t+,\n",
       "  SsChr07D\t47397513\t47401160\tm84072_230515_100731_s2/234816701/ccs|SsChr07D|12033-15676\t60\t+,\n",
       "  SsChr07D\t47397513\t47401192\tm84072_230515_100731_s2/251596303/ccs|SsChr07D|10336-14015\t60\t+,\n",
       "  SsChr07D\t47397513\t47406107\tm84072_230515_103837_s3/165479497/ccs|SsChr07D|10726-19323\t60\t+,\n",
       "  SsChr07D\t47397518\t47409278\tm84072_230515_103837_s3/185337439/ccs|SsChr07D|9520-21308\t60\t+,\n",
       "  SsChr07D\t47397533\t47407372\tm84072_230515_100731_s2/10356002/ccs|SsChr07D|11251-21089\t60\t+,\n",
       "  SsChr07D\t47397533\t47407705\tm84072_230515_103837_s3/127274152/ccs|SsChr07D|5566-15737\t60\t+],\n",
       " [SsChr08F\t49830844\t49850511\tm84072_230515_100731_s2/212997466/ccs|SsChr08F|0-19654\t26\t+,\n",
       "  SsChr08F\t49835245\t49850510\tm84072_230515_103837_s3/258478417/ccs|SsChr08F|0-15264\t30\t+,\n",
       "  SsChr08F\t49836073\t49850511\tm84072_230515_100731_s2/102371060/ccs|SsChr08F|0-14438\t30\t+,\n",
       "  SsChr08F\t49837936\t49850316\tm84072_230515_103837_s3/53939911/ccs|SsChr08F|0-12378\t35\t+,\n",
       "  SsChr08F\t49839091\t49850511\tm64292e_230406_090856/134349075/ccs|SsChr08F|0-11423\t33\t+,\n",
       "  SsChr08F\t49839286\t49850511\tm84072_230515_103837_s3/88017024/ccs|SsChr08F|0-11233\t34\t+,\n",
       "  SsChr08F\t49839937\t49850511\tm84072_230515_100731_s2/205194652/ccs|SsChr08F|0-10574\t32\t+,\n",
       "  SsChr08F\t49840327\t49850511\tm84072_230515_100731_s2/207820062/ccs|SsChr08F|0-10186\t34\t+,\n",
       "  SsChr08F\t49844061\t49850511\tm84070_230525_081218_s1/47579489/ccs|SsChr08F|0-6449\t43\t+],\n",
       " [SsChr08H\t49537883\t49541312\tm84072_230515_103837_s3/53939911/ccs|SsChr08H|12378-15809\t60\t+,\n",
       "  SsChr08H\t49538077\t49546391\tm84072_230515_103837_s3/258478417/ccs|SsChr08H|15264-23632\t60\t+,\n",
       "  SsChr08H\t49538078\t49543650\tm64292e_230406_090856/134349075/ccs|SsChr08H|11423-16995\t60\t+,\n",
       "  SsChr08H\t49538078\t49544063\tm84070_230525_081218_s1/47579489/ccs|SsChr08H|6449-12436\t60\t+,\n",
       "  SsChr08H\t49538078\t49539756\tm84072_230515_100731_s2/102371060/ccs|SsChr08H|14438-16116\t60\t+,\n",
       "  SsChr08H\t49538078\t49546106\tm84072_230515_100731_s2/205194652/ccs|SsChr08H|10574-18602\t60\t+,\n",
       "  SsChr08H\t49538078\t49544024\tm84072_230515_100731_s2/207820062/ccs|SsChr08H|10186-16131\t60\t+,\n",
       "  SsChr08H\t49538078\t49543905\tm84072_230515_100731_s2/212997466/ccs|SsChr08H|19654-25481\t60\t+,\n",
       "  SsChr08H\t49538078\t49542677\tm84072_230515_103837_s3/88017024/ccs|SsChr08H|11233-15831\t60\t+]]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Merge the regions that are clustered\n",
    "merged = []\n",
    "for b in filtered:\n",
    "    if merged and (merged[-1][-1].seqid == b.seqid and merged[-1][-1].end >= b.start):\n",
    "        merged[-1].append(b)\n",
    "    else:\n",
    "        merged.append([b])\n",
    "merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import defaultdict\n",
    "\n",
    "region_to_reads = defaultdict(list)\n",
    "read_to_regions = defaultdict(list)\n",
    "for mb in merged:\n",
    "    if len(mb) < 3:\n",
    "        continue\n",
    "    mb_start = int(np.median([b.start for b in mb]))\n",
    "    mb_end = int(np.median([b.end for b in mb]))\n",
    "    region_name = f\"{mb[0].seqid}:{mb_start}-{mb_end}\"\n",
    "    for b in mb:\n",
    "        region_to_reads[region_name].append(b.accn)\n",
    "        read_name = b.accn.split(\"|\", 1)[0]\n",
    "        read_to_regions[read_name].append(region_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "pair_to_reads = defaultdict(list)\n",
    "for read, regions in read_to_regions.items():\n",
    "    if len(regions) == 2:\n",
    "        pair_to_reads[tuple(sorted(regions))].append(read)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "\n",
    "G = nx.Graph()\n",
    "for pair, reads in pair_to_reads.items():\n",
    "    G.add_edge(*pair, weight=len(reads))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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S47RwwiBL3d1p+jU+O9wrBwBoPqZvddrhXjkAQPMxffBZsf8MAGg5pm91StZ/dhQAhAorjLeWCD4AQMtzujyatiJXFf6gqfdUmL7VCQBoHRnuIlX4q+ZKZt5TQfABABokNT5WkY6q4DPzngrTBh/P3AOA1pWWGKf/vaufyvdv0YLvJZmyzSmZNPicLo+mr8rTsqxCzVi1h/ADgFZyz03x6vFJptqVHDW6lCYzZfBluItU7g1IMnefGQDMKC0tTU6n0+gymsyUwZcaH6twVZ1aN3OfGQDMaMSIEdq2bZvRZTSZKYMvLTFO3Y9sUmpcwLTbaQHArG655RYdPBOpn63JM+VSkynP8QWDQXXt2lUul0vdu3c3uhwAsBWny6PJS99RMDzSlOf5TDnje//999W+fXtCDwAMkOEuUjA8UpI591mYMvjeffdd3XjjjUaXAQC2ZPY7kk3Z6vzeo/NV3qm3ZowbaarpNQBYhZnv7DRd8DldHj209G0pPMqUvWUAgLFM1+rMcBdJ4VGSzNlbBgAYy3TBZ/beMgDAWKZrdUrm7i0DgFWYdSw2ZfABAIzldHk0Y9UelXn9pttvYbpWJwDAeBnuIpV5q66ONNt+C4IPANBoqfGxig53SDLffguCDwDQaGmJcZo7oqeCh94wVZtTMuEan1kXUwHAaoqLi9WnTx8VFxcbXUqjmCr4zLyYCgBW4/V6FRMTI6/XK4fDYXQ5DWaqVqeZF1MBwGoiIyMVGRmp8vJyo0tpFFMFH4fXASC0dOjQQWfOnDG6jEYxVfClJcZp4YRBOpPzOm1OAAgBbfverKe3vG+qB9Kaao2vmsPhkAnLBgBLcbo8mvJSlgJhEabad2GqGR8AIHRkuIsUCIuQZK59FwQfAKBJzLrvIsLoAhrL6fKo84gpcro8pphSA4BVVe+7MNvZalOt8XGODwBwqUzV6uQcHwDgUpkq+MzaTwYAhA5TtTol7uoEgFBh1vHYdMEHADCemfdcmKrVCQAIDWbec0HwAQAaLTU+VhEKSDLfngvTneOTzNtXBgCrSEuMU/+SdxV+5QA9/J1hphqLTTfjq+4rL8sq1IxVe0x1MSoAWMnJfTs185YrTBV6kgmDz8x9ZQCwimAwqIMHD+raa681upRGM13wpcbHyhHwSjJfXxkArOLEiROSpNhY843Bpgu+tMQ43dHmI309cNxU22cBwEoKCgp07bXXyuFwGF1Ko5ku+CRp3NAE+bJWEHoAYJD1uUflSBlvyn0WpjzAfurUKV111VU6deqUIiJMuTEVAEzL6fLokVdyVBmQ6Q6vSyad8XXu3Fk9evSQy+UyuhQAsJ0Md5Eqq47wmXKToSmDT5KGDBmi3bt3G10GANiO2R8YYNo+YdeBt2vpgc/ViwfSAkCrMusDaKuZco3P6fJo2opcVfiDpuwvAwCMY8pWZ4a7SBX+qrw2Y38ZAGAcUwaf2fvLAADjmLLVKXFRNQAYwQpjr2mDDwDQuqyyv8KUrU4AQOvbsq/QEvsrCD4AQIOUHc1TWMAnydz7KyzR6rRCzxkAQlkwGNSAAQP00LxFKo7qZurx1vTB53R5NH1Vnsq9AVP3nAEglGVnZ2vixIlyu92mfCJDbaZvdWa4i1Turbo0zsw9ZwAIZS+++KLuv/9+04eeZIHgqzrTV/VlRIXLtD1nAAhV5eXlevXVV/XDH/7Q6FKahemDr+rOuGRd37ZEVx3bTpsTAJrZ0y+9rp5jH1PB2SijS2kWpl/jq/b555+rV69eysvLU69evYwuBwAswenyaMpLWQqERVhmH4XpZ3zV2rVrp/vvv19//OMfjS4FACwjw12kQFjVg3ysso/CMsEnSdOmTdOSJUtUWlpqdCkAYAlWvBvZMq3OanfffbeuHnqX2vVJMfU5EwAIFVY7K2254Fuweruezz4jhUdZph8NAGg+lmp1StKpqDgpvGrnkVX60QCA5mO54LNiPxoA0Hws1+qUrNePBoDWZPUx1JLBBwBoGqfLo2krc1XhM/cz9+pjuVYnAKDp/vHWflX4zP/MvfoQfAAASZLX61Xmmr8p0lEVfFbdJxFhdAGtwer9agBoDs8//7yuCi/R7EkpynSftOyYafk1Pp7XBwAXd+zYMQ0aNEhZWVnq06eP0eW0KMu3OnleHwBc3MyZMzV9+nTLh55kg+Crfa4vPOizZL8aAC7Fhg0bdODAAT3++ONGl9IqLB98Vc/rG6Txg7qr8s2/KuyTA0aXBAAhY8OejzTtxTc1+ZeL1KZNG6PLaRWWX+OrbfPmzZoyZYry8/PVoUMHo8sBAEM5XR498kqOKgOy1R4Iy8/4avvmN7+pO++8U4899pjRpQCA4TLcRaqs2gJhqz0Qtgo+Sfrtb3+r7du3a+PGjUaXAgCGsuvdxrZqdVbbuXOn7vv5c7r3sfkaMeBrtpjaA8D52PGcsy2Dz+ny6OHlu+VTmK362gAAG7Y6paq+tu8/X7qd+toAAJsGn1372gDsy+nyaO66A3K6PEaXYjhbtjole/a1AdiT0+XRjFV5KuPqRkk2uaT6fNIS42z9Px6AfWS4i1RW5+pGO49/tmx1AoCdnHXvlnyVkljekWzc6rwQWqAArGT9+vWaOnWqnn1lk9xnwhnbRPCdo6oPvkdlXj99cACmt3v3bo0aNUobN27U4MGDjS4nZNDqrKWqD+6XxDEHAOZ25MgRjRkzRkuWLCH06iD4aql9zCHorVDHsk8MrggAGu/kyZNKT0/X3LlzNXr0aKPLCTm0OuuoXuPrXPGpnpl2r9atW6ebb77Z6LIAoEH+vfcj/eS3S3TDlZdp+f/+1OhyQhLBV49Nmzbp/vvv15YtW3T99dcbXQ4A1Mvp8mjaylxV+IKKiQzTwgnJ7FM4D1qd9UhPT9fixYuVnp6ugwcPGl0OANQrw12kCl/VXKbMG2CfwgXY9gB7Q91zzz0qLS3VyJEj9fSyDWwHBhCyUuNjtTr3eM3OdLuf17sQWp0NNOu3L2rtp52kiCiOOgAIWZxFvjhmfA3Uvs9g6WShJK78ARC6uI7x4ljjayCe6AAgVPCkhUtDq7MRaCEAMBo3TF06Wp2NQAsBgNE25Li/csMU41Lj0OoEAJN44403tHrRk4pwVD1iiGWXpmHG10xogwJoSS+88IKeeOIJrVy5Uv7u/RlvLgFrfM2gds+9TUSYFk3ktgQAzcPv9+vxxx/X+vXrtWHDBvXt29fokkyPGV8zqP1Uh3JfQOt3Hyb4AFyys2fP6t5771VpaamysrLUpUsXo0uyBNb4mkHtow6RjoBWL5qvf/7znwZXBcCsnC6PZr38jm78zoO64oortGXLFkKvGdHqbCa11/g6f3FM3/3udzVu3Dg9/fTTiohgYg2gYZwuj6avzFO5L6AIBbT4B4M1MrG70WVZCjO+ZpKWGKf5YwYoLTFOKSkpysnJ0b59+zRy5EidOHHC6PIAmESGu0jlvqpdmz6FKdN90uCKrIfgayGXX365Nm7cqKFDhyolJUV/WPsWNy0AuChuiWp5tDpbwdMvva6/5HvliIzmpgUAF8XxqJbF4lMrKO/UW45ILrgG0DDcEtWyaHW2AloXAGrjkmlj0epsJbQuAEjSVtenmrFyj8p9AZY+DELwAUArOXLkiO5+apVK4q6v+dh9N/XS/DEDjCvKhmh1hhDaH4A1eb1ePfvssxoyZIhu6dNVbSKrhl6WPozB5pYQUfu+z9W5x2l/ABbx7rvvavLkybriiiuUnZ2t3r17s/RhMIIvRNS+77PM69eG3Pf5gQBM7OzZs3riiSe0evVq/e53v9OECRPkcDgksWvTaLQ6Q0TtnZ8RCmjVgnmaM2eOSktLDa4MQENVL1c8tXS9+vfvr9LSUr333nuaOHFiTejBeGxuCSG12x/XdvDqpz/9qTIzM/Xcc89p3Lhx/OAAIaz2coV8lZo5uL1mjRthdFk4D4IvxL311luaPn26unTpooULFyopKcnokgCcx9x1B7Qsq7Dm1+zWDF20OkPcrbfeqtzcXH3ve9/THXfcoRkzZmjt7iPs/gRCDBdVmAczPhM5efKkJv9ykfbEDFIwPJLDr0CIYbemORB8JkM7BTAGoWYdtDpNhnYK0PqcLo+mr8rTsqxCzVi1h2UGk2PGZ0K88wRaT3Z2th7++06d7Ny/5mN0WsyNGZ8J1X7ae324Ag1ommAwqB07dmjEiBG65557NPSaLlwzZiHM+CzK6fJo2opcVfiDahMZpkUTkpkdAhcRCAS0fv16PfPMMyopKdHjjz+u73//+4qKiqLTYiEEn0XV3QSTEObRSzNGKS6OH1igWnWYfeOazjqxZ7ueffZZxcTE6Oc//7nGjh2r8PBwo0tEC+CuTotKjY/V6tzjKvP6FR3uUMzpD5WQkKCxY8fq0Ucf1XXXXWd0iYChat+0sizzsLodeUsLFixQWloatyRZHGt8FpWWGKeFEwbpvpt66Q/33qC1f5gvt9utvn376lvf+paGDx+u9evXKxAIsBYIW6p9MbwiovXNHz6qkSNHEno2QKvThiorK7VmzRotWLBAxTFXyjH0AfkUxoF42ErtGR/f+/ZC8NlYMBjU5L9sk7OwsuZjbNOGnbBhxZ4IPpvjXS+siEBDfQg+MEjAEgKBgN5++239fvUO7bnsevkVzps5nBfBh0YhJBFKgsGgcnNztWrVKr366qvq1KmTvjZ2tly+Lw+Y075HXezqRINVt0WXZRVq6rJ3tWD1dvl8PqPLgg3U3Xl84MABzZkzR/Hx8Zo4caJiYmK0adMm5efna9bEdO6zRb2Y8aHB6h6Kj/4oS8Vb/6zRo0dr7NixSktLU0xMjIEVwopqr0NHyK/I7JdVejhL48eP14QJE5ScnPyVIwh0JlAfgg8Ndr6NMH3bluu1117Ta6+9pry8PKWlpWns2LEaNWqUOnfuzACES1b3DVdaryj9ZfIdCgujYYWmIfjQKPUF2cmTJ7VhwwatXbtWO3fuVP+RE3Wy72h5gw42GaDJ2HmM5kbwoUWUlpZq8l+3adeJL2/FY5MBamtMN4DOAZoTwYcW09h36gxu1ldeXq7c3Fwt37lPzs97yu/gyAFaH8GHFtXQMKsdkm0iwrRoIo9RsoLPPvtMb7/9tjIzM7Vr1y7t3btXCQkJaj/sAR2NuKrm8+gGoDURfAgJdTcwBA+9ocFhRzV48GClpKQoJSVFHTt2NLBCXMxW16f6d84RxZwp1Gf7dmrXrl36+OOPNWTIEN1yyy0aOnSohgwZonbt2rFuB0MRfAgJ5w6EYfrZbd0V6Tmo7Oxs5eTkaO/everRo4cGDx5c8yqO6andH52hNRoCnC6Ppq/MU7kvoLCAT3dd/pl+OGKQkpKSFBFx/qef0dqGUQg+hIz6BkKfz6eDBw8qJydH2dnZyjx6RiX975YjMlphAZ9ui/pAIxO7KyEhQX379lXbtm0N+iqsozHBVHfGTusSoYzggynVHWj7OT5Vx/e3qKCgQG63W926dVNCQoL69eunhISEmteB02HKdJ+03SyjvhALBAL6+OOPdfToUX3wwQc6evSosv+vXIe6Dm3w5hNalzATgg+mVN9A6/f7VVhYqIKCAhUUFOjQoUMqKCjQ4dI2irnjYQXCIhs8OIdqO66xRwGq/60iw4JKu+yY9HF+TcgVFhaqS5cu6t27t6655hr17t1bB9smKfv0ZTV/RkNmcKH6bwXURfDBtBo70Da2HVc7MMLlV3qHTzSoW4Q6dux4zqtTp07q2LGj2rRp06S6GvL5wWBQXq9XZWVl2vLeJ/qfTR+owhdsUIDX/bqv8R3T3b18NUF39dVXf+WqOWZwsLLzrzoDJpCWGNeowTg1Plarc4/XDOYXu7w4w12kMq9fkuRXuFzFQX3h3qWSkhKdPn1aJSUl57wkqUvSbYoZ8YgCjgitzj3eqBbh8l3vq/PBtQoe36+ysrKvvCQpJiZGHYY9qMj+IyRJZV6/MtxF9f4ddb/un//gOxf9d0tLjNPCCYOYwcGSmPHBVpraImzIrKe8vFxzXtuvNfuKaj52sVnl+e6hfPjGroqJifnKKzIyskl1NfbrBqyO4APq0ZS2ZWNvq2lKS5EgA5qO4AOaWUus8QFoPgQfAMBWeKAVAMBWCD4AgK0QfAAAWyH4AAC2QvABAGyF4AMA2ArBBwCwFYIPAGArBB8AwFYIPgCArRB8AABbIfgAALZC8AEAbIXgAwDYCsEHALAVgg8AYCsEHwDAVgg+AICtEHwAAFsh+AAAtkLwAQBsheADANgKwQcAsBWCDwBgKwQfAMBWCD4AgK0QfAAAWyH4AAC28v8u8ld36K03TwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nx.draw_circular(G, with_labels=False, node_size=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('SoChr01A:118800967-118804125', 'SoChr01D:80512239-80524815'),\n",
       " ('SoChr01B:43136036-43151243', 'SoChr01F:35494024-35499274'),\n",
       " ('SoChr01B:86382022-86393472', 'SoChr01F:89164392-89169376'),\n",
       " ('SoChr01C:87523314-87532783', 'SoChr01E:93438110-93447370'),\n",
       " ('SoChr02A:49296455-49305190', 'SoChr02C:47192815-47201530'),\n",
       " ('SoChr02E:20367476-20379487', 'SoChr02F:24366271-24374472'),\n",
       " ('SoChr02E:83164448-83171941', 'SoChr02F:91072756-91082844'),\n",
       " ('SoChr03B:18810625-18821646', 'SoChr03G:17984274-17993407'),\n",
       " ('SoChr03D:45444896-45457816', 'SoChr03F:49285154-49291410'),\n",
       " ('SoChr05B:29369853-29375295', 'SoChr05D:24451705-24468152'),\n",
       " ('SoChr06D:36030785-36034867', 'SoChr06F:39747122-39766294'),\n",
       " ('SoChr06E:39115833-39126082', 'SoChr06G:37110339-37118790'),\n",
       " ('SoChr07A:16261928-16272055', 'SoChr07H:18394989-18405408'),\n",
       " ('SoChr07D:10606031-10612359', 'SoChr07G:13114561-13127983'),\n",
       " ('SoChr08C:42947839-42959136', 'SoChr08E:47836297-47845109'),\n",
       " ('SoChr08F:41728694-41741739', 'SoChr08G:42406558-42414505'),\n",
       " ('SoChr09A:12674332-12677010', 'SoChr09D:11618805-11639176'),\n",
       " ('SoChr09C:62527825-62530351', 'SoChr09H:60750000-60765545'),\n",
       " ('SoChr09C:8260085-8268425', 'SoChr09H:9651157-9662806'),\n",
       " ('SoChr09D:11594724-11608130', 'SoChr09F:13468031-13475179'),\n",
       " ('SoChr09F:11676148-11688046', 'SoChr09G:10145496-10156246'),\n",
       " ('SoChr10A:23992802-24005981', 'SoChr10B:27997196-28009368'),\n",
       " ('SoChr10A:39768937-39780658', 'SoChr10B:43423074-43431131'),\n",
       " ('SoChr10C:47361891-47369330', 'SoChr10G:44498423-44509562'),\n",
       " ('SoChr10D:26873546-26884760', 'SoChr10H:29078426-29085680'),\n",
       " ('SoChr10E:26576019-26582076', 'SoChr10F:24764956-24780121'),\n",
       " ('SsChr02B:34552137-34563297', 'SsChr02H:31200625-31208862'),\n",
       " ('SsChr02B:41410571-41417749', 'SsChr02H:37220030-37231026'),\n",
       " ('SsChr02C:74214657-74221642', 'SsChr02E:73897851-73909786'),\n",
       " ('SsChr02D:37477353-37485256', 'SsChr02I:37821083-37830101'),\n",
       " ('SsChr03B:78266851-78279947', 'SsChr03C:77574610-77576441'),\n",
       " ('SsChr04C:68170643-68180271', 'SsChr04H:62501527-62509139'),\n",
       " ('SsChr04D:15692446-15704499', 'SsChr04G:14348963-14355757'),\n",
       " ('SsChr04E:22682002-22688453', 'SsChr04I:21931503-21945219'),\n",
       " ('SsChr04F:56395982-56406704', 'SsChr04J:55509323-55517629'),\n",
       " ('SsChr05A:21950540-21959347', 'SsChr05G:22737896-22747917'),\n",
       " ('SsChr05A:57121364-57135183', 'SsChr05G:60254195-60261891'),\n",
       " ('SsChr05B:33407491-33415277', 'SsChr05J:28132946-28142752'),\n",
       " ('SsChr05C:22114043-22122290', 'SsChr05E:20054841-20066387'),\n",
       " ('SsChr05D:54590337-54599904', 'SsChr05F:52148216-52156816'),\n",
       " ('SsChr06D:17877920-17887384', 'SsChr06F:20196086-20209578'),\n",
       " ('SsChr07C:47511618-47522344', 'SsChr07D:47397514-47406107'),\n",
       " ('SsChr08F:49839092-49850511', 'SsChr08H:49538079-49543905')]"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "valid_pairs = sorted(tuple(sorted(x)) for x in nx.max_weight_matching(G))\n",
    "valid_pairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(67, 43)"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(pair_to_reads), len(valid_pairs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('SoChr01A:118800967-118804125', 'SoChr01D:80512239-80524815') 7\n",
      "('SoChr01B:43136036-43151243', 'SoChr01F:35494024-35499274') 13\n",
      "('SoChr01B:86382022-86393472', 'SoChr01F:89164392-89169376') 13\n",
      "('SoChr01C:87523314-87532783', 'SoChr01E:93438110-93447370') 18\n",
      "('SoChr02A:49296455-49305190', 'SoChr02C:47192815-47201530') 23\n",
      "('SoChr02E:20367476-20379487', 'SoChr02F:24366271-24374472') 7\n",
      "('SoChr02E:83164448-83171941', 'SoChr02F:91072756-91082844') 10\n",
      "('SoChr03B:18810625-18821646', 'SoChr03G:17984274-17993407') 20\n",
      "('SoChr03D:45444896-45457816', 'SoChr03F:49285154-49291410') 25\n",
      "('SoChr05B:29369853-29375295', 'SoChr05D:24451705-24468152') 5\n",
      "('SoChr06D:36030785-36034867', 'SoChr06F:39747122-39766294') 7\n",
      "('SoChr06E:39115833-39126082', 'SoChr06G:37110339-37118790') 15\n",
      "('SoChr07A:16261928-16272055', 'SoChr07H:18394989-18405408') 9\n",
      "('SoChr07D:10606031-10612359', 'SoChr07G:13114561-13127983') 6\n",
      "('SoChr08C:42947839-42959136', 'SoChr08E:47836297-47845109') 20\n",
      "('SoChr08F:41728694-41741739', 'SoChr08G:42406558-42414505') 10\n",
      "('SoChr09A:12674332-12677010', 'SoChr09D:11618805-11639176') 3\n",
      "('SoChr09C:62527825-62530351', 'SoChr09H:60750000-60765545') 15\n",
      "('SoChr09C:8260085-8268425', 'SoChr09H:9651157-9662806') 19\n",
      "('SoChr09D:11594724-11608130', 'SoChr09F:13468031-13475179') 16\n",
      "('SoChr09F:11676148-11688046', 'SoChr09G:10145496-10156246') 10\n",
      "('SoChr10A:23992802-24005981', 'SoChr10B:27997196-28009368') 6\n",
      "('SoChr10A:39768937-39780658', 'SoChr10B:43423074-43431131') 14\n",
      "('SoChr10C:47361891-47369330', 'SoChr10G:44498423-44509562') 11\n",
      "('SoChr10D:26873546-26884760', 'SoChr10H:29078426-29085680') 15\n",
      "('SoChr10E:26576019-26582076', 'SoChr10F:24764956-24780121') 15\n",
      "('SsChr02B:34552137-34563297', 'SsChr02H:31200625-31208862') 18\n",
      "('SsChr02B:41410571-41417749', 'SsChr02H:37220030-37231026') 18\n",
      "('SsChr02C:74214657-74221642', 'SsChr02E:73897851-73909786') 8\n",
      "('SsChr02D:37477353-37485256', 'SsChr02I:37821083-37830101') 15\n",
      "('SsChr03B:78266851-78279947', 'SsChr03C:77574610-77576441') 15\n",
      "('SsChr04C:68170643-68180271', 'SsChr04H:62501527-62509139') 24\n",
      "('SsChr04D:15692446-15704499', 'SsChr04G:14348963-14355757') 12\n",
      "('SsChr04E:22682002-22688453', 'SsChr04I:21931503-21945219') 11\n",
      "('SsChr04F:56395982-56406704', 'SsChr04J:55509323-55517629') 29\n",
      "('SsChr05A:21950540-21959347', 'SsChr05G:22737896-22747917') 27\n",
      "('SsChr05A:57121364-57135183', 'SsChr05G:60254195-60261891') 14\n",
      "('SsChr05B:33407491-33415277', 'SsChr05J:28132946-28142752') 10\n",
      "('SsChr05C:22114043-22122290', 'SsChr05E:20054841-20066387') 6\n",
      "('SsChr05D:54590337-54599904', 'SsChr05F:52148216-52156816') 20\n",
      "('SsChr06D:17877920-17887384', 'SsChr06F:20196086-20209578') 11\n",
      "('SsChr07C:47511618-47522344', 'SsChr07D:47397514-47406107') 7\n",
      "('SsChr08F:49839092-49850511', 'SsChr08H:49538079-49543905') 9\n"
     ]
    }
   ],
   "source": [
    "for pair in valid_pairs:\n",
    "    print(pair, len(pair_to_reads[pair]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('SoChr01A:118800967-118804125', 'SoChr01D:80512239-80524815') ['m84072_230515_103837_s3/69801496/ccs', 'm84072_230515_100731_s2/102829007/ccs', 'm84072_230515_100731_s2/184226232/ccs', 'm84072_230515_100731_s2/51056073/ccs', 'm84072_230515_103837_s3/114757534/ccs', 'm84072_230515_103837_s3/214240488/ccs', 'm84072_230515_103837_s3/96802497/ccs']\n",
      "('SoChr01B:43136036-43151243', 'SoChr01F:35494024-35499274') ['m84072_230515_100731_s2/103810093/ccs', 'm84072_230515_100731_s2/163973073/ccs', 'm84072_230515_100731_s2/246159031/ccs', 'm84072_230515_103837_s3/104730961/ccs', 'm84072_230515_103837_s3/130812980/ccs', 'm84072_230515_103837_s3/228196963/ccs', 'm84072_230515_103837_s3/237898617/ccs', 'm84072_230515_103837_s3/44176013/ccs', 'm84072_230515_103837_s3/58593168/ccs', 'm84072_230515_103837_s3/90445395/ccs', 'm84072_230515_100731_s2/231540847/ccs', 'm84072_230515_103837_s3/165286688/ccs', 'm84072_230515_103837_s3/229114536/ccs']\n",
      "('SoChr01B:86382022-86393472', 'SoChr01F:89164392-89169376') ['m64292e_230406_090856/135070089/ccs', 'm84072_230515_103837_s3/156107566/ccs', 'm84072_230515_103837_s3/228918928/ccs', 'm84072_230515_103837_s3/167514038/ccs', 'm64292e_230406_090856/24644430/ccs', 'm84070_230525_081218_s1/136185273/ccs', 'm84070_230525_081218_s1/163645005/ccs', 'm64292e_230406_090856/49284469/ccs', 'm84072_230515_103837_s3/51711926/ccs', 'm84072_230515_103837_s3/199889968/ccs', 'm64292e_230406_090856/94438245/ccs', 'm84072_230515_103837_s3/259916967/ccs', 'm84072_230515_103837_s3/252776687/ccs']\n",
      "('SoChr01C:87523314-87532783', 'SoChr01E:93438110-93447370') ['m84072_230515_103837_s3/84545864/ccs', 'm84072_230515_103837_s3/183895132/ccs', 'm84072_230515_100731_s2/73928793/ccs', 'm84070_230525_081218_s1/133431919/ccs', 'm84072_230515_100731_s2/29229208/ccs', 'm84072_230515_103837_s3/97584610/ccs', 'm84072_230515_100731_s2/36115164/ccs', 'm64292e_230406_090856/102236818/ccs', 'm84072_230515_103837_s3/107350610/ccs', 'm84072_230515_103837_s3/91819543/ccs', 'm84072_230515_103837_s3/16453979/ccs', 'm84072_230515_103837_s3/141823763/ccs', 'm84072_230515_100731_s2/139198536/ccs', 'm84072_230515_100731_s2/168495803/ccs', 'm84072_230515_103837_s3/242094070/ccs', 'm84072_230515_100731_s2/241895431/ccs', 'm84072_230515_103837_s3/113968571/ccs', 'm84072_230515_100731_s2/18092634/ccs']\n",
      "('SoChr02A:49296455-49305190', 'SoChr02C:47192815-47201530') ['m84072_230515_100731_s2/168561712/ccs', 'm84072_230515_100731_s2/161153193/ccs', 'm84072_230515_100731_s2/216929013/ccs', 'm84072_230515_103837_s3/12976651/ccs', 'm84072_230515_103837_s3/224002205/ccs', 'm84072_230515_103837_s3/8128848/ccs', 'm84072_230515_103837_s3/41814828/ccs', 'm84072_230515_103837_s3/188351295/ccs', 'm84072_230515_100731_s2/162203462/ccs', 'm84072_230515_100731_s2/169480395/ccs', 'm84072_230515_100731_s2/174067132/ccs', 'm64292e_230406_090856/1378287/ccs', 'm84072_230515_100731_s2/6949924/ccs', 'm84072_230515_103837_s3/249037282/ccs', 'm84072_230515_100731_s2/66197068/ccs', 'm84072_230515_100731_s2/167577208/ccs', 'm84072_230515_103837_s3/254482131/ccs', 'm84072_230515_100731_s2/28577051/ccs', 'm84072_230515_103837_s3/135004298/ccs', 'm84072_230515_100731_s2/68686259/ccs', 'm64292e_230406_090856/63833145/ccs', 'm84072_230515_100731_s2/119934444/ccs', 'm84072_230515_100731_s2/159451258/ccs']\n",
      "('SoChr02E:20367476-20379487', 'SoChr02F:24366271-24374472') ['m84072_230515_100731_s2/81397974/ccs', 'm84072_230515_100731_s2/94045914/ccs', 'm64292e_230406_090856/128910716/ccs', 'm84072_230515_103837_s3/258019391/ccs', 'm84072_230515_103837_s3/165352629/ccs', 'm84072_230515_100731_s2/158011613/ccs', 'm84072_230515_100731_s2/196545860/ccs']\n",
      "('SoChr02E:83164448-83171941', 'SoChr02F:91072756-91082844') ['m64292e_230406_090856/44695560/ccs', 'm84072_230515_100731_s2/118228007/ccs', 'm84072_230515_100731_s2/160302408/ccs', 'm84072_230515_103837_s3/140248634/ccs', 'm84072_230515_103837_s3/187042569/ccs', 'm84072_230515_103837_s3/90181502/ccs', 'm64292e_230406_090856/20121172/ccs', 'm84072_230515_100731_s2/130288551/ccs', 'm84072_230515_103837_s3/251072771/ccs', 'm84072_230515_103837_s3/241631881/ccs']\n",
      "('SoChr03B:18810625-18821646', 'SoChr03G:17984274-17993407') ['m84072_230515_100731_s2/199819788/ccs', 'm84072_230515_103837_s3/59179358/ccs', 'm84072_230515_103837_s3/235280280/ccs', 'm84072_230515_103837_s3/225774114/ccs', 'm84072_230515_103837_s3/178327673/ccs', 'm84070_230525_081218_s1/39059868/ccs', 'm84072_230515_100731_s2/176624674/ccs', 'm84072_230515_100731_s2/191302941/ccs', 'm84072_230515_100731_s2/264835027/ccs', 'm84072_230515_100731_s2/35654323/ccs', 'm84072_230515_100731_s2/6226699/ccs', 'm84072_230515_100731_s2/69207941/ccs', 'm84072_230515_103837_s3/100210610/ccs', 'm84072_230515_103837_s3/172491061/ccs', 'm84072_230515_103837_s3/39191403/ccs', 'm84072_230515_103837_s3/51778944/ccs', 'm84072_230515_103837_s3/71368804/ccs', 'm84072_230515_100731_s2/171901774/ccs', 'm84072_230515_100731_s2/98964975/ccs', 'm64292e_230406_090856/146016753/ccs']\n",
      "('SoChr03D:45444896-45457816', 'SoChr03F:49285154-49291410') ['m84070_230525_081218_s1/106105916/ccs', 'm84072_230515_100731_s2/211752857/ccs', 'm84072_230515_100731_s2/66060835/ccs', 'm84072_230515_103837_s3/251204440/ccs', 'm64292e_230406_090856/96993931/ccs', 'm84070_230525_081218_s1/82053471/ccs', 'm84072_230515_100731_s2/104795935/ccs', 'm84072_230515_100731_s2/148311482/ccs', 'm84072_230515_100731_s2/178391249/ccs', 'm84072_230515_100731_s2/202708337/ccs', 'm84072_230515_100731_s2/208799203/ccs', 'm84072_230515_100731_s2/215226117/ccs', 'm84072_230515_100731_s2/217581539/ccs', 'm84072_230515_100731_s2/234819548/ccs', 'm84072_230515_100731_s2/242095735/ccs', 'm84072_230515_100731_s2/61214702/ccs', 'm84072_230515_103837_s3/132584293/ccs', 'm84072_230515_103837_s3/153422974/ccs', 'm84072_230515_103837_s3/165413420/ccs', 'm84072_230515_103837_s3/215681259/ccs', 'm84072_230515_103837_s3/25692917/ccs', 'm84072_230515_103837_s3/35260414/ccs', 'm84072_230515_103837_s3/197134208/ccs', 'm84072_230515_100731_s2/228919019/ccs', 'm84070_230525_081218_s1/100273445/ccs']\n",
      "('SoChr05B:29369853-29375295', 'SoChr05D:24451705-24468152') ['m84072_230515_100731_s2/132779650/ccs', 'm84072_230515_103837_s3/119213460/ccs', 'm84072_230515_103837_s3/138220909/ccs', 'm84072_230515_100731_s2/239798191/ccs', 'm84072_230515_103837_s3/133435217/ccs']\n",
      "('SoChr06C:35023631-35026846', 'SoChr06F:39747122-39766294') ['m84070_230525_081218_s1/162535286/ccs', 'm84072_230515_100731_s2/245238802/ccs', 'm84072_230515_100731_s2/251528746/ccs', 'm84072_230515_103837_s3/20447285/ccs', 'm84072_230515_100731_s2/78059125/ccs']\n",
      "('SoChr06D:36030785-36034867', 'SoChr06F:39747122-39766294') ['m84072_230515_103837_s3/98828504/ccs', 'm84072_230515_100731_s2/261558671/ccs', 'm84072_230515_103837_s3/122553542/ccs', 'm84072_230515_103837_s3/227087452/ccs', 'm84072_230515_103837_s3/80807106/ccs', 'm84072_230515_100731_s2/166004910/ccs', 'm84072_230515_100731_s2/256443205/ccs']\n",
      "('SoChr06E:39115833-39126082', 'SoChr06G:37110339-37118790') ['m84072_230515_103837_s3/42273232/ccs', 'm84072_230515_103837_s3/101387147/ccs', 'm84072_230515_100731_s2/179702372/ccs', 'm64292e_230406_090856/111740633/ccs', 'm64292e_230406_090856/18024240/ccs', 'm84070_230525_081218_s1/115479691/ccs', 'm84072_230515_100731_s2/17892452/ccs', 'm84072_230515_100731_s2/193466098/ccs', 'm84072_230515_100731_s2/227477991/ccs', 'm84072_230515_100731_s2/246879475/ccs', 'm84072_230515_100731_s2/265950028/ccs', 'm84072_230515_103837_s3/12061187/ccs', 'm84072_230515_103837_s3/137564818/ccs', 'm84072_230515_103837_s3/146867599/ccs', 'm84072_230515_103837_s3/63243468/ccs']\n",
      "('SoChr07A:16261928-16272055', 'SoChr07H:18394989-18405408') ['m84072_230515_100731_s2/32768922/ccs', 'm84072_230515_100731_s2/44960614/ccs', 'm84072_230515_100731_s2/108793989/ccs', 'm84072_230515_103837_s3/163775975/ccs', 'm84072_230515_100731_s2/170070890/ccs', 'm84072_230515_103837_s3/100729628/ccs', 'm84072_230515_100731_s2/155059876/ccs', 'm64292e_230406_090856/84609887/ccs', 'm84072_230515_100731_s2/150345069/ccs']\n",
      "('SoChr07D:10606031-10612359', 'SoChr07G:13114561-13127983') ['m84072_230515_100731_s2/11930265/ccs', 'm84072_230515_100731_s2/49679641/ccs', 'm84072_230515_100731_s2/82248919/ccs', 'm84072_230515_103837_s3/76943287/ccs', 'm84072_230515_103837_s3/98370997/ccs', 'm84072_230515_103837_s3/112987148/ccs']\n",
      "('SoChr08C:42947839-42959136', 'SoChr08E:47836297-47845109') ['m84072_230515_100731_s2/194708200/ccs', 'm84072_230515_100731_s2/196083783/ccs', 'm84072_230515_103837_s3/7275961/ccs', 'm84072_230515_103837_s3/95618797/ccs', 'm84072_230515_100731_s2/103548713/ccs', 'm84072_230515_100731_s2/134353576/ccs', 'm84072_230515_103837_s3/63111719/ccs', 'm64292e_230406_090856/74973334/ccs', 'm84072_230515_100731_s2/133300725/ccs', 'm84072_230515_103837_s3/212800579/ccs', 'm84072_230515_103837_s3/232982537/ccs', 'm84072_230515_103837_s3/36832850/ccs', 'm84072_230515_103837_s3/61280915/ccs', 'm84072_230515_103837_s3/66848870/ccs', 'm64292e_230406_090856/153223723/ccs', 'm64292e_230406_090856/162727383/ccs', 'm84070_230525_081218_s1/134616902/ccs', 'm84072_230515_100731_s2/73662567/ccs', 'm84072_230515_100731_s2/208471359/ccs', 'm84072_230515_100731_s2/148704893/ccs']\n",
      "('SoChr08F:41728694-41741739', 'SoChr08G:42406558-42414505') ['m84072_230515_100731_s2/239603927/ccs', 'm84072_230515_100731_s2/183109210/ccs', 'm84072_230515_100731_s2/164696068/ccs', 'm84072_230515_100731_s2/261098847/ccs', 'm84072_230515_100731_s2/50270038/ccs', 'm84072_230515_103837_s3/134220171/ccs', 'm84072_230515_103837_s3/158794542/ccs', 'm84072_230515_103837_s3/161877526/ccs', 'm84072_230515_103837_s3/188551425/ccs', 'm64292e_230406_090856/36046282/ccs']\n",
      "('SoChr09A:12674332-12677010', 'SoChr09D:11618805-11639176') ['m84072_230515_100731_s2/141824304/ccs', 'm84072_230515_103837_s3/146609416/ccs', 'm84072_230515_100731_s2/232328424/ccs']\n",
      "('SoChr09C:8260085-8268425', 'SoChr09H:9651157-9662806') ['m84072_230515_103837_s3/9047054/ccs', 'm84072_230515_100731_s2/215159984/ccs', 'm84070_230525_081218_s1/37164716/ccs', 'm84072_230515_100731_s2/52368053/ccs', 'm84072_230515_103837_s3/225777551/ccs', 'm64292e_230406_090856/60230321/ccs', 'm84072_230515_100731_s2/262275547/ccs', 'm84072_230515_100731_s2/223024348/ccs', 'm84072_230515_100731_s2/251858609/ccs', 'm84072_230515_100731_s2/23266495/ccs', 'm84072_230515_100731_s2/221054280/ccs', 'm84072_230515_103837_s3/1704677/ccs', 'm84072_230515_103837_s3/22544989/ccs', 'm84072_230515_103837_s3/248647621/ccs', 'm84072_230515_103837_s3/76222168/ccs', 'm84072_230515_103837_s3/182065045/ccs', 'm84072_230515_103837_s3/113970986/ccs', 'm84072_230515_100731_s2/210502000/ccs', 'm84072_230515_100731_s2/68160462/ccs']\n",
      "('SoChr09C:62527825-62530351', 'SoChr09H:60750000-60765545') ['m84070_230525_081218_s1/174788010/ccs', 'm84072_230515_103837_s3/142872618/ccs', 'm84072_230515_103837_s3/171184097/ccs', 'm64292e_230406_090856/13500459/ccs', 'm64292e_230406_090856/160041015/ccs', 'm84070_230525_081218_s1/34079772/ccs', 'm84072_230515_100731_s2/14025590/ccs', 'm84072_230515_100731_s2/46270716/ccs', 'm84072_230515_100731_s2/63834541/ccs', 'm84072_230515_103837_s3/125242654/ccs', 'm84072_230515_103837_s3/250611133/ccs', 'm64292e_230406_090856/96601282/ccs', 'm84072_230515_100731_s2/40960708/ccs', 'm84072_230515_100731_s2/66522845/ccs', 'm84072_230515_100731_s2/135009759/ccs']\n",
      "('SoChr09C:65686949-65691158', 'SoChr09H:60750000-60765545') ['m84072_230515_100731_s2/128976106/ccs', 'm84072_230515_103837_s3/163777482/ccs', 'm84072_230515_103837_s3/19596448/ccs']\n",
      "('SoChr09D:11594724-11608130', 'SoChr09F:13468031-13475179') ['m84072_230515_100731_s2/7080727/ccs', 'm84072_230515_103837_s3/102504269/ccs', 'm84072_230515_100731_s2/3412255/ccs', 'm64292e_230406_090856/36111987/ccs', 'm84072_230515_100731_s2/178263690/ccs', 'm84072_230515_100731_s2/169677754/ccs', 'm84072_230515_100731_s2/178720656/ccs', 'm84072_230515_100731_s2/201070331/ccs', 'm84072_230515_100731_s2/22810236/ccs', 'm84072_230515_100731_s2/41620655/ccs', 'm84072_230515_103837_s3/106759133/ccs', 'm84072_230515_103837_s3/25822883/ccs', 'm84072_230515_103837_s3/261624414/ccs', 'm84072_230515_103837_s3/7605745/ccs', 'm64292e_230406_090856/123928906/ccs', 'm84072_230515_100731_s2/125703403/ccs']\n",
      "('SoChr09F:11676148-11688046', 'SoChr09G:10145496-10156246') ['m84072_230515_103837_s3/213718016/ccs', 'm64292e_230406_090856/6818217/ccs', 'm84072_230515_103837_s3/148966399/ccs', 'm84072_230515_103837_s3/169154172/ccs', 'm84072_230515_103837_s3/71046276/ccs', 'm84072_230515_100731_s2/132519499/ccs', 'm84072_230515_103837_s3/184421132/ccs', 'm84072_230515_103837_s3/37031362/ccs', 'm84072_230515_100731_s2/85723204/ccs', 'm84072_230515_103837_s3/212664773/ccs']\n",
      "('SoChr10A:23992802-24005981', 'SoChr10B:27997196-28009368') ['m84070_230525_081218_s1/250746629/ccs', 'm84072_230515_103837_s3/139003364/ccs', 'm84072_230515_103837_s3/182914637/ccs', 'm84072_230515_103837_s3/246681775/ccs', 'm84072_230515_103837_s3/79695641/ccs', 'm84072_230515_103837_s3/8062994/ccs']\n",
      "('SoChr10A:39768937-39780658', 'SoChr10B:43423074-43431131') ['m64292e_230406_090856/131139055/ccs', 'm84070_230525_081218_s1/136582369/ccs', 'm84070_230525_081218_s1/73535371/ccs', 'm84072_230515_100731_s2/118099806/ccs', 'm84072_230515_100731_s2/9896236/ccs', 'm84072_230515_103837_s3/119996818/ccs', 'm84072_230515_103837_s3/129437658/ccs', 'm84072_230515_103837_s3/157290317/ccs', 'm84072_230515_103837_s3/178718802/ccs', 'm84072_230515_103837_s3/77926381/ccs', 'm84072_230515_103837_s3/94508383/ccs', 'm84072_230515_100731_s2/91297631/ccs', 'm84072_230515_103837_s3/13046360/ccs', 'm84072_230515_100731_s2/192152661/ccs']\n",
      "('SoChr10C:47361891-47369330', 'SoChr10G:44498423-44509562') ['m84072_230515_103837_s3/13570902/ccs', 'm84072_230515_100731_s2/193074387/ccs', 'm84072_230515_103837_s3/227869933/ccs', 'm84072_230515_100731_s2/122224992/ccs', 'm84072_230515_103837_s3/250874195/ccs', 'm84072_230515_103837_s3/152439659/ccs', 'm84072_230515_100731_s2/69998352/ccs', 'm84072_230515_103837_s3/135924982/ccs', 'm84070_230525_081218_s1/55906740/ccs', 'm84072_230515_100731_s2/112331425/ccs', 'm84072_230515_103837_s3/109576925/ccs']\n",
      "('SoChr10D:26873546-26884760', 'SoChr10H:29078426-29085680') ['m84072_230515_100731_s2/128386700/ccs', 'm84072_230515_103837_s3/166333427/ccs', 'm84072_230515_103837_s3/43843789/ccs', 'm84072_230515_103837_s3/128058286/ccs', 'm84072_230515_100731_s2/159124429/ccs', 'm64292e_230406_090856/140706502/ccs', 'm84072_230515_100731_s2/117574760/ccs', 'm84072_230515_100731_s2/122422966/ccs', 'm84072_230515_103837_s3/242159245/ccs', 'm84072_230515_103837_s3/245371777/ccs', 'm84072_230515_103837_s3/48300450/ccs', 'm84072_230515_100731_s2/194707548/ccs', 'm84072_230515_100731_s2/252906447/ccs', 'm84072_230515_100731_s2/32115867/ccs', 'm64292e_230406_090856/67569745/ccs']\n",
      "('SoChr10E:26576019-26582076', 'SoChr10F:24764956-24780121') ['m84072_230515_100731_s2/195891711/ccs', 'm84072_230515_103837_s3/163779070/ccs', 'm64292e_230406_090856/108857878/ccs', 'm84072_230515_100731_s2/87032928/ccs', 'm84072_230515_100731_s2/125046372/ccs', 'm84072_230515_103837_s3/93979849/ccs', 'm84072_230515_103837_s3/253758785/ccs', 'm84072_230515_103837_s3/206966673/ccs', 'm84072_230515_100731_s2/107678141/ccs', 'm64292e_230406_090856/95617075/ccs', 'm84072_230515_100731_s2/106501712/ccs', 'm84072_230515_103837_s3/217649915/ccs', 'm84072_230515_100731_s2/98307459/ccs', 'm84072_230515_103837_s3/239602174/ccs', 'm84072_230515_100731_s2/144772177/ccs']\n",
      "('SsChr02B:34552137-34563297', 'SsChr02H:31200625-31208862') ['m84072_230515_103837_s3/133174485/ccs', 'm84072_230515_100731_s2/145689844/ccs', 'm64292e_230406_090856/116197390/ccs', 'm84070_230525_081218_s1/68490454/ccs', 'm84072_230515_100731_s2/129635735/ccs', 'm84072_230515_100731_s2/141168118/ccs', 'm84072_230515_103837_s3/13566195/ccs', 'm84072_230515_103837_s3/176096278/ccs', 'm84072_230515_103837_s3/70060467/ccs', 'm84072_230515_103837_s3/88932477/ccs', 'm84072_230515_100731_s2/85918545/ccs', 'm84072_230515_103837_s3/134745669/ccs', 'm84072_230515_103837_s3/56099813/ccs', 'm84072_230515_103837_s3/58331038/ccs', 'm84072_230515_103837_s3/62195990/ccs', 'm84072_230515_103837_s3/17107587/ccs', 'm84072_230515_100731_s2/16124613/ccs', 'm84072_230515_103837_s3/243796635/ccs']\n",
      "('SsChr02B:41410571-41417749', 'SsChr02H:37220030-37231026') ['m84072_230515_100731_s2/66453836/ccs', 'm84072_230515_103837_s3/94178074/ccs', 'm84072_230515_103837_s3/174984663/ccs', 'm84072_230515_103837_s3/68752882/ccs', 'm84072_230515_100731_s2/56496569/ccs', 'm84072_230515_100731_s2/126944152/ccs', 'm64292e_230406_090856/101320504/ccs', 'm84070_230525_081218_s1/251794336/ccs', 'm84072_230515_100731_s2/178259852/ccs', 'm84072_230515_103837_s3/194511849/ccs', 'm84072_230515_100731_s2/45286190/ccs', 'm84072_230515_100731_s2/220072401/ccs', 'm84072_230515_103837_s3/227348643/ccs', 'm64292e_230406_090856/162334475/ccs', 'm84072_230515_103837_s3/28706799/ccs', 'm84072_230515_100731_s2/28117536/ccs', 'm84072_230515_103837_s3/58329843/ccs', 'm84072_230515_103837_s3/38997494/ccs']\n",
      "('SsChr02C:74214657-74221642', 'SsChr02E:73897851-73909786') ['m64292e_230406_090856/32638522/ccs', 'm64292e_230406_090856/55838576/ccs', 'm84072_230515_100731_s2/141953780/ccs', 'm84072_230515_100731_s2/160959782/ccs', 'm84072_230515_100731_s2/217123148/ccs', 'm84072_230515_100731_s2/218107076/ccs', 'm84072_230515_103837_s3/37620082/ccs', 'm84072_230515_103837_s3/80675995/ccs']\n",
      "('SsChr02D:37477353-37485256', 'SsChr02I:37821083-37830101') ['m84070_230525_081218_s1/58266037/ccs', 'm84072_230515_100731_s2/252251379/ccs', 'm64292e_230406_090856/79103493/ccs', 'm84072_230515_103837_s3/41618669/ccs', 'm84072_230515_103837_s3/234883487/ccs', 'm84070_230525_081218_s1/251592885/ccs', 'm64292e_230406_090856/165545114/ccs', 'm84072_230515_103837_s3/17631215/ccs', 'm84072_230515_103837_s3/154668019/ccs', 'm84072_230515_103837_s3/42536554/ccs', 'm84072_230515_100731_s2/59119249/ccs', 'm84072_230515_103837_s3/216008386/ccs', 'm84072_230515_100731_s2/94045047/ccs', 'm84070_230525_081218_s1/172687914/ccs', 'm84072_230515_100731_s2/218825415/ccs']\n",
      "('SsChr03B:78248954-78265143', 'SsChr03C:77574610-77576441') ['m84072_230515_100731_s2/21890679/ccs', 'm84072_230515_100731_s2/101257562/ccs', 'm84072_230515_103837_s3/128912621/ccs', 'm84072_230515_100731_s2/92934788/ccs', 'm84072_230515_103837_s3/181408930/ccs', 'm84072_230515_100731_s2/30214026/ccs', 'm64292e_230406_090856/92799408/ccs', 'm64292e_230406_090856/70910246/ccs']\n",
      "('SsChr03B:78266851-78279947', 'SsChr03C:77574610-77576441') ['m84072_230515_100731_s2/235210742/ccs', 'm84072_230515_100731_s2/255987556/ccs', 'm84072_230515_100731_s2/191694008/ccs', 'm84072_230515_100731_s2/224269693/ccs', 'm84072_230515_100731_s2/227479011/ccs', 'm84072_230515_100731_s2/34606025/ccs', 'm84072_230515_100731_s2/35264007/ccs', 'm84072_230515_100731_s2/40308230/ccs', 'm84072_230515_100731_s2/79499940/ccs', 'm84072_230515_103837_s3/116328167/ccs', 'm84072_230515_103837_s3/39851266/ccs', 'm84072_230515_103837_s3/58266823/ccs', 'm84070_230525_081218_s1/216927817/ccs', 'm84072_230515_100731_s2/48498549/ccs', 'm84072_230515_103837_s3/207162522/ccs']\n",
      "('SsChr04C:68170643-68180271', 'SsChr04H:62501527-62509139') ['m84072_230515_100731_s2/205586880/ccs', 'm84072_230515_100731_s2/35264150/ccs', 'm84072_230515_103837_s3/262801489/ccs', 'm84072_230515_103837_s3/234624850/ccs', 'm64292e_230406_090856/66259490/ccs', 'm84070_230525_081218_s1/25430900/ccs', 'm84072_230515_103837_s3/181997680/ccs', 'm84072_230515_103837_s3/47715842/ccs', 'm64292e_230406_090856/10029292/ccs', 'm84072_230515_100731_s2/193855537/ccs', 'm84072_230515_100731_s2/114756577/ccs', 'm84072_230515_103837_s3/224334463/ccs', 'm84072_230515_103837_s3/101188013/ccs', 'm84072_230515_103837_s3/111608033/ccs', 'm84072_230515_103837_s3/20385735/ccs', 'm84072_230515_103837_s3/33882414/ccs', 'm64292e_230406_090856/13371223/ccs', 'm84070_230525_081218_s1/144114608/ccs', 'm84072_230515_100731_s2/132254914/ccs', 'm84072_230515_103837_s3/233838458/ccs', 'm84072_230515_100731_s2/52367078/ccs', 'm64292e_230406_090856/27329807/ccs', 'm84072_230515_103837_s3/229573549/ccs', 'm84072_230515_100731_s2/162926128/ccs']\n",
      "('SsChr04D:15692446-15704499', 'SsChr04G:14348963-14355757') ['m84072_230515_103837_s3/238880896/ccs', 'm84072_230515_100731_s2/95685827/ccs', 'm84072_230515_100731_s2/167447184/ccs', 'm84072_230515_103837_s3/74057752/ccs', 'm84072_230515_100731_s2/101515541/ccs', 'm84072_230515_103837_s3/178524172/ccs', 'm64292e_230406_090856/8520168/ccs', 'm64292e_230406_090856/128125746/ccs', 'm84072_230515_103837_s3/170528839/ccs', 'm84072_230515_100731_s2/243337053/ccs', 'm84072_230515_100731_s2/58985964/ccs', 'm84072_230515_100731_s2/250414401/ccs']\n",
      "('SsChr04E:22682002-22688453', 'SsChr04I:21931503-21945219') ['m84072_230515_100731_s2/201655499/ccs', 'm84072_230515_100731_s2/76682063/ccs', 'm64292e_230406_090856/6096922/ccs', 'm64292e_230406_090856/82707583/ccs', 'm84072_230515_100731_s2/170463151/ccs', 'm84072_230515_103837_s3/126551611/ccs', 'm84072_230515_103837_s3/159848179/ccs', 'm84072_230515_103837_s3/63508971/ccs', 'm84072_230515_103837_s3/65277358/ccs', 'm84072_230515_103837_s3/94835165/ccs', 'm84072_230515_100731_s2/60162461/ccs']\n",
      "('SsChr04F:56395982-56406704', 'SsChr04J:55509323-55517629') ['m84072_230515_100731_s2/137565518/ccs', 'm84072_230515_103837_s3/182455834/ccs', 'm84072_230515_103837_s3/4587903/ccs', 'm84072_230515_103837_s3/24776551/ccs', 'm84072_230515_100731_s2/224920716/ccs', 'm84072_230515_100731_s2/249627202/ccs', 'm64292e_230406_090856/87818404/ccs', 'm84072_230515_103837_s3/167121873/ccs', 'm64292e_230406_090856/77989296/ccs', 'm84072_230515_100731_s2/156698463/ccs', 'm84070_230525_081218_s1/84609661/ccs', 'm64292e_230406_090856/35915562/ccs', 'm84072_230515_100731_s2/243401797/ccs', 'm84072_230515_103837_s3/51975048/ccs', 'm84072_230515_100731_s2/94109799/ccs', 'm84072_230515_103837_s3/76878075/ccs', 'm84072_230515_100731_s2/241046411/ccs', 'm84072_230515_100731_s2/19727483/ccs', 'm84072_230515_103837_s3/61347317/ccs', 'm84072_230515_100731_s2/112919399/ccs', 'm84072_230515_103837_s3/59835060/ccs', 'm84072_230515_100731_s2/61999914/ccs', 'm84072_230515_103837_s3/77726959/ccs', 'm84072_230515_100731_s2/22151905/ccs', 'm84072_230515_100731_s2/11601379/ccs', 'm84072_230515_103837_s3/64491782/ccs', 'm84072_230515_100731_s2/246090245/ccs', 'm84072_230515_100731_s2/247074730/ccs', 'm84072_230515_103837_s3/87754310/ccs']\n",
      "('SsChr05A:21950540-21959347', 'SsChr05G:22737896-22747917') ['m84072_230515_103837_s3/243994029/ccs', 'm84070_230525_081218_s1/94508335/ccs', 'm84072_230515_100731_s2/221970613/ccs', 'm64292e_230406_090856/44368245/ccs', 'm84072_230515_100731_s2/184615438/ccs', 'm84072_230515_100731_s2/159648323/ccs', 'm84072_230515_103837_s3/106632425/ccs', 'm84072_230515_100731_s2/161613825/ccs', 'm64292e_230406_090856/78579681/ccs', 'm84070_230525_081218_s1/162794456/ccs', 'm84072_230515_100731_s2/92932123/ccs', 'm84072_230515_100731_s2/7930637/ccs', 'm84072_230515_103837_s3/198251625/ccs', 'm84072_230515_100731_s2/20645353/ccs', 'm84072_230515_103837_s3/179244056/ccs', 'm64292e_230406_090856/15796419/ccs', 'm84072_230515_100731_s2/175771342/ccs', 'm84072_230515_103837_s3/137106312/ccs', 'm84072_230515_103837_s3/248119872/ccs', 'm84072_230515_103837_s3/139269354/ccs', 'm84072_230515_100731_s2/165479892/ccs', 'm84072_230515_100731_s2/139266578/ccs', 'm84072_230515_103837_s3/197067923/ccs', 'm84072_230515_103837_s3/197722507/ccs', 'm84072_230515_100731_s2/176099522/ccs', 'm84072_230515_103837_s3/255725527/ccs', 'm84070_230525_081218_s1/10749027/ccs']\n",
      "('SsChr05A:57121364-57135183', 'SsChr05G:60254195-60261891') ['m84072_230515_100731_s2/187502792/ccs', 'm84072_230515_100731_s2/184484854/ccs', 'm84072_230515_100731_s2/88346573/ccs', 'm64292e_230406_090856/165284353/ccs', 'm84072_230515_100731_s2/187499294/ccs', 'm84072_230515_100731_s2/236984101/ccs', 'm64292e_230406_090856/167315918/ccs', 'm64292e_230406_090856/25824040/ccs', 'm84070_230525_081218_s1/46797704/ccs', 'm84072_230515_100731_s2/233772715/ccs', 'm84072_230515_100731_s2/26937574/ccs', 'm84072_230515_100731_s2/73273043/ccs', 'm84072_230515_103837_s3/24642290/ccs', 'm84072_230515_103837_s3/251265190/ccs']\n",
      "('SsChr05B:33407491-33415277', 'SsChr05J:28132946-28142752') ['m64292e_230406_090856/54135360/ccs', 'm64292e_230406_090856/8587145/ccs', 'm84070_230525_081218_s1/140575763/ccs', 'm84072_230515_103837_s3/106370364/ccs', 'm84072_230515_103837_s3/183763591/ccs', 'm84072_230515_103837_s3/239801154/ccs', 'm84072_230515_103837_s3/59966578/ccs', 'm84072_230515_103837_s3/67371736/ccs', 'm84072_230515_100731_s2/155061501/ccs', 'm64292e_230406_090856/139788692/ccs']\n",
      "('SsChr05C:22114043-22122290', 'SsChr05E:20054841-20066387') ['m84072_230515_103837_s3/104926999/ccs', 'm84072_230515_103837_s3/230954772/ccs', 'm84072_230515_100731_s2/186386536/ccs', 'm64292e_230406_090856/12911520/ccs', 'm84072_230515_100731_s2/61673587/ccs', 'm84072_230515_103837_s3/71766536/ccs']\n",
      "('SsChr05D:54590337-54599904', 'SsChr05F:52148216-52156816') ['m84072_230515_100731_s2/2362062/ccs', 'm84072_230515_100731_s2/216471185/ccs', 'm84072_230515_100731_s2/26938550/ccs', 'm64292e_230406_090856/120523235/ccs', 'm64292e_230406_090856/169083339/ccs', 'm84072_230515_100731_s2/106697882/ccs', 'm84072_230515_100731_s2/140906733/ccs', 'm84072_230515_100731_s2/172229891/ccs', 'm84072_230515_100731_s2/19402628/ccs', 'm84072_230515_100731_s2/237636061/ccs', 'm84072_230515_100731_s2/246484995/ccs', 'm84072_230515_100731_s2/252253819/ccs', 'm84072_230515_100731_s2/84871868/ccs', 'm84072_230515_103837_s3/103027774/ccs', 'm84072_230515_103837_s3/128188612/ccs', 'm84072_230515_103837_s3/171639694/ccs', 'm84072_230515_103837_s3/33424251/ccs', 'm84072_230515_103837_s3/65277492/ccs', 'm84072_230515_103837_s3/56432563/ccs', 'm64292e_230406_090856/159581754/ccs']\n",
      "('SsChr06D:17877920-17887384', 'SsChr06F:20196086-20209578') ['m84072_230515_103837_s3/39125852/ccs', 'm84072_230515_100731_s2/232718619/ccs', 'm84070_230525_081218_s1/91297402/ccs', 'm84072_230515_103837_s3/49614056/ccs', 'm84072_230515_100731_s2/18941351/ccs', 'm84070_230525_081218_s1/244649661/ccs', 'm84072_230515_100731_s2/150606584/ccs', 'm64292e_230406_090856/117836205/ccs', 'm84072_230515_103837_s3/100931253/ccs', 'm64292e_230406_090856/119210675/ccs', 'm84072_230515_100731_s2/185930559/ccs']\n",
      "('SsChr07C:47511618-47522344', 'SsChr07D:47397514-47406107') ['m84072_230515_100731_s2/114885543/ccs', 'm84072_230515_100731_s2/234816701/ccs', 'm84072_230515_100731_s2/10356002/ccs', 'm84072_230515_103837_s3/165479497/ccs', 'm84072_230515_100731_s2/251596303/ccs', 'm84072_230515_103837_s3/185337439/ccs', 'm84072_230515_103837_s3/127274152/ccs']\n",
      "('SsChr08F:49839092-49850511', 'SsChr08H:49538079-49543905') ['m84072_230515_100731_s2/212997466/ccs', 'm84072_230515_103837_s3/258478417/ccs', 'm84072_230515_100731_s2/102371060/ccs', 'm84072_230515_103837_s3/53939911/ccs', 'm64292e_230406_090856/134349075/ccs', 'm84072_230515_103837_s3/88017024/ccs', 'm84072_230515_100731_s2/205194652/ccs', 'm84072_230515_100731_s2/207820062/ccs', 'm84070_230525_081218_s1/47579489/ccs']\n"
     ]
    }
   ],
   "source": [
    "for pair, reads in pair_to_reads.items():\n",
    "    if len(reads) < 3:\n",
    "        continue\n",
    "    print(pair, reads)"
   ]
  }
 ],
 "metadata": {
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   "language": "python",
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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