path: root/analiza/zvezek.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "7e32a042",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "......\n",
      "fixed bad single file torrent 4f269d8aefd647ee270842d53ec98aebd23a4afe\n",
      "fixed bad single file torrent 7b09ae0b612dafc1744562dccbbe4becf4d633c3\n",
      "35109 @ 70.98992924904451 s\n"
     ]
    }
   ],
   "source": [
    "from bencodepy import decode\n",
    "from enum import Enum\n",
    "from hashlib import sha1, sha256\n",
    "from os import scandir\n",
    "from time import monotonic\n",
    "class Type(Enum):\n",
    "    UNDEF = 0,\n",
    "    V1 = 1,\n",
    "    V2 = 2,\n",
    "    HYBRID = 3\n",
    "class Torrent():\n",
    "    def __init__(self):\n",
    "        self.sha1 = b''\n",
    "        self.files = {}\n",
    "        self.type = Type.UNDEF\n",
    "    def file(self, f):\n",
    "        self.parse(open(f, \"rb\").read())\n",
    "    def parse(self, b):\n",
    "        infodict = b[b.find(b'4:info')+6:b.rfind(b'6:sourced2:ip')]\n",
    "        self.sha1 = sha1(infodict).digest()\n",
    "        self.sha256 = sha256(infodict).digest()\n",
    "        self.dict = decode(b)\n",
    "        if b'pieces' in self.dict.get(b'info'):\n",
    "            self.dict.get(b'info').pop(b'pieces')\n",
    "        if b'files' in self.dict.get(b'info').keys():\n",
    "            self.type = Type.V1\n",
    "            for file in self.dict.get(b'info').get(b'files'):\n",
    "                if file.get(b'attr') is not None and b'p' in file.get(b'attr') or b'padding.file' in b'/'.join(file.get(b'path')) or b'.pad' in file.get(b'path'):\n",
    "                    continue\n",
    "                def insert_file(d, path, length, self):\n",
    "                    name = path.pop()\n",
    "                    if not len(path):\n",
    "                        d[name] = length\n",
    "                        return\n",
    "                    if name not in d.keys():\n",
    "                        d[name] = {}\n",
    "                    insert_file(d[name], path, length, self)\n",
    "                file.get(b'path').reverse()\n",
    "                insert_file(self.files, file.get(b'path'), file.get(b'length'), self)\n",
    "            self.dict.get(b'info').pop(b'files')\n",
    "        if b'file tree' in self.dict.get(b'info').keys(): # some torrents have broken file trees so we use files first\n",
    "            if self.type is Type.V1:\n",
    "                self.type = Type.HYBRID\n",
    "            else:\n",
    "                def filetree(names):\n",
    "                    r = {}\n",
    "                    for key in names.keys():\n",
    "                        if key == b'':\n",
    "                            return names.get(key).get(b'length')\n",
    "                        r[key] = filetree(names.get(key))\n",
    "                    return r\n",
    "                self.files = filetree(self.dict.get(b'info').get(b'file tree'))\n",
    "                self.dict.get(b'info').pop(b'file tree')\n",
    "        if not len(self.files):\n",
    "            self.type = Type.V1\n",
    "            self.files[self.dict.get(b'info').get(b'name')] = self.dict.get(b'info').get(b'length')\n",
    "        first_filename = [i for i in self.files.keys()][0]\n",
    "        if len(self.files) == 1 and self.files[first_filename] == {}:\n",
    "            print(\"fixed bad single file torrent\", self.sha1.hex())\n",
    "            self.files[first_filename] = self.dict.get(b'info').get(b'length')\n",
    "    def paths(self):\n",
    "        def paths_r(d, path=None):\n",
    "            if path is None:\n",
    "                path = []\n",
    "            for f in d.keys():\n",
    "                if type(d[f]) is int:\n",
    "                    z = path.copy()\n",
    "                    z.append(f)\n",
    "                    yield z, d[f]\n",
    "                else:\n",
    "                    z = path.copy()\n",
    "                    z.append(f)\n",
    "                    for z, v in paths_r(d[f], z):\n",
    "                        yield z, v\n",
    "        for z, v in paths_r(self.files):\n",
    "            yield z, v\n",
    "    def __repr__(self):\n",
    "        return str(self.__dict__)\n",
    "    def __hash__(self):\n",
    "        if len(self.sha1):\n",
    "            return int.from_bytes(self.sha1, byteorder=\"big\")\n",
    "        return id(self)\n",
    "def glob(d):\n",
    "    r = {}\n",
    "    for f in scandir(d):\n",
    "        if f.name.endswith(\".torrent\") and f.is_file():\n",
    "            t = Torrent()\n",
    "            t.file(f.path)\n",
    "            r[t.sha1] = t\n",
    "    return r\n",
    "print(\"......\")\n",
    "start = monotonic()\n",
    "torrents = glob(\"/root/projects/travnik\")\n",
    "print(len(torrents), \"@\", monotonic()-start, \"s\")\n",
    "# t = Torrent()\n",
    "# t.file(\"/root/projects/travnik/449a38ef7e042bd2d75e8921aa02f6f244165d9d.torrent\")\n",
    "# print(t.sha1.hex())\n",
    "# for path, length in t.paths():\n",
    "#     print(path, length)\n",
    "# print(t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "e170de45",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function () {\n",
       "    if (typeof WebSocket !== 'undefined') {\n",
       "        return WebSocket;\n",
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       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert(\n",
       "            'Your browser does not have WebSocket support. ' +\n",
       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "                'Firefox 4 and 5 are also supported but you ' +\n",
       "                'have to enable WebSockets in about:config.'\n",
       "        );\n",
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       "        var warnings = document.getElementById('mpl-warnings');\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent =\n",
       "                'This browser does not support binary websocket messages. ' +\n",
       "                'Performance may be slow.';\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen = function () {\n",
       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
       "        fig.send_message('send_image_mode', {});\n",
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       "            fig.send_message('set_device_pixel_ratio', {\n",
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       "    this.imageObj.onload = function () {\n",
       "        if (fig.image_mode === 'full') {\n",
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       "            // there is no ghosting.\n",
       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "        }\n",
       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "    };\n",
       "\n",
       "    this.imageObj.onunload = function () {\n",
       "        fig.ws.close();\n",
       "    };\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_header = function () {\n",
       "    var titlebar = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute('tabindex', '0');\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;' +\n",
       "            'z-index: 2;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box;' +\n",
       "            'pointer-events: none;' +\n",
       "            'position: relative;' +\n",
       "            'z-index: 0;'\n",
       "    );\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box;' +\n",
       "            'left: 0;' +\n",
       "            'pointer-events: none;' +\n",
       "            'position: absolute;' +\n",
       "            'top: 0;' +\n",
       "            'z-index: 1;'\n",
       "    );\n",
       "\n",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
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       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            /* This rescales the canvas back to display pixels, so that it\n",
       "             * appears correct on HiDPI screens. */\n",
       "            canvas.style.width = width + 'px';\n",
       "            canvas.style.height = height + 'px';\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        /* User Agent sniffing is bad, but WebKit is busted:\n",
       "         * https://bugs.webkit.org/show_bug.cgi?id=144526\n",
       "         * https://bugs.webkit.org/show_bug.cgi?id=181818\n",
       "         * The worst that happens here is that they get an extra browser\n",
       "         * selection when dragging, if this check fails to catch them.\n",
       "         */\n",
       "        var UA = navigator.userAgent;\n",
       "        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n",
       "        if(isWebKit) {\n",
       "            return function (event) {\n",
       "                /* This prevents the web browser from automatically changing to\n",
       "                 * the text insertion cursor when the button is pressed. We\n",
       "                 * want to control all of the cursor setting manually through\n",
       "                 * the 'cursor' event from matplotlib */\n",
       "                event.preventDefault()\n",
       "                return fig.mouse_event(event, name);\n",
       "            };\n",
       "        } else {\n",
       "            return function (event) {\n",
       "                return fig.mouse_event(event, name);\n",
       "            };\n",
       "        }\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'dblclick',\n",
       "        on_mouse_event_closure('dblclick')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    canvas_div.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    canvas_div.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus() {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_message = function (type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function () {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
       "    fig.canvas_div.style.cursor = msg['cursor'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message('ack', {});\n",
       "};\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            var img = evt.data;\n",
       "            if (img.type !== 'image/png') {\n",
       "                /* FIXME: We get \"Resource interpreted as Image but\n",
       "                 * transferred with MIME type text/plain:\" errors on\n",
       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "                 * to be part of the websocket stream */\n",
       "                img.type = 'image/png';\n",
       "            }\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src\n",
       "                );\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                img\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig['handle_' + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "};\n",
       "\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * https://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys(original) {\n",
       "    return Object.keys(original).reduce(function (obj, key) {\n",
       "        if (typeof original[key] !== 'object') {\n",
       "            obj[key] = original[key];\n",
       "        }\n",
       "        return obj;\n",
       "    }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
       "    if (name === 'button_press') {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    // from https://stackoverflow.com/q/1114465\n",
       "    var boundingRect = this.canvas.getBoundingClientRect();\n",
       "    var x = (event.clientX - boundingRect.left) * this.ratio;\n",
       "    var y = (event.clientY - boundingRect.top) * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\n",
       "\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.key_event = function (event, name) {\n",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.key === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.key;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.key !== 'Control') {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    else if (event.altKey && event.key !== 'Alt') {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
       "        value += 'shift+';\n",
       "    }\n",
       "\n",
       "    value += 'k' + event.key;\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
       "    if (name === 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message('toolbar_button', { name: name });\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "var comm_websocket_adapter = function (comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
       "    ws.readyState = comm.kernel.ws.readyState;\n",
       "    function updateReadyState(_event) {\n",
       "        if (comm.kernel.ws) {\n",
       "            ws.readyState = comm.kernel.ws.readyState;\n",
       "        } else {\n",
       "            ws.readyState = 3; // Closed state.\n",
       "        }\n",
       "    }\n",
       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
       "\n",
       "    ws.close = function () {\n",
       "        comm.close();\n",
       "    };\n",
       "    ws.send = function (m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function (msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        var data = msg['content']['data'];\n",
       "        if (data['blob'] !== undefined) {\n",
       "            data = {\n",
       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
       "            };\n",
       "        }\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(data);\n",
       "    });\n",
       "    return ws;\n",
       "};\n",
       "\n",
       "mpl.mpl_figure_comm = function (comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element;\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error('Failed to find cell for figure', id, fig);\n",
       "        return;\n",
       "    }\n",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable();\n",
       "    fig.parent_element.innerHTML =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "    fig.close_ws(fig, msg);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message('ack', {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('tabindex', 0);\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "mpl.find_output_cell = function (html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i = 0; i < ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code') {\n",
       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] === html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "};\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel !== null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.17794210999272764 za 64 različnih odjemalcev\n"
     ]
    }
   ],
   "source": [
    "s = monotonic()\n",
    "def uas(normalize=True, minrepr=0):\n",
    "    odjemalci = {}\n",
    "    for sha1, torrent in torrents.items():\n",
    "        odjemalec = torrent.dict.get(b'source').get(b'v')\n",
    "        if normalize and odjemalec is not None:\n",
    "            if b'/' in odjemalec:\n",
    "                odjemalec = odjemalec.split(b'/')[0]\n",
    "            elif b' (' in odjemalec:\n",
    "                odjemalec = odjemalec.split(b' (')[0]\n",
    "            else:\n",
    "                odjemalec = odjemalec.split(b' ')[0]\n",
    "            odjemalec = odjemalec.replace(b'\\xc2\\xb5', b'\\xce\\xbc').decode()\n",
    "        if odjemalec not in odjemalci.keys():\n",
    "            odjemalci[odjemalec] = 1\n",
    "        else:\n",
    "            odjemalci[odjemalec] += 1\n",
    "    trueodj = {\"ostali\": 0}\n",
    "    count = 0\n",
    "    for key, value in odjemalci.items():\n",
    "        count += 1\n",
    "        if value < minrepr:\n",
    "            trueodj[\"ostali\"] += value\n",
    "        else:\n",
    "            trueodj[key] = value\n",
    "    trueodj = [(v, k) for k, v in trueodj.items()]\n",
    "    return trueodj, count\n",
    "odjemalci, count = uas(True, minrepr=0.005*len(torrents))\n",
    "odjemalci = sorted(odjemalci, reverse=True)\n",
    "from matplotlib import pyplot\n",
    "%matplotlib notebook\n",
    "fig, axes = pyplot.subplots()\n",
    "axes.pie([sights for sights, name in odjemalci], labels=[name for sights, name in odjemalci])\n",
    "fig.show()\n",
    "print(monotonic()-s, \"za\", count, \"različnih odjemalcev\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "52de34d6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.13192449719645083 s 39\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function () {\n",
       "    if (typeof WebSocket !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert(\n",
       "            'Your browser does not have WebSocket support. ' +\n",
       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "                'Firefox 4 and 5 are also supported but you ' +\n",
       "                'have to enable WebSockets in about:config.'\n",
       "        );\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById('mpl-warnings');\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent =\n",
       "                'This browser does not support binary websocket messages. ' +\n",
       "                'Performance may be slow.';\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen = function () {\n",
       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
       "        fig.send_message('send_image_mode', {});\n",
       "        if (fig.ratio !== 1) {\n",
       "            fig.send_message('set_device_pixel_ratio', {\n",
       "                device_pixel_ratio: fig.ratio,\n",
       "            });\n",
       "        }\n",
       "        fig.send_message('refresh', {});\n",
       "    };\n",
       "\n",
       "    this.imageObj.onload = function () {\n",
       "        if (fig.image_mode === 'full') {\n",
       "            // Full images could contain transparency (where diff images\n",
       "            // almost always do), so we need to clear the canvas so that\n",
       "            // there is no ghosting.\n",
       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "        }\n",
       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "    };\n",
       "\n",
       "    this.imageObj.onunload = function () {\n",
       "        fig.ws.close();\n",
       "    };\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_header = function () {\n",
       "    var titlebar = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute('tabindex', '0');\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;' +\n",
       "            'z-index: 2;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box;' +\n",
       "            'pointer-events: none;' +\n",
       "            'position: relative;' +\n",
       "            'z-index: 0;'\n",
       "    );\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box;' +\n",
       "            'left: 0;' +\n",
       "            'pointer-events: none;' +\n",
       "            'position: absolute;' +\n",
       "            'top: 0;' +\n",
       "            'z-index: 1;'\n",
       "    );\n",
       "\n",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            /* This rescales the canvas back to display pixels, so that it\n",
       "             * appears correct on HiDPI screens. */\n",
       "            canvas.style.width = width + 'px';\n",
       "            canvas.style.height = height + 'px';\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        /* User Agent sniffing is bad, but WebKit is busted:\n",
       "         * https://bugs.webkit.org/show_bug.cgi?id=144526\n",
       "         * https://bugs.webkit.org/show_bug.cgi?id=181818\n",
       "         * The worst that happens here is that they get an extra browser\n",
       "         * selection when dragging, if this check fails to catch them.\n",
       "         */\n",
       "        var UA = navigator.userAgent;\n",
       "        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n",
       "        if(isWebKit) {\n",
       "            return function (event) {\n",
       "                /* This prevents the web browser from automatically changing to\n",
       "                 * the text insertion cursor when the button is pressed. We\n",
       "                 * want to control all of the cursor setting manually through\n",
       "                 * the 'cursor' event from matplotlib */\n",
       "                event.preventDefault()\n",
       "                return fig.mouse_event(event, name);\n",
       "            };\n",
       "        } else {\n",
       "            return function (event) {\n",
       "                return fig.mouse_event(event, name);\n",
       "            };\n",
       "        }\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'dblclick',\n",
       "        on_mouse_event_closure('dblclick')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    canvas_div.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    canvas_div.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus() {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_message = function (type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function () {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
       "    fig.canvas_div.style.cursor = msg['cursor'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message('ack', {});\n",
       "};\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            var img = evt.data;\n",
       "            if (img.type !== 'image/png') {\n",
       "                /* FIXME: We get \"Resource interpreted as Image but\n",
       "                 * transferred with MIME type text/plain:\" errors on\n",
       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "                 * to be part of the websocket stream */\n",
       "                img.type = 'image/png';\n",
       "            }\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src\n",
       "                );\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                img\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig['handle_' + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "};\n",
       "\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * https://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys(original) {\n",
       "    return Object.keys(original).reduce(function (obj, key) {\n",
       "        if (typeof original[key] !== 'object') {\n",
       "            obj[key] = original[key];\n",
       "        }\n",
       "        return obj;\n",
       "    }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
       "    if (name === 'button_press') {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    // from https://stackoverflow.com/q/1114465\n",
       "    var boundingRect = this.canvas.getBoundingClientRect();\n",
       "    var x = (event.clientX - boundingRect.left) * this.ratio;\n",
       "    var y = (event.clientY - boundingRect.top) * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\n",
       "\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.key_event = function (event, name) {\n",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.key === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.key;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.key !== 'Control') {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    else if (event.altKey && event.key !== 'Alt') {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
       "        value += 'shift+';\n",
       "    }\n",
       "\n",
       "    value += 'k' + event.key;\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
       "    if (name === 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message('toolbar_button', { name: name });\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "var comm_websocket_adapter = function (comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
       "    ws.readyState = comm.kernel.ws.readyState;\n",
       "    function updateReadyState(_event) {\n",
       "        if (comm.kernel.ws) {\n",
       "            ws.readyState = comm.kernel.ws.readyState;\n",
       "        } else {\n",
       "            ws.readyState = 3; // Closed state.\n",
       "        }\n",
       "    }\n",
       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
       "\n",
       "    ws.close = function () {\n",
       "        comm.close();\n",
       "    };\n",
       "    ws.send = function (m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function (msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        var data = msg['content']['data'];\n",
       "        if (data['blob'] !== undefined) {\n",
       "            data = {\n",
       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
       "            };\n",
       "        }\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(data);\n",
       "    });\n",
       "    return ws;\n",
       "};\n",
       "\n",
       "mpl.mpl_figure_comm = function (comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element;\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error('Failed to find cell for figure', id, fig);\n",
       "        return;\n",
       "    }\n",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable();\n",
       "    fig.parent_element.innerHTML =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "    fig.close_ws(fig, msg);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message('ack', {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('tabindex', 0);\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "mpl.find_output_cell = function (html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i = 0; i < ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code') {\n",
       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] === html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "};\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel !== null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "<img 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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3 [1, '', '93f549c401bebe4f86ef23626e0fed3d06183b02']\n",
      "5555555 [1, '555555555555555555', '93f549c401bebe4f86ef23626e0fed3d06183b02']\n",
      "name.utf8 [1, 'Connections', 'a23296ce90328791cb6974cf6f6306da4dd89735']\n",
      "unique_torrent [1, 1, '2c3ea79de0771079e41fc25f4cabf23e11041829']\n",
      "www.baidu.com [1, 'www.baidu.com', '43b238596c66575e7dfcd4d5b1d0fadb6c393adc']\n",
      "entropy [1, 1460043970, '0635e6c7d348c2603501e9fa53e4cf07f9e31b5e']\n",
      "license [1, OrderedDict([(b'creative-commons', OrderedDict([(b'attributionAuthor', b'Dave Doobie Aaron'), (b'attributionTitle', b'Doobie'), (b'attributionUrl', b'http://fb.com/doobiebrooklyn'), (b'licenseUrl', b'http://creativecommons.org/licenses/by-nc/4.0/')]))]), '1d670c41fd340c8ee280157400744402740fc1fd']\n",
      "还 [1, '百度', '647e1210953d6080f714f0f8dabffe6ee9852800']\n",
      " [2, 1, 'fa6fbc7d7796e49fbdf47731fe06a6e20ee74bb5']\n",
      "abc [2, 'abc', '9c8047972d058dee41bab8ab68ad5da7c24275ed']\n",
      "nnm-club_cool [3, 1, '57f6facb1bcef159b8075b578053fb4790e0c8d5']\n",
      "tracker [5, '', 'e8ca2609b174df7b5c26538fb6f96d77a367da42']\n",
      "x-amz-bucket [5, 'quranwave', '3af8e25c9eeca9402351820d8681fe0945c63cdb']\n",
      "x-amz-key [5, 'torrent/70.zip', '3af8e25c9eeca9402351820d8681fe0945c63cdb']\n",
      "attr [10, 'h', 'c9a279c4dff3b38ef806abb98515382798907654']\n",
      "unique [10, 'fbvPqZTXkKQzRJzy6LXkdIp3iJoTNe', '3a84117d98683bd4a657a37932886d206486c11e']\n",
      "comment [11, 'Torrent downloaded from torrent cache at http://torcache.net/', 'e92cd8e1ed1defad6d5211a42d2dbdf1e368b834']\n",
      "sha256 [12, b'\\xfe\\x01\\x01\\xa4\\xf5Z\\xcd\\xa4\\xd9\\t\\x7f\\x8d\\x1c\\x9d\\x1a\\x89\\xdcV\\x9e\\x92\\xd6A\\xbf\\xf9\\x81\\x9a\\xea^\\xc8\\xcfT\\xcf', '1c565cb3249a8da64dbf7a82b3ed39e637e6e239']\n",
      "creation date [36, 1400017482, '4488d559d4404875022d53c6039b0025c947ac84']\n",
      "md5sum [36, 'e27e7b621f0adbcf072e4f13d78c4fc8', 'ef0c6b03d16457e1134bc63c18d527221639da8e']\n",
      "cross_seed_entry [40, '02e940fec782a353d2e767cecde08041', 'b7c0ac4a9834c8e39f543f3f721eb90fbb58e179']\n",
      "sha1 [68, b'\\xbe^\\xdc\\xd8\\x99\\x98\\xf0\\xe8_\\x8d\\xcbZ\\xc7\\xd21\\t`\\xec\\x9c\\xee', 'b4bf549d9d48bce1c1e026ff451ee76069b98c00']\n",
      "collections [92, [b'org.archive.relaxingsounds'], 'ed7d4e9657cbfcde6baf89ace313ae77a1cefe91']\n",
      "meta version [223, 2, '18d35502fca02a30811e4e001809ddd4147167e6']\n",
      "filehash [229, b'\\xc9m.\\x93\\xbd\\x18fj:\\xb3${\\x9ak\\x9e\\xdbUI\\xf2\\xb5', '44af4eb9d35b94218b6fe5eb25a30b8e22fa5844']\n",
      "ed2k [282, b',\\xf0O\\x9e\\x829\\x8e\\x1b{\\xf58\\xea\\x94\\n\\xe8\\x92', '44af4eb9d35b94218b6fe5eb25a30b8e22fa5844']\n",
      "source [667, 'BT世界网 https://www.btsj6.com/', '417ef639eb95fbf68175a6a6b03076f9ee5f5744']\n",
      "file-duration [861, [0, 0, 39097], '449a9054916600bc0a395a47c4a2421aa06ad04a']\n",
      "file-media [861, [-1, -1, 0], '449a9054916600bc0a395a47c4a2421aa06ad04a']\n",
      "profiles [861, [OrderedDict([(b'acodec', b'aac'), (b'height', 0), (b'vcodec', b''), (b'width', 0)])], '449a9054916600bc0a395a47c4a2421aa06ad04a']\n",
      "publisher-url.utf-8 [1261, 'http://my155.cc', '4488cffb9ad5afc1174bc96754e9887158ce03eb']\n",
      "publisher.utf-8 [1302, '小隻馬', '4488cffb9ad5afc1174bc96754e9887158ce03eb']\n",
      "publisher-url [1837, 'http://my155.cc', '4488cffb9ad5afc1174bc96754e9887158ce03eb']\n",
      "publisher [1931, '小隻馬', '4488cffb9ad5afc1174bc96754e9887158ce03eb']\n",
      "name.utf-8 [2658, '60 Assorted Magazines Collection PDF September 4 2022 Set 3', '449a9e0e7375b6b6b7f55bdd6214f034a2edd4b8']\n",
      "private [3984, 0, '449f65629260c258a999e6474f22ae00e83ee47a']\n",
      "length [11058, 5209971966, '449a38ef7e042bd2d75e8921aa02f6f244165d9d']\n",
      "name [33695, 'Big Buck Bunny', 'dd8255ecdc7ca55fb0bbf81323d87062db1f6d1c']\n",
      "piece length [33695, 262144, 'dd8255ecdc7ca55fb0bbf81323d87062db1f6d1c']\n"
     ]
    }
   ],
   "source": [
    "s = monotonic()\n",
    "keys = {}\n",
    "for sha1, torrent in torrents.items():\n",
    "    for key in torrent.dict.get(b'info').keys():\n",
    "        if key.decode() not in keys.keys():\n",
    "            value = torrent.dict.get(b'info').get(key)\n",
    "            if type(value) is bytes:\n",
    "                try:\n",
    "                    value = value.decode()\n",
    "                except UnicodeDecodeError:\n",
    "                    pass\n",
    "            keys[key.decode()] = [1, value, sha1.hex()]\n",
    "        else:\n",
    "            keys[key.decode()][0] += 1\n",
    "sort = sorted(keys, key=lambda x: keys[x][0])\n",
    "print(monotonic()-s, \"s\", len(keys))\n",
    "%matplotlib notebook\n",
    "fig, ax = pyplot.subplots();\n",
    "ax.barh(sort, [keys[x][0] for x in sort])\n",
    "pyplot.xscale(\"log\")\n",
    "pyplot.xlabel(\"število pojavitev ključa v slovarju info\")\n",
    "fig.show() ## TODO komentiraj\n",
    "for i in sort:\n",
    "    print(i, keys[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "fea0f2b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.07559785293415189 s 92.27481822228818 brez ključa source, publisher ali publisher-url\n"
     ]
    },
    {
     "data": {
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       "<table>\n",
       "<tbody>\n",
       "<tr><td>PMEDIA                                                                                                                                                                                                     </td><td style=\"text-align: right;\">123</td></tr>\n",
       "<tr><td>http://tapochek.net/index.php                                                                                                                                                                              </td><td style=\"text-align: right;\">106</td></tr>\n",
       "<tr><td>高清下载吧！                                                                                                                                                                                               </td><td style=\"text-align: right;\"> 87</td></tr>\n",
       "<tr><td>https://FreeCourseWeb.com                                                                                                                                                                                  </td><td style=\"text-align: right;\"> 85</td></tr>\n",
       "<tr><td>灣搭拉咩拉                                                                                                                                                                                                 </td><td style=\"text-align: right;\"> 71</td></tr>\n",
       "<tr><td>脫拉庫                                                                                                                                                                                                     </td><td style=\"text-align: right;\"> 65</td></tr>\n",
       "<tr><td>1024社區最新地址                                                                                                                                                                                           </td><td style=\"text-align: right;\"> 57</td></tr>\n",
       "<tr><td>第一會所新片@SIS001                                                                                                                                                                                        </td><td style=\"text-align: right;\"> 57</td></tr>\n",
       "<tr><td>大师兄福利网                                                                                                                                                                                               </td><td style=\"text-align: right;\"> 56</td></tr>\n",
       "<tr><td>                                                                                                                                                                                                           </td><td style=\"text-align: right;\"> 50</td></tr>\n",
       "<tr><td>2048                                                                                                                                                                                                       </td><td style=\"text-align: right;\"> 49</td></tr>\n",
       "<tr><td>LostFilm.TV                                                                                                                                                                                                </td><td style=\"text-align: right;\"> 48</td></tr>\n",
       "<tr><td>RV原创                                                                                                                                                                                                     </td><td style=\"text-align: right;\"> 32</td></tr>\n",
       "<tr><td>小贾_KTXP                                                                                                                                                                                                  </td><td style=\"text-align: right;\"> 31</td></tr>\n",
       "<tr><td>1024核工厂                                                                                                                                                                                                 </td><td style=\"text-align: right;\"> 31</td></tr>\n",
       "<tr><td>2048核基地                                                                                                                                                                                                 </td><td style=\"text-align: right;\"> 30</td></tr>\n",
       "<tr><td>https://hjd.tw                                                                                                                                                                                             </td><td style=\"text-align: right;\"> 30</td></tr>\n",
       "<tr><td>[https://tanhuazu.com] 探花族社区                                                                                                                                                                          </td><td style=\"text-align: right;\"> 28</td></tr>\n",
       "<tr><td>https://crackshash.com/                                                                                                                                                                                    </td><td style=\"text-align: right;\"> 28</td></tr>\n",
       "<tr><td>國產精品                                                                                                                                                                                                   </td><td style=\"text-align: right;\"> 25</td></tr>\n",
       "<tr><td>吃雞大神                                                                                                                                                                                                   </td><td style=\"text-align: right;\"> 23</td></tr>\n",
       "<tr><td>1024社區                                                                                                                                                                                                   </td><td style=\"text-align: right;\"> 23</td></tr>\n",
       "<tr><td>老含及                                                                                                                                                                                                     </td><td style=\"text-align: right;\"> 23</td></tr>\n",
       "<tr><td>b48t.com                                                                                                                                                                                                   </td><td style=\"text-align: right;\"> 21</td></tr>\n",
       "<tr><td>https://rh2048.com                                                                                                                                                                                         </td><td style=\"text-align: right;\"> 20</td></tr>\n",
       "<tr><td>麻豆之神                                                                                                                                                                                                   </td><td style=\"text-align: right;\"> 19</td></tr>\n",
       "<tr><td>欧宝                                                                                                                                                                                                       </td><td style=\"text-align: right;\"> 19</td></tr>\n",
       "<tr><td>@蜂鳥论坛@                                                                                                                                                                                                 </td><td style=\"text-align: right;\"> 18</td></tr>\n",
       "<tr><td>JAV Torrent 掲示板                                                                                                                                                                                         </td><td style=\"text-align: right;\"> 18</td></tr>\n",
       "<tr><td>小隻馬                                                                                                                                                                                                     </td><td style=\"text-align: right;\"> 17</td></tr>\n",
       "<tr><td>发发发                                                                                                                                                                                                     </td><td style=\"text-align: right;\"> 17</td></tr>\n",
       "<tr><td>刷刷刷                                                                                                                                                                                                     </td><td style=\"text-align: right;\"> 16</td></tr>\n",
       "<tr><td>1024                                                                                                                                                                                                       </td><td style=\"text-align: right;\"> 16</td></tr>\n",
       "<tr><td>1024工厂                                                                                                                                                                                                   </td><td style=\"text-align: right;\"> 16</td></tr>\n",
       "<tr><td>AV大平台                                                                                                                                                                                                   </td><td style=\"text-align: right;\"> 16</td></tr>\n",
       "<tr><td>Weagogo                                                                                                                                                                                                    </td><td style=\"text-align: right;\"> 15</td></tr>\n",
       "<tr><td>第一會所新片                                                                                                                                                                                               </td><td style=\"text-align: right;\"> 15</td></tr>\n",
       "<tr><td>hjd.tw                                                                                                                                                                                                     </td><td style=\"text-align: right;\"> 15</td></tr>\n",
       "<tr><td>b&#x27;\\xcf\\xeb\\xb7\\xa2\\xc8\\xb4\\xb2\\xbb\\xbb\\xe1&#x27;                                                                                                                                                                </td><td style=\"text-align: right;\"> 14</td></tr>\n",
       "<tr><td>不予                                                                                                                                                                                                       </td><td style=\"text-align: right;\"> 13</td></tr>\n",
       "<tr><td>xp1024                                                                                                                                                                                                     </td><td style=\"text-align: right;\"> 12</td></tr>\n",
       "<tr><td>https://1tors.ru/                                                                                                                                                                                          </td><td style=\"text-align: right;\"> 12</td></tr>\n",
       "<tr><td>小樱                                                                                                                                                                                                       </td><td style=\"text-align: right;\"> 11</td></tr>\n",
       "<tr><td>美女裸聊直播                                                                                                                                                                                               </td><td style=\"text-align: right;\"> 11</td></tr>\n",
       "<tr><td>發片小王子@18p2p                                                                                                                                                                                           </td><td style=\"text-align: right;\"> 11</td></tr>\n",
       "<tr><td>老司机论坛                                                                                                                                                                                                 </td><td style=\"text-align: right;\"> 11</td></tr>\n",
       "<tr><td>(美女裸聊直播 uur68.com)                                                                                                                                                                                   </td><td style=\"text-align: right;\"> 11</td></tr>\n",
       "<tr><td>BT世界网 https://www.btsj6.com/                                                                                                                                                                            </td><td style=\"text-align: right;\"> 10</td></tr>\n",
       "<tr><td>olo                                                                                                                                                                                                        </td><td style=\"text-align: right;\"> 10</td></tr>\n",
       "<tr><td>[animelayer.ru] Animelayer                                                                                                                                                                                 </td><td style=\"text-align: right;\"> 10</td></tr>\n",
       "<tr><td>https://discord.gg/vbJ7RTn                                                                                                                                                                                 </td><td style=\"text-align: right;\"> 10</td></tr>\n",
       "<tr><td>b&#x27;\\xb3\\xcc\\xb7sAV \\xa4\\xd1\\xaa\\xc5\\xbd\\xd7\\xbe\\xc2 IP&#x27;                                                                                                                                                     </td><td style=\"text-align: right;\"> 10</td></tr>\n",
       "<tr><td>PiRaX @ TamilBlasters.Net                                                                                                                                                                                  </td><td style=\"text-align: right;\"> 10</td></tr>\n",
       "<tr><td>nyaa001                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  9</td></tr>\n",
       "<tr><td>b&#x27;dioguitar23(\\xb2\\xc4\\xa4\\xbb\\xa4\\xd1\\xc5]\\xa4\\xfd)\\xad\\xec\\xb3\\xd0&#x27;                                                                                                                                      </td><td style=\"text-align: right;\">  9</td></tr>\n",
       "<tr><td>orion                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  9</td></tr>\n",
       "<tr><td>愛在黑夜001                                                                                                                                                                                                </td><td style=\"text-align: right;\">  9</td></tr>\n",
       "<tr><td>Zelka.ORG                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  8</td></tr>\n",
       "<tr><td>约战竞技场                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  8</td></tr>\n",
       "<tr><td>xue0117                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  8</td></tr>\n",
       "<tr><td>BBVC                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  8</td></tr>\n",
       "<tr><td>threesixtyp                                                                                                                                                                                                </td><td style=\"text-align: right;\">  7</td></tr>\n",
       "<tr><td>dio88.net(第六天魔王)@最新AV海量免費播放~魔王在線                                                                                                                                                          </td><td style=\"text-align: right;\">  7</td></tr>\n",
       "<tr><td>https://infocon.org/                                                                                                                                                                                       </td><td style=\"text-align: right;\">  7</td></tr>\n",
       "<tr><td>dioguitar23(第六天魔王)@dioguitar23.net                                                                                                                                                                    </td><td style=\"text-align: right;\">  7</td></tr>\n",
       "<tr><td>Zamunda.NET                                                                                                                                                                                                </td><td style=\"text-align: right;\">  7</td></tr>\n",
       "<tr><td>U6A6磁力搜索---U6A6.COM                                                                                                                                                                                    </td><td style=\"text-align: right;\">  6</td></tr>\n",
       "<tr><td>[tp.m-team.cc] M-Team - TP                                                                                                                                                                                 </td><td style=\"text-align: right;\">  6</td></tr>\n",
       "<tr><td>b&#x27;\\xb7\\xf6\\xba~\\xad\\xd1\\xbc\\xd6\\xb3\\xa1 dioguitar23 \\xad\\xec\\xb3\\xd0&#x27;                                                                                                                                      </td><td style=\"text-align: right;\">  6</td></tr>\n",
       "<tr><td>6969bt.com                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  6</td></tr>\n",
       "<tr><td>百撸社区                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  6</td></tr>\n",
       "<tr><td>www.dio8899.net(第六天魔王)@最新AV海量免費播放~魔王在線                                                                                                                                                    </td><td style=\"text-align: right;\">  6</td></tr>\n",
       "<tr><td>規懶趴會                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  6</td></tr>\n",
       "<tr><td>性吧RV原创                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  5</td></tr>\n",
       "<tr><td>K8bet                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  5</td></tr>\n",
       "<tr><td>b&#x27;\\xc1\\xf9\\xd4\\xc2\\xc1\\xaa\\xc3\\xcb&#x27;                                                                                                                                                                        </td><td style=\"text-align: right;\">  5</td></tr>\n",
       "<tr><td>94i88影城-点击跳转                                                                                                                                                                                         </td><td style=\"text-align: right;\">  5</td></tr>\n",
       "<tr><td>百撸社区|高清资源                                                                                                                                                                                          </td><td style=\"text-align: right;\">  5</td></tr>\n",
       "<tr><td>cangkong                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  5</td></tr>\n",
       "<tr><td>♥im520♥                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  5</td></tr>\n",
       "<tr><td>arsenal-fan                                                                                                                                                                                                </td><td style=\"text-align: right;\">  5</td></tr>\n",
       "<tr><td>[http://x-torrents.org] X-Torrents.org                                                                                                                                                                     </td><td style=\"text-align: right;\">  5</td></tr>\n",
       "<tr><td>dioguitar23.co(第六天魔王)@最新AV海量免費播放~魔王在線                                                                                                                                                     </td><td style=\"text-align: right;\">  5</td></tr>\n",
       "<tr><td>1024核工厂/                                                                                                                                                                                                </td><td style=\"text-align: right;\">  5</td></tr>\n",
       "<tr><td>PMEDIA NETWORK                                                                                                                                                                                             </td><td style=\"text-align: right;\">  5</td></tr>\n",
       "<tr><td>arsenal-fan@avsp2p.com                                                                                                                                                                                     </td><td style=\"text-align: right;\">  5</td></tr>\n",
       "<tr><td>00armand00                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  5</td></tr>\n",
       "<tr><td>dioguitar23(第六天魔王)@mw6.me                                                                                                                                                                             </td><td style=\"text-align: right;\">  5</td></tr>\n",
       "<tr><td>[https://majomparade.eu]                                                                                                                                                                                   </td><td style=\"text-align: right;\">  5</td></tr>\n",
       "<tr><td>b&#x27;\\x9e\\xb3\\xb4\\xee\\xc0\\xad\\xdf\\xe3\\xc0\\xad@kb978.com&#x27;                                                                                                                                                      </td><td style=\"text-align: right;\">  4</td></tr>\n",
       "<tr><td>https://downloadcursos.top/                                                                                                                                                                                </td><td style=\"text-align: right;\">  4</td></tr>\n",
       "<tr><td>youiv                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  4</td></tr>\n",
       "<tr><td>Burnbit                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  4</td></tr>\n",
       "<tr><td>rutracker.org                                                                                                                                                                                              </td><td style=\"text-align: right;\">  4</td></tr>\n",
       "<tr><td>olo@SIS001                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  4</td></tr>\n",
       "<tr><td>b&#x27;\\xab\\xb0\\xa5\\xab\\xad\\xb7\\xb1\\xa1~\\xc5]\\xa7\\xd9\\xad\\xec\\xb3\\xd0&#x27;                                                                                                                                          </td><td style=\"text-align: right;\">  4</td></tr>\n",
       "<tr><td>魔王之家                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  4</td></tr>\n",
       "<tr><td>杏吧                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  4</td></tr>\n",
       "<tr><td>hotaru                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  4</td></tr>\n",
       "<tr><td>xueru10405                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  4</td></tr>\n",
       "<tr><td>1030社區---1030.ws                                                                                                                                                                                         </td><td style=\"text-align: right;\">  4</td></tr>\n",
       "<tr><td>www.crackshash.com                                                                                                                                                                                         </td><td style=\"text-align: right;\">  4</td></tr>\n",
       "<tr><td>https://www.javhdbbs.com                                                                                                                                                                                   </td><td style=\"text-align: right;\">  4</td></tr>\n",
       "<tr><td>成年人的小游戏                                                                                                                                                                                             </td><td style=\"text-align: right;\">  4</td></tr>\n",
       "<tr><td>kenelm                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  4</td></tr>\n",
       "<tr><td>HiHBT 精品薈萃                                                                                                                                                                                             </td><td style=\"text-align: right;\">  4</td></tr>\n",
       "<tr><td>m6688.net(第六天魔王)@最新AV海量免費播放~魔王在線                                                                                                                                                          </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>Mp4Ba                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>杏吧论坛                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>XIU                                                                                                                                                                                                        </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>atrrea                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>1314                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>oldman原創DVD@18p2p.com                                                                                                                                                                                    </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>sogood@18p2p                                                                                                                                                                                               </td><td style=\"text-align: right;\">  3</td></tr>\n",
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       "<tr><td>https://toonshub.xyz                                                                                                                                                                                       </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>yoy123                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>https://www.torrentdosfilmes.tv/                                                                                                                                                                           </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>dioguitar23(第六天魔王)                                                                                                                                                                                    </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>广东雨神                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>上善若水@www.sexinsex.net                                                                                                                                                                                  </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>RZK                                                                                                                                                                                                        </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>rxrj                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>YURASUKA                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>【神秘巨星CI】                                                                                                                                                                                             </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>dio66.net(第六天魔王)@最新AV海量免費播放~魔王在線                                                                                                                                                          </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>GIF出处系列                                                                                                                                                                                                </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>更多精彩!尽在99BT工厂@5120911                                                                                                                                                                              </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>dioguitar23@dio66.net                                                                                                                                                                                      </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>dioguitar23(第六天魔王)@hotavxxx.com                                                                                                                                                                       </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>x                                                                                                                                                                                                          </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>萌你一脸@第一会所                                                                                                                                                                                          </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>罗马教皇@草榴社区  luckjam@sexinsex.net                                                                                                                                                                    </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>么么哒                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>1stDragon                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>nyaa.si                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>uid-346380                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>Download from Sajber.org/blog                                                                                                                                                                              </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>美女裸聊约炮                                                                                                                                                                                               </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>@微信订阅号专注稀有汁源                                                                                                                                                                                    </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>susun=eastv                                                                                                                                                                                                </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>buxxa                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>BT-btt.com                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>99BT工厂 @ 5120911                                                                                                                                                                                         </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>【RV原创】【sex8.cc】                                                                                                                                                                                      </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>Gfker@1024核工廠                                                                                                                                                                                           </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>鱼香肉丝                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>Hotaru                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>b&#x27;99\\xa5\\xfd\\xa5\\xcd&#x27;                                                                                                                                                                                      </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>https://DesignOptimal.com                                                                                                                                                                                  </td><td style=\"text-align: right;\">  3</td></tr>\n",
       "<tr><td>zgome@18p2p                                                                                                                                                                                                </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>顶冠文化                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>MN Nambiar @ TamilBlasters.Net                                                                                                                                                                             </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>老司机                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>dioguitar23.net(第六天魔王)@最新AV海量免費播放~魔王在線                                                                                                                                                    </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>https://media.defcon.org/                                                                                                                                                                                  </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>https://sexasia.net/feed                                                                                                                                                                                   </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>黑色点击                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>1024社区                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>http://www.acgyinghua.com/                                                                                                                                                                                 </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>嗨咻阁                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>Lucian2009@第一会所                                                                                                                                                                                        </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>枫雪动漫                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>dioguitar23(第六天魔王)@bbs.hotavxxx.com                                                                                                                                                                   </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>roger92402094                                                                                                                                                                                              </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>https://www.terralibera.net/                                                                                                                                                                               </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>lxdng1218                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>飘嫖                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>红馆-红人馆-网络红人之家                                                                                                                                                                                   </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>ccc32.com                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>chikan                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>神秘巨星CI                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>dioguitar23(第六天魔王)@dio999.com                                                                                                                                                                         </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>注册就送39元，联系：330545486                                                                                                                                                                              </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>b&#x27;\\xb7\\xf6\\xba~\\xad\\xd1\\xbc\\xd6\\xb3\\xa1@\\xb4A\\xab\\xbd\\xa8\\xe0&#x27;                                                                                                                                             </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>ITELLYOU                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>联系TG:yyllzy,fulihuoqu                                                                                                                                                                                    </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>強片皇帝999                                                                                                                                                                                                </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>XP1024                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>sogclub No.2                                                                                                                                                                                               </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>mmklp@第一会所                                                                                                                                                                                             </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>ssss1111@18p2p                                                                                                                                                                                             </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>bbvc                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>感冒清@sis001                                                                                                                                                                                              </td><td style=\"text-align: right;\">  2</td></tr>\n",
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       "<tr><td>M88(明陞)                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>西門吹水                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>www.dio7777.net(第六天魔王)@最新AV海量免費播放~魔王在線                                                                                                                                                    </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>goldpuzjying                                                                                                                                                                                               </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>uid=1591117                                                                                                                                                                                                </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>rh2048.com/                                                                                                                                                                                                </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>www.javhdbbs.com                                                                                                                                                                                           </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>b&#x27;\\xb3\\xc7\\xca\\xd0\\xefL\\xc7\\xe9~\\xc4\\xa7\\xbd\\xe4\\xd4\\xad\\x84\\x93&#x27;                                                                                                                                          </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>[http://energy-torrent.com] Energy-Torrent                                                                                                                                                                 </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>SoushkinBoudera                                                                                                                                                                                            </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>[http://bko.baibako.tv] BaibaKo.TV                                                                                                                                                                         </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>Western／HD-Jiggly                                                                                                                                                                                         </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>冷月无声                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>奥利给                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  2</td></tr>\n",
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       "<tr><td>3Li                                                                                                                                                                                                        </td><td style=\"text-align: right;\">  2</td></tr>\n",
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       "<tr><td>BradPitt                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>downloadcursos.top                                                                                                                                                                                         </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>xinnian                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>漫之学园                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>9200                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>清雨                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>crazylazy                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>安西教练                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>感冒清@sis001.com                                                                                                                                                                                          </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>淘宝天猫优惠券秒杀                                                                                                                                                                                         </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>会飞的象@第一会所                                                                                                                                                                                          </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>mule_by_SpeedPluss.ORG                                                                                                                                                                                     </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>BT伙计                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  2</td></tr>\n",
       "<tr><td>gnhyc11@18p2p.com                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>fyoulapk@18p2p                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>塔卡小爹賽                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>HD一条街论坛                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>dioguitar23原創                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xb3\\xce\\xbf\\xd5\\xd1\\xa7\\xd4\\xb0&#x27;                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>cnmzlwb                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>zb77@18p2p                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://www.asmr.one/work/RJ374870                                                                                                                                                                         </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>[uid-1591117]                                                                                                                                                                                              </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>奈特羅德                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://mega.nz/#F!DK4lCSwB!QdwaMCT3SpOxISAgnuX7nQ                                                                                                                                                         </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>小葫芦@www.sis001.com                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>柏林没有梦                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>ls611                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>qqtnt007                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>3E523E31D247_by_FDZone.ORG                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>JPopsuki 2.0 626225292                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://elamigosedition.com/                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>guroemon                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>lyf634041775                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>1234567890                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://bitnova.info/                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>asfile@SIS001                                                                                                                                                                                              </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xbd\\xad\\xc4\\xcf\\xb7\\xe7\\xd3\\xea&#x27;                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>mikocon @ bbs.2djgame.net                                                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>http://mm.aayun.cc                                                                                                                                                                                         </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>aqcd123                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>维尼                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>iii                                                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>pornolab                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>极影字幕                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xc9\\xab\\xd6\\xd0\\xc9\\xab@ypzhq\\xd4\\xad\\xb4\\xb4&#x27;                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>roger92402094(SIS)                                                                                                                                                                                         </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>erest                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Baslilon=Baslilon23                                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xab\\xb0\\xa5\\xab\\xad\\xb7\\xb1\\xa1 dioguitar23 \\xad\\xec\\xb3\\xd0&#x27;                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>sigma                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>寂寞如漫天雪花                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>C:\\Users\\pongphon\\OneDrive\\Desktop\\New folder (2)\\FC2PPV 1218169 [Odorless video] [Leaked] JULIA High image quality BEB-016 JULIA Sweaty Backroom .ts                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>JPopsuki 2.0 2131292835                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>不予@暗香阁                                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>sogclub No.2 BY sogclub                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>uid-1591117                                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xba\\xda\\xc2\\xfb\\xb0\\xc5&#x27;                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>微信一夜ONS协会                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;KUHO\\xd2\\xd5\\xca\\xf5\\xc1\\xaa\\xc3\\xcb&#x27;                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xb6\\xc0\\xa5i\\xa8\\xe0_by_FDZone.org&#x27;                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>中文字幕無水印                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>http://www.wozai020.com                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>sop168                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;SP\\xa7\\xe4\\xbc\\xd6\\xa4l@\\xaa\\xe1\\xa9M\\xa9|&#x27;                                                                                                                                                              </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>tiantianlu186@公仔箱論壇                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>luckyjune                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>SK`|yEsMan&lt;sk·&gt;                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;@aaming2002@\\xa3\\xa2\\xb3\\xd5\\xba\\xba\\xa3\\xa2\\xc9\\xab\\xd6\\xd0\\xc9\\xab\\xa3\\xa2\\xc3\\xce\\xb9\\xab\\xd4\\xb0\\xa3\\xa2MimiP2P\\xa3\\xa2\\xa3\\xc4.\\xa3\\xc3P2P\\xa3\\xa2WaiKeungSite\\xa3\\xa2p2pZONE\\xa3\\xa2Mr.P2P\\xa3\\xa2&#x27;</td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>hkkane@18p2p                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>www.4hu.com                                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xaeL\\xaa\\xef\\xacK@99p2p&#x27;                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>夜蒅星宸@第一会所                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>【更多资源用加手机QQ-17182252050】                                                                                                                                                                         </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>jjjhn2003@18p2p                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>XIEYUXIA                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;@\\xc0\\xcb\\xb7\\xad\\xd4\\xc6@&#x27;                                                                                                                                                                              </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>www.dio889.net(第六天魔王)@最新AV海量免費播放~魔王在線                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>TYBBX2                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>yjs521                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>hhbb_zcm                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>twsb.co                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://downloadcursos.top                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://www.musicastorrent.com/                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>pandafood#panda1314#gg5123  獨家首發                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>探花族                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>zhoudehua200                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>AV大平台 - 发布页                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;tanw\\xa9\\xceyk3325&#x27;                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
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       "<tr><td>b&#x27;\\xd7\\xcf\\xc3\\xb5\\xb9\\xe5&#x27;                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>[kp.m-team.cc] M-Team - TP                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>www.spankhash.com                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>UID 235465@www.mimip2p.net                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>草榴社区@MianSheng                                                                                                                                                                                         </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Странник                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>CHANNEL NEO                                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>hgr168168                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>BJ                                                                                                                                                                                                         </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>mecaca                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>昆仑虚之巅@草榴社區                                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>[欧美美@草榴社区]                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>没线的风筝                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>尼尼撸-综合网站                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>100%真人激情裸聊 www.78xo.com                                                                                                                                                                              </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>jettej                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Daddy                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>diamond                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>中文片库                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://worldmkv.com                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;yatsingkoon@\\xa1\\xb9\\xb6q\\xb3c\\xa4\\xc0\\xa8\\xc9\\xbd\\xd7\\xbe\\xc2\\xa1\\xb9&#x27;                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>入微                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://discord.com/invite/wweVHZd6qg                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>602@第一会所                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>3484988vikci@第一会所                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>evilzy                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>化骨龍                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://www.kobo.com/ebook/an-archdemon-s-dilemma-how-to-love-your-elf-bride-volume-13                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>cqkd_czy                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>不辣de皮特                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>kaito                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>u3c3.com                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>☆影视帝国论坛☆                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>aaa23                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>hevcbay.com                                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>gn7650104                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>老舅电影                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>捕鼠人                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://www.gamestorrents.nu/                                                                                                                                                                              </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Aidoru-Online                                                                                                                                                                                              </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>公主殿下@第一會所                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>MP4BA电影网                                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xb8\\xb4\\xbb\\xee126&#x27;                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>微信公众号：卡其影视分享                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>百虎动画                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>425307@癡漢俱樂部                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>avp2p                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>GIFchuchushipin                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>EndlesSea                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Tanhuazu-探花族                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>推特搞啥呢                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>@K8bet.io@                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Misfits                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>黑暗虫洞                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>magazinesbb.com                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xc9\\xab\\xd6\\xd0\\xc9\\xab\\xd5\\x93\\x89\\xaf@www.SIS.xxx&#x27;                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>草榴社区@z10271                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>冰封爱河                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;[http://www.uniongang.net] \\xd4\\xe8\\xeb\\xfc\\xec\\xfb \\xee\\xf2 ELEKTRI4KA | \\xdd\\xcb\\xc5\\xca\\xd2\\xd0\\xc8\\xd7\\xca\\xc0 \\xed\\xe0 Uniongang&#x27;                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>zhangqq789@第一会所                                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>D2mp4                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>wangye6                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>ann@myfun4u.org                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>kino9999@18p2p                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;CHD\\xc1\\xaa\\xc3\\xcb&#x27;                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>satu@hongfire                                                                                                                                                                                              </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>polee                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>GM3089@18P2P                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>BT工厂 @ 5120911                                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>【U6A6.COM】_全网磁力最快更新                                                                                                                                                                              </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>sklc-P2P101.COM                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xb0\\xcb\\xd6\\xd8\\xf7\\xec&#x27;                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xcc\\xda\\xb7\\xc9\\xd4\\xda\\xcf\\xdf&#x27;                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;doa_o[\\xb9\\xc5\\xce\\xef\\xce\\xdd]&#x27;                                                                                                                                                                         </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>缘聚岛                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>素人辣妹正妹報報                                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;sweetsmile@CHD\\xc1\\xaa\\xc3\\xcb&#x27;                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>javtv.me                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>zhaochuan99                                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>草榴社区                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>四魂制作组                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>动漫花園                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>View my conspiracy torrents at                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>春卅娘@18p2p                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>1024核工厂最新地址                                                                                                                                                                                         </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>JPopsuki 2.0 904012437                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>wearebest@18P2P                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>HTCdesireHD@第一會所                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>11.55                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>shinjico                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>得得撸 www.dedelu.com                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Western&amp;HD-Jiggly                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>ningchia                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>filelist.ro                                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>dengzhi123_by_FDZone.ORG                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xab\\xb0\\xa5\\xab\\xad\\xb7\\xb1\\xa1 dioguitar23(\\xb2\\xc4\\xa4\\xbb\\xa4\\xd1\\xc5]\\xa4\\xfd)\\xad\\xec\\xb3\\xd0&#x27;                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>[http://rudub.tv] RuDub.TV                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>HZHJS                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Audible                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>skyuz                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>ever                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>El tio WAPILLO :v                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>草莓TV                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>加菲豆@第一会所                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>yaoshiqiao                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>PB                                                                                                                                                                                                         </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xb9\\xda\\xa4\\xbd\\xb6\\xe9\\xaeT\\xbc\\xd6\\xa4u\\xa7{@p16847&#x27;                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>GF@1024核工廠                                                                                                                                                                                              </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>54CECB5A0EA7_by_FDZone.ORG                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xc0\\xcb\\xd7\\xd3\\xd0\\xa1\\xb5\\xb6&#x27;                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>rendell_by_mimip2p.net, rendellxx_by_fdzone.org, rendell@SexInSex!                                                                                                                                         </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://e-hentai.org                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://to-url.com/torrent-igruha                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>jinzebin86@18p2p.com                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>birdmanfocker@18p2p                                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>GH37DgaBef6rQJyE2nvqb5YpS                                                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>AVdian@126.com                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>蜂鸟色区                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>亞瑟王                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;Bianca_Cooper_Touch99.com \\xa6\\xb3\\xa7\\xf3\\xa6h\\xa6n\\xb9\\xcf&#x27;                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>wT3j6PNrC5aOcD04yJ7xRotF8                                                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>村花论坛                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xc4\\xfa_\\x89\\xf4\\xb9\\xab\\x88@\\x8a\\xca\\x98\\xb7\\xb9\\xa4\\xb7\\xbb&#x27;                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>FISH321@18P2P                                                                                                                                                                                              </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>第一会所 sis001                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>huPE@18P2P                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>houlai=biaoqian                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;qilibi@\\xc1\\xf9\\xd4\\xc2\\xc2\\x93\\xc3\\xcb&#x27;                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>天池妖尊                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>sing0212000                                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>wandy_by_FDZone.org                                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>XO@kazamis                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>百撸社区|高清影片                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>KOOK                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>HQC                                                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>mc733                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>爱游戏                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>1158012^@^18p2p                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;Bianca_Cooper \\xa7\\xf3\\xa6h\\xac\\xfc\\xb9\\xcf\\xa5u\\xa6bTouch99&#x27;                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>xiaocuitj                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>星星不舔屄                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://www.crnaberza.com CrnaBerza                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>boby@mimip2p                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>magnet360@163.com                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Japanadultvideos 論壇 &lt;-----按此瀏覽更多                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>[http://x-torrents.nu] X-Torrents.org                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>euphoricer                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>2048核基地!!                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>zlb273692399@第一会所                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>花和尚                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xb4\\xbf\\xb0\\xae\\xc9\\xe7\\xc7\\xf8/wbzt&#x27;                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>三石@第一会所                                                                                                                                                                                              </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>JackyCheung@草榴社區                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xbf\\xe7\\xca\\xa1\\xbe\\xdc\\xb7\\xf1@9999999&#x27;                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>菜牙电影网                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>mehappy2012                                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://www.jp.square-enix.com/music/sem/page/chrono/trigger_revival/                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Scientists used to invent telephones, airplanes, microwave ovens... now all they invent is statistics that say they should get more funding.                                                               </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>RoxMarty                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>rczhi@18p2p.com                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>kkk8568                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>kenan2763                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>衣选集团                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>arthurwarlike@第一会所                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xb3\\xc7\\xca\\xd0\\xefL\\xc7\\xe9~~\\xcb\\xba\\xd2\\xb9\\xd4\\xad\\x84\\x93&#x27;                                                                                                                                         </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>東方明珠=ccvvm                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>从小缺钙                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Jackie                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>www.lupola.com                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>ashow.cc                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>品色影院                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>8400327@草榴社區                                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>gamezealot@18p2p                                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>uhla454@第一会所                                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>宅鱼                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>1024核工厂 Bt7086                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>hilllxs                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>豺狼也柔情                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>99堂                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>老肥                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Chikyuji-Animes, 2006 maggle!                                                                                                                                                                              </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>chaorentwo@18p2p                                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>若無其事@18p2p.com                                                                                                                                                                                         </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>hhd000.com                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>掠风窃尘                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xd3\\xd5\\xbb\\xf3\\xd3\\xe9\\xc0\\xd6\\xcd\\xf8\\xb5\\xe3\\xbb\\xf7\\xbd\\xf8\\xc8\\xeb \\xa8w\\xec\\xe1\\xbf\\xa1\\xc9\\xd9\\xec\\xe1\\xa8w&#x27;                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Kura999 from WaikeungBBS                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>XFSUB                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>huiasd                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;Rory @ D.C.\\xb8\\xea\\xb0T\\xa5\\xe6\\xacy\\xba\\xf4&#x27;                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://t.me/deletetvwrestling                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>dodododo                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Rambo@18p2p                                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xce\\xde\\xd0\\xc4\\xce\\xde\\xb4\\xe6&#x27;                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>filmplay                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>avdian@126.com                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>1025                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>956828@18p2p                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>夜游神                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xb2\\xbb\\xb5\\xc3\\xb2\\xbb\\xc9\\xab&#x27;                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>vbiukj                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>buxxa=bbvc                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>jnd16d                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>烽火不熄                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>pietro716                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Lus                                                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\x98Y\\xd4\\xad\\xa4\\xe6\\x97@&#x27;                                                                                                                                                                              </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>國產無碼                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xd0\\xc2\\xc7\\xd7\\xc3\\xdc\\xb0\\xae\\xc8\\xcb\\xc2\\xdb\\xcc\\xb3@\\xd6\\xc1\\xd7\\xf0\\xcc\\xec\\xc1\\xfa&#x27;                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>wangzhifeng@18p2p                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>dabohong_by_fdzone.org                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>TODO                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xb7\\xc9\\xd3\\xb0\\xbf\\xcd\\xcd\\xf8&#x27;                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>yav.me                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>http://www.jizhang1.space/?3316427                                                                                                                                                                         </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>pin0314(1470)@www.mycould.com                                                                                                                                                                              </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>handsomemouse@18p2p                                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xa4\\xc6\\xb0\\xa9\\xc0s@mimip2p&#x27;                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>面瘫                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>遁去的壹                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>弄死你娃L@2018x.win                                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>yyyyyuuuuu@18p2p                                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>狼主@SexInSex.net                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>1394130143@第一会所                                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>jove                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>电骡爱好者                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>westkyo@www.sis001.com                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>lzmcmbj@18p2p                                                                                                                                                                                              </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>dioguitar23(第六天魔王)@dioguitar23.me                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>VISTOR_by_FDZone.ORG                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>chris930                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>KTXP_秋沫                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>[WMAN-LorD] [UHD] [4K] [2160p] [REAL4K] [TGx]                                                                                                                                                              </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;A\\xab\\xac\\xa4\\xa3\\xa8}\\xc3\\xc8&#x27;                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xb8\\xfc\\xb6\\xe0\\xb8\\xfc\\xd0\\xc2\\xb5\\xe7\\xd3\\xb0\\xcf\\xc2\\xd4\\xd8\\xc7\\xeb\\xb5\\xe3\\xbb\\xf7\\xd5\\xe2\\xc0\\xef&#x27;                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Domaha.tv                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>destiny999@18p2p                                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>水母飄                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>HOUSEKEEPER                                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>RV原创组                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>月岚星辰520@第一会所                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xc3\\xe2\\xb7\\xd1\\xd4\\xda\\xcf\\xdf\\xd2\\xf4\\xc0\\xd6&#x27;                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>www.1024pk.com                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>爱城                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>amge50@www.sogclub.com                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>OneStar                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;Jocky123#\\xb8\\xfc\\xb6\\xe0\\xb5\\xc4\\xbe\\xab\\xb2\\xca\\xd3\\xb0\\xc6\\xac!&#x27;                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://getcomics.info                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>点击-海量种子                                                                                                                                                                                              </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>btziyuan                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>[http://x-torrents.org] X-Torrents.org (ex X-Torrents.ru)                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>18p2p by_UID 1380364                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://www.lspback.com                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>foxmoder996                                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://share.dmhy.org/topics/list/user_id/712935                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>玛尔亲王@第一会所                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://bbs2048.org/                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>rtjhuytu                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>淨空法師專集網站                                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xa1\\xb6\\xbd\\xcc\\xd3\\xfd\\xca\\xd6\\xc0\\xad\\xca\\xd6\\xa1\\xb7&#x27;                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>mc733+zgome                                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Goddess                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>NikeのＢ@第一会所                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;dvt\\xb0\\xc9&#x27;                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>微博：止于影书，公众号：影遇见书,@小鱼                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>free4                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>靜風@sis001                                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://www.1024btgc.com                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>kaniuniu                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>dcsk_By_FDZone.org                                                                                                                                                                                         </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>sigma@www.mimip2p.com                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>看翍荭尘                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>bjiok                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>lins2b                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>小馬克_by_FDZone.ORG                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>FSFS555@第一会所                                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>flowerff                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>lascruces                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>?nike?                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>SEX8.CC                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xb3\\xc9\\xc8\\xcb\\xc2\\xdb\\xcc\\xb3\\xbf\\xaa\\xb7\\xc5\\xd7\\xa2\\xb2\\xe1&#x27;                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>dio889.net(第六天魔王)@最新AV海量免費播放~魔王在線                                                                                                                                                         </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>APKMAZA.CO                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>13121152@18p2p                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>UID 185363@www.mimip2p.com                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xa4^\\xa4\\xa2\\xb5\\xbe@FDZone.org&#x27;                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>更多资源联系qq1273288348                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://nyaa.si/user/mrshowoff                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://boards.4channel.org/h/#s=hentai+upscales                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>mimu@18P2P                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xd7\\xd3\\xc7\\xe9 \\xd7\\xa3\\xba\\xd8\\xc9\\xab\\xd6\\xd0\\xc9\\xab \\xcb\\xc4\\xd6\\xdc\\xc4\\xea \\xcc\\xd8\\xb1\\xf0\\xcb\\xae\\xd3\\xa1\\xd1\\xb9\\xd6\\xc6&#x27;                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>殇情                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>风来西林                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>www.loliba.info                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;Nike\\xa4\\xce\\xa3\\xc2&#x27;                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>[www.pttime.org] PT时间                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>QxR                                                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>sunchiua_by_P2Pzone.org                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>wazx528                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>popgofansub                                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xc3\\xe2\\xb7\\xd1\\xb5\\xe7\\xd3\\xb0\\xcf\\xc2\\xd4\\xd8\\xbb\\xf9\\xb5\\xd8&#x27;                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>gremichaem                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xd0\\xc7\\xb3\\xbd\\xd0\\xa1\\xb7\\xe7\\xa3\\xa6\\xbe\\xab\\xc9\\xf1\\xc9\\xab\\xcb\\xd8\\xa3\\xa6cookiexp\\xa3\\xc0\\xd1\\xb0\\xba\\xfc\\xc9\\xe7\\xc7\\xf8&#x27;                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>sukebei.nyaa.si                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>pademon18p2p                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>MingYSub                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>aaamfk+zgome+bbryans                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>cyxy@http://38.114.38.172/forum/                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xd3\\xd7\\xc5\\xae\\xbc\\xab\\xc6\\xb7&#x27;                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://e-hentai.org/g/2375721/1b5e081312/                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>18P2P_dioguitar23.co(第六天魔王)@最新AV海量免費播放~魔王在線                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;AV\\xce\\xc4\\x99n\\xa3\\xfcADULT INTEGRATED COMMUNITY&#x27;                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>UID 1357210@18P2P.com                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>fuckkkingou                                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>闲云野鹤                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>LAPUMiA.NeT                                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>adult_cn                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>psoke                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>18p2p@liyang8926                                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>尘封追忆+色十八                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>littlefatbee                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>秋叶TV                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>msy91                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Niraya                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://www.kobo.com/ebook/that-time-i-got-reincarnated-as-a-slime-vol-13-light-novel                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>JPopsuki 2.0 941661648                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>yamyedye@18P2P                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>dansnow                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>H2CO3                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Downloaded from CracksHash.com                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\x8e\\xf7\\x8e\\xf7@\\x88\\xc3\\x91\\xe9\\x9a\\xa0\\x8c\\xb4\\x91n&#x27;                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>kamigami                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>G@1024核工廠                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>The Seaside Corpse                                                                                                                                                                                         </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xadw\\xbd\\xde_by_FDZone.ORG&#x27;                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>fangbayern                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>君乐                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Doctor Who                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>第一流氓@18P2P                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Deviloid.net                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xc1\\xf9\\xd4\\xc2\\xc1\\xaa\\xc3\\xcb hgfhgf&#x27;                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>wcer@18p2p.com                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://www.yitarx.com                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>wuchengzhou9000@www.SexInSex.net                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>nwcd                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>p2p_user@mimip2p                                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>zza@live.com                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>清风浪子@草榴社区                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>http://www.zone54.com                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>ssan998                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>xxfhd.com                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>mybmw320_by_SpeedPluss.ORG                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>woaibt@1024核工厂                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;[http://www.uniongang.tv] \\xd4\\xe8\\xeb\\xfc\\xec\\xfb \\xee\\xf2 ELEKTRI4KA | \\xdd\\xcb\\xc5\\xca\\xd2\\xd0\\xc8\\xd7\\xca\\xc0 \\xed\\xe0 Uniongang&#x27;                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>hegongc163                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>bigwai                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>t66y                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>cctc55                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>tto@18P2P                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Antidot Team                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>Torrent Galaxy                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://rutor.org                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>萤火虫IT服务全国连锁                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>葬爱@18p2p                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>贴心话                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>xuerui810405                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>SoulSeek                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>abbt@18p2p.com                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>深深可许@第一会所                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>lixuhua                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>b&#x27;\\xcc\\x93\\x9fo&#x27;                                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>animekayo.com                                                                                                                                                                                              </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>qiupianhao                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>173489627                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>wak11110@18P2P                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>[http://hdtracker.org] HD TRACKER                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>www.eien-acg.com                                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>index0123                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>hhd800.com                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>hndwje                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>http://www.meitubb.com/forum.php                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>最新地址                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>https://anidb.net/file/3082403                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>更多精彩 @ 卡卡拉                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\n",
       "<tr><td>olo@第一会所                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\n",
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       "'<table>\\n<tbody>\\n<tr><td>PMEDIA                                                                                                                                                                                                     </td><td style=\"text-align: right;\">123</td></tr>\\n<tr><td>http://tapochek.net/index.php                                                                                                                                                                              </td><td style=\"text-align: right;\">106</td></tr>\\n<tr><td>高清下载吧！                                                                                                                                                                                               </td><td style=\"text-align: right;\"> 87</td></tr>\\n<tr><td>https://FreeCourseWeb.com                                                                                                                                                                                  </td><td style=\"text-align: right;\"> 85</td></tr>\\n<tr><td>灣搭拉咩拉                                                                                                                                                                                                 </td><td style=\"text-align: right;\"> 71</td></tr>\\n<tr><td>脫拉庫                                                                                                                                                                                                     </td><td style=\"text-align: right;\"> 65</td></tr>\\n<tr><td>1024社區最新地址                                                                                                                                                                                           </td><td style=\"text-align: right;\"> 57</td></tr>\\n<tr><td>第一會所新片@SIS001                                                                                                                     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28</td></tr>\\n<tr><td>國產精品                                                                                                                                                                                                   </td><td style=\"text-align: right;\"> 25</td></tr>\\n<tr><td>吃雞大神                                                                                                                                                                                                   </td><td style=\"text-align: right;\"> 23</td></tr>\\n<tr><td>1024社區                                                                                                                                                                                                   </td><td style=\"text-align: right;\"> 23</td></tr>\\n<tr><td>老含及                                                                                                                                                                                                     </td><td style=\"text-align: right;\"> 23</td></tr>\\n<tr><td>b48t.com                                                                                                                                                                                                   </td><td style=\"text-align: right;\"> 21</td></tr>\\n<tr><td>https://rh2048.com                                                                                                                                                                                         </td><td style=\"text-align: right;\"> 20</td></tr>\\n<tr><td>麻豆之神                                                                                                                                                                                                   </td><td style=\"text-align: right;\"> 19</td></tr>\\n<tr><td>欧宝                                                                                                                                           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                                                                                                          </td><td style=\"text-align: right;\"> 17</td></tr>\\n<tr><td>刷刷刷                                                                                                                                                                                                     </td><td style=\"text-align: right;\"> 16</td></tr>\\n<tr><td>1024                                                                                                                                                                                                       </td><td style=\"text-align: right;\"> 16</td></tr>\\n<tr><td>1024工厂                                                                                                                                                                                                   </td><td style=\"text-align: right;\"> 16</td></tr>\\n<tr><td>AV大平台                                      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15</td></tr>\\n<tr><td>b&#x27;\\\\xcf\\\\xeb\\\\xb7\\\\xa2\\\\xc8\\\\xb4\\\\xb2\\\\xbb\\\\xbb\\\\xe1&#x27;                                                                                                                                                                </td><td style=\"text-align: right;\"> 14</td></tr>\\n<tr><td>不予                                                                                                                                                                                                       </td><td style=\"text-align: right;\"> 13</td></tr>\\n<tr><td>xp1024                                                                                                                                                                                                     </td><td style=\"text-align: right;\"> 12</td></tr>\\n<tr><td>https://1tors.ru/                                                                                                                                                                                          </td><td style=\"text-align: right;\"> 12</td></tr>\\n<tr><td>小樱                                                                                                                                                                                                       </td><td style=\"text-align: right;\"> 11</td></tr>\\n<tr><td>美女裸聊直播                                                                                                                                                                                               </td><td style=\"text-align: right;\"> 11</td></tr>\\n<tr><td>發片小王子@18p2p                                                                                                                                                                                           </td><td style=\"text-align: right;\"> 11</td></tr>\\n<tr><td>老司机论坛                                                                                              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                                                                                                                                                     </td><td style=\"text-align: right;\"> 10</td></tr>\\n<tr><td>https://discord.gg/vbJ7RTn                                                                                                                                                                                 </td><td style=\"text-align: right;\"> 10</td></tr>\\n<tr><td>b&#x27;\\\\xb3\\\\xcc\\\\xb7sAV \\\\xa4\\\\xd1\\\\xaa\\\\xc5\\\\xbd\\\\xd7\\\\xbe\\\\xc2 IP&#x27;                                                                                                                                                     </td><td style=\"text-align: right;\"> 10</td></tr>\\n<tr><td>PiRaX @ TamilBlasters.Net                                                                                                                                                                                  </td><td style=\"text-align: right;\"> 10</td></tr>\\n<tr><td>nyaa001                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  9</td></tr>\\n<tr><td>b&#x27;dioguitar23(\\\\xb2\\\\xc4\\\\xa4\\\\xbb\\\\xa4\\\\xd1\\\\xc5]\\\\xa4\\\\xfd)\\\\xad\\\\xec\\\\xb3\\\\xd0&#x27;                                                                                                                                      </td><td style=\"text-align: right;\">  9</td></tr>\\n<tr><td>orion                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  9</td></tr>\\n<tr><td>愛在黑夜001                                                                                                                                                                                                </td><td style=\"text-align: right;\">  9</td></tr>\\n<tr><td>Zelka.ORG                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  8</td></tr>\\n<tr><td>约战竞技场                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  8</td></tr>\\n<tr><td>xue0117                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  8</td></tr>\\n<tr><td>BBVC                                                  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5</td></tr>\\n<tr><td>b&#x27;\\\\xc1\\\\xf9\\\\xd4\\\\xc2\\\\xc1\\\\xaa\\\\xc3\\\\xcb&#x27;                                                                                                                                                                        </td><td style=\"text-align: right;\">  5</td></tr>\\n<tr><td>94i88影城-点击跳转                                                                                                                                                                                         </td><td style=\"text-align: right;\">  5</td></tr>\\n<tr><td>百撸社区|高清资源                                                                                                                                                                                          </td><td style=\"text-align: right;\">  5</td></tr>\\n<tr><td>cangkong                                                                                                                                                            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right;\">  4</td></tr>\\n<tr><td>https://downloadcursos.top/                                                                                                                                                                                </td><td style=\"text-align: right;\">  4</td></tr>\\n<tr><td>youiv                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  4</td></tr>\\n<tr><td>Burnbit                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  4</td></tr>\\n<tr><td>rutracker.org                                                                                                                                                                                              </td><td style=\"text-align: right;\">  4</td></tr>\\n<tr><td>olo@SIS001                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  4</td></tr>\\n<tr><td>b&#x27;\\\\xab\\\\xb0\\\\xa5\\\\xab\\\\xad\\\\xb7\\\\xb1\\\\xa1~\\\\xc5]\\\\xa7\\\\xd9\\\\xad\\\\xec\\\\xb3\\\\xd0&#x27;                                                                                                                                          </td><td style=\"text-align: right;\">  4</td></tr>\\n<tr><td>魔王之家                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  4</td></tr>\\n<tr><td>杏吧                                                             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1</td></tr>\\n<tr><td>风来西林                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>www.loliba.info                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>b&#x27;Nike\\\\xa4\\\\xce\\\\xa3\\\\xc2&#x27;                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>[www.pttime.org] PT时间                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>QxR                                                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>sunchiua_by_P2Pzone.org                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>wazx528                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>popgofansub                                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>b&#x27;\\\\xc3\\\\xe2\\\\xb7\\\\xd1\\\\xb5\\\\xe7\\\\xd3\\\\xb0\\\\xcf\\\\xc2\\\\xd4\\\\xd8\\\\xbb\\\\xf9\\\\xb5\\\\xd8&#x27;                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>gremichaem                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>b&#x27;\\\\xd0\\\\xc7\\\\xb3\\\\xbd\\\\xd0\\\\xa1\\\\xb7\\\\xe7\\\\xa3\\\\xa6\\\\xbe\\\\xab\\\\xc9\\\\xf1\\\\xc9\\\\xab\\\\xcb\\\\xd8\\\\xa3\\\\xa6cookiexp\\\\xa3\\\\xc0\\\\xd1\\\\xb0\\\\xba\\\\xfc\\\\xc9\\\\xe7\\\\xc7\\\\xf8&#x27;                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>sukebei.nyaa.si                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>pademon18p2p                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>MingYSub                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>aaamfk+zgome+bbryans                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>cyxy@http://38.114.38.172/forum/                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>b&#x27;\\\\xd3\\\\xd7\\\\xc5\\\\xae\\\\xbc\\\\xab\\\\xc6\\\\xb7&#x27;                                                                                                                                                                        </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>https://e-hentai.org/g/2375721/1b5e081312/                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>18P2P_dioguitar23.co(第六天魔王)@最新AV海量免費播放~魔王在線                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>b&#x27;AV\\\\xce\\\\xc4\\\\x99n\\\\xa3\\\\xfcADULT INTEGRATED COMMUNITY&#x27;                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>UID 1357210@18P2P.com                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>fuckkkingou                                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>闲云野鹤                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>LAPUMiA.NeT                                                                                                                                                                                                </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>adult_cn                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>psoke                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>18p2p@liyang8926                                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>尘封追忆+色十八                                                                                                                                                                                            </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>littlefatbee                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>秋叶TV                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>msy91                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>Niraya                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>https://www.kobo.com/ebook/that-time-i-got-reincarnated-as-a-slime-vol-13-light-novel                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>JPopsuki 2.0 941661648                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>yamyedye@18P2P                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>dansnow                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>H2CO3                                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>Downloaded from CracksHash.com                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>b&#x27;\\\\x8e\\\\xf7\\\\x8e\\\\xf7@\\\\x88\\\\xc3\\\\x91\\\\xe9\\\\x9a\\\\xa0\\\\x8c\\\\xb4\\\\x91n&#x27;                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>kamigami                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>G@1024核工廠                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>The Seaside Corpse                                                                                                                                                                                         </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>b&#x27;\\\\xadw\\\\xbd\\\\xde_by_FDZone.ORG&#x27;                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>fangbayern                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>君乐                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>Doctor Who                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>第一流氓@18P2P                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>Deviloid.net                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>b&#x27;\\\\xc1\\\\xf9\\\\xd4\\\\xc2\\\\xc1\\\\xaa\\\\xc3\\\\xcb hgfhgf&#x27;                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>wcer@18p2p.com                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>https://www.yitarx.com                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>wuchengzhou9000@www.SexInSex.net                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>nwcd                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>p2p_user@mimip2p                                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>zza@live.com                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>清风浪子@草榴社区                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>http://www.zone54.com                                                                                                                                                                                      </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>ssan998                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>xxfhd.com                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>mybmw320_by_SpeedPluss.ORG                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>woaibt@1024核工厂                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>b&#x27;[http://www.uniongang.tv] \\\\xd4\\\\xe8\\\\xeb\\\\xfc\\\\xec\\\\xfb \\\\xee\\\\xf2 ELEKTRI4KA | \\\\xdd\\\\xcb\\\\xc5\\\\xca\\\\xd2\\\\xd0\\\\xc8\\\\xd7\\\\xca\\\\xc0 \\\\xed\\\\xe0 Uniongang&#x27;                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>hegongc163                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>bigwai                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>t66y                                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>cctc55                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>tto@18P2P                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>Antidot Team                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>Torrent Galaxy                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>https://rutor.org                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>萤火虫IT服务全国连锁                                                                                                                                                                                       </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>葬爱@18p2p                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>贴心话                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>xuerui810405                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>SoulSeek                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>abbt@18p2p.com                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>深深可许@第一会所                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>lixuhua                                                                                                                                                                                                    </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>b&#x27;\\\\xcc\\\\x93\\\\x9fo&#x27;                                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>animekayo.com                                                                                                                                                                                              </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>qiupianhao                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>173489627                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>wak11110@18P2P                                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>[http://hdtracker.org] HD TRACKER                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>www.eien-acg.com                                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>index0123                                                                                                                                                                                                  </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>hhd800.com                                                                                                                                                                                                 </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>hndwje                                                                                                                                                                                                     </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>http://www.meitubb.com/forum.php                                                                                                                                                                           </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>最新地址                                                                                                                                                                                                   </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>https://anidb.net/file/3082403                                                                                                                                                                             </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>更多精彩 @ 卡卡拉                                                                                                                                                                                          </td><td style=\"text-align: right;\">  1</td></tr>\\n<tr><td>olo@第一会所                                                                                                                                                                                               </td><td style=\"text-align: right;\">  1</td></tr>\\n</tbody>\\n</table>'"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = monotonic()\n",
    "def sources():\n",
    "    sources = {}\n",
    "    for sha1, torrent in torrents.items():\n",
    "        source = torrent.dict.get(b'info').get(b'source')\n",
    "        if source is None:\n",
    "            source = torrent.dict.get(b'info').get(b'publisher')\n",
    "        if source is None:\n",
    "            source = torrent.dict.get(b'info').get(b'publisher-url')\n",
    "        try:\n",
    "            if type(source) is bytes:\n",
    "                source = source.decode().strip()\n",
    "        except UnicodeDecodeError:\n",
    "            pass\n",
    "        if source not in sources.keys():\n",
    "            sources[source] = 1\n",
    "        else:\n",
    "            sources[source] += 1\n",
    "    return sources\n",
    "sources = sources()\n",
    "sort = sorted(sources, reverse=True, key=lambda x:sources[x])\n",
    "sort.remove(None)\n",
    "print(monotonic()-s, \"s\", sources[None]/len(torrents)*100, \"brez ključa source, publisher ali publisher-url\")\n",
    "from tabulate import tabulate\n",
    "tabulate([[x, sources[x]] for x in sort], tablefmt=\"html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4bd1f517",
   "metadata": {},
   "outputs": [],
   "source": [
    "s = monotonic()\n",
    "def removeminorities(population, minrepr=0, ostalo=\"ostalo\"):\n",
    "    true = {ostalo: 0}\n",
    "    for key, value in population.items():\n",
    "        if value < minrepr:\n",
    "            true[ostalo] += value\n",
    "        else:\n",
    "            true[key] = value\n",
    "    return true\n",
    "from mimetypes import guess_type\n",
    "def ext(mime=False, minreprratio=0):\n",
    "    bycount = {}\n",
    "    bysize = {}\n",
    "    bysizerepresentative = {}\n",
    "    filescount = 0\n",
    "    bytescount = 0\n",
    "    for sha1, torrent in torrents.items():\n",
    "        try:\n",
    "            representatives = {}\n",
    "            for path, size in torrent.paths():\n",
    "                filescount += 1\n",
    "                bytescount += size\n",
    "                if mime:\n",
    "                    ext = guess_type(path.pop().decode(encoding=\"iso-8859-2\"))[0]\n",
    "                else:\n",
    "                    ext = path.pop().split(b'.').pop().decode(encoding=\"iso-8859-2\").lower()\n",
    "                if ext not in bycount.keys():\n",
    "                    bycount[ext] = 1\n",
    "                else:\n",
    "                    bycount[ext] += 1\n",
    "                if ext not in bysize.keys():\n",
    "                    bysize[ext] = size\n",
    "                else:\n",
    "                    bysize[ext] += size\n",
    "                if ext not in representatives.keys():\n",
    "                    representatives[ext] = size\n",
    "                else:\n",
    "                    representatives[ext] += size\n",
    "        except AttributeError:\n",
    "            print(sha1.hex(), torrent)\n",
    "            raise AttributeError\n",
    "        try:\n",
    "            representative = sorted(representatives, key=lambda x:representatives[x]).pop()\n",
    "        except IndexError:\n",
    "            print(sha1.hex(), torrent)\n",
    "            raise IndexError\n",
    "        if representative not in bysizerepresentative.keys():\n",
    "            bysizerepresentative[representative] = 1\n",
    "        else:\n",
    "            bysizerepresentative[representative] += 1\n",
    "    truebycount = removeminorities(bycount, minreprratio*filescount, \"ostale\")\n",
    "    truebysize = removeminorities(bysize, minreprratio*bytescount, \"ostale\")\n",
    "    truebysizerepresentative = removeminorities(bysizerepresentative, minreprratio*len(torrents), \"ostale\")\n",
    "    for data in [truebycount, truebysize, truebysizerepresentative]:\n",
    "        data = [(v, k) for k, v in data.items()]\n",
    "    return truebycount, truebysize, truebysizerepresentative, len(bycount), filescount, bytescount\n",
    "print(\"...\")\n",
    "bycount, bysize, bysizerepresentative, kinds, filescount, bytescount = ext(False, 0.001)\n",
    "print(monotonic()-s, \"s\", count, \"različnih tipov v\", filescount, \"datotekah in\", bytescount/(1024**4), \"TiB\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "82ab922a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function () {\n",
       "    if (typeof WebSocket !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert(\n",
       "            'Your browser does not have WebSocket support. ' +\n",
       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "                'Firefox 4 and 5 are also supported but you ' +\n",
       "                'have to enable WebSockets in about:config.'\n",
       "        );\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById('mpl-warnings');\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent =\n",
       "                'This browser does not support binary websocket messages. ' +\n",
       "                'Performance may be slow.';\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen = function () {\n",
       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
       "        fig.send_message('send_image_mode', {});\n",
       "        if (fig.ratio !== 1) {\n",
       "            fig.send_message('set_device_pixel_ratio', {\n",
       "                device_pixel_ratio: fig.ratio,\n",
       "            });\n",
       "        }\n",
       "        fig.send_message('refresh', {});\n",
       "    };\n",
       "\n",
       "    this.imageObj.onload = function () {\n",
       "        if (fig.image_mode === 'full') {\n",
       "            // Full images could contain transparency (where diff images\n",
       "            // almost always do), so we need to clear the canvas so that\n",
       "            // there is no ghosting.\n",
       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "        }\n",
       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "    };\n",
       "\n",
       "    this.imageObj.onunload = function () {\n",
       "        fig.ws.close();\n",
       "    };\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_header = function () {\n",
       "    var titlebar = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute('tabindex', '0');\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;' +\n",
       "            'z-index: 2;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box;' +\n",
       "            'pointer-events: none;' +\n",
       "            'position: relative;' +\n",
       "            'z-index: 0;'\n",
       "    );\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box;' +\n",
       "            'left: 0;' +\n",
       "            'pointer-events: none;' +\n",
       "            'position: absolute;' +\n",
       "            'top: 0;' +\n",
       "            'z-index: 1;'\n",
       "    );\n",
       "\n",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            /* This rescales the canvas back to display pixels, so that it\n",
       "             * appears correct on HiDPI screens. */\n",
       "            canvas.style.width = width + 'px';\n",
       "            canvas.style.height = height + 'px';\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        /* User Agent sniffing is bad, but WebKit is busted:\n",
       "         * https://bugs.webkit.org/show_bug.cgi?id=144526\n",
       "         * https://bugs.webkit.org/show_bug.cgi?id=181818\n",
       "         * The worst that happens here is that they get an extra browser\n",
       "         * selection when dragging, if this check fails to catch them.\n",
       "         */\n",
       "        var UA = navigator.userAgent;\n",
       "        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n",
       "        if(isWebKit) {\n",
       "            return function (event) {\n",
       "                /* This prevents the web browser from automatically changing to\n",
       "                 * the text insertion cursor when the button is pressed. We\n",
       "                 * want to control all of the cursor setting manually through\n",
       "                 * the 'cursor' event from matplotlib */\n",
       "                event.preventDefault()\n",
       "                return fig.mouse_event(event, name);\n",
       "            };\n",
       "        } else {\n",
       "            return function (event) {\n",
       "                return fig.mouse_event(event, name);\n",
       "            };\n",
       "        }\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'dblclick',\n",
       "        on_mouse_event_closure('dblclick')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    canvas_div.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    canvas_div.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus() {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_message = function (type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function () {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
       "    fig.canvas_div.style.cursor = msg['cursor'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message('ack', {});\n",
       "};\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            var img = evt.data;\n",
       "            if (img.type !== 'image/png') {\n",
       "                /* FIXME: We get \"Resource interpreted as Image but\n",
       "                 * transferred with MIME type text/plain:\" errors on\n",
       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "                 * to be part of the websocket stream */\n",
       "                img.type = 'image/png';\n",
       "            }\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src\n",
       "                );\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                img\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig['handle_' + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "};\n",
       "\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * https://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys(original) {\n",
       "    return Object.keys(original).reduce(function (obj, key) {\n",
       "        if (typeof original[key] !== 'object') {\n",
       "            obj[key] = original[key];\n",
       "        }\n",
       "        return obj;\n",
       "    }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
       "    if (name === 'button_press') {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    // from https://stackoverflow.com/q/1114465\n",
       "    var boundingRect = this.canvas.getBoundingClientRect();\n",
       "    var x = (event.clientX - boundingRect.left) * this.ratio;\n",
       "    var y = (event.clientY - boundingRect.top) * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\n",
       "\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.key_event = function (event, name) {\n",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.key === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.key;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.key !== 'Control') {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    else if (event.altKey && event.key !== 'Alt') {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
       "        value += 'shift+';\n",
       "    }\n",
       "\n",
       "    value += 'k' + event.key;\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
       "    if (name === 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message('toolbar_button', { name: name });\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "var comm_websocket_adapter = function (comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
       "    ws.readyState = comm.kernel.ws.readyState;\n",
       "    function updateReadyState(_event) {\n",
       "        if (comm.kernel.ws) {\n",
       "            ws.readyState = comm.kernel.ws.readyState;\n",
       "        } else {\n",
       "            ws.readyState = 3; // Closed state.\n",
       "        }\n",
       "    }\n",
       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
       "\n",
       "    ws.close = function () {\n",
       "        comm.close();\n",
       "    };\n",
       "    ws.send = function (m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function (msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        var data = msg['content']['data'];\n",
       "        if (data['blob'] !== undefined) {\n",
       "            data = {\n",
       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
       "            };\n",
       "        }\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(data);\n",
       "    });\n",
       "    return ws;\n",
       "};\n",
       "\n",
       "mpl.mpl_figure_comm = function (comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element;\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error('Failed to find cell for figure', id, fig);\n",
       "        return;\n",
       "    }\n",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable();\n",
       "    fig.parent_element.innerHTML =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "    fig.close_ws(fig, msg);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message('ack', {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('tabindex', 0);\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "mpl.find_output_cell = function (html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i = 0; i < ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code') {\n",
       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] === html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "};\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel !== null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "<img 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\" width=\"940\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[132], line 9\u001b[0m\n\u001b[1;32m      7\u001b[0m fig, axes \u001b[38;5;241m=\u001b[39m pyplot\u001b[38;5;241m.\u001b[39msubplots()\n\u001b[1;32m      8\u001b[0m \u001b[38;5;66;03m# axes.pie([data[1][key] for key in data[0]], labels=data[0])\u001b[39;00m\n\u001b[0;32m----> 9\u001b[0m \u001b[43maxes\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbarh\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m[\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m]\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mkey\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     10\u001b[0m pyplot\u001b[38;5;241m.\u001b[39mxscale(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlog\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m     11\u001b[0m axes\u001b[38;5;241m.\u001b[39mset_title(desc)\n",
      "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/axes/_axes.py:2623\u001b[0m, in \u001b[0;36mAxes.barh\u001b[0;34m(self, y, width, height, left, align, data, **kwargs)\u001b[0m\n\u001b[1;32m   2513\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m   2514\u001b[0m \u001b[38;5;124;03mMake a horizontal bar plot.\u001b[39;00m\n\u001b[1;32m   2515\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   2620\u001b[0m \u001b[38;5;124;03m:doc:`/gallery/lines_bars_and_markers/horizontal_barchart_distribution`.\u001b[39;00m\n\u001b[1;32m   2621\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m   2622\u001b[0m kwargs\u001b[38;5;241m.\u001b[39msetdefault(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124morientation\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mhorizontal\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m-> 2623\u001b[0m patches \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbar\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mleft\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mheight\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mheight\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mwidth\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mwidth\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbottom\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2624\u001b[0m \u001b[43m                   \u001b[49m\u001b[43malign\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43malign\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   2625\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m patches\n",
      "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/__init__.py:1423\u001b[0m, in \u001b[0;36m_preprocess_data.<locals>.inner\u001b[0;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1420\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(func)\n\u001b[1;32m   1421\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21minner\u001b[39m(ax, \u001b[38;5;241m*\u001b[39margs, data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m   1422\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m-> 1423\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43max\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mmap\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43msanitize_sequence\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1425\u001b[0m     bound \u001b[38;5;241m=\u001b[39m new_sig\u001b[38;5;241m.\u001b[39mbind(ax, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m   1426\u001b[0m     auto_label \u001b[38;5;241m=\u001b[39m (bound\u001b[38;5;241m.\u001b[39marguments\u001b[38;5;241m.\u001b[39mget(label_namer)\n\u001b[1;32m   1427\u001b[0m                   \u001b[38;5;129;01mor\u001b[39;00m bound\u001b[38;5;241m.\u001b[39mkwargs\u001b[38;5;241m.\u001b[39mget(label_namer))\n",
      "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/axes/_axes.py:2454\u001b[0m, in \u001b[0;36mAxes.bar\u001b[0;34m(self, x, height, width, bottom, align, **kwargs)\u001b[0m\n\u001b[1;32m   2451\u001b[0m args \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mzip\u001b[39m(left, bottom, width, height, color, edgecolor, linewidth,\n\u001b[1;32m   2452\u001b[0m            hatch, patch_labels)\n\u001b[1;32m   2453\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m l, b, w, h, c, e, lw, htch, lbl \u001b[38;5;129;01min\u001b[39;00m args:\n\u001b[0;32m-> 2454\u001b[0m     r \u001b[38;5;241m=\u001b[39m \u001b[43mmpatches\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mRectangle\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   2455\u001b[0m \u001b[43m        \u001b[49m\u001b[43mxy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43ml\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mb\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mwidth\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mw\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mheight\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mh\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2456\u001b[0m \u001b[43m        \u001b[49m\u001b[43mfacecolor\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mc\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2457\u001b[0m \u001b[43m        \u001b[49m\u001b[43medgecolor\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43me\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2458\u001b[0m \u001b[43m        \u001b[49m\u001b[43mlinewidth\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlw\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2459\u001b[0m \u001b[43m        \u001b[49m\u001b[43mlabel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlbl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2460\u001b[0m \u001b[43m        \u001b[49m\u001b[43mhatch\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mhtch\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2461\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   2462\u001b[0m     r\u001b[38;5;241m.\u001b[39m_internal_update(kwargs)\n\u001b[1;32m   2463\u001b[0m     r\u001b[38;5;241m.\u001b[39mget_path()\u001b[38;5;241m.\u001b[39m_interpolation_steps \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m100\u001b[39m\n",
      "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/_api/deprecation.py:454\u001b[0m, in \u001b[0;36mmake_keyword_only.<locals>.wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    448\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(args) \u001b[38;5;241m>\u001b[39m name_idx:\n\u001b[1;32m    449\u001b[0m     warn_deprecated(\n\u001b[1;32m    450\u001b[0m         since, message\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPassing the \u001b[39m\u001b[38;5;132;01m%(name)s\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%(obj_type)s\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    451\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpositionally is deprecated since Matplotlib \u001b[39m\u001b[38;5;132;01m%(since)s\u001b[39;00m\u001b[38;5;124m; the \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    452\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mparameter will become keyword-only \u001b[39m\u001b[38;5;132;01m%(removal)s\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m    453\u001b[0m         name\u001b[38;5;241m=\u001b[39mname, obj_type\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mparameter of \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m()\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 454\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/patches.py:712\u001b[0m, in \u001b[0;36mRectangle.__init__\u001b[0;34m(self, xy, width, height, angle, rotation_point, **kwargs)\u001b[0m\n\u001b[1;32m    687\u001b[0m \u001b[38;5;129m@_docstring\u001b[39m\u001b[38;5;241m.\u001b[39mdedent_interpd\n\u001b[1;32m    688\u001b[0m \u001b[38;5;129m@_api\u001b[39m\u001b[38;5;241m.\u001b[39mmake_keyword_only(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m3.6\u001b[39m\u001b[38;5;124m\"\u001b[39m, name\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mangle\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    689\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m, xy, width, height, angle\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.0\u001b[39m, \u001b[38;5;241m*\u001b[39m,\n\u001b[1;32m    690\u001b[0m              rotation_point\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mxy\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m    691\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    692\u001b[0m \u001b[38;5;124;03m    Parameters\u001b[39;00m\n\u001b[1;32m    693\u001b[0m \u001b[38;5;124;03m    ----------\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    710\u001b[0m \u001b[38;5;124;03m        %(Patch:kwdoc)s\u001b[39;00m\n\u001b[1;32m    711\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 712\u001b[0m     \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__init__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    713\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_x0 \u001b[38;5;241m=\u001b[39m xy[\u001b[38;5;241m0\u001b[39m]\n\u001b[1;32m    714\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_y0 \u001b[38;5;241m=\u001b[39m xy[\u001b[38;5;241m1\u001b[39m]\n",
      "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/_api/deprecation.py:454\u001b[0m, in \u001b[0;36mmake_keyword_only.<locals>.wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    448\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(args) \u001b[38;5;241m>\u001b[39m name_idx:\n\u001b[1;32m    449\u001b[0m     warn_deprecated(\n\u001b[1;32m    450\u001b[0m         since, message\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPassing the \u001b[39m\u001b[38;5;132;01m%(name)s\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;132;01m%(obj_type)s\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    451\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpositionally is deprecated since Matplotlib \u001b[39m\u001b[38;5;132;01m%(since)s\u001b[39;00m\u001b[38;5;124m; the \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    452\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mparameter will become keyword-only \u001b[39m\u001b[38;5;132;01m%(removal)s\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m    453\u001b[0m         name\u001b[38;5;241m=\u001b[39mname, obj_type\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mparameter of \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m()\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 454\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/patches.py:98\u001b[0m, in \u001b[0;36mPatch.__init__\u001b[0;34m(self, edgecolor, facecolor, color, linewidth, linestyle, antialiased, hatch, fill, capstyle, joinstyle, **kwargs)\u001b[0m\n\u001b[1;32m     95\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mset_joinstyle(joinstyle)\n\u001b[1;32m     97\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(kwargs):\n\u001b[0;32m---> 98\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_internal_update\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/artist.py:1186\u001b[0m, in \u001b[0;36mArtist._internal_update\u001b[0;34m(self, kwargs)\u001b[0m\n\u001b[1;32m   1179\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_internal_update\u001b[39m(\u001b[38;5;28mself\u001b[39m, kwargs):\n\u001b[1;32m   1180\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m   1181\u001b[0m \u001b[38;5;124;03m    Update artist properties without prenormalizing them, but generating\u001b[39;00m\n\u001b[1;32m   1182\u001b[0m \u001b[38;5;124;03m    errors as if calling `set`.\u001b[39;00m\n\u001b[1;32m   1183\u001b[0m \n\u001b[1;32m   1184\u001b[0m \u001b[38;5;124;03m    The lack of prenormalization is to maintain backcompatibility.\u001b[39;00m\n\u001b[1;32m   1185\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m-> 1186\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_update_props\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1187\u001b[0m \u001b[43m        \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;132;43;01m{cls.__name__}\u001b[39;49;00m\u001b[38;5;124;43m.set() got an unexpected keyword argument \u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\n\u001b[1;32m   1188\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;132;43;01m{prop_name!r}\u001b[39;49;00m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m/usr/lib/python3.10/site-packages/matplotlib/artist.py:1151\u001b[0m, in \u001b[0;36mArtist._update_props\u001b[0;34m(self, props, errfmt)\u001b[0m\n\u001b[1;32m   1144\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m   1145\u001b[0m \u001b[38;5;124;03mHelper for `.Artist.set` and `.Artist.update`.\u001b[39;00m\n\u001b[1;32m   1146\u001b[0m \n\u001b[1;32m   1147\u001b[0m \u001b[38;5;124;03m*errfmt* is used to generate error messages for invalid property\u001b[39;00m\n\u001b[1;32m   1148\u001b[0m \u001b[38;5;124;03mnames; it get formatted with ``type(self)`` and the property name.\u001b[39;00m\n\u001b[1;32m   1149\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m   1150\u001b[0m ret \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m-> 1151\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m cbook\u001b[38;5;241m.\u001b[39m_setattr_cm(\u001b[38;5;28mself\u001b[39m, eventson\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m):\n\u001b[1;32m   1152\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m k, v \u001b[38;5;129;01min\u001b[39;00m props\u001b[38;5;241m.\u001b[39mitems():\n\u001b[1;32m   1153\u001b[0m         \u001b[38;5;66;03m# Allow attributes we want to be able to update through\u001b[39;00m\n\u001b[1;32m   1154\u001b[0m         \u001b[38;5;66;03m# art.update, art.set, setp.\u001b[39;00m\n\u001b[1;32m   1155\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m k \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124maxes\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "sortcount = sorted(bycount, reverse=False, key=lambda x: bycount[x])\n",
    "sortsize = sorted(bysize, reverse=False, key=lambda x: bysize[x])\n",
    "sortsizerepresentative = sorted(bysizerepresentative, reverse=False, key=lambda x: bysizerepresentative[x])\n",
    "from matplotlib import pyplot\n",
    "%matplotlib notebook\n",
    "for desc, data in {\"po številu datotek\": (sortcount, bycount), \"po velikosti datotek\": (sortsize, bysize), \"po številu po velikosti največjih datotek torrentov\": (sortsizerepresentative, bysizerepresentative)}.items():\n",
    "    fig, axes = pyplot.subplots()\n",
    "    # axes.pie([data[1][key] for key in data[0]], labels=data[0])\n",
    "    axes.barh(data[0], [data[1][key] for key in data[0]])\n",
    "    pyplot.xscale(\"log\")\n",
    "    axes.set_title(desc)\n",
    "    fig.show()"
   ]
  }
 ],
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