learn_python.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#### 1. Basic - initial value, conversion between different types - upcast or downcast\n",
    "- 1.1 int, float, double, boolean\n",
    "- 1.2 char, string - slice, substring, index, trim, conversion between numeric value and string\n",
    "- 1.3 print and string format\n",
    "- 1.4 operators, enum\n",
    "- 1.5 math\n",
    "\n",
    "#### 2. for, while, do, if-else, continue, break - range, xrange\n",
    "\n",
    "#### 3. Data Structures:\n",
    "* initialize, length, assign value, add, delete, insert, visit, index, slice, compare (ref, empty), sort\n",
    "- 3.1 containers - list, map/dictionary, set, tuple, triple -- in or not in\n",
    "- 3.2 iterator - range, xrange, linespace\n",
    "\n",
    "#### 4. I/O and sys:\n",
    "- 4.1 File - I/O, append, buffer, lines, with block\n",
    "- 4.2 directory - list files, file names, delte/create file, exists, create new directory\n",
    "- 4.3 wilder chars, regular expression, zip, mapreduce\n",
    "\n",
    "#### 5. Object Oriented programming:\n",
    "- 5.1 function - lambda, arguments, return types, comments\n",
    "- 5.2 class - abstract class & interface/protocol, class attribute & instance attribute, toString, compare\n",
    "- 5.3 hashable, tostring, compare, iterable/iterator, try-exception-raise\n",
    "- 5.4 object serialization or deserialization\n",
    "- 5.5 module & packages & naming conventions\n",
    "- 5.6 import & requirements\n",
    "\n",
    "#### 6. Advanced:\n",
    "- 6.1 Mathematics\n",
    " - 6.1.1 matrix\n",
    " - 6.1.2 optimization\n",
    " - 6.1.3 statistics - random numbers generator, sampling, distribution\n",
    " - 6.1.4 numpy, pandas\n",
    "\n",
    "- 6.2 Machine Learning\n",
    " - 6.2.1 classification, clustering, recommendation, ranking\n",
    " - 6.2.2 reinforcement learning\n",
    " - 6.2.3 deep learning\n",
    " - 6.2.4 hyperparameter tuning - bayesian optimization\n",
    " - 6.2.5 scipy, sigopt\n",
    "\n",
    "- 6.3 Chart Plot\n",
    " - 6.3.1 scatter plot, histogram, lines - axis, legend, title, coloring, tick and grid\n",
    " - 6.3.2 matplotlib, pandas\n",
    "\n",
    "- 6.4 Jupyter Notebook\n",
    " - 6.4.1 Markdown Syntax\n",
    " - 6.4.2 Embeded Language: python, java, c/c++\n",
    " - 6.4.3 LaTex\n",
    " - 6.4.4 Magics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** import packages **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import pickle\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import tensorflow as tf\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "01234\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "tuple"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## string concat\n",
    "s = \"\"\n",
    "for i in range(5):\n",
    "    s += str(i) ## int -> string\n",
    "\n",
    "print(s) ## print will auto-append a new line char '\\n'\n",
    "\n",
    "## tuple\n",
    "a = s[0], s[-5], s[-2]\n",
    "type(a) ## gives the type of a variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "int(a[2]) + 1 ## string -> int"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*** How to create empty {list, tuple, dict, string}? ***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'list'>\n",
      "<class 'tuple'>\n",
      "<class 'dict'>\n",
      "<class 'int'>\n",
      "<class 'float'>\n",
      "<class 'str'>\n",
      "<class 'bool'>\n"
     ]
    }
   ],
   "source": [
    "b = ([], (), {}, 0, 0.2, '', True)\n",
    "for i in range(len(b)):\n",
    "    print(type(b[i]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*** how to evaluate whether a list, tuple or dict, string is empty? ***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[] is empty.\n",
      "() is empty.\n",
      "{} is empty.\n",
      "0 is empty.\n",
      "0.2 is not empty.\n",
      " is empty.\n",
      "True is not empty.\n"
     ]
    }
   ],
   "source": [
    "for i in range(len(b)):\n",
    "    if not b[i]: ## special way to know whether it's empty\n",
    "        print(str(b[i]) + \" is empty.\")\n",
    "    else:\n",
    "        print(str(b[i]) + \" is not empty.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** Useful numpy.linespace to generate a sequence with a fixed width **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10\n",
      "20\n",
      "30\n",
      "40\n",
      "50\n",
      "60\n",
      "70\n",
      "80\n",
      "90\n",
      "100\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# np.linspace(start, stop, num=50, endpoint=True, retstep=False, dtype=None)[source]\n",
    "x = np.linspace(10, 100, num=10, endpoint=True)\n",
    "for i in x:\n",
    "    print(int(i))\n",
    "type(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** [Hashable in Python](http://stackoverflow.com/questions/14535730/what-do-you-mean-by-hashable-in-python) **\n",
    "> All of Python’s immutable built-in objects are hashable, while no mutable containers \n",
    "> (such as *lists* or *dictionaries*) are. Objects which are instances of user-defined \n",
    "> classes are hashable by default; they all compare unequal, and their hash value is their id()."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "False\n"
     ]
    }
   ],
   "source": [
    "s1 = \"it's great\"\n",
    "s2 = \"it's great\"  ## s2 = s1\n",
    "print(hash(s1) == hash(s2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'i': 433611154635708497, 'u': 3049833569042992159}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t = {'i':hash('i'), 'u':hash('u')}\n",
    "t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "i 433611154635708497\n",
      "u 3049833569042992159\n"
     ]
    }
   ],
   "source": [
    "for k,v in t.items():\n",
    "    print(k, v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[9, True]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l = [1, 9, '2', True]\n",
    "l[1:4:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 9, '2', True]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l.reverse()\n",
    "l"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[9, 2, 0]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b = [2, 9, 0]\n",
    "b.sort()\n",
    "b.reverse()\n",
    "b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True False -1 5 2 [\"it's\", 'great']\n"
     ]
    }
   ],
   "source": [
    "print('it' in s1, 'we' in s1, s1.find('he'), s1.rfind('g'), s1.count('t'), s1.split(' '))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "before:  welcome to python\n",
      "after:welcome to python\n"
     ]
    }
   ],
   "source": [
    "s3 = \"  welcome to python\"\n",
    "## trim() function\n",
    "print(\"before:\" + s3)\n",
    "print(\"after:\" + s3.strip())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "eggs and spam\n"
     ]
    }
   ],
   "source": [
    "print('{1} and {0}'.format('spam', 'eggs'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10\n",
      "0,c0\n",
      "1,c1\n",
      "2,c2\n",
      "3,c3\n",
      "4,c4\n",
      "5,c5\n",
      "6,c6\n",
      "7,c7\n",
      "8,c8\n",
      "9,c9\n",
      "10,10,10\n",
      "1,7,9,4,2,1,0,6,5,8,3\n",
      "1,5,2,7,1,4,9,3,8,0,6\n",
      "1,5,2,7,8,6,0,3,4,9,1\n",
      "1,9,7,6,2,5,8,4,1,0,3\n",
      "1,3,8,4,2,6,5,9,7,0,1\n",
      "1,0,4,3,5,7,2,8,6,9,1\n",
      "1,9,7,5,0,2,4,1,6,8,3\n",
      "1,3,2,6,1,5,7,4,8,9,0\n",
      "1,7,0,3,9,6,4,2,1,5,8\n",
      "1,5,4,8,7,9,2,1,3,6,0\n"
     ]
    }
   ],
   "source": [
    "source = \"/Users/chjiang/GitHub/csc/soc-3-hardcase/m10n10-1.csv\"\n",
    "with open(source, 'r') as f:\n",
    "    for line in f:\n",
    "        print(line, end = \"\") ## without newline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** Reading lines and skip some of them **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1,7,9,4,2,1,0,6,5,8,3\n",
      "1,5,2,7,1,4,9,3,8,0,6\n",
      "1,5,2,7,8,6,0,3,4,9,1\n",
      "1,9,7,6,2,5,8,4,1,0,3\n",
      "1,3,8,4,2,6,5,9,7,0,1\n",
      "1,0,4,3,5,7,2,8,6,9,1\n",
      "1,9,7,5,0,2,4,1,6,8,3\n",
      "1,3,2,6,1,5,7,4,8,9,0\n",
      "1,7,0,3,9,6,4,2,1,5,8\n",
      "1,5,4,8,7,9,2,1,3,6,0\n"
     ]
    }
   ],
   "source": [
    "with open(source, 'r') as f:\n",
    "    m = int(f.readline())\n",
    "    for _ in range(m + 1):\n",
    "        next(f)          ## skip lines, f is an iterator\n",
    "    for line in f:\n",
    "        print(line, end = \"\") ## without newline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "profile = {}\n",
    "with open(source, 'r') as f:\n",
    "    m = int(f.readline())\n",
    "    for _ in range(m + 1):\n",
    "        next(f)          ## skip lines, f is an iterator\n",
    "    for line in f:\n",
    "        fields = [int(c) for c in line.split(\",\")]\n",
    "        pref = tuple(fields[1:]) ## change list to tuple such that it's hashable\n",
    "        profile[pref] = fields[0] ## add item to dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{(0, 4, 3, 5, 7, 2, 8, 6, 9, 1): 1,\n",
       " (3, 2, 6, 1, 5, 7, 4, 8, 9, 0): 1,\n",
       " (3, 8, 4, 2, 6, 5, 9, 7, 0, 1): 1,\n",
       " (5, 2, 7, 1, 4, 9, 3, 8, 0, 6): 1,\n",
       " (5, 2, 7, 8, 6, 0, 3, 4, 9, 1): 1,\n",
       " (5, 4, 8, 7, 9, 2, 1, 3, 6, 0): 1,\n",
       " (7, 0, 3, 9, 6, 4, 2, 1, 5, 8): 1,\n",
       " (7, 9, 4, 2, 1, 0, 6, 5, 8, 3): 1,\n",
       " (9, 7, 5, 0, 2, 4, 1, 6, 8, 3): 1,\n",
       " (9, 7, 6, 2, 5, 8, 4, 1, 0, 3): 1}"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((0, 4, 3, 5, 7, 2, 8, 6, 9, 1), 1)"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "next(iter(profile.items())) ## iteratively get access to all items"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{(0, 4, 3, 5, 7, 2, 8, 6, 9, 1): 1,\n",
       " (3, 2, 6, 1, 5, 7, 4, 8, 9, 0): 1,\n",
       " (3, 8, 4, 2, 6, 5, 9, 7, 0, 1): 1,\n",
       " (5, 2, 7, 1, 4, 9, 3, 8, 0, 6): 1,\n",
       " (5, 2, 7, 8, 6, 0, 3, 4, 9, 1): 1,\n",
       " (5, 4, 8, 7, 9, 2, 1, 3, 6, 0): 1,\n",
       " (7, 0, 3, 9, 6, 4, 2, 1, 5, 8): 1,\n",
       " (7, 9, 4, 2, 1, 0, 6, 5, 8, 3): 1,\n",
       " (9, 7, 5, 0, 2, 4, 1, 6, 8, 3): 1,\n",
       " (9, 7, 6, 2, 5, 8, 4, 1, 0, 3): 1}"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "profile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "a, b, c = \"123\"; d, e, f = [2, 'w', True]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('3', 'w')"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c, e"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2, 1, 9, 43]\n"
     ]
    }
   ],
   "source": [
    "ll = [2,1,9]\n",
    "ll.append(43)\n",
    "print(ll)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. list all files under given directory, get files' names using os.path\n",
    "```python\n",
    "import glob\n",
    "import os\n",
    "\n",
    "source = \"/Users/chjiang/GitHub/*\"\n",
    "for file in glob.glob(source):\n",
    "    print(os.path.basename(file)) ## glob.glob: absolute path of files -> os.path.basename: file name\n",
    "```\n",
    "\n",
    "2. directory of current python file, its name and its parent\n",
    "```python\n",
    "import os\n",
    "\n",
    "# file name\n",
    "print(os.path.basename(__file__))\n",
    "# absolute path\n",
    "path = os.path.abspath(__file__) \n",
    "print(path)\n",
    "# directory name of ABSOLUTE PATH\n",
    "print(os.path.dirname(path))\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** write string to file, read lines from file, remove file **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hello\n",
      "what?\n"
     ]
    }
   ],
   "source": [
    "source = \"/Users/chjiang/GitHub/csc/temp.txt\"\n",
    "with open(source, \"w+\") as file:\n",
    "    file.write(\"hello\\n\")\n",
    "    file.write(\"what?\\n\")\n",
    "\n",
    "with open(source, \"r\") as file:\n",
    "    for line in file:\n",
    "        print(line, end = \"\")\n",
    "\n",
    "if os.path.exists(source):\n",
    "#    print(os.remove(source))\n",
    "    os.rename(source, source + \"-2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = [1, 4, 9, 0, 9]\n",
    "len(a)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** Tranform a list to a set **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0, 1, 4, 9}"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(a) ## sorted set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(a) == 5 and len(set(a)) == 4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "*** Set operations ***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "s1 = set(['a', 'c', 'd', 'b']) # list -> set\n",
    "s2 = set(('b', 'c', 'e', 'b')) # tuple -> set\n",
    "s3 = set(['b', 'c'])\n",
    "s4 = set(('b', 'c', 'e'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "({'a', 'b', 'c', 'd', 'e'},\n",
       " {'b', 'c'},\n",
       " {'a', 'd'},\n",
       " {'a', 'd', 'e'},\n",
       " True,\n",
       " True,\n",
       " False,\n",
       " True)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# union, intersection, difference, symmetric difference, subset, equal, true subset\n",
    "(s1 | s2, s1 & s2, s1 - s2, s1 ^ s2, s3 <= s1, s4 == s2, s4 < s2, s4 <= s2) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "({'c', 'a', 'e', 'd', 'b'}, {'b', 'c'}, {'a', 'd'}, {'e', 'd', 'a'})\n",
      "(True, False, True)\n"
     ]
    }
   ],
   "source": [
    "# equivalent functions\n",
    "print((s1.union(s2), s1.intersection(s2), s1.difference(s2), s1.symmetric_difference(s2)))\n",
    "print((s3.issubset(s1), s4.isdisjoint(s2), s4.issubset(s2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(True, False)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## membership\n",
    "'a' in s1, 'ag' in s2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*** Priority Queue ***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from queue import PriorityQueue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "False True 2\n"
     ]
    }
   ],
   "source": [
    " # if maxsize=0, the priority queue will be infinity\n",
    "q1 = PriorityQueue(maxsize=2)\n",
    "q1.put((1, \"a\"))\n",
    "q1.put((0, \"b\"))\n",
    "print(q1.empty(), q1.full(), q1.maxsize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "False False 0\n"
     ]
    }
   ],
   "source": [
    "# add elements into quque\n",
    "q2 = PriorityQueue()\n",
    "q2.put((1, \"a\"))\n",
    "q2.put((0, \"b\"))\n",
    "q2.put((9, 'e'))\n",
    "q2.put((-1, 'e'))\n",
    "print(q2.empty(), q2.full(), q2.maxsize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(-1, 'e')\n",
      "(0, 'b')\n",
      "(1, 'a')\n",
      "(9, 'e')\n"
     ]
    }
   ],
   "source": [
    "# gets acess to elements in queue, it also remove elements from queue\n",
    "while not q2.empty():\n",
    "    print(q2.get())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class State(object):\n",
    "    def __init__(self, val):\n",
    "        self.val = val\n",
    "    \n",
    "    def __lt__(self, other):\n",
    "        return self.val[0] < other.val[0]\n",
    "    \n",
    "    def __str__(self):\n",
    "        return self.val.__str__()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Before state3: [19, 100]\n",
      "peel:[0, 2, 4]\n",
      "After state3: [100, 100]\n",
      "peel:[100, 100]\n"
     ]
    }
   ],
   "source": [
    "val1 = [0, 2, 4]\n",
    "state1 = State(val1)\n",
    "val2 = [90, 110]\n",
    "state2 = State(val2)\n",
    "val3 = [19, 100]\n",
    "state3 = State(val3)\n",
    "\n",
    "print(\"Before state3: \" + str(state3))\n",
    "\n",
    "q = PriorityQueue()\n",
    "q.put(state1)\n",
    "q.put(state2)\n",
    "q.put(state3)\n",
    "\n",
    "print(\"peel:\" + str(q.get()))\n",
    "\n",
    "val3[0] = 100\n",
    "## the change affects the state, but does not changes the priority queue\n",
    "print(\"After state3: \" + str(state3))\n",
    "\n",
    "print(\"peel:\" + str(q.get()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "v = [0, 9, 0, 9, 2, 91, 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v.index(2, 5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*** Timing *** It's an example to compute the $\\pi$ value from a series approximation:\n",
    "$\\pi = \\sqrt{12} \\sum\\limits_{i=0}^\\infty \\frac{1}{(2 i + 1) 3^i}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PI =  3.141592653589794\n",
      "Elapsed: 0.11220011999830604s\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiIAAAFkCAYAAAAdXVDGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1075c66a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import time\n",
    "import math\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "def compute_pi(max_i):\n",
    "    diff = []\n",
    "    value = 0.0\n",
    "    sgn = -1\n",
    "    fact = 1.0\n",
    "    for i in range(max_i):\n",
    "        sgn *= -1\n",
    "        value += sgn * fact / (2 * i + 1)\n",
    "        fact /= 3.0\n",
    "        diff.append(2 * math.sqrt(3) * value - math.pi)\n",
    "    plt.plot(np.array(range(max_i)), np.array(diff))\n",
    "    return 2 * math.sqrt(3) * value\n",
    "\n",
    "begin = time.perf_counter()\n",
    "max_i = 100\n",
    "pi = compute_pi(max_i)\n",
    "end = time.perf_counter()\n",
    "print(\"PI = \", str(pi))\n",
    "print(\"Elapsed: \" + str((end - begin)) + \"s\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*** argmin, argmax, get_rank ***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [],
   "source": [
    "def argmax(x):\n",
    "    \"\"\"\n",
    "    retrieval all positions with element = max value in x\n",
    "    :param x: list or tuple\n",
    "    :return: all positions with element = max element in x\n",
    "    \"\"\"\n",
    "    max_v = max(x)\n",
    "    ret = []\n",
    "    for i in range(len(x)):\n",
    "        if x[i] == max_v:\n",
    "            ret.append(i)\n",
    "    return ret\n",
    "\n",
    "def argmin(x):\n",
    "    \"\"\"\n",
    "    retrieval all positions with element = min value in x\n",
    "    :param x: list or tuple\n",
    "    :return: all positions with element = min element in x\n",
    "    \"\"\"\n",
    "    min_v = min(x)\n",
    "    ret = []\n",
    "    for i in range(len(x)):\n",
    "        if x[i] == min_v:\n",
    "            ret.append(i)\n",
    "    return ret\n",
    "\n",
    "def get_rank(x, ascend=True):\n",
    "    \"\"\"\n",
    "    ranking positions of elements in x in ascending or descending order\n",
    "    :param x: list or tuple\n",
    "    :param ascend: boolean\n",
    "    :return: ranking positions of elements in x\n",
    "    \"\"\"\n",
    "    inv = 1\n",
    "    if not ascend:\n",
    "        inv = -1\n",
    "\n",
    "    return sorted(range(len(x)), key=lambda i : inv * x[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0, 4, 1, 5, 2, 3]"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = [1,2,4,4,1,3]\n",
    "get_rank(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0, 4]"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "argmin(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[2, 3]"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "argmax(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*** __init__ method is used when the class is called to initialize the instance, while the __call__ method is called when the instance is called ***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "metadata": {},
   "outputs": [],
   "source": [
    "class CLS(object):\n",
    "    def __init__(self, a, b):\n",
    "        self.a = a\n",
    "        self.b = b\n",
    "\n",
    "    def __call__(self, a, b):\n",
    "        self.a = a\n",
    "        self.b = b\n",
    "        print((a,b))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(6, 7)\n"
     ]
    }
   ],
   "source": [
    "cls = CLS(2, 1) # initialize a CLS instance\n",
    "cls(6, 7) # call instance with parameters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*** difference between python2 and python3 in division operation between two integers ***\n",
    "```python\n",
    "a = 1\n",
    "b = 2\n",
    "\n",
    "a/b = 0   # python2\n",
    "a/b = 0.5 # python3\n",
    "```\n",
    "\n",
    "To avoid possible issue, just multiply the numerator (number above the line in a fraction) by 1.0, with no\n",
    "need to change the denominator (number below the line in a fraction), i.e.\n",
    "\n",
    "```python\n",
    "a * 1.0 / b = 0.5 # works for both python2 and python3\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*** Different ways to remove an item from a list ***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "lst = [8, 29, -1, 0, 89]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rmv 0:[8, 29, -1, 89]\n",
      "pop:[8, 29, -1]\n",
      "pop(1): [8, -1]\n",
      "del lst[0]: [-1]\n"
     ]
    }
   ],
   "source": [
    "lst.remove(0) # remove 0 from lst\n",
    "print(\"rmv 0:\" + str(lst))\n",
    "\n",
    "lst.pop() # remove from lst the last element\n",
    "print(\"pop:\" + str(lst))\n",
    "\n",
    "lst.pop(1) # remove from lst the element with the index\n",
    "print(\"pop(1): \" + str(lst))\n",
    "\n",
    "del lst[0] # remove from lst the first element\n",
    "print(\"del lst[0]: \" + str(lst))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "** With ** block is used to close some stream to release the assigned resource, \n",
    "e.g. file stream when open a file, or Tensorflow Session, the stream will be \n",
    "closed automatically at the end of the **with** block.\n",
    "\n",
    "```python\n",
    "with open('stv.csv', 'w+') as file:\n",
    "    file.write('stv is a popular voting rule.')\n",
    "    \n",
    "import Tensorflow as tf\n",
    "\n",
    "x = tf.constant([[3., 3.]])\n",
    "y = tf.constant([[2.],[2.]])\n",
    "product = tf.matmul(x, y)\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    result = sess.run([product])\n",
    "    print(result)\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "*** Difference between list append and extend ***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 2, 4, [5, 0]]\n",
      "[1, 2, 4, [5, 0], 8, 9]\n"
     ]
    }
   ],
   "source": [
    "a = [1, 2, 4]\n",
    "a.append([5, 0])\n",
    "print(a)\n",
    "\n",
    "a.extend([8, 9])\n",
    "print(a)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*** Evaluate whether a key exists in dict using in ***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 195,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d = {(2, 4, 5) : 1, (2, 5) : 2}\n",
    "(2, 5, 3) in d"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*** Merging of two dict ***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{(1, 3): 2, (2, 4, 5): 1, (2, 5): 2}"
      ]
     },
     "execution_count": 198,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "e = {(1, 3) : 2}\n",
    "d.update(e)\n",
    "d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{(1, 3): 2, (2, 4, 5): 1, (2, 5): 2}"
      ]
     },
     "execution_count": 200,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "e = {(1, 2) : 4}\n",
    "d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 211,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = {}\n",
    "'a' in a"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "***module import and __init__.py ***\n",
    "__init__.py file is trying to direct the Python importer to a module under a directory.\n",
    "If you want to include the module under certain directory, you have to give an __init__.py\n",
    "file, even the file is empty, otherwise, the module under the directory may fail to import."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "source = \"/users/chjiang/github/csc/temp.txt\"\n",
    "with open(source, \"w+\") as output:\n",
    "    output.write(\"lhel\" + \"\\n\")\n",
    "    output.write(\"lskdf\" + \"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{1, 2}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = set()\n",
    "s.add(1)\n",
    "s.add(2)\n",
    "s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "set"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 2]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(s)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*** shell basic: kill background process nohup ***\n",
    "- search the PID of the last process executed\n",
    "    echo $!\n",
    "- kill the process using the pid\n",
    "    kill -9 pid"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*** serialization and deserialization using pickle ***\n",
    "- export/import serialized object to/from file\n",
    " - pickle.dump(obj, file)\n",
    " - pickle.load(file)\n",
    "- serialized/deserialized an object\n",
    " - bt = pickle.dumps(obj)\n",
    " - obj = pickle.loads(bt)\n",
    "- If a pickle file contains multiple appended object, we can load them repeatedly until there is a EOF error:\n",
    "\n",
    "```python\n",
    "import pickle\n",
    "objs = []\n",
    "while 1:\n",
    "    try:\n",
    "        objs.append(pickle.load(f))\n",
    "    except EOFError:\n",
    "        break\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "file = \"/users/chjiang/github/csc/temp.pkl\"\n",
    "profile = {\"C\" : 100, \"D\" : 90}\n",
    "pickle.dump(profile, open(file, \"wb\")) # write in binary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "prof = pickle.load(open(file, \"rb\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'a': 100, 'b': 90}\n"
     ]
    }
   ],
   "source": [
    "print(prof)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#*** record log using logging ***\n",
    "\n",
    "import logging\n",
    "\n",
    "# create logger with name `HoRseHouR`\n",
    "logger = logging.getLogger('HoRseHouR')\n",
    "logger.setLevel(logging.DEBUG)\n",
    "\n",
    "# create file handler which logs even debug messages\n",
    "file = \"/users/chjiang/github/csc/temp.log\"\n",
    "fh = logging.FileHandler(file)\n",
    "fh.setLevel(logging.DEBUG)\n",
    "\n",
    "# create formatter\n",
    "formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s')\n",
    "# add the formmatter to the handlers\n",
    "fh.setFormatter(formatter)\n",
    "# add the handlers to the logger\n",
    "logger.addHandler(fh)\n",
    "\n",
    "# add information to the logger\n",
    "logger.info(\"I am riding and running\")\n",
    "logger.info(\"Look man, he fell off the horse. How hilarious! ;-)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# open file and write its name and all lines\n",
    "with open(file, \"r\") as output:\n",
    "    print(output.name)\n",
    "    print(output.readline())\n",
    "    print(output.readline())\n",
    "    print(output.readline())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# delete file\n",
    "import os\n",
    "file = \"/users/chjiang/github/csc/temp.pkl\"\n",
    "os.path.exists(file)\n",
    "# os.remove(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'temp.log'"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# basename\n",
    "os.path.basename(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[20, 4, 3, 1]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# random sample without replacement, shuffle\n",
    "import random\n",
    "a = [1, 3, 4, 20]\n",
    "random.sample(a, 2)\n",
    "random.shuffle(a)\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = [1, 23, 4]\n",
    "b = [1, 3, 4]\n",
    "a == b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "c = np.array(a) + np.array(b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1.0, 13.0, 4.0]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[sum(x)/2 for x in zip(a,b)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<zip at 0x1073181c8>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zip(a,b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "a[1:3] = b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 1, 3, 4]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "b = [5,6]\n",
    "a.extend([1,2,1,4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum([e == 1 for e in a])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def onehot(x, k=10):\n",
    "    \"\"\"\n",
    "    Encode input elements with a one-hot vector\n",
    "\n",
    "    :param x: nonnegative input elements\n",
    "    :param int k: length of the code\n",
    "    :return: onehot code of length k\n",
    "    :rtype: list\n",
    "    \"\"\"\n",
    "    code = [0] * k\n",
    "    for i in x:\n",
    "        code[i] = 1\n",
    "    return code\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 1, 0, 0, 1, 1, 0, 0, 0, 0]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = [0, 1, 4, 5]\n",
    "onehot(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{1: 4}"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = {1:2, 1:4}\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1] [0, 1, 4, 5]                   [0, 1, 4, 5] [0, 9]    \n",
      "[1] [0, 1, 4, 5, 2]                [0, 1, 4, 5] [1, 9]    \n"
     ]
    }
   ],
   "source": [
    "print(\"{0:>2} {1:<30} {2:<2} {3:<10}\".format(str([1]), str(x), str(x), str([0,9])))\n",
    "print(\"{0:>2} {1:<30} {2:<2} {3:<10}\".format(str([1]), str(x+[2]), str(x), str([1,9])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import sys\n",
    "-sys.float_info.min < 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# minimum float\n",
    "-float('inf') < -sys.float_info.max"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "a, b, c = 1, 2, 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "not 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tricks:\n",
    "\n",
    "1. pycharm indention - TAB (right) & SHIFT + TAB (left)\n",
    "\n",
    "2. r\"\\n\" will recognize it as two characters: backslash and n\n",
    "```python\n",
    "print(r\"\\n\")\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.22941573387056174"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1.0/np.sqrt(19)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*** Learning Django ***\n",
    "0. version\n",
    "\n",
    " 0.1. python\n",
    "\n",
    "    ```python\n",
    "    print(django.get_version())\n",
    "    ```\n",
    " 0.2 command line\n",
    "    ```bash\n",
    "    python3 -m django --version\n",
    "    ```\n",
    "\n",
    "1. structure: all applications must be created following some specific Django conventions. Django has many utilities to create related directories and files automatically, such that we can focus on the core code.\n",
    "\n",
    "    1.1 djsite: a project container\n",
    "        \n",
    "    1.2 manage.py: a command line utility to interact with djsite\n",
    "        \n",
    "    1.3 djsite/settings.py: configuration file\n",
    "        \n",
    "        -- set up a database\n",
    "        \n",
    "    1.4 djsite/urls.py: the URL declarations for djsite\n",
    "        \n",
    "    1.5 djsite/wsgi.py: defines an entry-point for WSGI-compatible web servers to serve djsite\n",
    "        \n",
    "    1.6 djapp/models.py: creates models for application\n",
    "        \n",
    "    1.7 djapp/views.py: \n",
    "   \n",
    "    1.8 djapp/urls.py: add a url in urls.py for each djapp and connect it to djsite/urls.py with an include clause\n",
    "    \n",
    "    1.9 djapp/admin.py: interface to register and manage models\n",
    "    \n",
    "    1.10 djapp/templates\n",
    "    \n",
    "    1.11 djapp/migrations: propagate changes made to the models (adding a field, deleting a model) into the database\n",
    "\n",
    "2. utilities\n",
    "\n",
    "    2.1 create a Django project\n",
    "    ```bash\n",
    "    django-admin startproject djsite\n",
    "    ```\n",
    "\n",
    "    2.2 start the `Development` server\n",
    "    ```bash\n",
    "    python3 manage.py runserver\n",
    "    ```\n",
    "    2.3 create a new application\n",
    "    ```bash\n",
    "    python3 manage.py startapp djapp\n",
    "    ```\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### bash basics\n",
    "\n",
    "- change directory: *** cd dir *** and *** cd ~ *** to get access to root\n",
    "\n",
    "- show current dir: *** pwd *** print current working dir\n",
    "\n",
    "- list all files: *** ls -alh ***\n",
    "\n",
    "- create new file: *** echo \"hello\" >> 1.txt *** or *** vim 1.txt ***\n",
    "\n",
    "- create dir: *** mkdir dir ***\n",
    "\n",
    "- copy file: *** cp a.txt b.txt ***\n",
    "\n",
    "- copy dir: *** cp -R dir1 dir2 *** or *** cp -n a b *** without overwritten\n",
    " \n",
    "- count number of files or lines or words:\n",
    "\n",
    " - *** find dir -type f | wc -l *** words (or lines) count\n",
    " \n",
    " - *** ls -l | wc -l a.txt *** number of lines or words, or size of the file\n",
    "\n",
    "- remove files: *** rm file.txt ***\n",
    "\n",
    "- remove directory: *** rm -r folder ***\n",
    "\n",
    "- rename or move: *** mv -f ./f1 ~/home/f2 ***\n",
    "\n",
    " - when moving lots of files\n",
    "\n",
    "```bash\n",
    "find . -name \"*txt\" -exec mv {} /new/place \\;\n",
    "```\n",
    "- open file with app: *** open a.log -a ultraedit ***\n",
    "\n",
    "- zip and unzip\n",
    " \n",
    " - zip: *** zip -r data.zip data/ *** \n",
    " \n",
    " - update: *** zip -r data.zip data2/1.txt ***\n",
    " \n",
    " - unzip: *** unzip data.zip ***\n",
    "\n",
    "- grep: searching and matching a regular expression, e.g. *** grep core *.txt *** searching from all txt files \"core\"\n",
    "-- g/re/p (globally search a regular expression and print)\n",
    "- concateenata and print files\n",
    "\n",
    " - *** cat 1.txt *** all\n",
    " \n",
    " - *** tail -n 1.txt *** last n lines\n",
    " \n",
    " - *** head -n 1.txt *** first n lines\n",
    "\n",
    "- list all current processes: *** ps ***\n",
    " \n",
    " - e.g. *** ps aux | grep `z` *** searching the Zombie processes\n",
    " \n",
    " - e.g. *** ps -ef | grep java *** searching all processes with name `java`\n",
    "\n",
    "- kill processes\n",
    "\n",
    " -  *** kill pid *** (by pid)\n",
    " \n",
    " - *** pkill -9 -u `id -u username` *** (by username)\n",
    "\n",
    "- check CPU usage: *** top ***\n",
    "\n",
    "- head meta for bash: *** #!/bin/bash ***\n",
    "\n",
    "- download webpages or files: *** curl -O http://www.horsehour.com/ home.html ***\n",
    "\n",
    "- free disk and used disk: *** df -H, du -hs ***\n",
    "\n",
    "- pipe: *** | *** piping and redirection, *** >> *** concatentate or overwrite \n",
    " \n",
    " - e.g. *** du -hs * | sort *** total Disk Usage of the directory in a Human reabible Summary mode\n",
    " \n",
    " - e.g. *** head -5 1.txt >> 2.txt *** append the first 5 lines of `1.txt` to `2.txt`\n",
    " \n",
    " - e.g. *** tail -n +2 -q a.txt >> b.txt ***  append from 2nd line to the end of file `a.txt` to `b.txt`\n",
    " \n",
    " - e.g. *** cat 1.txt 2.txt > 3.txt *** merge files `1.txt` and `2.txt` and output to file `3.txt` \n",
    "\n",
    "- vpn, ssh and scp\n",
    "\n",
    " - vpn connection: *** connect vpn.net.rpi.edu ***\n",
    " \n",
    " - ssh login a remote server: *** ssh username@host ***\n",
    " \n",
    "  - e.g. *** ssh jiang@blog.cs.rpi.edu ***\n",
    " \n",
    " - copy from remote to local: *** scp username@host:/src/1.py local/ ***\n",
    " \n",
    " - copy from local to remote: *** scp local/*.java username@host:/src/ ***\n",
    " \n",
    "  - e.g. *** scp 1.pdf jiang@sr.cs.rpi.edu:/home/ ***\n",
    "\n",
    "- nohup: Close a terminal without killing a running process, or move running processes to background. If standard output is the terminal, it will be redirected to `nohup.out`.\n",
    "\n",
    " - e.g. *** nohup java -jar horse.jar & ***\n",
    " \n",
    " - e.g. *** nohup sh run.sh & ***\n",
    " \n",
    " - e.g. *** nohup python3 stv.py & ***\n",
    " \n",
    " - detect the process: *** echo $! ***\n",
    " \n",
    "\n",
    "------------------------- Activate Auto-complete on Terminal ----------------------------------------\n",
    "\n",
    "1. check the current shell supported ```shell echo $SHELL ```\n",
    "\n",
    "2. if the supported shell is ***/bin/sh *** the smart auto-complete may be locked up, change the shell\n",
    "\n",
    "3. check the existence of `.bashrc`\n",
    "\n",
    "```bash\n",
    "chsh -s /bin/bash username\n",
    "chsh usermod -s /bin/bash username\n",
    "```\n",
    "\n",
    "----------------------- compile source code and execute code ----------------------------------------\n",
    "\n",
    " - C/C++: *** gcc -Wall -Werror main.c *** (compile) *** ./a.out *** (run)\n",
    " \n",
    " - GDB: All program to be debugged in gdb must be compiled by gcc with the -g option.\n",
    " \n",
    " - MPI: *** mpicc mpi.c *** (compile) *** mpiexec -n 5 ./a.out *** (run)\n",
    " \n",
    " - Java: *** javac main.java *** (compile) *** java main *** (run) or *** java -jar main.jar *** (exe jar)\n",
    " \n",
    " - Python: *** python stv.py *** (python2), *** python3 stv.py *** (python3)\n",
    " \n",
    " - Latex: *** pdflatex report.tex ***\n",
    " \n",
    "----------------------- Git --------------------\n",
    "\n",
    "1. Steps to create a new repository\n",
    "\n",
    "- 1.1. Github manually create a new repo with name, e.g. `drl`\n",
    "\n",
    "- 1.2. *** git clone https://github.com/horseour/drl.git *** clone the github project to local\n",
    "\n",
    " - git add *\n",
    " \n",
    " - git commit -a\n",
    " \n",
    " - git push -u origin master\n",
    "\n",
    "\n",
    "2. Create, delete a branch, and navigate between branches\n",
    "\n",
    " - 2.1: *** git branch bname *** create a new branch\n",
    "\n",
    " - 2.2: *** git branch -a *** list all branches (including all remote ones)\n",
    "\n",
    " - 2.3: *** git branch -d/-D bname *** delete an obsolete branch in safe mode/forcefully\n",
    "\n",
    " - 2.4: *** git push origin :bname *** delete a branch on remote server\n",
    "\n",
    " - 2.5: *** git branch -m newname *** rename current branch\n",
    "\n",
    " - 2.6: *** git checkout bname (or master) *** switch current branch and update the working directory to match\n",
    "\n",
    "3. Merge branches to master\n",
    "\n",
    " - 3.1: *** git merge branch1 branch2 *** merge branch1 and branch2 into CURRENT branch\n",
    "        \n",
    " - 3.2: *** git pull origin rep1 rep2 *** pulls in changes from the remote `rep1` and `rep2` branches\n",
    " \n",
    "\n",
    "----------------------- PipPy --------------------\n",
    "\n",
    "PipPy is a package manager used to install and manage software package in python.\n",
    "\n",
    "- pip install pkgname\n",
    "\n",
    "- pip install -r requirements.txt\n",
    "\n",
    "- pip install pkgname --upgrade\n",
    "\n",
    "- pip install pkgname -U\n",
    "\n",
    "- pip install git+https://github.com/horsehour.git\n",
    "\n",
    "- pip uninstall pkgname\n",
    "\n",
    "----------------------- Project Building --------------------\n",
    "\n",
    "1. Ant - `build.xml` default filename of build used by Ant. When you run `ant` without parameter, it will use the file to figure out what to do.\n",
    "\n",
    "2. Maven - `pom.xml` is the default filename to describe a maven project so that when you run `mvn compile`, it will use the file to build the project.\n",
    "\n",
    "3. Eclipse can import a project based on an Ant build file or a pom file, and create the appropriate `.project` and `.classpth`.\n",
    "\n",
    "4. UltraEdit: a word file (`.uew`) is a plain text configuration file that UE uses to highlight keywords in source code files. It also supports other features like code folding, brace matching, function listing and more."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "str"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import datetime\n",
    "type(datetime.datetime.now().strftime(\"%H:%M:%S.%f\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%%bash\n",
    "cd ~/GitHub/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "name = \"jiang.chunheng\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Jiang.Chunheng'"
      ]
     },
     "execution_count": 235,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "name.title()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import tensorflow as tf\n",
    "from keras import backend as K\n",
    "from keras.models import Model\n",
    "from keras.optimizers import Adam\n",
    "from keras.layers import Dense, Input\n",
    "\n",
    "class Classifier(object):\n",
    "    def __init__(self):\n",
    "        self.lrc = 1E-3\n",
    "\n",
    "        self.ni = 4\n",
    "        self.no = 3\n",
    "\n",
    "        self.sess = tf.Session()\n",
    "        K.set_session(self.sess)\n",
    "\n",
    "        self.model = self.build()\n",
    "        self.sess.run(tf.global_variables_initializer())\n",
    "\n",
    "    def build(self):\n",
    "        state = Input(shape=[self.ni])\n",
    "        num_hidden = 200\n",
    "        h = Dense(num_hidden, activation='relu', kernel_initializer='random_uniform')(state)\n",
    "        h = Dense(num_hidden, activation='relu', kernel_initializer='random_uniform')(h)\n",
    "        h = Dense(num_hidden, activation='relu', kernel_initializer='random_uniform')(h)\n",
    "        o = Dense(self.no, activation='softmax', kernel_initializer='random_uniform')(h)\n",
    "        model = Model(inputs=state, outputs=o)\n",
    "        from keras import losses\n",
    "        model.compile(loss=losses.categorical_crossentropy, optimizer=Adam(self.lrc))\n",
    "        return model\n",
    "\n",
    "    def train(self, file, niter):\n",
    "        header = \"sepal_length,sepal_width,petal_length,petal_width,species\".split(\",\")\n",
    "        df = pd.read_csv(file, sep=\",\", names=header)\n",
    "        species = df[\"species\"][1:]\n",
    "        # one hot encoding\n",
    "        y = pd.get_dummies(species)\n",
    "        x = df.drop(labels=\"species\", axis=1)[1:]\n",
    "        # Pandas.DataFrame could be used as Numpy.ndarray\n",
    "        outcomes = np.zeros([niter, 2])\n",
    "        for i in range(niter):\n",
    "            loss = self.model.train_on_batch(x, y)\n",
    "            outcomes[i] = [i, loss]\n",
    "        records = pd.DataFrame(data=outcomes, columns=[\"iter\", \"loss\"])\n",
    "        plt.plot(records[\"iter\"],records[\"loss\"])\n",
    "        plt.show()\n",
    "        return self.model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 282,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAg0AAAFkCAYAAACjCwibAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n5P8D+wKf7CLppXwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11f52de48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<keras.engine.training.Model at 0x11e3902e8>"
      ]
     },
     "execution_count": 282,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url=\"https://raw.githubusercontent.com/uiuc-cse/data-fa14/gh-pages/data/iris.csv\"\n",
    "cls = Classifier()\n",
    "cls.train(url, 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "source = \"/users/chjiang/github/stv/m10.valpred.10000.csv\"\n",
    "df = pd.read_csv(source, sep=\"\\t\", header=None)\n",
    "nr, nc = df.shape\n",
    "rewards = df.iloc[:,-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5288562255537982"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum([1 for a in list(rewards == 0) if a])/rewards.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 415,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>176</th>\n",
       "      <th>177</th>\n",
       "      <th>178</th>\n",
       "      <th>179</th>\n",
       "      <th>180</th>\n",
       "      <th>181</th>\n",
       "      <th>182</th>\n",
       "      <th>183</th>\n",
       "      <th>184</th>\n",
       "      <th>185</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>230472.00000</td>\n",
       "      <td>230472.000000</td>\n",
       "      <td>230472.000000</td>\n",
       "      <td>230472.000000</td>\n",
       "      <td>230472.000000</td>\n",
       "      <td>230472.000000</td>\n",
       "      <td>230472.000000</td>\n",
       "      <td>230472.000000</td>\n",
       "      <td>230472.000000</td>\n",
       "      <td>230472.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.14804</td>\n",
       "      <td>0.142330</td>\n",
       "      <td>0.145250</td>\n",
       "      <td>0.145358</td>\n",
       "      <td>0.142542</td>\n",
       "      <td>0.148860</td>\n",
       "      <td>0.142347</td>\n",
       "      <td>0.143293</td>\n",
       "      <td>0.152956</td>\n",
       "      <td>0.144833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.35514</td>\n",
       "      <td>0.349389</td>\n",
       "      <td>0.352353</td>\n",
       "      <td>0.352462</td>\n",
       "      <td>0.349606</td>\n",
       "      <td>0.355951</td>\n",
       "      <td>0.349406</td>\n",
       "      <td>0.350372</td>\n",
       "      <td>0.359946</td>\n",
       "      <td>0.351933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                176            177            178            179  \\\n",
       "count  230472.00000  230472.000000  230472.000000  230472.000000   \n",
       "mean        0.14804       0.142330       0.145250       0.145358   \n",
       "std         0.35514       0.349389       0.352353       0.352462   \n",
       "min         0.00000       0.000000       0.000000       0.000000   \n",
       "25%         0.00000       0.000000       0.000000       0.000000   \n",
       "50%         0.00000       0.000000       0.000000       0.000000   \n",
       "75%         0.00000       0.000000       0.000000       0.000000   \n",
       "max         1.00000       1.000000       1.000000       1.000000   \n",
       "\n",
       "                 180            181            182            183  \\\n",
       "count  230472.000000  230472.000000  230472.000000  230472.000000   \n",
       "mean        0.142542       0.148860       0.142347       0.143293   \n",
       "std         0.349606       0.355951       0.349406       0.350372   \n",
       "min         0.000000       0.000000       0.000000       0.000000   \n",
       "25%         0.000000       0.000000       0.000000       0.000000   \n",
       "50%         0.000000       0.000000       0.000000       0.000000   \n",
       "75%         0.000000       0.000000       0.000000       0.000000   \n",
       "max         1.000000       1.000000       1.000000       1.000000   \n",
       "\n",
       "                 184            185  \n",
       "count  230472.000000  230472.000000  \n",
       "mean        0.152956       0.144833  \n",
       "std         0.359946       0.351933  \n",
       "min         0.000000       0.000000  \n",
       "25%         0.000000       0.000000  \n",
       "50%         0.000000       0.000000  \n",
       "75%         0.000000       0.000000  \n",
       "max         1.000000       1.000000  "
      ]
     },
     "execution_count": 415,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "source = \"/users/chjiang/github/stv/m10.winpred.csv\"\n",
    "df = pd.read_csv(source, sep=\"\\t\", header=None)\n",
    "nr, nc = df.shape\n",
    "winners = df.iloc[:,-10:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 420,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0    196353\n",
      "1.0     34119\n",
      "Name: 176, dtype: int64\n",
      "0.0    197669\n",
      "1.0     32803\n",
      "Name: 177, dtype: int64\n",
      "0.0    196996\n",
      "1.0     33476\n",
      "Name: 178, dtype: int64\n",
      "0.0    196971\n",
      "1.0     33501\n",
      "Name: 179, dtype: int64\n",
      "0.0    197620\n",
      "1.0     32852\n",
      "Name: 180, dtype: int64\n",
      "0.0    196164\n",
      "1.0     34308\n",
      "Name: 181, dtype: int64\n",
      "0.0    197665\n",
      "1.0     32807\n",
      "Name: 182, dtype: int64\n",
      "0.0    197447\n",
      "1.0     33025\n",
      "Name: 183, dtype: int64\n",
      "0.0    195220\n",
      "1.0     35252\n",
      "Name: 184, dtype: int64\n",
      "0.0    197092\n",
      "1.0     33380\n",
      "Name: 185, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "for _ in range(10):\n",
    "    print(winners.iloc[:,_].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 429,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "source = \"/users/chjiang/github/stv/m10.blend.txt\"\n",
    "df = pd.read_csv(source, sep=\"\\t\", header=None)\n",
    "nr, nc = df.shape\n",
    "perf = df.iloc[:,-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 433,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.69079999999999997"
      ]
     },
     "execution_count": 433,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "perf.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3M10N10-23.\n"
     ]
    }
   ],
   "source": [
    "dataset = \"soc-3-stv\"\n",
    "name = \"M10N10-23.csv\"\n",
    "name = name.strip(\"csv\")\n",
    "\n",
    "tag = str(dataset).strip(\"soc|stv|-\")\n",
    "print(tag + name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "source = \"/users/chjiang/github/stv/m10.blend.txt\"\n",
    "df = pd.read_csv(source, sep=\"\\t\", header=None)\n",
    "nr, nc = df.shape\n",
    "perf = df.iloc[:,-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.7270000000000003"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "perf.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "source = \"/users/chjiang/github/stv/m10.blend.soc-3.txt\"\n",
    "df = pd.read_csv(source, sep=\"\\t\", header=None)\n",
    "nr, nc = df.shape\n",
    "perf = df.iloc[:,-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.1205555555555555"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(perf)/9000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "file1 = \"/users/chjiang/github/stv/M20N20-7000.sampling.txt\"\n",
    "sampling = pd.read_csv(file1, names=[\"name\", \"winners\", \"freq\"], sep=\"\\t\")\n",
    "import ast\n",
    "a = sampling[\"freq\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "source = \"/users/chjiang/github/stv/m20.blend.txt\"\n",
    "df = pd.read_csv(source, sep=\"\\t\", header=None)\n",
    "nr, nc = df.shape\n",
    "perf = df.iloc[:2000,-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25759"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(perf) # 20% for top 2000, 45% for top 1000 training profiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhsAAAFkCAYAAACJu/k0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111bdd2e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "source = \"/users/chjiang/github/stv/training.loss.txt\"\n",
    "df = pd.read_csv(source, sep=\"\\t\", header=None)\n",
    "nr, nc = df.shape\n",
    "df = df.reset_index().dropna()\n",
    "plt.plot(df.index, df[1])\n",
    "plt.plot(df.index, df[2])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {},
   "outputs": [],
   "source": [
    "source = \"/users/chjiang/github/stv/m20n20.100k.winpred.rf.txt\"\n",
    "preds = pd.read_csv(source, sep=\"\\t\", header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "source = \"/users/chjiang/github/stv/m20n20.100k.winpred.csv\"\n",
    "truth = pd.read_csv(source, sep=\"\\t\", header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "metadata": {},
   "outputs": [],
   "source": [
    "names = {k:v for (k, v) in zip(range(652, 672), range(0, 20))}\n",
    "probs = truth.iloc[:,-20:].rename(columns=names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "metadata": {},
   "outputs": [],
   "source": [
    "deviation = (probs - preds)/0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_dev = np.mean(deviation)\n",
    "std_dev = np.std(deviation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11412fd30>"
      ]
     },
     "execution_count": 276,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiYAAAFkCAYAAAAUtvC8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1122bb048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean_dev.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11441cc18>"
      ]
     },
     "execution_count": 277,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhIAAAFkCAYAAAB1rtL+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x111eb7128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "std_dev.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "bin_probs = np.sign(probs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 308,
   "metadata": {},
   "outputs": [],
   "source": [
    "# the cumulative probability of these co-winners in prediction, the higher the better\n",
    "cumul_prob = (bin_probs * preds).sum(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 309,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    100000.000000\n",
       "mean          0.561829\n",
       "std           0.135322\n",
       "min           0.016577\n",
       "25%           0.480353\n",
       "50%           0.575760\n",
       "75%           0.656859\n",
       "max           0.957082\n",
       "dtype: float64"
      ]
     },
     "execution_count": 309,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cumul_prob.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from cachetools import LRUCache\n",
    "import sys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "56"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cache = LRUCache(maxsize=10000000000000000000)\n",
    "a = (1, 2, 8)\n",
    "b = (1, 2, 8, 9)\n",
    "c = tuple(range(19))\n",
    "cache[a] = 1\n",
    "cache[b] = 2\n",
    "cache[c] = 3\n",
    "sys.getsizeof(cache)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "288"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d = {}\n",
    "d[a] = 1\n",
    "d[b] = 2\n",
    "d[c] = 3\n",
    "d['wwewfwfwf'] = 5\n",
    "sys.getsizeof(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import KFold\n",
    "\n",
    "source = '/Users/chjiang/GitHub/stv/m20n20.100k.winpred.csv'\n",
    "kcv = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data = pd.read_table(source, header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "kf = KFold(n_splits=kcv)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1 2 3 4] [0]\n",
      "(5, 4)\n",
      "[0 2 3 4] [1]\n",
      "(5, 4)\n",
      "[0 1 3 4] [2]\n",
      "(5, 4)\n",
      "[0 1 2 4] [3]\n",
      "(5, 4)\n",
      "[0 1 2 3] [4]\n",
      "(5, 4)\n"
     ]
    }
   ],
   "source": [
    "for train_index, test_index in kf.split(data):\n",
    "    print(train_index, test_index)\n",
    "    print(data[train_index].shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "\n",
    "def get_size(obj, seen=None):\n",
    "    \"\"\"Recursively finds size of objects\"\"\"\n",
    "    size = sys.getsizeof(obj)\n",
    "    if seen is None:\n",
    "        seen = set()\n",
    "    obj_id = id(obj)\n",
    "    if obj_id in seen:\n",
    "        return 0\n",
    "    # Important mark as seen *before* entering recursion to gracefully handle\n",
    "    # self-referential objects\n",
    "    seen.add(obj_id)\n",
    "    if isinstance(obj, dict):\n",
    "        size += sum([get_size(v, seen) for v in obj.values()])\n",
    "        size += sum([get_size(k, seen) for k in obj.keys()])\n",
    "    elif hasattr(obj, '__dict__'):\n",
    "        size += get_size(obj.__dict__, seen)\n",
    "    elif hasattr(obj, '__iter__') and not isinstance(obj, (str, bytes, bytearray)):\n",
    "        size += sum([get_size(i, seen) for i in obj])\n",
    "    return size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "waiting = [0, 1000, None, set([1]), dict(), list()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "24 24\n",
      "28 28\n",
      "16 16\n",
      "224 252\n",
      "288 288\n",
      "64 64\n"
     ]
    }
   ],
   "source": [
    "for w in waiting:\n",
    "    print(sys.getsizeof(w), get_size(w))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from cachetools import LRUCache"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cache = LRUCache(10000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1523\n"
     ]
    }
   ],
   "source": [
    "print(get_size(cache))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cache[1] = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1575\n"
     ]
    }
   ],
   "source": [
    "print(get_size(cache))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(172, 28, 48, 64)"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_size([1,2,6]), get_size(1), get_size(tuple([])), get_size([])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "84"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_size(tuple([1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "308"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_size(set(tuple([3, 17, 24])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cache_file = '/Users/chjiang/GitHub/stv/nohup.out1'\n",
    "set_file = '/Users/chjiang/GitHub/stv/nohup.out3'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cache_stat = pd.read_table(cache_file, header=None, usecols=[0, 2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x103ffa780>"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhIAAAFsCAYAAACZ/VCTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fdb43c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cache_stat.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x111c73278>"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhIAAAFkCAYAAAB1rtL+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nU5AQERGRyBQkREREJDIFCREREYns/wPVAMMF+9flewAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f9302e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "set_stat = pd.read_table(set_file, header=None, usecols=[0, 1], nrows=7) # , nrows=5000\n",
    "set_stat.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "source = '/Users/chjiang/GitHub/stv/m20n20.scoring.txt'\n",
    "df = pd.read_csv(source, sep='\\t', header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "metadata": {},
   "outputs": [],
   "source": [
    "time = (df[3].mean(), df[4].mean(), df[5].mean(), df[6].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.13429871315961711, 0.20244195426490719)"
      ]
     },
     "execution_count": 242,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(time[0] - time[1])/time[0], (time[2] - time[3])/time[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7826430307835156"
      ]
     },
     "execution_count": 243,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time[2]/time[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#M40N40-100023.csv\n",
    "#trace: [31, 61, 62, 140, 152, 505, 506, 533, 2041, 2558, 3052, 3670, 76268, 111457, 111476, 126504, 143529, 143599, 144398, 346329, 346330, 394865, 467806, 521943, 583382, 796209, 3184346]\n",
    "#winners: [0, 5, 6, 8, 9, 10, 11, 12, 13, 14, 16, 18, 19, 20, 21, 22, 23, 25, 26, 28, 29, 30, 32, 33, 34, 36, 38]\n",
    "#elapsed: 1359.723209142685"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 338,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from keras import backend as K\n",
    "from keras import losses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 346,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1.3862944, 0.46209815, 1.3862944]"
      ]
     },
     "execution_count": 346,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = tf.constant([1, 1, 0], dtype=tf.float32)\n",
    "yhat = tf.constant([0.5, 0.5, 0], dtype=tf.float32)\n",
    "sess = tf.Session()\n",
    "K.set_session(sess)\n",
    "cce = losses.categorical_crossentropy(y, yhat)\n",
    "bce = losses.binary_crossentropy(y, yhat)\n",
    "kl = losses.kullback_leibler_divergence(y, yhat)\n",
    "sess.run([cce, bce, kl])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 361,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "file = '/users/chjiang/github/stv/m40n40.5k.rf.params'\n",
    "df = pd.read_csv(file, sep='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 362,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABNQAAAG/CAYAAACQQ4q3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n+P8YS6Yn9xzq3QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11d2a6320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "parameters = ['max_features', 'n_estimators', 'max_depth']\n",
    "cols = len(parameters)\n",
    "\n",
    "f, axes = plt.subplots(nrows=1, ncols=cols, figsize=(15, 5))\n",
    "cmap = plt.get_cmap('jet')\n",
    "for i, param in enumerate(parameters):\n",
    "    if 'activation' in param:\n",
    "        xs = np.array(range(df.shape[0]))\n",
    "        plt.xticks(xs, df[param])\n",
    "    else:\n",
    "        xs = df[param]\n",
    "    ys = df['loss']\n",
    "\n",
    "    axes[i].scatter(xs, ys, s=20, linewidth=0.01, alpha=0.75, c=cmap(float(i) / len(parameters)))\n",
    "    axes[i].set_title(param)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 405,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "file = '/users/chjiang/github/stv/m20n20.100k.localprior.txt'\n",
    "df = pd.read_csv(file, sep='\\t', header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 406,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "821905"
      ]
     },
     "execution_count": 406,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[3].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 394,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABNEAAAG/CAYAAAB2akHzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQgghRBcURBNCCCGEEEIIIYQQogv/A0lAAHW54wJUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11fc9b978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "file = '/users/chjiang/github/stv/m40n40.5k.nn.params'\n",
    "df = pd.read_csv(file, sep='\\t')\n",
    "parameters = ['dropout1', 'dropout2', 'dense', 'activation']\n",
    "cols = len(parameters)\n",
    "\n",
    "f, axes = plt.subplots(nrows=1, ncols=cols, figsize=(15, 5))\n",
    "cmap = plt.get_cmap('jet')\n",
    "for i, param in enumerate(parameters):\n",
    "    if 'activation' in param:\n",
    "        xs = np.array(range(df.shape[0]))\n",
    "        plt.xticks(xs, df[param])\n",
    "    else:\n",
    "        xs = df[param]\n",
    "    ys = df['loss']\n",
    "\n",
    "    axes[i].scatter(xs, ys, s=20, linewidth=0.01, alpha=0.75, c=cmap(float(i) / len(parameters)))\n",
    "    axes[i].set_title(param)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from bs4 import BeautifulSoup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "contents = ''\n",
    "with open('/Users/chjiang/GitHub/horsehour.github.io/_posts/2017-08-22-search-rank-content.html', 'rb') as istream:\n",
    "    contents = istream.read()\n",
    "\n",
    "soup = BeautifulSoup(contents, 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<a class=\"l\" data-dest-detail='[21,\"XYZ\",72,551.12,null]' href=\"#pf15\">第一部分 信息检索与排名</a>\n",
      "<a class=\"l\" data-dest-detail='[25,\"XYZ\",72,740.93,null]' href=\"#pf19\">向量空间模型</a>\n",
      "<a class=\"l\" data-dest-detail='[26,\"XYZ\",72,616.48,null]' href=\"#pf1a\">余弦相似度</a>\n",
      "<a class=\"l\" data-dest-detail='[26,\"XYZ\",72,445.11,null]' href=\"#pf1a\">TF-IDF赋权法</a>\n",
      "<a class=\"l\" data-dest-detail='[27,\"XYZ\",72,519.79,null]' href=\"#pf1b\">IDF与信息量</a>\n",
      "<a class=\"l\" data-dest-detail='[29,\"XYZ\",72,740.93,null]' href=\"#pf1d\">概率信息检索模型</a>\n",
      "<a class=\"l\" data-dest-detail='[29,\"XYZ\",72,369.52,null]' href=\"#pf1d\">概率排序原理</a>\n",
      "<a class=\"l\" data-dest-detail='[29,\"XYZ\",72,275.07,null]' href=\"#pf1d\">BM25</a>\n",
      "<a class=\"l\" data-dest-detail='[30,\"XYZ\",72,610.53,null]' href=\"#pf1e\">BM25F</a>\n",
      "<a class=\"l\" data-dest-detail='[33,\"XYZ\",72,740.93,null]' href=\"#pf21\">语言模型</a>\n",
      "<a class=\"l\" data-dest-detail='[33,\"XYZ\",72,505.66,null]' href=\"#pf21\">检索邻近度</a>\n",
      "<a class=\"l\" data-dest-detail='[35,\"XYZ\",72,740.93,null]' href=\"#pf23\">Lucene &amp; Nutch评分</a>\n",
      "<a class=\"l\" data-dest-detail='[35,\"XYZ\",72,352.99,null]' href=\"#pf23\">Lucene评分模型</a>\n",
      "<a class=\"l\" data-dest-detail='[36,\"XYZ\",72,546.69,null]' href=\"#pf24\">Lucene相似度与向量空间模型</a>\n",
      "<a class=\"l\" data-dest-detail='[36,\"XYZ\",72,78.17,null]' href=\"#pf24\">公理检索函数</a>\n",
      "<a class=\"l\" data-dest-detail='[37,\"XYZ\",72,565.76,null]' href=\"#pf25\">LinkRank</a>\n",
      "<a class=\"l\" data-dest-detail='[39,\"XYZ\",72,740.93,null]' href=\"#pf27\">基于图的排名模型</a>\n",
      "<a class=\"l\" data-dest-detail='[39,\"XYZ\",72,599.39,null]' href=\"#pf27\">在线页面权重计算模型</a>\n",
      "<a class=\"l\" data-dest-detail='[40,\"XYZ\",72,534,null]' href=\"#pf28\">PageRank</a>\n",
      "<a class=\"l\" data-dest-detail='[41,\"XYZ\",72,139.18,null]' href=\"#pf29\">Panda, Caffeine and Hilltop</a>\n",
      "<a class=\"l\" data-dest-detail='[41,\"XYZ\",72,90.07,null]' href=\"#pf29\">个性化PageRank</a>\n",
      "<a class=\"l\" data-dest-detail='[42,\"XYZ\",72,681.28,null]' href=\"#pf2a\">Leontief &amp; PageRank</a>\n",
      "<a class=\"l\" data-dest-detail='[42,\"XYZ\",72,598.21,null]' href=\"#pf2a\">Baidu Link Rank</a>\n",
      "<a class=\"l\" data-dest-detail='[42,\"XYZ\",72,552.53,null]' href=\"#pf2a\">主题敏感的PageRank</a>\n",
      "<a class=\"l\" data-dest-detail='[42,\"XYZ\",72,130.61,null]' href=\"#pf2a\">SimRank</a>\n",
      "<a class=\"l\" data-dest-detail='[44,\"XYZ\",72,535.81,null]' href=\"#pf2c\">CheiRank</a>\n",
      "<a class=\"l\" data-dest-detail='[44,\"XYZ\",72,475.24,null]' href=\"#pf2c\">HITS</a>\n",
      "<a class=\"l\" data-dest-detail='[45,\"XYZ\",72,395.98,null]' href=\"#pf2d\">HITS v.s. PageRank</a>\n",
      "<a class=\"l\" data-dest-detail='[46,\"XYZ\",72,534.96,null]' href=\"#pf2e\">SALSA</a>\n",
      "<a class=\"l\" data-dest-detail='[46,\"XYZ\",72,374.19,null]' href=\"#pf2e\">TrustRank</a>\n",
      "<a class=\"l\" data-dest-detail='[46,\"XYZ\",72,134.64,null]' href=\"#pf2e\">DistanceRank</a>\n",
      "<a class=\"l\" data-dest-detail='[47,\"XYZ\",72,703.53,null]' href=\"#pf2f\">Yandex MatrixNet</a>\n",
      "<a class=\"l\" data-dest-detail='[47,\"XYZ\",72,666.13,null]' href=\"#pf2f\">Facebook EdgeRank</a>\n",
      "<a class=\"l\" data-dest-detail='[47,\"XYZ\",72,628.72,null]' href=\"#pf2f\">Quora PeopleRank</a>\n",
      "<a class=\"l\" data-dest-detail='[49,\"XYZ\",72,740.93,null]' href=\"#pf31\">图像搜索与排名算法</a>\n",
      "<a class=\"l\" data-dest-detail='[49,\"XYZ\",72,598.94,null]' href=\"#pf31\">感知哈希算法</a>\n",
      "<a class=\"l\" data-dest-detail='[50,\"XYZ\",72,692.1,null]' href=\"#pf32\">颜色分布法</a>\n",
      "<a class=\"l\" data-dest-detail='[50,\"XYZ\",72,106.16,null]' href=\"#pf32\">大津阈值法</a>\n",
      "<a class=\"l\" data-dest-detail='[51,\"XYZ\",72,309.57,null]' href=\"#pf33\">VisualRank</a>\n",
      "<a class=\"l\" data-dest-detail='[53,\"XYZ\",72,740.93,null]' href=\"#pf35\">基于评分的排名模型</a>\n",
      "<a class=\"l\" data-dest-detail='[53,\"XYZ\",72,599.39,null]' href=\"#pf35\">牛顿冷却定律</a>\n",
      "<a class=\"l\" data-dest-detail='[53,\"XYZ\",72,275.63,null]' href=\"#pf35\">HNRating</a>\n",
      "<a class=\"l\" data-dest-detail='[54,\"XYZ\",72,613.01,null]' href=\"#pf36\">Reddit热度评分</a>\n",
      "<a class=\"l\" data-dest-detail='[54,\"XYZ\",72,256.36,null]' href=\"#pf36\">Reddit最佳评分</a>\n",
      "<a class=\"l\" data-dest-detail='[55,\"XYZ\",72,379.13,null]' href=\"#pf37\">Stack Overflow评分</a>\n",
      "<a class=\"l\" data-dest-detail='[55,\"XYZ\",72,223.83,null]' href=\"#pf37\">IDMb榜首250评分系统</a>\n",
      "<a class=\"l\" data-dest-detail='[57,\"XYZ\",72,740.93,null]' href=\"#pf39\">搜索引擎</a>\n",
      "<a class=\"l\" data-dest-detail='[61,\"XYZ\",72,551.12,null]' href=\"#pf3d\">第二部分 排名理论</a>\n",
      "<a class=\"l\" data-dest-detail='[63,\"XYZ\",72,740.93,null]' href=\"#pf3f\">社会选择理论</a>\n",
      "<a class=\"l\" data-dest-detail='[64,\"XYZ\",72,710.96,null]' href=\"#pf40\">符号定义</a>\n",
      "<a class=\"l\" data-dest-detail='[66,\"XYZ\",72,625.54,null]' href=\"#pf42\">位置评分法</a>\n",
      "<a class=\"l\" data-dest-detail='[66,\"XYZ\",72,483.19,null]' href=\"#pf42\">多数投票法</a>\n",
      "<a class=\"l\" data-dest-detail='[66,\"XYZ\",72,318.95,null]' href=\"#pf42\">波达计数</a>\n",
      "<a class=\"l\" data-dest-detail='[66,\"XYZ\",72,88.8,null]' href=\"#pf42\">记分投票法</a>\n",
      "<a class=\"l\" data-dest-detail='[67,\"XYZ\",72,549.68,null]' href=\"#pf43\">孔多塞方法</a>\n",
      "<a class=\"l\" data-dest-detail='[70,\"XYZ\",72,148.85,null]' href=\"#pf46\">位置筛选法</a>\n",
      "<a class=\"l\" data-dest-detail='[70,\"XYZ\",72,90.07,null]' href=\"#pf46\">单记可让渡投票制</a>\n",
      "<a class=\"l\" data-dest-detail='[71,\"XYZ\",72,269.76,null]' href=\"#pf47\">概率模型法</a>\n",
      "<a class=\"l\" data-dest-detail='[71,\"XYZ\",72,209.89,null]' href=\"#pf47\">马洛斯模型</a>\n",
      "<a class=\"l\" data-dest-detail='[72,\"XYZ\",72,709.44,null]' href=\"#pf48\">瑟斯顿模型与TrueSkill排名</a>\n",
      "<a class=\"l\" data-dest-detail='[72,\"XYZ\",72,666.08,null]' href=\"#pf48\">布雷德利─特里─卢斯模型</a>\n",
      "<a class=\"l\" data-dest-detail='[72,\"XYZ\",72,640.39,null]' href=\"#pf48\">普拉基特─卢斯模型</a>\n",
      "<a class=\"l\" data-dest-detail='[74,\"XYZ\",72,453.91,null]' href=\"#pf4a\">Elo排序系统</a>\n",
      "<a class=\"l\" data-dest-detail='[74,\"XYZ\",72,418.64,null]' href=\"#pf4a\">Colley方法</a>\n",
      "<a class=\"l\" data-dest-detail='[74,\"XYZ\",72,392.96,null]' href=\"#pf4a\">Massey方法</a>\n",
      "<a class=\"l\" data-dest-detail='[74,\"XYZ\",72,296.18,null]' href=\"#pf4a\">投票系统准则</a>\n",
      "<a class=\"l\" data-dest-detail='[75,\"XYZ\",72,523.84,null]' href=\"#pf4b\">阿罗不可能定理</a>\n",
      "<a class=\"l\" data-dest-detail='[78,\"XYZ\",72,591.03,null]' href=\"#pf4e\">吉伯德－萨特思韦特定理</a>\n",
      "<a class=\"l\" data-dest-detail='[79,\"XYZ\",72,597.37,null]' href=\"#pf4f\">梅定理</a>\n",
      "<a class=\"l\" data-dest-detail='[79,\"XYZ\",72,387.51,null]' href=\"#pf4f\">排名聚合</a>\n",
      "<a class=\"l\" data-dest-detail='[80,\"XYZ\",72,184.42,null]' href=\"#pf50\">序对投票准则</a>\n",
      "<a class=\"l\" data-dest-detail='[85,\"XYZ\",72,740.93,null]' href=\"#pf55\">排名收敛</a>\n",
      "<a class=\"l\" data-dest-detail='[89,\"XYZ\",72,551.18,null]' href=\"#pf59\">第三部分 数据挖掘与机器学习</a>\n",
      "<a class=\"l\" data-dest-detail='[93,\"XYZ\",72,740.93,null]' href=\"#pf5d\">回归分析</a>\n",
      "<a class=\"l\" data-dest-detail='[94,\"XYZ\",72,690.67,null]' href=\"#pf5e\">线性回归</a>\n",
      "<a class=\"l\" data-dest-detail='[95,\"XYZ\",72,403.95,null]' href=\"#pf5f\">岭回归</a>\n",
      "<a class=\"l\" data-dest-detail='[95,\"XYZ\",72,88.97,null]' href=\"#pf5f\">Lasso</a>\n",
      "<a class=\"l\" data-dest-detail='[96,\"XYZ\",72,224.66,null]' href=\"#pf60\">最小角回归</a>\n",
      "<a class=\"l\" data-dest-detail='[96,\"XYZ\",72,164.87,null]' href=\"#pf60\">前向逐步回归</a>\n",
      "<a class=\"l\" data-dest-detail='[96,\"XYZ\",72,127.47,null]' href=\"#pf60\">有序回归</a>\n",
      "<a class=\"l\" data-dest-detail='[96,\"XYZ\",72,90.07,null]' href=\"#pf60\">保序回归</a>\n",
      "<a class=\"l\" data-dest-detail='[99,\"XYZ\",72,740.93,null]' href=\"#pf63\">分类</a>\n",
      "<a class=\"l\" data-dest-detail='[99,\"XYZ\",72,128.39,null]' href=\"#pf63\">KNN算法</a>\n",
      "<a class=\"l\" data-dest-detail='[100,\"XYZ\",72,502.6,null]' href=\"#pf64\">贝叶斯分类</a>\n",
      "<a class=\"l\" data-dest-detail='[101,\"XYZ\",72,198.78,null]' href=\"#pf65\">标签传递算法</a>\n",
      "<a class=\"l\" data-dest-detail='[102,\"XYZ\",72,538.91,null]' href=\"#pf66\">逻辑回归</a>\n",
      "<a class=\"l\" data-dest-detail='[104,\"XYZ\",72,531.34,null]' href=\"#pf68\">线性判别分析</a>\n",
      "<a class=\"l\" data-dest-detail='[104,\"XYZ\",72,416.52,null]' href=\"#pf68\">线性判别分析与二次判别分析</a>\n",
      "<a class=\"l\" data-dest-detail='[105,\"XYZ\",72,577.01,null]' href=\"#pf69\">费希尔判别分析</a>\n",
      "<a class=\"l\" data-dest-detail='[106,\"XYZ\",72,494.88,null]' href=\"#pf6a\">纠错输出编码</a>\n",
      "<a class=\"l\" data-dest-detail='[106,\"XYZ\",72,402.51,null]' href=\"#pf6a\">感知器算法</a>\n",
      "<a class=\"l\" data-dest-detail='[108,\"XYZ\",72,502.32,null]' href=\"#pf6c\">大间隔分类器</a>\n",
      "<a class=\"l\" data-dest-detail='[111,\"XYZ\",72,740.93,null]' href=\"#pf6f\">支持向量机</a>\n",
      "<a class=\"l\" data-dest-detail='[111,\"XYZ\",72,409.08,null]' href=\"#pf6f\">统计学习理论</a>\n",
      "<a class=\"l\" data-dest-detail='[111,\"XYZ\",72,143.45,null]' href=\"#pf6f\">VC维</a>\n",
      "<a class=\"l\" data-dest-detail='[113,\"XYZ\",72,293.59,null]' href=\"#pf71\">期望风险与经验风险</a>\n",
      "<a class=\"l\" data-dest-detail='[114,\"XYZ\",72,459.39,null]' href=\"#pf72\">泛化界</a>\n",
      "<a class=\"l\" data-dest-detail='[114,\"XYZ\",72,88.97,null]' href=\"#pf72\">结构风险最小化</a>\n",
      "<a class=\"l\" data-dest-detail='[115,\"XYZ\",72,420.76,null]' href=\"#pf73\">支持向量机分类器</a>\n",
      "<a class=\"l\" data-dest-detail='[117,\"XYZ\",72,528.98,null]' href=\"#pf75\">核方法</a>\n",
      "<a class=\"l\" data-dest-detail='[121,\"XYZ\",72,605.03,null]' href=\"#pf79\">块算法</a>\n",
      "<a class=\"l\" data-dest-detail='[121,\"XYZ\",72,402.86,null]' href=\"#pf79\">Osuna分解算法</a>\n",
      "<a class=\"l\" data-dest-detail='[123,\"XYZ\",72,432.51,null]' href=\"#pf7b\">序列最小优化算法</a>\n",
      "<a class=\"l\" data-dest-detail='[123,\"XYZ\",72,88.97,null]' href=\"#pf7b\">解析方法：优化拉格朗日乘子对</a>\n",
      "<a class=\"l\" data-dest-detail='[125,\"XYZ\",72,340.37,null]' href=\"#pf7d\">启发式方法：选取拉格朗日乘子对</a>\n",
      "<a class=\"l\" data-dest-detail='[126,\"XYZ\",72,78.95,null]' href=\"#pf7e\">确定截距</a>\n",
      "<a class=\"l\" data-dest-detail='[127,\"XYZ\",72,396.26,null]' href=\"#pf7f\">算法加速</a>\n",
      "<a class=\"l\" data-dest-detail='[127,\"XYZ\",72,198.5,null]' href=\"#pf7f\">终止条件</a>\n",
      "<a class=\"l\" data-dest-detail='[127,\"XYZ\",72,83.34,null]' href=\"#pf7f\">SVMLight</a>\n",
      "<a class=\"l\" data-dest-detail='[128,\"XYZ\",72,577.22,null]' href=\"#pf80\">LibSVM</a>\n",
      "<a class=\"l\" data-dest-detail='[128,\"XYZ\",72,425.43,null]' href=\"#pf80\">Pegasos</a>\n",
      "<a class=\"l\" data-dest-detail='[130,\"XYZ\",72,638.64,null]' href=\"#pf82\">邻近支持向量机</a>\n",
      "<a class=\"l\" data-dest-detail='[133,\"XYZ\",72,740.93,null]' href=\"#pf85\">人工神经网络</a>\n",
      "<a class=\"l\" data-dest-detail='[134,\"XYZ\",72,728.01,null]' href=\"#pf86\">神经网络简史</a>\n",
      "<a class=\"l\" data-dest-detail='[135,\"XYZ\",72,652.39,null]' href=\"#pf87\">深度学习</a>\n",
      "<a class=\"l\" data-dest-detail='[136,\"XYZ\",72,228.65,null]' href=\"#pf88\">自动编码器</a>\n",
      "<a class=\"l\" data-dest-detail='[136,\"XYZ\",72,88.49,null]' href=\"#pf88\">稀疏编码方法</a>\n",
      "<a class=\"l\" data-dest-detail='[137,\"XYZ\",72,488.33,null]' href=\"#pf89\">玻尔兹曼机</a>\n",
      "<a class=\"l\" data-dest-detail='[139,\"XYZ\",72,652.39,null]' href=\"#pf8b\">信念网络</a>\n",
      "<a class=\"l\" data-dest-detail='[139,\"XYZ\",72,525.45,null]' href=\"#pf8b\">卷积神经网络</a>\n",
      "<a class=\"l\" data-dest-detail='[141,\"XYZ\",72,740.93,null]' href=\"#pf8d\">极限学习机</a>\n",
      "<a class=\"l\" data-dest-detail='[143,\"XYZ\",72,740.93,null]' href=\"#pf8f\">决策树</a>\n",
      "<a class=\"l\" data-dest-detail='[144,\"XYZ\",72,295.77,null]' href=\"#pf90\">决策树桩</a>\n",
      "<a class=\"l\" data-dest-detail='[144,\"XYZ\",72,204.02,null]' href=\"#pf90\">剪枝</a>\n",
      "<a class=\"l\" data-dest-detail='[145,\"XYZ\",72,263.52,null]' href=\"#pf91\">缺值</a>\n",
      "<a class=\"l\" data-dest-detail='[145,\"XYZ\",72,114.02,null]' href=\"#pf91\">树的集成模型</a>\n",
      "<a class=\"l\" data-dest-detail='[146,\"XYZ\",72,681.05,null]' href=\"#pf92\">ID3和C4.5</a>\n",
      "<a class=\"l\" data-dest-detail='[147,\"XYZ\",72,198.34,null]' href=\"#pf93\">分类与回归树</a>\n",
      "<a class=\"l\" data-dest-detail='[148,\"XYZ\",72,406.73,null]' href=\"#pf94\">随机森林</a>\n",
      "<a class=\"l\" data-dest-detail='[149,\"XYZ\",72,692.1,null]' href=\"#pf95\">梯度提升算法</a>\n",
      "<a class=\"l\" data-dest-detail='[150,\"XYZ\",72,90.07,null]' href=\"#pf96\">损失函数</a>\n",
      "<a class=\"l\" data-dest-detail='[155,\"XYZ\",72,356.34,null]' href=\"#pf9b\">梯度提升决策树</a>\n",
      "<a class=\"l\" data-dest-detail='[156,\"XYZ\",72,287.92,null]' href=\"#pf9c\">缩减</a>\n",
      "<a class=\"l\" data-dest-detail='[156,\"XYZ\",72,89.09,null]' href=\"#pf9c\">随机梯度提升</a>\n",
      "<a class=\"l\" data-dest-detail='[157,\"XYZ\",72,83.64,null]' href=\"#pf9d\">排名问题</a>\n",
      "<a class=\"l\" data-dest-detail='[159,\"XYZ\",72,740.93,null]' href=\"#pf9f\">聚类分析</a>\n",
      "<a class=\"l\" data-dest-detail='[159,\"XYZ\",72,373.29,null]' href=\"#pf9f\">K-Means和K-Medoids</a>\n",
      "<a class=\"l\" data-dest-detail='[159,\"XYZ\",72,258.43,null]' href=\"#pf9f\">谱聚类</a>\n",
      "<a class=\"l\" data-dest-detail='[160,\"XYZ\",72,360.78,null]' href=\"#pfa0\">谱分析</a>\n",
      "<a class=\"l\" data-dest-detail='[161,\"XYZ\",72,418.78,null]' href=\"#pfa1\">谱图分割</a>\n",
      "<a class=\"l\" data-dest-detail='[161,\"XYZ\",72,85.09,null]' href=\"#pfa1\">密度峰值聚类</a>\n",
      "<a class=\"l\" data-dest-detail='[165,\"XYZ\",72,740.93,null]' href=\"#pfa5\">统计模型</a>\n",
      "<a class=\"l\" data-dest-detail='[165,\"XYZ\",72,599.31,null]' href=\"#pfa5\">EM算法</a>\n",
      "<a class=\"l\" data-dest-detail='[166,\"XYZ\",72,591.55,null]' href=\"#pfa6\">高斯混合模型</a>\n",
      "<a class=\"l\" data-dest-detail='[169,\"XYZ\",72,431.38,null]' href=\"#pfa9\">概率隐语义分析</a>\n",
      "<a class=\"l\" data-dest-detail='[169,\"XYZ\",72,371.76,null]' href=\"#pfa9\">隐含狄利克雷分布</a>\n",
      "<a class=\"l\" data-dest-detail='[169,\"XYZ\",72,334.36,null]' href=\"#pfa9\">最大熵模型</a>\n",
      "<a class=\"l\" data-dest-detail='[169,\"XYZ\",72,228.34,null]' href=\"#pfa9\">最大熵原理</a>\n",
      "<a class=\"l\" data-dest-detail='[171,\"XYZ\",72,669.49,null]' href=\"#pfab\">最大熵模型</a>\n",
      "<a class=\"l\" data-dest-detail='[173,\"XYZ\",72,609.98,null]' href=\"#pfad\">参数优化 - IIS算法</a>\n",
      "<a class=\"l\" data-dest-detail='[174,\"XYZ\",72,461.77,null]' href=\"#pfae\">模型参数最大似然估计</a>\n",
      "<a class=\"l\" data-dest-detail='[174,\"XYZ\",72,201.09,null]' href=\"#pfae\">规则化模型</a>\n",
      "<a class=\"l\" data-dest-detail='[175,\"XYZ\",72,729.78,null]' href=\"#pfaf\">隐马尔科夫模型</a>\n",
      "<a class=\"l\" data-dest-detail='[176,\"XYZ\",72,502.33,null]' href=\"#pfb0\">评估问题：Forward-Backward算法</a>\n",
      "<a class=\"l\" data-dest-detail='[178,\"XYZ\",72,309.8,null]' href=\"#pfb2\">解码问题：Viterbi算法</a>\n",
      "<a class=\"l\" data-dest-detail='[178,\"XYZ\",72,255.61,null]' href=\"#pfb2\">学习问题：Baum-Welch算法</a>\n",
      "<a class=\"l\" data-dest-detail='[178,\"XYZ\",72,226.73,null]' href=\"#pfb2\">最大熵马尔科夫模型</a>\n",
      "<a class=\"l\" data-dest-detail='[178,\"XYZ\",72,113.47,null]' href=\"#pfb2\">条件随机场</a>\n",
      "<a class=\"l\" data-dest-detail='[181,\"XYZ\",72,740.93,null]' href=\"#pfb5\">集成学习</a>\n",
      "<a class=\"l\" data-dest-detail='[182,\"XYZ\",72,297.3,null]' href=\"#pfb6\">多样性</a>\n",
      "<a class=\"l\" data-dest-detail='[183,\"XYZ\",72,284.05,null]' href=\"#pfb7\">集成误差</a>\n",
      "<a class=\"l\" data-dest-detail='[184,\"XYZ\",72,109.37,null]' href=\"#pfb8\">提升算法</a>\n",
      "<a class=\"l\" data-dest-detail='[185,\"XYZ\",72,275.86,null]' href=\"#pfb9\">AdaBoost</a>\n",
      "<a class=\"l\" data-dest-detail='[185,\"XYZ\",72,179.5,null]' href=\"#pfb9\">LPBoost</a>\n",
      "<a class=\"l\" data-dest-detail='[185,\"XYZ\",72,135.5,null]' href=\"#pfb9\">大间隔模型：提升算法</a>\n",
      "<a class=\"l\" data-dest-detail='[186,\"XYZ\",72,248.41,null]' href=\"#pfba\">提升算法的缺陷</a>\n",
      "<a class=\"l\" data-dest-detail='[187,\"XYZ\",72,729.08,null]' href=\"#pfbb\">Bagging</a>\n",
      "<a class=\"l\" data-dest-detail='[187,\"XYZ\",72,265.81,null]' href=\"#pfbb\">Stacking</a>\n",
      "<a class=\"l\" data-dest-detail='[187,\"XYZ\",72,197.25,null]' href=\"#pfbb\">随机子空间法</a>\n",
      "<a class=\"l\" data-dest-detail='[188,\"XYZ\",72,452.17,null]' href=\"#pfbc\">加性树丛模型</a>\n",
      "<a class=\"l\" data-dest-detail='[188,\"XYZ\",72,312.34,null]' href=\"#pfbc\">维数约减</a>\n",
      "<a class=\"l\" data-dest-detail='[189,\"XYZ\",72,673.11,null]' href=\"#pfbd\">奇异值分解</a>\n",
      "<a class=\"l\" data-dest-detail='[191,\"XYZ\",72,285.59,null]' href=\"#pfbf\">主成分分析</a>\n",
      "<a class=\"l\" data-dest-detail='[192,\"XYZ\",72,227.66,null]' href=\"#pfc0\">局部线性嵌入</a>\n",
      "<a class=\"l\" data-dest-detail='[192,\"XYZ\",72,155.51,null]' href=\"#pfc0\">拉普拉斯特征映射</a>\n",
      "<a class=\"l\" data-dest-detail='[192,\"XYZ\",72,87.11,null]' href=\"#pfc0\">自组织映射网络</a>\n",
      "<a class=\"l\" data-dest-detail='[193,\"XYZ\",72,644.11,null]' href=\"#pfc1\">自适应交叉近似算法</a>\n",
      "<a class=\"l\" data-dest-detail='[193,\"XYZ\",72,284.89,null]' href=\"#pfc1\">特征选择</a>\n",
      "<a class=\"l\" data-dest-detail='[194,\"XYZ\",72,465.21,null]' href=\"#pfc2\">Relief</a>\n",
      "<a class=\"l\" data-dest-detail='[194,\"XYZ\",72,368.08,null]' href=\"#pfc2\">贪婪搜索算法</a>\n",
      "<a class=\"l\" data-dest-detail='[196,\"XYZ\",72,431.01,null]' href=\"#pfc4\">FS-BFS</a>\n",
      "<a class=\"l\" data-dest-detail='[197,\"XYZ\",72,740.93,null]' href=\"#pfc5\">推荐系统</a>\n",
      "<a class=\"l\" data-dest-detail='[197,\"XYZ\",72,296.17,null]' href=\"#pfc5\">协同过滤</a>\n",
      "<a class=\"l\" data-dest-detail='[199,\"XYZ\",72,336.09,null]' href=\"#pfc7\">基于用户的协同过滤算法</a>\n",
      "<a class=\"l\" data-dest-detail='[200,\"XYZ\",72,681.31,null]' href=\"#pfc8\">基于物品的协同过滤算法</a>\n",
      "<a class=\"l\" data-dest-detail='[200,\"XYZ\",72,540.81,null]' href=\"#pfc8\">Slope One</a>\n",
      "<a class=\"l\" data-dest-detail='[201,\"XYZ\",72,98,null]' href=\"#pfc9\">Baseline</a>\n",
      "<a class=\"l\" data-dest-detail='[202,\"XYZ\",72,110.84,null]' href=\"#pfca\">矩阵分解模型</a>\n",
      "<a class=\"l\" data-dest-detail='[204,\"XYZ\",72,280.83,null]' href=\"#pfcc\">信誉系统</a>\n",
      "<a class=\"l\" data-dest-detail='[205,\"XYZ\",72,389.51,null]' href=\"#pfcd\">基于排序学习的推荐算法</a>\n",
      "<a class=\"l\" data-dest-detail='[206,\"XYZ\",72,559.85,null]' href=\"#pfce\">基于信用的预测</a>\n",
      "<a class=\"l\" data-dest-detail='[206,\"XYZ\",72,106.16,null]' href=\"#pfce\">基于图的推荐算法</a>\n",
      "<a class=\"l\" data-dest-detail='[207,\"XYZ\",72,539.6,null]' href=\"#pfcf\">公开数据集：评分预测与推荐</a>\n",
      "<a class=\"l\" data-dest-detail='[207,\"XYZ\",72,481.07,null]' href=\"#pfcf\">MovieLens</a>\n",
      "<a class=\"l\" data-dest-detail='[207,\"XYZ\",72,326.59,null]' href=\"#pfcf\">Netflix</a>\n",
      "<a class=\"l\" data-dest-detail='[207,\"XYZ\",72,134.53,null]' href=\"#pfcf\">百度电影推荐算法创新大赛</a>\n",
      "<a class=\"l\" data-dest-detail='[209,\"XYZ\",72,740.93,null]' href=\"#pfd1\">信息抽取</a>\n",
      "<a class=\"l\" data-dest-detail='[209,\"XYZ\",72,599.31,null]' href=\"#pfd1\">VIPS</a>\n",
      "<a class=\"l\" data-dest-detail='[209,\"XYZ\",72,486.79,null]' href=\"#pfd1\">手写字识别</a>\n",
      "<a class=\"l\" data-dest-detail='[209,\"XYZ\",72,427.36,null]' href=\"#pfd1\">OCR</a>\n",
      "<a class=\"l\" data-dest-detail='[211,\"XYZ\",72,740.93,null]' href=\"#pfd3\">机器学习基础知识</a>\n",
      "<a class=\"l\" data-dest-detail='[211,\"XYZ\",72,599.18,null]' href=\"#pfd3\">泛化能力</a>\n",
      "<a class=\"l\" data-dest-detail='[211,\"XYZ\",72,334.2,null]' href=\"#pfd3\">交叉验证</a>\n",
      "<a class=\"l\" data-dest-detail='[211,\"XYZ\",72,205.96,null]' href=\"#pfd3\">Hold-Out方法</a>\n",
      "<a class=\"l\" data-dest-detail='[211,\"XYZ\",72,88.97,null]' href=\"#pfd3\">K折交叉验证</a>\n",
      "<a class=\"l\" data-dest-detail='[212,\"XYZ\",72,372.04,null]' href=\"#pfd4\">留一交叉验证</a>\n",
      "<a class=\"l\" data-dest-detail='[212,\"XYZ\",72,172.73,null]' href=\"#pfd4\">奥卡姆剃刀</a>\n",
      "<a class=\"l\" data-dest-detail='[213,\"XYZ\",72,691.27,null]' href=\"#pfd5\">没有免费午餐定理</a>\n",
      "<a class=\"l\" data-dest-detail='[213,\"XYZ\",72,626.19,null]' href=\"#pfd5\">经验法则</a>\n",
      "<a class=\"l\" data-dest-detail='[213,\"XYZ\",72,587.12,null]' href=\"#pfd5\">贪婪算法</a>\n",
      "<a class=\"l\" data-dest-detail='[213,\"XYZ\",72,548.04,null]' href=\"#pfd5\">在线机器学习</a>\n",
      "<a class=\"l\" data-dest-detail='[213,\"XYZ\",72,243.23,null]' href=\"#pfd5\">超参数优选</a>\n",
      "<a class=\"l\" data-dest-detail='[215,\"XYZ\",72,560.46,null]' href=\"#pfd7\">P/NP问题</a>\n",
      "<a class=\"l\" data-dest-detail='[216,\"XYZ\",72,710.96,null]' href=\"#pfd8\">收敛速度与复杂度</a>\n",
      "<a class=\"l\" data-dest-detail='[216,\"XYZ\",72,330.99,null]' href=\"#pfd8\">适定问题与非适定问题</a>\n",
      "<a class=\"l\" data-dest-detail='[216,\"XYZ\",72,89.01,null]' href=\"#pfd8\">欠定系统与超定系统</a>\n",
      "<a class=\"l\" data-dest-detail='[219,\"XYZ\",72,740.93,null]' href=\"#pfdb\">排序学习</a>\n",
      "<a class=\"l\" data-dest-detail='[220,\"XYZ\",72,615.45,null]' href=\"#pfdc\">背景介绍</a>\n",
      "<a class=\"l\" data-dest-detail='[221,\"XYZ\",72,559.77,null]' href=\"#pfdd\">研究团队</a>\n",
      "<a class=\"l\" data-dest-detail='[222,\"XYZ\",72,633.76,null]' href=\"#pfde\">PRank</a>\n",
      "<a class=\"l\" data-dest-detail='[222,\"XYZ\",72,406.07,null]' href=\"#pfde\">RankSVM</a>\n",
      "<a class=\"l\" data-dest-detail='[223,\"XYZ\",72,246.17,null]' href=\"#pfdf\">IR-SVM</a>\n",
      "<a class=\"l\" data-dest-detail='[223,\"XYZ\",72,165.71,null]' href=\"#pfdf\">SVM-MAP</a>\n",
      "<a class=\"l\" data-dest-detail='[223,\"XYZ\",72,87.11,null]' href=\"#pfdf\">RankNet</a>\n",
      "<a class=\"l\" data-dest-detail='[224,\"XYZ\",72,632.29,null]' href=\"#pfe0\">交叉熵损失函数</a>\n",
      "<a class=\"l\" data-dest-detail='[225,\"XYZ\",72,315.81,null]' href=\"#pfe1\">训练</a>\n",
      "<a class=\"l\" data-dest-detail='[227,\"XYZ\",72,653.41,null]' href=\"#pfe3\">批量更新</a>\n",
      "<a class=\"l\" data-dest-detail='[228,\"XYZ\",72,461.7,null]' href=\"#pfe4\">LambdaRank</a>\n",
      "<a class=\"l\" data-dest-detail='[228,\"XYZ\",72,246.38,null]' href=\"#pfe4\">LambdaMART</a>\n",
      "<a class=\"l\" data-dest-detail='[228,\"XYZ\",72,88.97,null]' href=\"#pfe4\">GBRank</a>\n",
      "<a class=\"l\" data-dest-detail='[229,\"XYZ\",72,670.75,null]' href=\"#pfe5\">GBlend</a>\n",
      "<a class=\"l\" data-dest-detail='[229,\"XYZ\",72,598.21,null]' href=\"#pfe5\">QBRank</a>\n",
      "<a class=\"l\" data-dest-detail='[229,\"XYZ\",72,507.84,null]' href=\"#pfe5\">ListNet</a>\n",
      "<a class=\"l\" data-dest-detail='[230,\"XYZ\",72,552.51,null]' href=\"#pfe6\">ListMLE</a>\n",
      "<a class=\"l\" data-dest-detail='[230,\"XYZ\",72,308.97,null]' href=\"#pfe6\">FRank</a>\n",
      "<a class=\"l\" data-dest-detail='[230,\"XYZ\",72,245.71,null]' href=\"#pfe6\">BoltzRank</a>\n",
      "<a class=\"l\" data-dest-detail='[230,\"XYZ\",72,166.41,null]' href=\"#pfe6\">SortNet</a>\n",
      "<a class=\"l\" data-dest-detail='[230,\"XYZ\",72,87.11,null]' href=\"#pfe6\">RankBoost</a>\n",
      "<a class=\"l\" data-dest-detail='[231,\"XYZ\",72,153.38,null]' href=\"#pfe7\">排名误差</a>\n",
      "<a class=\"l\" data-dest-detail='[232,\"XYZ\",72,296.25,null]' href=\"#pfe8\">弱学习器选择和赋权</a>\n",
      "<a class=\"l\" data-dest-detail='[234,\"XYZ\",72,535.3,null]' href=\"#pfea\">弱学习器的构造</a>\n",
      "<a class=\"l\" data-dest-detail='[235,\"XYZ\",72,334.2,null]' href=\"#pfeb\">二分反馈</a>\n",
      "<a class=\"l\" data-dest-detail='[237,\"XYZ\",72,449.15,null]' href=\"#pfed\">泛化误差</a>\n",
      "<a class=\"l\" data-dest-detail='[239,\"XYZ\",72,82.24,null]' href=\"#pfef\">SSRankBoost</a>\n",
      "<a class=\"l\" data-dest-detail='[240,\"XYZ\",72,673.74,null]' href=\"#pff0\">AdaRank</a>\n",
      "<a class=\"l\" data-dest-detail='[243,\"XYZ\",72,265.75,null]' href=\"#pff3\">AdaRank算法的缺陷</a>\n",
      "<a class=\"l\" data-dest-detail='[243,\"XYZ\",72,87.58,null]' href=\"#pff3\">改进的AdaRank算法</a>\n",
      "<a class=\"l\" data-dest-detail='[244,\"XYZ\",72,468.86,null]' href=\"#pff4\">NDCGBoost</a>\n",
      "<a class=\"l\" data-dest-detail='[244,\"XYZ\",72,388.17,null]' href=\"#pff4\">MPBoost</a>\n",
      "<a class=\"l\" data-dest-detail='[244,\"XYZ\",72,307.48,null]' href=\"#pff4\">Ranking Refinement</a>\n",
      "<a class=\"l\" data-dest-detail='[244,\"XYZ\",72,226.79,null]' href=\"#pff4\">RankCosine</a>\n",
      "<a class=\"l\" data-dest-detail='[244,\"XYZ\",72,109.98,null]' href=\"#pff4\">余弦损失函数</a>\n",
      "<a class=\"l\" data-dest-detail='[245,\"XYZ\",72,487.37,null]' href=\"#pff5\">基排名函数的赋权</a>\n",
      "<a class=\"l\" data-dest-detail='[246,\"XYZ\",72,503.74,null]' href=\"#pff6\">PermuRank</a>\n",
      "<a class=\"l\" data-dest-detail='[246,\"XYZ\",72,430.94,null]' href=\"#pff6\">IntervalRank</a>\n",
      "<a class=\"l\" data-dest-detail='[247,\"XYZ\",72,192.11,null]' href=\"#pff7\">CRR</a>\n",
      "<a class=\"l\" data-dest-detail='[248,\"XYZ\",72,308.26,null]' href=\"#pff8\">SoftRank</a>\n",
      "<a class=\"l\" data-dest-detail='[248,\"XYZ\",72,233.3,null]' href=\"#pff8\">BayesRank</a>\n",
      "<a class=\"l\" data-dest-detail='[248,\"XYZ\",72,160.2,null]' href=\"#pff8\">RankRLS</a>\n",
      "<a class=\"l\" data-dest-detail='[248,\"XYZ\",72,87.11,null]' href=\"#pff8\">RankGP</a>\n",
      "<a class=\"l\" data-dest-detail='[249,\"XYZ\",72,362.61,null]' href=\"#pff9\">SLR</a>\n",
      "<a class=\"l\" data-dest-detail='[249,\"XYZ\",72,275.63,null]' href=\"#pff9\">McRank</a>\n",
      "<a class=\"l\" data-dest-detail='[249,\"XYZ\",72,114.94,null]' href=\"#pff9\">系数排序学习</a>\n",
      "<a class=\"l\" data-dest-detail='[251,\"XYZ\",72,653.18,null]' href=\"#pffb\">联级排序模型</a>\n",
      "<a class=\"l\" data-dest-detail='[256,\"XYZ\",72,668.68,null]' href=\"#pf100\">排序逻辑回归模型</a>\n",
      "<a class=\"l\" data-dest-detail='[259,\"XYZ\",72,625.73,null]' href=\"#pf103\">序对协调排名方法</a>\n",
      "<a class=\"l\" data-dest-detail='[262,\"XYZ\",72,187.7,null]' href=\"#pf106\">公开数据集：排序学习</a>\n",
      "<a class=\"l\" data-dest-detail='[262,\"XYZ\",72,87.11,null]' href=\"#pf106\">LETOR</a>\n",
      "<a class=\"l\" data-dest-detail='[263,\"XYZ\",72,243.8,null]' href=\"#pf107\">Microsoft Learning to Rank</a>\n",
      "<a class=\"l\" data-dest-detail='[263,\"XYZ\",72,138.23,null]' href=\"#pf107\">Yahoo! Learning to Rank Challenge</a>\n",
      "<a class=\"l\" data-dest-detail='[264,\"XYZ\",72,643.41,null]' href=\"#pf108\">Yandex Internet Mathematics</a>\n",
      "<a class=\"l\" data-dest-detail='[264,\"XYZ\",72,526.82,null]' href=\"#pf108\">排序学习算法汇总表</a>\n",
      "<a class=\"l\" data-dest-detail='[267,\"XYZ\",72,740.93,null]' href=\"#pf10b\">度量指标</a>\n",
      "<a class=\"l\" data-dest-detail='[267,\"XYZ\",72,503.65,null]' href=\"#pf10b\">度量空间与测度论</a>\n",
      "<a class=\"l\" data-dest-detail='[267,\"XYZ\",72,439.23,null]' href=\"#pf10b\">范数</a>\n",
      "<a class=\"l\" data-dest-detail='[267,\"XYZ\",72,400.91,null]' href=\"#pf10b\">Hölder范数</a>\n",
      "<a class=\"l\" data-dest-detail='[268,\"XYZ\",72,637.33,null]' href=\"#pf10c\">曼哈顿范数</a>\n",
      "<a class=\"l\" data-dest-detail='[268,\"XYZ\",72,449.04,null]' href=\"#pf10c\">欧式范数</a>\n",
      "<a class=\"l\" data-dest-detail='[268,\"XYZ\",72,246.49,null]' href=\"#pf10c\">切比雪夫范数</a>\n",
      "<a class=\"l\" data-dest-detail='[268,\"XYZ\",72,83.84,null]' href=\"#pf10c\">L最大范数</a>\n",
      "<a class=\"l\" data-dest-detail='[269,\"XYZ\",72,473.93,null]' href=\"#pf10d\">距离和相似性度量</a>\n",
      "<a class=\"l\" data-dest-detail='[269,\"XYZ\",72,364.78,null]' href=\"#pf10d\">闵可夫斯基距离</a>\n",
      "<a class=\"l\" data-dest-detail='[270,\"XYZ\",72,304.55,null]' href=\"#pf10e\">Cayley距离</a>\n",
      "<a class=\"l\" data-dest-detail='[270,\"XYZ\",72,185.51,null]' href=\"#pf10e\">Ulam距离</a>\n",
      "<a class=\"l\" data-dest-detail='[270,\"XYZ\",72,89.01,null]' href=\"#pf10e\">汉明距离</a>\n",
      "<a class=\"l\" data-dest-detail='[271,\"XYZ\",72,378.52,null]' href=\"#pf10f\">余弦相似度</a>\n",
      "<a class=\"l\" data-dest-detail='[271,\"XYZ\",72,226.69,null]' href=\"#pf10f\">杰卡德系数</a>\n",
      "<a class=\"l\" data-dest-detail='[271,\"XYZ\",72,89.01,null]' href=\"#pf10f\">核相似度</a>\n",
      "<a class=\"l\" data-dest-detail='[272,\"XYZ\",72,634.71,null]' href=\"#pf110\">皮尔逊相关系数</a>\n",
      "<a class=\"l\" data-dest-detail='[272,\"XYZ\",72,307.44,null]' href=\"#pf110\">等级相关系数</a>\n",
      "<a class=\"l\" data-dest-detail='[276,\"XYZ\",72,592.28,null]' href=\"#pf114\">对数似然比</a>\n",
      "<a class=\"l\" data-dest-detail='[276,\"XYZ\",72,198.67,null]' href=\"#pf114\">局部敏感哈希</a>\n",
      "<a class=\"l\" data-dest-detail='[276,\"XYZ\",72,88.97,null]' href=\"#pf114\">SimHash</a>\n",
      "<a class=\"l\" data-dest-detail='[277,\"XYZ\",72,714.71,null]' href=\"#pf115\">MinHash</a>\n",
      "<a class=\"l\" data-dest-detail='[277,\"XYZ\",72,687.9,null]' href=\"#pf115\">推荐系统评价指标</a>\n",
      "<a class=\"l\" data-dest-detail='[277,\"XYZ\",72,519.65,null]' href=\"#pf115\">均方根误差</a>\n",
      "<a class=\"l\" data-dest-detail='[277,\"XYZ\",72,353.43,null]' href=\"#pf115\">平均绝对误差</a>\n",
      "<a class=\"l\" data-dest-detail='[277,\"XYZ\",72,230.29,null]' href=\"#pf115\">多样性</a>\n",
      "<a class=\"l\" data-dest-detail='[278,\"XYZ\",72,618.98,null]' href=\"#pf116\">A/B测试</a>\n",
      "<a class=\"l\" data-dest-detail='[278,\"XYZ\",72,439.59,null]' href=\"#pf116\">排名性能评价指标</a>\n",
      "<a class=\"l\" data-dest-detail='[278,\"XYZ\",72,342.8,null]' href=\"#pf116\">查准率</a>\n",
      "<a class=\"l\" data-dest-detail='[278,\"XYZ\",72,87.44,null]' href=\"#pf116\">召回率</a>\n",
      "<a class=\"l\" data-dest-detail='[280,\"XYZ\",72,107.23,null]' href=\"#pf118\">平均精度均值</a>\n",
      "<a class=\"l\" data-dest-detail='[281,\"XYZ\",72,561.41,null]' href=\"#pf119\">折损累积增益</a>\n",
      "<a class=\"l\" data-dest-detail='[282,\"XYZ\",72,479.76,null]' href=\"#pf11a\">倒数排名均值</a>\n",
      "<a class=\"l\" data-dest-detail='[282,\"XYZ\",72,284.88,null]' href=\"#pf11a\">倒数排名期望</a>\n",
      "<a class=\"l\" data-dest-detail='[283,\"XYZ\",72,676.75,null]' href=\"#pf11b\">pFound</a>\n",
      "<a class=\"l\" data-dest-detail='[283,\"XYZ\",72,473.53,null]' href=\"#pf11b\">胜者全拿</a>\n",
      "<a class=\"l\" data-dest-detail='[283,\"XYZ\",72,393.82,null]' href=\"#pf11b\">信息度量</a>\n",
      "<a class=\"l\" data-dest-detail='[283,\"XYZ\",72,206.49,null]' href=\"#pf11b\">熵</a>\n",
      "<a class=\"l\" data-dest-detail='[285,\"XYZ\",72,686.03,null]' href=\"#pf11d\">联合熵</a>\n",
      "<a class=\"l\" data-dest-detail='[285,\"XYZ\",72,509.1,null]' href=\"#pf11d\">交叉熵</a>\n",
      "<a class=\"l\" data-dest-detail='[285,\"XYZ\",72,347.26,null]' href=\"#pf11d\">条件熵</a>\n",
      "<a class=\"l\" data-dest-detail='[285,\"XYZ\",72,87.44,null]' href=\"#pf11d\">KL散度</a>\n",
      "<a class=\"l\" data-dest-detail='[286,\"XYZ\",72,88.97,null]' href=\"#pf11e\">互信息</a>\n",
      "<a class=\"l\" data-dest-detail='[287,\"XYZ\",72,106.02,null]' href=\"#pf11f\">詹森",
      "香农散度</a>\n",
      "<a class=\"l\" data-dest-detail='[291,\"XYZ\",72,551.18,null]' href=\"#pf123\">第四部分 数学基础</a>\n",
      "<a class=\"l\" data-dest-detail='[293,\"XYZ\",72,740.93,null]' href=\"#pf125\">矩阵论</a>\n",
      "<a class=\"l\" data-dest-detail='[293,\"XYZ\",72,296.22,null]' href=\"#pf125\">特征系统</a>\n",
      "<a class=\"l\" data-dest-detail='[293,\"XYZ\",72,242.45,null]' href=\"#pf125\">特征值与特征向量</a>\n",
      "<a class=\"l\" data-dest-detail='[294,\"XYZ\",72,197.2,null]' href=\"#pf126\">二次型</a>\n",
      "<a class=\"l\" data-dest-detail='[295,\"XYZ\",72,434.69,null]' href=\"#pf127\">严格对角占优矩阵</a>\n",
      "<a class=\"l\" data-dest-detail='[295,\"XYZ\",72,286.51,null]' href=\"#pf127\">随机矩阵</a>\n",
      "<a class=\"l\" data-dest-detail='[296,\"XYZ\",72,658.98,null]' href=\"#pf128\">特征系统的解</a>\n",
      "<a class=\"l\" data-dest-detail='[296,\"XYZ\",72,84.42,null]' href=\"#pf128\">矩阵微分</a>\n",
      "<a class=\"l\" data-dest-detail='[297,\"XYZ\",72,669.53,null]' href=\"#pf129\">函数y=Ax的偏导</a>\n",
      "<a class=\"l\" data-dest-detail='[297,\"XYZ\",72,90.07,null]' href=\"#pf129\">函数c = yT A x的偏导</a>\n",
      "<a class=\"l\" data-dest-detail='[299,\"XYZ\",72,79.56,null]' href=\"#pf12b\">矩阵迹的偏导</a>\n",
      "<a class=\"l\" data-dest-detail='[300,\"XYZ\",72,415.51,null]' href=\"#pf12c\">行列式的偏导</a>\n",
      "<a class=\"l\" data-dest-detail='[300,\"XYZ\",72,233.03,null]' href=\"#pf12c\">逆矩阵的偏导</a>\n",
      "<a class=\"l\" data-dest-detail='[303,\"XYZ\",72,740.93,null]' href=\"#pf12f\">优化理论</a>\n",
      "<a class=\"l\" data-dest-detail='[303,\"XYZ\",72,352.8,null]' href=\"#pf12f\">线性规划</a>\n",
      "<a class=\"l\" data-dest-detail='[304,\"XYZ\",72,501.16,null]' href=\"#pf130\">基本概念</a>\n",
      "<a class=\"l\" data-dest-detail='[305,\"XYZ\",72,709.1,null]' href=\"#pf131\">标准型</a>\n",
      "<a class=\"l\" data-dest-detail='[305,\"XYZ\",72,520.28,null]' href=\"#pf131\">对偶问题</a>\n",
      "<a class=\"l\" data-dest-detail='[307,\"XYZ\",72,302.88,null]' href=\"#pf133\">基</a>\n",
      "<a class=\"l\" data-dest-detail='[308,\"XYZ\",72,506.49,null]' href=\"#pf134\">拉格朗日乘子与影子价格</a>\n",
      "<a class=\"l\" data-dest-detail='[310,\"XYZ\",72,370.69,null]' href=\"#pf136\">单纯形法</a>\n",
      "<a class=\"l\" data-dest-detail='[311,\"XYZ\",72,88.88,null]' href=\"#pf137\">内点法</a>\n",
      "<a class=\"l\" data-dest-detail='[312,\"XYZ\",72,295.56,null]' href=\"#pf138\">非线性规划</a>\n",
      "<a class=\"l\" data-dest-detail='[313,\"XYZ\",72,464.25,null]' href=\"#pf139\">基本概念</a>\n",
      "<a class=\"l\" data-dest-detail='[314,\"XYZ\",72,286.47,null]' href=\"#pf13a\">拉格朗日乘子法</a>\n",
      "<a class=\"l\" data-dest-detail='[318,\"XYZ\",72,585.56,null]' href=\"#pf13e\">对偶问题与KKT条件</a>\n",
      "<a class=\"l\" data-dest-detail='[321,\"XYZ\",72,368.23,null]' href=\"#pf141\">梯度下降法</a>\n",
      "<a class=\"l\" data-dest-detail='[323,\"XYZ\",72,560.62,null]' href=\"#pf143\">共轭梯度下降法</a>\n",
      "<a class=\"l\" data-dest-detail='[323,\"XYZ\",72,185.79,null]' href=\"#pf143\">坐标下降法</a>\n",
      "<a class=\"l\" data-dest-detail='[324,\"XYZ\",72,230.64,null]' href=\"#pf144\">次梯度法</a>\n",
      "<a class=\"l\" data-dest-detail='[324,\"XYZ\",72,109.24,null]' href=\"#pf144\">牛顿法</a>\n",
      "<a class=\"l\" data-dest-detail='[325,\"XYZ\",72,107.24,null]' href=\"#pf145\">拟牛顿法</a>\n",
      "<a class=\"l\" data-dest-detail='[327,\"XYZ\",72,370.12,null]' href=\"#pf147\">DFP变尺度法</a>\n",
      "<a class=\"l\" data-dest-detail='[327,\"XYZ\",72,261.69,null]' href=\"#pf147\">BFGS</a>\n",
      "<a class=\"l\" data-dest-detail='[327,\"XYZ\",72,88.8,null]' href=\"#pf147\">分枝定界法</a>\n",
      "<a class=\"l\" data-dest-detail='[329,\"XYZ\",72,500.76,null]' href=\"#pf149\">割平面法</a>\n",
      "<a class=\"l\" data-dest-detail='[329,\"XYZ\",72,422.25,null]' href=\"#pf149\">随机搜索算法</a>\n",
      "<a class=\"l\" data-dest-detail='[330,\"XYZ\",72,653.79,null]' href=\"#pf14a\">模拟退火算法</a>\n",
      "<a class=\"l\" data-dest-detail='[332,\"XYZ\",72,596.68,null]' href=\"#pf14c\">遗传算法</a>\n",
      "<a class=\"l\" data-dest-detail='[332,\"XYZ\",72,546.83,null]' href=\"#pf14c\">网格搜索算法</a>\n",
      "<a class=\"l\" data-dest-detail='[332,\"XYZ\",72,378.64,null]' href=\"#pf14c\">网格游走算法</a>\n",
      "<a class=\"l\" data-dest-detail='[333,\"XYZ\",72,615.08,null]' href=\"#pf14d\">坐标轮换法</a>\n",
      "<a class=\"l\" data-dest-detail='[333,\"XYZ\",72,272.55,null]' href=\"#pf14d\">共轭方向法</a>\n",
      "<a class=\"l\" data-dest-detail='[335,\"XYZ\",72,692.14,null]' href=\"#pf14f\">Nelder-Mead法</a>\n",
      "<a class=\"l\" data-dest-detail='[336,\"XYZ\",72,397.45,null]' href=\"#pf150\">Levenberg-Marquardt算法</a>\n",
      "<a class=\"l\" data-dest-detail='[337,\"XYZ\",72,264.62,null]' href=\"#pf151\">信赖域方法</a>\n",
      "<a class=\"l\" data-dest-detail='[337,\"XYZ\",72,214.68,null]' href=\"#pf151\">罚函数法</a>\n",
      "<a class=\"l\" data-dest-detail='[337,\"XYZ\",72,88.97,null]' href=\"#pf151\">障碍函数</a>\n",
      "<a class=\"l\" data-dest-detail='[338,\"XYZ\",72,266.23,null]' href=\"#pf152\">范数逼近</a>\n",
      "<a class=\"l\" data-dest-detail='[341,\"XYZ\",72,740.93,null]' href=\"#pf155\">统计学</a>\n",
      "<a class=\"l\" data-dest-detail='[341,\"XYZ\",72,372.13,null]' href=\"#pf155\">概率论基础</a>\n",
      "<a class=\"l\" data-dest-detail='[346,\"XYZ\",72,468.71,null]' href=\"#pf15a\">随机变量的数字特征</a>\n",
      "<a class=\"l\" data-dest-detail='[351,\"XYZ\",72,460.89,null]' href=\"#pf15f\">概率分布</a>\n",
      "<a class=\"l\" data-dest-detail='[358,\"XYZ\",72,602.05,null]' href=\"#pf166\">概率不等式</a>\n",
      "<a class=\"l\" data-dest-detail='[358,\"XYZ\",72,550.43,null]' href=\"#pf166\">集中不等式</a>\n",
      "<a class=\"l\" data-dest-detail='[364,\"XYZ\",72,612.27,null]' href=\"#pf16c\">大数定律</a>\n",
      "<a class=\"l\" data-dest-detail='[366,\"XYZ\",72,303.48,null]' href=\"#pf16e\">中心极限定理</a>\n",
      "<a class=\"l\" data-dest-detail='[368,\"XYZ\",72,463.92,null]' href=\"#pf170\">统计与抽样分布</a>\n",
      "<a class=\"l\" data-dest-detail='[371,\"XYZ\",72,299.55,null]' href=\"#pf173\">随机模型与抽样方法</a>\n",
      "<a class=\"l\" data-dest-detail='[371,\"XYZ\",72,158.24,null]' href=\"#pf173\">蒙特卡洛方法</a>\n",
      "<a class=\"l\" data-dest-detail='[374,\"XYZ\",72,142.56,null]' href=\"#pf176\">马尔科夫链蒙特卡罗法</a>\n",
      "<a class=\"l\" data-dest-detail='[375,\"XYZ\",72,584.3,null]' href=\"#pf177\">参数估计</a>\n",
      "<a class=\"l\" data-dest-detail='[375,\"XYZ\",72,397.17,null]' href=\"#pf177\">最大似然估计</a>\n",
      "<a class=\"l\" data-dest-detail='[376,\"XYZ\",72,252.18,null]' href=\"#pf178\">贝叶斯估计</a>\n",
      "<a class=\"l\" data-dest-detail='[379,\"XYZ\",72,560,null]' href=\"#pf17b\">区间估计</a>\n",
      "<a class=\"l\" data-dest-detail='[379,\"XYZ\",72,175.07,null]' href=\"#pf17b\">假设检验</a>\n",
      "<a class=\"l\" data-dest-detail='[380,\"XYZ\",72,239.37,null]' href=\"#pf17c\">参数假设检验</a>\n",
      "<a class=\"l\" data-dest-detail='[382,\"XYZ\",72,400.57,null]' href=\"#pf17e\">非参数假设检验</a>\n",
      "<a class=\"l\" data-dest-detail='[383,\"XYZ\",72,292.23,null]' href=\"#pf17f\">显著性检验</a>\n",
      "<a class=\"l\" data-dest-detail='[384,\"XYZ\",72,107.87,null]' href=\"#pf180\">Wilcoxon-Mann-Whitney检验</a>\n",
      "<a class=\"l\" data-dest-detail='[385,\"XYZ\",72,328.77,null]' href=\"#pf181\">一般加法模型</a>\n",
      "<a class=\"l\" data-dest-detail='[385,\"XYZ\",72,270.6,null]' href=\"#pf181\">Copula函数</a>\n",
      "<a class=\"l\" data-dest-detail='[389,\"XYZ\",72,551.15,null]' href=\"#pf185\">第五部分 决策分析</a>\n",
      "<a class=\"l\" data-dest-detail='[393,\"XYZ\",72,740.93,null]' href=\"#pf189\">数据包络分析</a>\n",
      "<a class=\"l\" data-dest-detail='[393,\"XYZ\",72,541.03,null]' href=\"#pf189\">引言</a>\n",
      "<a class=\"l\" data-dest-detail='[395,\"XYZ\",72,118.95,null]' href=\"#pf18b\">两阶段方法</a>\n",
      "<a class=\"l\" data-dest-detail='[397,\"XYZ\",72,221.66,null]' href=\"#pf18d\">DEA变体模型</a>\n",
      "<a class=\"l\" data-dest-detail='[399,\"XYZ\",72,221.07,null]' href=\"#pf18f\">一般性DEA模型</a>\n",
      "<a class=\"l\" data-dest-detail='[400,\"XYZ\",72,374.64,null]' href=\"#pf190\">退化的DEA模型</a>\n",
      "<a class=\"l\" data-dest-detail='[403,\"XYZ\",72,690.67,null]' href=\"#pf193\">逆数据包络分析模型</a>\n",
      "<a class=\"l\" data-dest-detail='[404,\"XYZ\",72,720.09,null]' href=\"#pf194\">计算问题</a>\n",
      "<a class=\"l\" data-dest-detail='[405,\"XYZ\",72,317.09,null]' href=\"#pf195\">数据包络分析与数据挖掘</a>\n",
      "<a class=\"l\" data-dest-detail='[407,\"XYZ\",72,467.98,null]' href=\"#pf197\">基于数据包络分析的排名模型</a>\n",
      "<a class=\"l\" data-dest-detail='[408,\"XYZ\",72,692.14,null]' href=\"#pf198\">交叉评价方法</a>\n",
      "<a class=\"l\" data-dest-detail='[409,\"XYZ\",72,615.05,null]' href=\"#pf199\">超效率排名模型</a>\n",
      "<a class=\"l\" data-dest-detail='[409,\"XYZ\",72,242.42,null]' href=\"#pf199\">公共权值向量集</a>\n",
      "<a class=\"l\" data-dest-detail='[410,\"XYZ\",72,652.43,null]' href=\"#pf19a\">DR/DEA方法</a>\n",
      "<a class=\"l\" data-dest-detail='[410,\"XYZ\",72,113.2,null]' href=\"#pf19a\">基于切比雪夫距离的排名方法</a>\n",
      "<a class=\"l\" data-dest-detail='[412,\"XYZ\",72,507.54,null]' href=\"#pf19c\">PCA排名</a>\n",
      "<a class=\"l\" data-dest-detail='[413,\"XYZ\",72,740.93,null]' href=\"#pf19d\">AHP</a>\n",
      "<a class=\"l\" data-dest-detail='[414,\"XYZ\",72,740.93,null]' href=\"#pf19e\">基本步骤</a>\n",
      "<a class=\"l\" data-dest-detail='[414,\"XYZ\",72,424.91,null]' href=\"#pf19e\">构造判断矩阵</a>\n",
      "<a class=\"l\" data-dest-detail='[415,\"XYZ\",72,519.69,null]' href=\"#pf19f\">一致性检验</a>\n",
      "<a class=\"l\" data-dest-detail='[416,\"XYZ\",72,543.13,null]' href=\"#pf1a0\">组合权重和组合一致性检验</a>\n",
      "<a class=\"l\" data-dest-detail='[417,\"XYZ\",72,508.59,null]' href=\"#pf1a1\">判断矩阵主特征值</a>\n",
      "<a class=\"l\" data-dest-detail='[418,\"XYZ\",72,327.24,null]' href=\"#pf1a2\">方根法</a>\n",
      "<a class=\"l\" data-dest-detail='[419,\"XYZ\",72,665.17,null]' href=\"#pf1a3\">和积法</a>\n",
      "<a class=\"l\" data-dest-detail='[419,\"XYZ\",72,315.54,null]' href=\"#pf1a3\">AHP与排名</a>\n",
      "<a class=\"l\" data-dest-detail='[419,\"XYZ\",72,264.7,null]' href=\"#pf1a3\">排名聚合</a>\n",
      "<a class=\"l\" data-dest-detail='[420,\"XYZ\",72,586.98,null]' href=\"#pf1a4\">因子排名</a>\n",
      "<a class=\"l\" data-dest-detail='[421,\"XYZ\",72,603.61,null]' href=\"#pf1a5\">AHP与成对比较</a>\n",
      "<a class=\"l\" data-dest-detail='[421,\"XYZ\",72,395.76,null]' href=\"#pf1a5\">排序逆转</a>\n",
      "<a class=\"l\" data-dest-detail='[423,\"XYZ\",72,740.93,null]' href=\"#pf1a7\">ELECTRE</a>\n",
      "<a class=\"l\" data-dest-detail='[423,\"XYZ\",72,322.23,null]' href=\"#pf1a7\">偏好模型</a>\n",
      "<a class=\"l\" data-dest-detail='[424,\"XYZ\",72,345.61,null]' href=\"#pf1a8\">基本步骤</a>\n",
      "<a class=\"l\" data-dest-detail='[424,\"XYZ\",72,217.06,null]' href=\"#pf1a8\">确定阈值</a>\n",
      "<a class=\"l\" data-dest-detail='[425,\"XYZ\",72,689.62,null]' href=\"#pf1a9\">计算一致优先度、非一致优先度</a>\n",
      "<a class=\"l\" data-dest-detail='[425,\"XYZ\",72,271.43,null]' href=\"#pf1a9\">计算可信度</a>\n",
      "<a class=\"l\" data-dest-detail='[425,\"XYZ\",72,89.01,null]' href=\"#pf1a9\">排名</a>\n",
      "<a class=\"l\" data-dest-detail='[427,\"XYZ\",72,740.93,null]' href=\"#pf1ab\">PROMETHEE</a>\n",
      "<a class=\"l\" data-dest-detail='[431,\"XYZ\",72,740.93,null]' href=\"#pf1af\">TOPSIS</a>\n",
      "<a class=\"l\" data-dest-detail='[433,\"XYZ\",72,740.93,null]' href=\"#pf1b1\">偏好模型</a>\n",
      "<a class=\"l\" data-dest-detail='[433,\"XYZ\",72,599.39,null]' href=\"#pf1b1\">WPM: Weighted Product Model</a>\n",
      "<a class=\"l\" data-dest-detail='[433,\"XYZ\",72,556.2,null]' href=\"#pf1b1\">WSM: Weighted Sum Model</a>\n",
      "<a class=\"l\" data-dest-detail='[433,\"XYZ\",72,518.8,null]' href=\"#pf1b1\">SAR: Simple Additive Ranking</a>\n",
      "<a class=\"l\" data-dest-detail='[433,\"XYZ\",72,481.39,null]' href=\"#pf1b1\">SIR: Superiority and Inferiority Ranking</a>\n",
      "<a class=\"l\" data-dest-detail='[21,\"XYZ\",72,551.12,null]' href=\"#pf15\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:999.805402px;width:144.060000px;height:11.153000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[25,\"XYZ\",72,740.93,null]' href=\"#pf19\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:948.939121px;width:102.906000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[26,\"XYZ\",72,616.48,null]' href=\"#pf1a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:916.231259px;width:76.654000px;height:9.671000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[26,\"XYZ\",72,445.11,null]' href=\"#pf1a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:883.306652px;width:88.930000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[27,\"XYZ\",72,519.79,null]' href=\"#pf1b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:848.087300px;width:83.658000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[29,\"XYZ\",72,740.93,null]' href=\"#pf1d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:799.170004px;width:123.907000px;height:9.839000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[29,\"XYZ\",72,369.52,null]' href=\"#pf1d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:766.462142px;width:87.155000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[29,\"XYZ\",72,275.07,null]' href=\"#pf1d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:731.244510px;width:51.001000px;height:9.581000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[30,\"XYZ\",72,610.53,null]' href=\"#pf1e\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:698.390431px;width:56.840000px;height:9.582000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[33,\"XYZ\",72,740.93,null]' href=\"#pf21\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:649.547104px;width:81.905000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[33,\"XYZ\",72,505.66,null]' href=\"#pf21\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:614.400000px;width:76.654000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[35,\"XYZ\",72,740.93,null]' href=\"#pf23\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:565.556672px;width:139.910000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[35,\"XYZ\",72,352.99,null]' href=\"#pf23\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:530.409569px;width:99.735000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[36,\"XYZ\",72,546.69,null]' href=\"#pf24\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:497.557210px;width:162.738000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[36,\"XYZ\",72,78.17,null]' href=\"#pf24\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:464.704851px;width:87.155000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[37,\"XYZ\",72,565.76,null]' href=\"#pf25\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:431.852493px;width:69.787000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[39,\"XYZ\",72,740.93,null]' href=\"#pf27\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:383.007445px;width:123.907000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[39,\"XYZ\",72,599.39,null]' href=\"#pf27\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:347.860341px;width:129.158000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[40,\"XYZ\",72,534,null]' href=\"#pf28\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:314.104878px;width:70.827000px;height:10.475000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[41,\"XYZ\",72,139.18,null]' href=\"#pf29\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:281.252520px;width:164.639000px;height:10.475000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[41,\"XYZ\",72,90.07,null]' href=\"#pf29\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:248.400161px;width:111.779000px;height:11.614000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[42,\"XYZ\",72,681.28,null]' href=\"#pf2a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:215.547803px;width:132.854000px;height:10.474000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[42,\"XYZ\",72,598.21,null]' href=\"#pf2a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:183.598549px;width:112.819000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[42,\"XYZ\",72,552.53,null]' href=\"#pf2a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:149.843086px;width:123.330000px;height:11.613000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[42,\"XYZ\",72,130.61,null]' href=\"#pf2a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1253.219944px;width:66.206000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[44,\"XYZ\",72,535.81,null]' href=\"#pf2c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1220.281575px;width:70.007000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[44,\"XYZ\",72,475.24,null]' href=\"#pf2c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1187.341486px;width:48.376000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[45,\"XYZ\",72,395.98,null]' href=\"#pf2d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1153.500013px;width:125.819000px;height:10.474000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[46,\"XYZ\",72,534.96,null]' href=\"#pf2e\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1121.463029px;width:57.932000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[46,\"XYZ\",72,374.19,null]' href=\"#pf2e\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1088.522940px;width:72.213000px;height:9.950000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[46,\"XYZ\",72,134.64,null]' href=\"#pf2e\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1055.584572px;width:88.478000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[47,\"XYZ\",72,703.53,null]' href=\"#pf2f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1022.644483px;width:109.878000px;height:9.950000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[47,\"XYZ\",72,666.13,null]' href=\"#pf2f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:988.803010px;width:119.014000px;height:10.474000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[47,\"XYZ\",72,628.72,null]' href=\"#pf2f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:955.862922px;width:112.640000px;height:10.475000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[49,\"XYZ\",72,740.93,null]' href=\"#pf31\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:907.705954px;width:134.408000px;height:9.839000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[49,\"XYZ\",72,598.94,null]' href=\"#pf31\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:874.910362px;width:87.155000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[50,\"XYZ\",72,692.1,null]' href=\"#pf32\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:841.899745px;width:76.654000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[50,\"XYZ\",72,106.16,null]' href=\"#pf32\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:806.666631px;width:76.654000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[51,\"XYZ\",72,309.57,null]' href=\"#pf33\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:773.726542px;width:77.515000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[53,\"XYZ\",72,740.93,null]' href=\"#pf35\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:724.738718px;width:134.408000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[53,\"XYZ\",72,599.39,null]' href=\"#pf35\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:689.505604px;width:87.155000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[53,\"XYZ\",72,275.63,null]' href=\"#pf35\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:655.662411px;width:72.307000px;height:10.107000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[54,\"XYZ\",72,613.01,null]' href=\"#pf36\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:623.625427px;width:97.509000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[54,\"XYZ\",72,256.36,null]' href=\"#pf36\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:590.687058px;width:97.509000px;height:11.005000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[55,\"XYZ\",72,379.13,null]' href=\"#pf37\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:557.746969px;width:116.410000px;height:10.921000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[55,\"XYZ\",72,223.83,null]' href=\"#pf37\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:524.808601px;width:130.313000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[57,\"XYZ\",72,740.93,null]' href=\"#pf39\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:475.819057px;width:81.905000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[61,\"XYZ\",72,551.12,null]' href=\"#pf3d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:401.687085px;width:108.045000px;height:11.152000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[63,\"XYZ\",72,740.93,null]' href=\"#pf3f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:350.674587px;width:102.906000px;height:9.798000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[64,\"XYZ\",72,710.96,null]' href=\"#pf40\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:315.441473px;width:66.154000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[66,\"XYZ\",72,625.54,null]' href=\"#pf42\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:282.503104px;width:76.654000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[66,\"XYZ\",72,483.19,null]' href=\"#pf42\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:249.563016px;width:86.105000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[66,\"XYZ\",72,318.95,null]' href=\"#pf42\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:216.624647px;width:75.605000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[66,\"XYZ\",72,88.8,null]' href=\"#pf42\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:183.684559px;width:86.105000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[67,\"XYZ\",72,549.68,null]' href=\"#pf43\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:150.746190px;width:86.105000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[70,\"XYZ\",72,148.85,null]' href=\"#pf46\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1253.219944px;width:76.654000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[70,\"XYZ\",72,90.07,null]' href=\"#pf46\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1219.719070px;width:117.607000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[71,\"XYZ\",72,269.76,null]' href=\"#pf47\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1186.218196px;width:76.654000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[71,\"XYZ\",72,209.89,null]' href=\"#pf47\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1152.717323px;width:86.105000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[72,\"XYZ\",72,709.44,null]' href=\"#pf48\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1119.216449px;width:159.127000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[72,\"XYZ\",72,666.08,null]' href=\"#pf48\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1085.715576px;width:159.610000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[72,\"XYZ\",72,640.39,null]' href=\"#pf48\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1052.214702px;width:128.108000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[74,\"XYZ\",72,453.91,null]' href=\"#pf4a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1018.713829px;width:90.810000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[74,\"XYZ\",72,418.64,null]' href=\"#pf4a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:984.309851px;width:84.604000px;height:11.614000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[74,\"XYZ\",72,392.96,null]' href=\"#pf4a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:950.808977px;width:89.403000px;height:11.614000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[74,\"XYZ\",72,296.18,null]' href=\"#pf4a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:918.211208px;width:87.155000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[75,\"XYZ\",72,523.84,null]' href=\"#pf4b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:884.712055px;width:97.656000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[78,\"XYZ\",72,591.03,null]' href=\"#pf4e\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:851.211181px;width:139.658000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[79,\"XYZ\",72,597.37,null]' href=\"#pf4f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:817.710308px;width:55.653000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[79,\"XYZ\",72,387.51,null]' href=\"#pf4f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:784.209434px;width:66.154000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[80,\"XYZ\",72,184.42,null]' href=\"#pf50\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:750.708561px;width:96.606000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[85,\"XYZ\",72,740.93,null]' href=\"#pf55\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:700.783228px;width:81.905000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[89,\"XYZ\",72,551.18,null]' href=\"#pf59\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:625.631179px;width:168.070000px;height:11.249000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[93,\"XYZ\",72,740.93,null]' href=\"#pf5d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:573.767182px;width:92.405000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[94,\"XYZ\",72,690.67,null]' href=\"#pf5e\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:540.338557px;width:66.154000px;height:9.671000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[95,\"XYZ\",72,403.95,null]' href=\"#pf5f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:506.837683px;width:55.653000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[95,\"XYZ\",72,88.97,null]' href=\"#pf5f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:470.971536px;width:50.455000px;height:9.581000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[96,\"XYZ\",72,224.66,null]' href=\"#pf60\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:437.470663px;width:76.654000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[96,\"XYZ\",72,164.87,null]' href=\"#pf60\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:403.969789px;width:87.155000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[96,\"XYZ\",72,127.47,null]' href=\"#pf60\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:372.834189px;width:66.154000px;height:9.671000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[96,\"XYZ\",72,90.07,null]' href=\"#pf60\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:336.968042px;width:66.154000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[99,\"XYZ\",72,740.93,null]' href=\"#pf63\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:286.970461px;width:71.404000px;height:9.839000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[99,\"XYZ\",72,128.39,null]' href=\"#pf63\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:253.614084px;width:70.228000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[100,\"XYZ\",72,502.6,null]' href=\"#pf64\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:220.077086px;width:76.654000px;height:9.650000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[101,\"XYZ\",72,198.78,null]' href=\"#pf65\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:184.247064px;width:87.155000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[102,\"XYZ\",72,538.91,null]' href=\"#pf66\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:150.746190px;width:66.154000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[104,\"XYZ\",72,531.34,null]' href=\"#pf68\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1253.219944px;width:87.155000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[104,\"XYZ\",72,416.52,null]' href=\"#pf68\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1219.928934px;width:170.110000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[105,\"XYZ\",72,577.01,null]' href=\"#pf69\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1186.637925px;width:107.107000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[106,\"XYZ\",72,494.88,null]' href=\"#pf6a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1155.712189px;width:87.155000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[106,\"XYZ\",72,402.51,null]' href=\"#pf6a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1120.055906px;width:76.654000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[108,\"XYZ\",72,502.32,null]' href=\"#pf6c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1089.094046px;width:87.155000px;height:9.692000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[111,\"XYZ\",72,740.93,null]' href=\"#pf6f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:1037.188765px;width:102.906000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[111,\"XYZ\",72,409.08,null]' href=\"#pf6f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1001.603010px;width:87.155000px;height:11.005000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[111,\"XYZ\",72,143.45,null]' href=\"#pf6f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:968.312001px;width:49.678000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[113,\"XYZ\",72,293.59,null]' href=\"#pf71\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:935.020992px;width:118.657000px;height:11.005000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[114,\"XYZ\",72,459.39,null]' href=\"#pf72\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:901.729983px;width:55.653000px;height:10.963000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[114,\"XYZ\",72,88.97,null]' href=\"#pf72\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:868.438973px;width:97.656000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[115,\"XYZ\",72,420.76,null]' href=\"#pf73\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:835.147964px;width:108.156000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[117,\"XYZ\",72,528.98,null]' href=\"#pf75\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:801.856955px;width:55.653000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[121,\"XYZ\",72,605.03,null]' href=\"#pf79\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:768.565945px;width:55.653000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[121,\"XYZ\",72,402.86,null]' href=\"#pf79\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:735.274936px;width:96.553000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[123,\"XYZ\",72,432.51,null]' href=\"#pf7b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:701.982207px;width:112.881000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[123,\"XYZ\",72,88.97,null]' href=\"#pf7b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:668.691197px;width:183.761000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[125,\"XYZ\",72,340.37,null]' href=\"#pf7d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:635.400188px;width:194.262000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[126,\"XYZ\",72,78.95,null]' href=\"#pf7e\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:602.109179px;width:78.755000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[127,\"XYZ\",72,396.26,null]' href=\"#pf7f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:568.818170px;width:78.755000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[127,\"XYZ\",72,198.5,null]' href=\"#pf7f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:535.527160px;width:78.755000px;height:11.131000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[127,\"XYZ\",72,83.34,null]' href=\"#pf7f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:501.333047px;width:76.749000px;height:10.474000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[128,\"XYZ\",72,577.22,null]' href=\"#pf80\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:468.945142px;width:67.183000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[128,\"XYZ\",72,425.43,null]' href=\"#pf80\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:434.751028px;width:65.975000px;height:10.106000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[130,\"XYZ\",72,638.64,null]' href=\"#pf82\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:402.361403px;width:102.381000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[133,\"XYZ\",72,740.93,null]' href=\"#pf85\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:352.714743px;width:113.407000px;height:9.839000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[134,\"XYZ\",72,728.01,null]' href=\"#pf86\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:317.201236px;width:87.155000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[135,\"XYZ\",72,652.39,null]' href=\"#pf87\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:283.910227px;width:66.154000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[136,\"XYZ\",72,228.65,null]' href=\"#pf88\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:250.619218px;width:86.105000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[136,\"XYZ\",72,88.49,null]' href=\"#pf88\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:217.328209px;width:96.606000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[137,\"XYZ\",72,488.33,null]' href=\"#pf89\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:184.037199px;width:86.105000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[139,\"XYZ\",72,652.39,null]' href=\"#pf8b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:150.746190px;width:66.154000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[139,\"XYZ\",72,525.45,null]' href=\"#pf8b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1253.219944px;width:87.155000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[141,\"XYZ\",72,740.93,null]' href=\"#pf8d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:1203.764225px;width:102.906000px;height:9.839000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[143,\"XYZ\",72,740.93,null]' href=\"#pf8f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:1152.158258px;width:81.905000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[144,\"XYZ\",72,295.77,null]' href=\"#pf90\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1119.054751px;width:75.605000px;height:9.671000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[144,\"XYZ\",72,204.02,null]' href=\"#pf90\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1085.877275px;width:54.604000px;height:9.671000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[145,\"XYZ\",72,263.52,null]' href=\"#pf91\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1050.334525px;width:54.604000px;height:11.005000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[145,\"XYZ\",72,114.02,null]' href=\"#pf91\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1017.158769px;width:96.606000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[146,\"XYZ\",72,681.05,null]' href=\"#pf92\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:983.983013px;width:72.139000px;height:10.794000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[147,\"XYZ\",72,198.34,null]' href=\"#pf93\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:953.136406px;width:87.155000px;height:9.650000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[148,\"XYZ\",72,406.73,null]' href=\"#pf94\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:917.629781px;width:66.154000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[149,\"XYZ\",72,692.1,null]' href=\"#pf95\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:884.452305px;width:87.155000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[150,\"XYZ\",72,90.07,null]' href=\"#pf96\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:851.276549px;width:75.605000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[155,\"XYZ\",72,356.34,null]' href=\"#pf9b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:818.100793px;width:107.107000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[156,\"XYZ\",72,287.92,null]' href=\"#pf9c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:784.923317px;width:54.604000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[156,\"XYZ\",72,89.09,null]' href=\"#pf9c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:751.747561px;width:96.606000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[157,\"XYZ\",72,83.64,null]' href=\"#pf9d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:718.571805px;width:75.605000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[159,\"XYZ\",72,740.93,null]' href=\"#pf9f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:669.114366px;width:92.405000px;height:9.839000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[159,\"XYZ\",72,373.29,null]' href=\"#pf9f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:633.716113px;width:128.706000px;height:10.795000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[159,\"XYZ\",72,258.43,null]' href=\"#pf9f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:600.540357px;width:55.653000px;height:11.131000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[160,\"XYZ\",72,360.78,null]' href=\"#pfa0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:567.364602px;width:65.104000px;height:11.130000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[161,\"XYZ\",72,418.78,null]' href=\"#pfa1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:534.187125px;width:75.605000px;height:11.131000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[161,\"XYZ\",72,85.09,null]' href=\"#pfa1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:501.011369px;width:87.155000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[165,\"XYZ\",72,740.93,null]' href=\"#pfa5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:451.555651px;width:92.405000px;height:9.839000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[165,\"XYZ\",72,599.31,null]' href=\"#pfa5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:418.522672px;width:61.502000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[166,\"XYZ\",72,591.55,null]' href=\"#pfa6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:385.346916px;width:96.606000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[169,\"XYZ\",72,431.38,null]' href=\"#pfa9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:352.171160px;width:97.656000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[169,\"XYZ\",72,371.76,null]' href=\"#pfa9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:316.628410px;width:108.156000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[169,\"XYZ\",72,334.36,null]' href=\"#pfa9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:283.450934px;width:76.654000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[169,\"XYZ\",72,228.34,null]' href=\"#pfa9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:250.275178px;width:86.105000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[171,\"XYZ\",72,669.49,null]' href=\"#pfab\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:217.097702px;width:86.105000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[173,\"XYZ\",72,609.98,null]' href=\"#pfad\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:183.921946px;width:115.749000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[174,\"XYZ\",72,461.77,null]' href=\"#pfae\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:150.746190px;width:138.608000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[174,\"XYZ\",72,201.09,null]' href=\"#pfae\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1253.219944px;width:86.105000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[175,\"XYZ\",72,729.78,null]' href=\"#pfaf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1219.928934px;width:97.656000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[176,\"XYZ\",72,502.33,null]' href=\"#pfb0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1186.637925px;width:196.855000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[178,\"XYZ\",72,309.8,null]' href=\"#pfb2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1153.346916px;width:138.629000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[178,\"XYZ\",72,255.61,null]' href=\"#pfb2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1120.055906px;width:166.267000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[178,\"XYZ\",72,226.73,null]' href=\"#pfb2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1089.057922px;width:118.657000px;height:9.755000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[178,\"XYZ\",72,113.47,null]' href=\"#pfb2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1053.472168px;width:76.654000px;height:11.131000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[181,\"XYZ\",72,740.93,null]' href=\"#pfb5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:1003.825507px;width:92.405000px;height:9.839000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[182,\"XYZ\",72,297.3,null]' href=\"#pfb6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:968.312001px;width:55.653000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[183,\"XYZ\",72,284.05,null]' href=\"#pfb7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:935.020992px;width:66.154000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[184,\"XYZ\",72,109.37,null]' href=\"#pfb8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:901.729983px;width:66.154000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[185,\"XYZ\",72,275.86,null]' href=\"#pfb9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:868.438973px;width:79.196000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[185,\"XYZ\",72,179.5,null]' href=\"#pfb9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:835.147964px;width:72.118000px;height:9.582000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[185,\"XYZ\",72,135.5,null]' href=\"#pfb9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:801.856955px;width:138.608000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[186,\"XYZ\",72,248.41,null]' href=\"#pfba\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:768.565945px;width:107.107000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[187,\"XYZ\",72,729.08,null]' href=\"#pfbb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:734.371832px;width:62.500000px;height:10.106000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[187,\"XYZ\",72,265.81,null]' href=\"#pfbb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:701.079102px;width:63.844000px;height:10.475000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[187,\"XYZ\",72,197.25,null]' href=\"#pfbb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:668.691197px;width:87.155000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[188,\"XYZ\",72,452.17,null]' href=\"#pfbc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:635.400188px;width:87.155000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[188,\"XYZ\",72,312.34,null]' href=\"#pfbc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:602.109179px;width:66.154000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[189,\"XYZ\",72,673.11,null]' href=\"#pfbd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:568.818170px;width:86.105000px;height:11.005000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[191,\"XYZ\",72,285.59,null]' href=\"#pfbf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:535.527160px;width:86.105000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[192,\"XYZ\",72,227.66,null]' href=\"#pfc0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:502.236151px;width:96.606000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[192,\"XYZ\",72,155.51,null]' href=\"#pfc0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:468.945142px;width:117.607000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[192,\"XYZ\",72,87.11,null]' href=\"#pfc0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:435.654133px;width:107.107000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[193,\"XYZ\",72,644.11,null]' href=\"#pfc1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:402.361403px;width:128.108000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[193,\"XYZ\",72,284.89,null]' href=\"#pfc1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:369.070394px;width:66.154000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[194,\"XYZ\",72,465.21,null]' href=\"#pfc2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:335.779384px;width:60.284000px;height:9.950000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[194,\"XYZ\",72,368.08,null]' href=\"#pfc2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:302.488375px;width:96.606000px;height:11.131000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[196,\"XYZ\",72,431.01,null]' href=\"#pfc4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:269.197366px;width:66.217000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[197,\"XYZ\",72,740.93,null]' href=\"#pfc5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:219.550706px;width:92.405000px;height:9.839000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[197,\"XYZ\",72,296.17,null]' href=\"#pfc5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:186.474721px;width:66.154000px;height:9.629000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[199,\"XYZ\",72,336.09,null]' href=\"#pfc7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:153.111464px;width:149.109000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[200,\"XYZ\",72,681.31,null]' href=\"#pfc8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1255.586937px;width:149.109000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[200,\"XYZ\",72,540.81,null]' href=\"#pfc8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1217.995431px;width:72.244000px;height:10.475000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[201,\"XYZ\",72,98,null]' href=\"#pfc9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1184.578847px;width:62.552000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[202,\"XYZ\",72,110.84,null]' href=\"#pfca\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1150.257439px;width:87.155000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[204,\"XYZ\",72,280.83,null]' href=\"#pfcc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1115.936030px;width:66.154000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[205,\"XYZ\",72,389.51,null]' href=\"#pfcd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1083.909367px;width:139.658000px;height:9.755000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[206,\"XYZ\",72,559.85,null]' href=\"#pfce\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1047.294933px;width:97.656000px;height:11.005000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[206,\"XYZ\",72,106.16,null]' href=\"#pfce\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1015.268270px;width:108.156000px;height:9.755000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[207,\"XYZ\",72,539.6,null]' href=\"#pfcf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:978.653837px;width:160.659000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[207,\"XYZ\",72,481.07,null]' href=\"#pfcf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:944.332428px;width:85.013000px;height:9.582000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[207,\"XYZ\",72,326.59,null]' href=\"#pfcf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:910.012740px;width:65.640000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[207,\"XYZ\",72,134.53,null]' href=\"#pfcf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:875.691332px;width:159.610000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[209,\"XYZ\",72,740.93,null]' href=\"#pfd1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:824.327913px;width:102.906000px;height:9.839000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[209,\"XYZ\",72,599.31,null]' href=\"#pfd1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:791.857439px;width:47.127000px;height:7.582000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[209,\"XYZ\",72,486.79,null]' href=\"#pfd1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:755.829593px;width:76.654000px;height:9.714000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[209,\"XYZ\",72,427.36,null]' href=\"#pfd1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:719.142911px;width:46.864000px;height:9.950000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[211,\"XYZ\",72,740.93,null]' href=\"#pfd3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:667.779492px;width:144.909000px;height:9.839000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[211,\"XYZ\",72,599.18,null]' href=\"#pfd3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:633.568176px;width:66.154000px;height:9.734000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[211,\"XYZ\",72,334.2,null]' href=\"#pfd3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:599.427389px;width:66.154000px;height:9.587000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[211,\"XYZ\",72,205.96,null]' href=\"#pfd3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:565.105980px;width:100.050000px;height:9.629000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[211,\"XYZ\",72,88.97,null]' href=\"#pfd3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:530.714044px;width:93.729000px;height:9.629000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[212,\"XYZ\",72,372.04,null]' href=\"#pfd4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:493.953393px;width:96.606000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[212,\"XYZ\",72,172.73,null]' href=\"#pfd4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:459.633705px;width:76.654000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[213,\"XYZ\",72,691.27,null]' href=\"#pfd5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:425.312297px;width:108.156000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[213,\"XYZ\",72,626.19,null]' href=\"#pfd5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:390.990888px;width:66.154000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[213,\"XYZ\",72,587.12,null]' href=\"#pfd5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:358.747480px;width:66.154000px;height:9.923000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[213,\"XYZ\",72,548.04,null]' href=\"#pfd5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:322.349792px;width:87.155000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[213,\"XYZ\",72,243.23,null]' href=\"#pfd5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:290.395377px;width:76.654000px;height:9.671000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[215,\"XYZ\",72,560.46,null]' href=\"#pfd7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:253.708695px;width:72.927000px;height:10.920000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[216,\"XYZ\",72,710.96,null]' href=\"#pfd8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:221.754280px;width:112.881000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[216,\"XYZ\",72,330.99,null]' href=\"#pfd8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:187.505120px;width:133.883000px;height:9.545000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[216,\"XYZ\",72,89.01,null]' href=\"#pfd8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:153.183712px;width:123.382000px;height:9.629000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[219,\"XYZ\",72,740.93,null]' href=\"#pfdb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:1255.442441px;width:102.906000px;height:9.839000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[220,\"XYZ\",72,615.45,null]' href=\"#pfdc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1219.811961px;width:66.154000px;height:11.131000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[221,\"XYZ\",72,559.77,null]' href=\"#pfdd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1186.403978px;width:66.154000px;height:11.004000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[222,\"XYZ\",72,633.76,null]' href=\"#pfde\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1152.994275px;width:54.708000px;height:9.950000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[222,\"XYZ\",72,406.07,null]' href=\"#pfde\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1119.586292px;width:71.394000px;height:9.950000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[223,\"XYZ\",72,246.17,null]' href=\"#pfdf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1086.178309px;width:61.229000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[223,\"XYZ\",72,165.71,null]' href=\"#pfdf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1052.770327px;width:75.121000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[223,\"XYZ\",72,87.11,null]' href=\"#pfdf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1019.362344px;width:65.545000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[224,\"XYZ\",72,632.29,null]' href=\"#pfe0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:985.954361px;width:107.107000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[225,\"XYZ\",72,315.81,null]' href=\"#pfe1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:952.544658px;width:54.604000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[227,\"XYZ\",72,653.41,null]' href=\"#pfe3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:919.136675px;width:75.605000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[228,\"XYZ\",72,461.7,null]' href=\"#pfe4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:885.728692px;width:86.777000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[228,\"XYZ\",72,246.38,null]' href=\"#pfe4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:852.320710px;width:93.728000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[228,\"XYZ\",72,88.97,null]' href=\"#pfe4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:818.912727px;width:67.519000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[229,\"XYZ\",72,670.75,null]' href=\"#pfe5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:785.503024px;width:63.917000px;height:9.950000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[229,\"XYZ\",72,598.21,null]' href=\"#pfe5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:752.095041px;width:67.760000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[229,\"XYZ\",72,507.84,null]' href=\"#pfe5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:718.687058px;width:63.402000px;height:9.582000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[230,\"XYZ\",72,552.51,null]' href=\"#pfe6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:685.279075px;width:68.989000px;height:9.582000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[230,\"XYZ\",72,308.97,null]' href=\"#pfe6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:651.871093px;width:58.929000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[230,\"XYZ\",72,245.71,null]' href=\"#pfe6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:618.461390px;width:76.969000px;height:9.950000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[230,\"XYZ\",72,166.41,null]' href=\"#pfe6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:585.053407px;width:65.083000px;height:9.950000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[230,\"XYZ\",72,87.11,null]' href=\"#pfe6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:551.645424px;width:78.849000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[231,\"XYZ\",72,153.38,null]' href=\"#pfe7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:518.237441px;width:78.755000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[232,\"XYZ\",72,296.25,null]' href=\"#pfe8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:484.829458px;width:131.258000px;height:11.004000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[234,\"XYZ\",72,535.3,null]' href=\"#pfea\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:451.419755px;width:110.257000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[235,\"XYZ\",72,334.2,null]' href=\"#pfeb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:418.011773px;width:78.755000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[237,\"XYZ\",72,449.15,null]' href=\"#pfed\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:384.603790px;width:78.755000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[239,\"XYZ\",72,82.24,null]' href=\"#pfef\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:351.195807px;width:89.875000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[240,\"XYZ\",72,673.74,null]' href=\"#pff0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:317.787824px;width:72.927000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[243,\"XYZ\",72,265.75,null]' href=\"#pff3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:284.379841px;width:133.306000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[243,\"XYZ\",72,87.58,null]' href=\"#pff3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:250.970138px;width:133.306000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[244,\"XYZ\",72,468.86,null]' href=\"#pff4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:217.562156px;width:86.945000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[244,\"XYZ\",72,388.17,null]' href=\"#pff4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:184.154173px;width:70.910000px;height:9.582000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[244,\"XYZ\",72,307.48,null]' href=\"#pff4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:149.843086px;width:124.527000px;height:10.474000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[244,\"XYZ\",72,226.79,null]' href=\"#pff4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1253.219944px;width:84.918000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[244,\"XYZ\",72,109.98,null]' href=\"#pff4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1220.365865px;width:99.756000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[245,\"XYZ\",72,487.37,null]' href=\"#pff5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1187.511786px;width:120.757000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[246,\"XYZ\",72,503.74,null]' href=\"#pff6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1154.657707px;width:84.393000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[246,\"XYZ\",72,430.94,null]' href=\"#pff6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1121.803629px;width:89.434000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[247,\"XYZ\",72,192.11,null]' href=\"#pff7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1088.949550px;width:50.350000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[248,\"XYZ\",72,308.26,null]' href=\"#pff8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1056.095471px;width:71.467000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[248,\"XYZ\",72,233.3,null]' href=\"#pff8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1022.338288px;width:79.300000px;height:10.474000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[248,\"XYZ\",72,160.2,null]' href=\"#pff8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:990.387314px;width:72.034000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[248,\"XYZ\",72,87.11,null]' href=\"#pff8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:957.533235px;width:67.445000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[249,\"XYZ\",72,362.61,null]' href=\"#pff9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:924.679156px;width:47.820000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[249,\"XYZ\",72,275.63,null]' href=\"#pff9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:891.823357px;width:67.687000px;height:9.950000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[249,\"XYZ\",72,114.94,null]' href=\"#pff9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:858.969278px;width:91.880000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[251,\"XYZ\",72,653.18,null]' href=\"#pffb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:826.115200px;width:91.880000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[256,\"XYZ\",72,668.68,null]' href=\"#pf100\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:793.261121px;width:112.881000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[259,\"XYZ\",72,625.73,null]' href=\"#pf103\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:760.407042px;width:112.881000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[262,\"XYZ\",72,187.7,null]' href=\"#pf106\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:727.552963px;width:133.883000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[262,\"XYZ\",72,87.11,null]' href=\"#pf106\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:694.698885px;width:71.100000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[263,\"XYZ\",72,243.8,null]' href=\"#pf107\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:660.941701px;width:165.973000px;height:10.474000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[263,\"XYZ\",72,138.23,null]' href=\"#pf107\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:628.087623px;width:203.933000px;height:10.474000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[264,\"XYZ\",72,643.41,null]' href=\"#pf108\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:596.136648px;width:173.985000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[264,\"XYZ\",72,526.82,null]' href=\"#pf108\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:563.282570px;width:123.382000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[267,\"XYZ\",72,740.93,null]' href=\"#pf10b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:514.435802px;width:102.906000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[267,\"XYZ\",72,503.65,null]' href=\"#pf10b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:479.286978px;width:108.156000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[267,\"XYZ\",72,439.23,null]' href=\"#pf10b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:446.432899px;width:45.153000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[267,\"XYZ\",72,400.91,null]' href=\"#pf10b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:413.578820px;width:87.722000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[268,\"XYZ\",72,637.33,null]' href=\"#pf10c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:380.724741px;width:86.105000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[268,\"XYZ\",72,449.04,null]' href=\"#pf10c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:347.870663px;width:75.605000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[268,\"XYZ\",72,246.49,null]' href=\"#pf10c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:315.016584px;width:96.606000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[268,\"XYZ\",72,83.84,null]' href=\"#pf10c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:282.162505px;width:82.021000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[269,\"XYZ\",72,473.93,null]' href=\"#pf10d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:249.308426px;width:108.156000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[269,\"XYZ\",72,364.78,null]' href=\"#pf10d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:216.454348px;width:107.107000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[270,\"XYZ\",72,304.55,null]' href=\"#pf10e\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:182.697164px;width:86.494000px;height:11.613000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[270,\"XYZ\",72,185.51,null]' href=\"#pf10e\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:150.746190px;width:80.351000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[270,\"XYZ\",72,89.01,null]' href=\"#pf10e\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1253.219944px;width:75.605000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[271,\"XYZ\",72,378.52,null]' href=\"#pf10f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1217.656552px;width:86.105000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[271,\"XYZ\",72,226.69,null]' href=\"#pf10f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1182.093160px;width:86.105000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[271,\"XYZ\",72,89.01,null]' href=\"#pf10f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1146.529768px;width:75.605000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[272,\"XYZ\",72,634.71,null]' href=\"#pf110\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1110.964655px;width:107.107000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[272,\"XYZ\",72,307.44,null]' href=\"#pf110\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1075.401263px;width:96.606000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[276,\"XYZ\",72,592.28,null]' href=\"#pf114\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1039.837871px;width:89.256000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[276,\"XYZ\",72,198.67,null]' href=\"#pf114\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1004.274479px;width:87.155000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[276,\"XYZ\",72,88.97,null]' href=\"#pf114\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:968.711087px;width:75.993000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[277,\"XYZ\",72,714.71,null]' href=\"#pf115\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:933.147695px;width:77.253000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[277,\"XYZ\",72,687.9,null]' href=\"#pf115\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:897.582583px;width:108.156000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[277,\"XYZ\",72,519.65,null]' href=\"#pf115\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:862.019191px;width:86.105000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[277,\"XYZ\",72,353.43,null]' href=\"#pf115\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:826.455799px;width:96.606000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[277,\"XYZ\",72,230.29,null]' href=\"#pf115\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:790.892407px;width:65.104000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[278,\"XYZ\",72,618.98,null]' href=\"#pf116\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:755.329015px;width:75.552000px;height:10.920000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[278,\"XYZ\",72,439.59,null]' href=\"#pf116\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:719.763903px;width:108.156000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[278,\"XYZ\",72,342.8,null]' href=\"#pf116\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:684.200511px;width:65.104000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[278,\"XYZ\",72,87.44,null]' href=\"#pf116\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:648.637119px;width:65.104000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[280,\"XYZ\",72,107.23,null]' href=\"#pf118\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:613.073727px;width:96.606000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[281,\"XYZ\",72,561.41,null]' href=\"#pf119\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:577.510335px;width:96.606000px;height:11.004000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[282,\"XYZ\",72,479.76,null]' href=\"#pf11a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:541.946943px;width:96.606000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[282,\"XYZ\",72,284.88,null]' href=\"#pf11a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:506.381830px;width:96.606000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[283,\"XYZ\",72,676.75,null]' href=\"#pf11b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:469.915334px;width:70.344000px;height:10.475000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[283,\"XYZ\",72,473.53,null]' href=\"#pf11b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:435.255046px;width:75.605000px;height:11.131000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[283,\"XYZ\",72,393.82,null]' href=\"#pf11b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:399.691654px;width:66.154000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[283,\"XYZ\",72,206.49,null]' href=\"#pf11b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:364.128262px;width:44.103000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[285,\"XYZ\",72,686.03,null]' href=\"#pf11d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:328.564870px;width:65.104000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[285,\"XYZ\",72,509.1,null]' href=\"#pf11d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:292.999758px;width:65.104000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[285,\"XYZ\",72,347.26,null]' href=\"#pf11d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:257.436366px;width:65.104000px;height:11.131000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[285,\"XYZ\",72,87.44,null]' href=\"#pf11d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:221.872974px;width:68.643000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[286,\"XYZ\",72,88.97,null]' href=\"#pf11e\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:186.309582px;width:65.104000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[287,\"XYZ\",72,106.02,null]' href=\"#pf11f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:150.746190px;width:101.856000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[291,\"XYZ\",72,551.18,null]' href=\"#pf123\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:1255.160328px;width:108.045000px;height:11.248000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[293,\"XYZ\",72,740.93,null]' href=\"#pf125\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:1203.645532px;width:92.405000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[293,\"XYZ\",72,296.22,null]' href=\"#pf125\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1168.059777px;width:66.154000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[293,\"XYZ\",72,242.45,null]' href=\"#pf125\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1134.768768px;width:117.607000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[294,\"XYZ\",72,197.2,null]' href=\"#pf126\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1101.477758px;width:65.104000px;height:11.004000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[295,\"XYZ\",72,434.69,null]' href=\"#pf127\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1068.186749px;width:117.607000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[295,\"XYZ\",72,286.51,null]' href=\"#pf127\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1034.894020px;width:75.605000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[296,\"XYZ\",72,658.98,null]' href=\"#pf128\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1001.603010px;width:96.606000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[296,\"XYZ\",72,84.42,null]' href=\"#pf128\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:968.312001px;width:66.154000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[297,\"XYZ\",72,669.53,null]' href=\"#pf129\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:935.020992px;width:119.508000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[297,\"XYZ\",72,90.07,null]' href=\"#pf129\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:901.729983px;width:130.328000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[299,\"XYZ\",72,79.56,null]' href=\"#pf12b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:868.438973px;width:96.606000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[300,\"XYZ\",72,415.51,null]' href=\"#pf12c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:835.147964px;width:96.606000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[300,\"XYZ\",72,233.03,null]' href=\"#pf12c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:801.856955px;width:96.606000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[303,\"XYZ\",72,740.93,null]' href=\"#pf12f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:752.280822px;width:102.906000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[303,\"XYZ\",72,352.8,null]' href=\"#pf12f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:719.062062px;width:66.154000px;height:9.671000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[304,\"XYZ\",72,501.16,null]' href=\"#pf130\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:685.698804px;width:75.605000px;height:9.755000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[305,\"XYZ\",72,709.1,null]' href=\"#pf131\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:652.552291px;width:65.104000px;height:9.671000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[305,\"XYZ\",72,520.28,null]' href=\"#pf131\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:616.822040px;width:75.605000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[307,\"XYZ\",72,302.88,null]' href=\"#pf133\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:583.531031px;width:44.103000px;height:11.005000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[308,\"XYZ\",72,506.49,null]' href=\"#pf134\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:550.240022px;width:149.109000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[310,\"XYZ\",72,370.69,null]' href=\"#pf136\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:519.386534px;width:66.154000px;height:9.672000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[311,\"XYZ\",72,88.88,null]' href=\"#pf137\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:483.658003px;width:55.653000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[312,\"XYZ\",72,295.56,null]' href=\"#pf138\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:450.366994px;width:76.654000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[313,\"XYZ\",72,464.25,null]' href=\"#pf139\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:417.075984px;width:75.605000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[314,\"XYZ\",72,286.47,null]' href=\"#pf13a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:383.783255px;width:97.656000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[318,\"XYZ\",72,585.56,null]' href=\"#pf13e\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:350.492246px;width:128.790000px;height:11.131000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[321,\"XYZ\",72,368.23,null]' href=\"#pf141\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:319.568230px;width:76.654000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[323,\"XYZ\",72,560.62,null]' href=\"#pf143\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:286.277221px;width:107.107000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[323,\"XYZ\",72,185.79,null]' href=\"#pf143\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:252.986212px;width:86.105000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[324,\"XYZ\",72,230.64,null]' href=\"#pf144\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:217.328209px;width:75.605000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[324,\"XYZ\",72,109.24,null]' href=\"#pf144\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:184.037199px;width:55.653000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[325,\"XYZ\",72,107.24,null]' href=\"#pf145\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:153.039215px;width:66.154000px;height:9.755000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[327,\"XYZ\",72,370.12,null]' href=\"#pf147\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1255.514689px;width:95.913000px;height:9.755000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[327,\"XYZ\",72,261.69,null]' href=\"#pf147\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1224.439296px;width:59.381000px;height:7.581000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[327,\"XYZ\",72,88.8,null]' href=\"#pf147\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1187.511786px;width:76.654000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[329,\"XYZ\",72,500.76,null]' href=\"#pf149\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1157.095229px;width:70.879000px;height:9.672000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[329,\"XYZ\",72,422.25,null]' href=\"#pf149\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1124.096654px;width:91.880000px;height:9.756000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[330,\"XYZ\",72,653.79,null]' href=\"#pf14a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1091.242575px;width:99.756000px;height:9.755000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[332,\"XYZ\",72,596.68,null]' href=\"#pf14c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1058.099503px;width:78.755000px;height:9.923000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[332,\"XYZ\",72,546.83,null]' href=\"#pf14c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1025.606666px;width:91.880000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[332,\"XYZ\",72,378.64,null]' href=\"#pf14c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:992.752587px;width:99.756000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[333,\"XYZ\",72,615.08,null]' href=\"#pf14d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:957.533235px;width:81.380000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[333,\"XYZ\",72,272.55,null]' href=\"#pf14d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:924.679156px;width:81.380000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[335,\"XYZ\",72,692.14,null]' href=\"#pf14f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:891.823357px;width:101.719000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[336,\"XYZ\",72,397.45,null]' href=\"#pf150\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:858.066174px;width:152.469000px;height:11.614000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[337,\"XYZ\",72,264.62,null]' href=\"#pf151\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:826.115200px;width:81.380000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[337,\"XYZ\",72,214.68,null]' href=\"#pf151\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:795.628115px;width:70.879000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[337,\"XYZ\",72,88.97,null]' href=\"#pf151\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:760.407042px;width:70.879000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[338,\"XYZ\",72,266.23,null]' href=\"#pf152\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:729.919957px;width:70.879000px;height:9.671000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[341,\"XYZ\",72,740.93,null]' href=\"#pf155\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:678.633947px;width:92.405000px;height:9.839000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[341,\"XYZ\",72,372.13,null]' href=\"#pf155\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:643.559092px;width:76.654000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[346,\"XYZ\",72,468.71,null]' href=\"#pf15a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:610.703293px;width:118.657000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[351,\"XYZ\",72,460.89,null]' href=\"#pf15f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:577.849214px;width:66.154000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[358,\"XYZ\",72,602.05,null]' href=\"#pf166\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:544.995135px;width:76.654000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[358,\"XYZ\",72,550.43,null]' href=\"#pf166\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:512.141056px;width:86.105000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[364,\"XYZ\",72,612.27,null]' href=\"#pf16c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:479.286978px;width:75.605000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[366,\"XYZ\",72,303.48,null]' href=\"#pf16e\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:446.432899px;width:96.606000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[368,\"XYZ\",72,463.92,null]' href=\"#pf170\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:413.578820px;width:97.656000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[371,\"XYZ\",72,299.55,null]' href=\"#pf173\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:380.724741px;width:118.657000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[371,\"XYZ\",72,158.24,null]' href=\"#pf173\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:347.870663px;width:96.606000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[374,\"XYZ\",72,142.56,null]' href=\"#pf176\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:315.016584px;width:138.608000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[375,\"XYZ\",72,584.3,null]' href=\"#pf177\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:282.162505px;width:66.154000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[375,\"XYZ\",72,397.17,null]' href=\"#pf177\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:249.308426px;width:96.606000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[376,\"XYZ\",72,252.18,null]' href=\"#pf178\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:216.454348px;width:86.105000px;height:11.004000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[379,\"XYZ\",72,560,null]' href=\"#pf17b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:183.600269px;width:75.605000px;height:10.962000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[379,\"XYZ\",72,175.07,null]' href=\"#pf17b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:150.746190px;width:66.154000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[380,\"XYZ\",72,239.37,null]' href=\"#pf17c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1253.219944px;width:96.606000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[382,\"XYZ\",72,400.57,null]' href=\"#pf17e\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1220.168042px;width:107.107000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[383,\"XYZ\",72,292.23,null]' href=\"#pf17f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1187.114420px;width:86.105000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[384,\"XYZ\",72,107.87,null]' href=\"#pf180\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1153.157694px;width:163.158000px;height:11.614000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[385,\"XYZ\",72,328.77,null]' href=\"#pf181\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1121.008897px;width:91.880000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[385,\"XYZ\",72,270.6,null]' href=\"#pf181\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1087.052170px;width:84.005000px;height:11.572000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[389,\"XYZ\",72,551.15,null]' href=\"#pf185\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:1015.927107px;width:108.045000px;height:11.201000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[393,\"XYZ\",72,740.93,null]' href=\"#pf189\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:964.654858px;width:123.907000px;height:9.839000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[393,\"XYZ\",72,541.03,null]' href=\"#pf189\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:931.890230px;width:45.153000px;height:9.545000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[395,\"XYZ\",72,118.95,null]' href=\"#pf18b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:898.802204px;width:76.654000px;height:9.650000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[397,\"XYZ\",72,221.66,null]' href=\"#pf18d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:863.274936px;width:88.867000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[399,\"XYZ\",72,221.07,null]' href=\"#pf18f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:830.221314px;width:108.818000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[400,\"XYZ\",72,374.64,null]' href=\"#pf190\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:797.169413px;width:108.818000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[403,\"XYZ\",72,690.67,null]' href=\"#pf193\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:764.115791px;width:128.108000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[404,\"XYZ\",72,720.09,null]' href=\"#pf194\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:731.063889px;width:66.154000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[405,\"XYZ\",72,317.09,null]' href=\"#pf195\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:698.010267px;width:139.658000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[407,\"XYZ\",72,467.98,null]' href=\"#pf197\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:667.323639px;width:160.659000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[408,\"XYZ\",72,692.14,null]' href=\"#pf198\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:634.125521px;width:96.606000px;height:9.798000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[409,\"XYZ\",72,615.05,null]' href=\"#pf199\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:601.218116px;width:107.107000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[409,\"XYZ\",72,242.42,null]' href=\"#pf199\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:565.799221px;width:107.107000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[410,\"XYZ\",72,652.43,null]' href=\"#pf19a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:532.745599px;width:98.822000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[410,\"XYZ\",72,113.2,null]' href=\"#pf19a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:499.693697px;width:170.110000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[412,\"XYZ\",72,507.54,null]' href=\"#pf19c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:469.223814px;width:76.560000px;height:9.545000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[413,\"XYZ\",72,740.93,null]' href=\"#pf19d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:417.463029px;width:84.236000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[414,\"XYZ\",72,740.93,null]' href=\"#pf19e\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:382.116382px;width:66.154000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[414,\"XYZ\",72,424.91,null]' href=\"#pf19e\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:349.062760px;width:96.606000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[415,\"XYZ\",72,519.69,null]' href=\"#pf19f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:316.009139px;width:86.105000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[416,\"XYZ\",72,543.13,null]' href=\"#pf1a0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:282.957237px;width:159.610000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[417,\"XYZ\",72,508.59,null]' href=\"#pf1a1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:249.903615px;width:117.607000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[418,\"XYZ\",72,327.24,null]' href=\"#pf1a2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:216.851713px;width:65.104000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[419,\"XYZ\",72,665.17,null]' href=\"#pf1a3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:183.798092px;width:65.104000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[419,\"XYZ\",72,315.54,null]' href=\"#pf1a3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:150.746190px;width:78.902000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[419,\"XYZ\",72,264.7,null]' href=\"#pf1a3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1253.219944px;width:75.605000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[420,\"XYZ\",72,586.98,null]' href=\"#pf1a4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1220.701304px;width:75.605000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[421,\"XYZ\",72,603.61,null]' href=\"#pf1a5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1188.182664px;width:109.354000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[421,\"XYZ\",72,395.76,null]' href=\"#pf1a5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1155.664024px;width:75.605000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[423,\"XYZ\",72,740.93,null]' href=\"#pf1a7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:1107.376320px;width:98.233000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[423,\"XYZ\",72,322.23,null]' href=\"#pf1a7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1072.562935px;width:66.154000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[424,\"XYZ\",72,345.61,null]' href=\"#pf1a8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1040.044295px;width:66.154000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[424,\"XYZ\",72,217.06,null]' href=\"#pf1a8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1007.525655px;width:75.605000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[425,\"XYZ\",72,689.62,null]' href=\"#pf1a9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:975.007015px;width:180.611000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[425,\"XYZ\",72,271.43,null]' href=\"#pf1a9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:942.488375px;width:86.105000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[425,\"XYZ\",72,89.01,null]' href=\"#pf1a9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:909.968015px;width:54.604000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[427,\"XYZ\",72,740.93,null]' href=\"#pf1ab\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:861.680312px;width:129.147000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[431,\"XYZ\",72,740.93,null]' href=\"#pf1af\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:811.099583px;width:99.987000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[433,\"XYZ\",72,740.93,null]' href=\"#pf1b1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:760.517135px;width:102.906000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[433,\"XYZ\",72,599.39,null]' href=\"#pf1b1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:724.800645px;width:174.289000px;height:10.474000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[433,\"XYZ\",72,556.2,null]' href=\"#pf1b1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:692.282005px;width:157.614000px;height:10.474000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[433,\"XYZ\",72,518.8,null]' href=\"#pf1b1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:659.763365px;width:169.154000px;height:10.474000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[433,\"XYZ\",72,481.39,null]' href=\"#pf1b1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:627.244725px;width:212.228000px;height:10.474000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[65,\"XYZ\",177.68,566.4,null]' href=\"#pf41\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:981.201451px;width:297.167000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[66,\"XYZ\",245.93,663.41,null]' href=\"#pf42\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:948.682811px;width:160.659000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[67,\"XYZ\",287.94,273.18,null]' href=\"#pf43\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:916.164171px;width:76.654000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[68,\"XYZ\",287.94,600.68,null]' href=\"#pf44\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:883.645532px;width:76.654000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[71,\"XYZ\",193.43,663.45,null]' href=\"#pf47\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:851.126892px;width:265.666000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[71,\"XYZ\",256.43,481.86,null]' href=\"#pf47\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:818.608252px;width:139.658000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[73,\"XYZ\",287.94,225.87,null]' href=\"#pf49\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:786.087891px;width:76.654000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[74,\"XYZ\",256.42,492.09,null]' href=\"#pf4a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:752.666147px;width:139.679000px;height:11.572000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[80,\"XYZ\",189.44,587.75,null]' href=\"#pf50\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:721.050611px;width:273.646000px;height:11.131000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[80,\"XYZ\",194.69,477.1,null]' href=\"#pf50\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:688.531972px;width:268.396000px;height:11.131000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[81,\"XYZ\",110.54,511.34,null]' href=\"#pf51\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:656.013332px;width:408.748000px;height:11.131000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[81,\"XYZ\",110.54,511.34,null]' href=\"#pf51\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:622.591587px;width:371.082000px;height:11.656000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[82,\"XYZ\",243.31,141.28,null]' href=\"#pf52\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:590.976052px;width:171.160000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[144,\"XYZ\",238.06,330.06,null]' href=\"#pf90\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:543.613815px;width:181.661000px;height:9.755000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[214,\"XYZ\",269.56,544.28,null]' href=\"#pfd6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:494.029082px;width:118.657000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[276,\"XYZ\",259.06,412.54,null]' href=\"#pf114\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:442.006827px;width:139.658000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[380,\"XYZ\",259.06,438.46,null]' href=\"#pf17c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:392.349845px;width:139.658000px;height:11.005000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[391,\"XYZ\",278.09,677.54,null]' href=\"#pf187\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:359.831205px;width:101.593000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[394,\"XYZ\",269.56,624.34,null]' href=\"#pf18a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:312.541218px;width:118.657000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[415,\"XYZ\",293.68,264.03,null]' href=\"#pf19f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:259.614138px;width:70.407000px;height:10.475000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[50,\"XYZ\",287.94,138.24,null]' href=\"#pf32\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:981.325306px;width:76.654000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[69,\"XYZ\",251.18,561.22,null]' href=\"#pf45\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:928.191802px;width:150.159000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[73,\"XYZ\",206.85,440.85,null]' href=\"#pf49\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:894.164548px;width:238.831000px;height:12.251000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[83,\"XYZ\",172.43,221.86,null]' href=\"#pf53\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:860.787529px;width:307.668000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[113,\"XYZ\",256.8,633.1,null]' href=\"#pf71\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:809.947050px;width:144.184000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[133,\"XYZ\",285.31,255.46,null]' href=\"#pf85\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:759.106572px;width:87.155000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[136,\"XYZ\",285.31,513.88,null]' href=\"#pf88\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:725.404435px;width:87.155000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[138,\"XYZ\",275.75,589.24,null]' href=\"#pf8a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:691.702298px;width:106.277000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[145,\"XYZ\",280.06,474.36,null]' href=\"#pf91\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:643.228813px;width:97.656000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[157,\"XYZ\",269.56,217.93,null]' href=\"#pf9d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:609.382180px;width:118.657000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[162,\"XYZ\",262.12,425.51,null]' href=\"#pfa2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:556.319204px;width:133.526000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[163,\"XYZ\",139.72,326.07,null]' href=\"#pfa3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:522.617068px;width:378.327000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[181,\"XYZ\",285.31,245.65,null]' href=\"#pfb5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:471.778309px;width:87.155000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[184,\"XYZ\",253.81,532.54,null]' href=\"#pfb8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:438.074452px;width:150.159000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[212,\"XYZ\",285.31,404.24,null]' href=\"#pfd4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:389.673216px;width:87.155000px;height:9.629000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[219,\"XYZ\",285.31,159.77,null]' href=\"#pfdb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:336.395216px;width:87.155000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[225,\"XYZ\",170.24,599.31,null]' href=\"#pfe1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:302.693079px;width:87.155000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[225,\"XYZ\",389.17,599.31,null]' href=\"#pfe1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:268.990942px;width:97.656000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[251,\"XYZ\",295.81,250,null]' href=\"#pffb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:235.288805px;width:66.154000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[270,\"XYZ\",259.06,560.89,null]' href=\"#pf10e\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:184.448327px;width:139.658000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[270,\"XYZ\",219.66,338.07,null]' href=\"#pf10e\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:150.746190px;width:218.446000px;height:11.088000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[271,\"XYZ\",154.29,504.2,null]' href=\"#pf10f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1252.316839px;width:119.045000px;height:11.614000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[271,\"XYZ\",381.55,504.2,null]' href=\"#pf10f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1220.701304px;width:112.903000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[279,\"XYZ\",269.56,395.58,null]' href=\"#pf117\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1188.182664px;width:118.657000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[280,\"XYZ\",184.56,387.26,null]' href=\"#pf118\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1155.664024px;width:58.509000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[280,\"XYZ\",404.06,387.26,null]' href=\"#pf118\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1123.145384px;width:67.865000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[284,\"XYZ\",112.29,541.96,null]' href=\"#pf11c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1089.723639px;width:408.749000px;height:10.474000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[284,\"XYZ\",112.29,541.96,null]' href=\"#pf11c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:192.493697px;bottom:1057.203279px;width:175.130000px;height:10.475000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[287,\"XYZ\",127.89,475.85,null]' href=\"#pf11f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:1025.587744px;width:171.853000px;height:9.950000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[287,\"XYZ\",361.66,475.85,null]' href=\"#pf11f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:993.069104px;width:162.644000px;height:9.950000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[288,\"XYZ\",224.93,549.58,null]' href=\"#pf120\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:960.550464px;width:217.887000px;height:11.131000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[289,\"XYZ\",235.28,532.54,null]' href=\"#pf121\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:928.031824px;width:197.191000px;height:9.949000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[310,\"XYZ\",112.48,613.68,null]' href=\"#pf136\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:880.741836px;width:202.662000px;height:9.671000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[310,\"XYZ\",336.67,613.68,null]' href=\"#pf136\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:848.078699px;width:202.662000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<a class=\"l\" data-dest-detail='[312,\"XYZ\",280.06,334,null]' href=\"#pf138\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:813.337562px;width:97.656000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[328,\"XYZ\",199.25,156.49,null]' href=\"#pf148\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:779.915818px;width:259.281000px;height:10.474000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[353,\"XYZ\",128.56,490.49,null]' href=\"#pf161\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:731.161941px;width:400.660000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[372,\"XYZ\",131.12,177.98,null]' href=\"#pf174\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:698.643301px;width:118.657000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[372,\"XYZ\",276.88,177.98,null]' href=\"#pf174\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:666.124661px;width:104.018000px;height:11.047000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[372,\"XYZ\",429,177.98,null]' href=\"#pf174\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:633.606021px;width:76.654000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[376,\"XYZ\",202.06,560.89,null]' href=\"#pf178\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:601.087381px;width:253.652000px;height:11.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[407,\"XYZ\",271.19,617.58,null]' href=\"#pf197\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:553.797393px;width:115.391000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[413,\"XYZ\",184.65,135.82,null]' href=\"#pf19d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:500.870313px;width:288.473000px;height:10.475000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[424,\"XYZ\",295.81,378.38,null]' href=\"#pf1a8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:150.949173px;bottom:452.118156px;width:66.154000px;height:11.046000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[435,\"XYZ\",72,556.88,null]' href=\"#pf1b3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:386.614702px;bottom:838.443865px;width:5.250000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.cornell.edu/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:166.513533px;bottom:192.870421px;width:61.860000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[435,\"XYZ\",72,510.09,null]' href=\"#pf1b3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:172.570353px;bottom:964.242010px;width:5.250000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[435,\"XYZ\",72,463.84,null]' href=\"#pf1b3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:191.585432px;bottom:964.242010px;width:5.250000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[435,\"XYZ\",72,417.53,null]' href=\"#pf1b3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:452.665179px;bottom:340.927940px;width:5.251000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.ucl.ac.uk/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:164.076011px;bottom:257.658272px;width:90.442000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://cam.ac.uk/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:164.076011px;bottom:239.296869px;width:83.143000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[435,\"XYZ\",72,371.15,null]' href=\"#pf1b3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:370.921328px;bottom:936.736030px;width:5.251000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[435,\"XYZ\",72,324.83,null]' href=\"#pf1b3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:425.783631px;bottom:676.084612px;width:5.250000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[435,\"XYZ\",72,240.71,null]' href=\"#pf1b3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:688.346190px;bottom:937.384545px;width:5.251000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[435,\"XYZ\",72,240.71,null]' href=\"#pf1b3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:279.088510px;bottom:709.752345px;width:5.251000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://lucene.apache.org/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:243.661013px;bottom:169.658057px;width:89.062000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.nutch.org/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:238.345599px;bottom:151.296654px;width:81.282000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[36,\"XYZ\",234.06,293.98,null]' href=\"#pf24\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:675.597796px;bottom:260.856121px;width:13.125000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[435,\"XYZ\",72,194.39,null]' href=\"#pf1b3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:867.028410px;bottom:1187.436097px;width:5.251000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[435,\"XYZ\",72,129.17,null]' href=\"#pf1b3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:166.802527px;bottom:1093.960489px;width:10.500000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.illinois.edu/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:166.513533px;bottom:206.379143px;width:150.630000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://web.engr.illinois.edu/~czhai/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:256.075689px;bottom:188.017740px;width:122.190000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.eecis.udel.edu/~hfang/LuceneAX.html\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.082166px;bottom:169.658057px;width:200.158000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[436,\"XYZ\",72,740.93,null]' href=\"#pf1b4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:470.916490px;bottom:873.043946px;width:10.501000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.ens-cachan.fr/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:171.390297px;bottom:169.658057px;width:125.498000px;height:8.878000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.abiteboul.com/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:258.618143px;bottom:151.296654px;width:96.234000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[436,\"XYZ\",72,685.6,null]' href=\"#pf1b4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:804.057089px;bottom:804.377046px;width:10.501000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"https://www.stanford.edu/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:165.538180px;bottom:169.658057px;width:65.566000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"https://www.google.com/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:196.016664px;bottom:151.296654px;width:90.653000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[436,\"XYZ\",72,637.17,null]' href=\"#pf1b4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:273.604516px;bottom:1202.093912px;width:10.500000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[436,\"XYZ\",72,589.22,null]' href=\"#pf1b4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:395.306867px;bottom:1029.938127px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[436,\"XYZ\",72,541.74,null]' href=\"#pf1b4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:392.177826px;bottom:824.646150px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://dmoz.org/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:381.006854px;bottom:174.510738px;width:77.941000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[436,\"XYZ\",72,493.32,null]' href=\"#pf1b4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:854.149281px;bottom:1182.325386px;width:10.501000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[436,\"XYZ\",72,685.6,null]' href=\"#pf1b4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:774.039618px;bottom:289.722779px;width:10.501000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[436,\"XYZ\",72,426.46,null]' href=\"#pf1b4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:708.660019px;bottom:1047.912485px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[436,\"XYZ\",72,378.51,null]' href=\"#pf1b4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:174.116812px;bottom:986.957237px;width:10.500000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[436,\"XYZ\",72,312.13,null]' href=\"#pf1b4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:129.869856px;bottom:950.356565px;width:10.500000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[436,\"XYZ\",72,245.27,null]' href=\"#pf1b4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:484.010644px;bottom:734.475044px;width:10.501000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.ibm.com/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:178.505040px;bottom:229.591507px;width:78.117000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.almaden.ibm.com/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.082166px;bottom:214.787475px;width:103.691000px;height:5.416000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.ask.com/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:462.549442px;bottom:193.768364px;width:35.755000px;height:6.961000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.yahoo.com/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:194.029835px;bottom:151.296654px;width:85.454000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[436,\"XYZ\",72,197.32,null]' href=\"#pf1b4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:410.482462px;bottom:811.263002px;width:10.501000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[436,\"XYZ\",72,148.96,null]' href=\"#pf1b4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:230.608144px;bottom:396.070636px;width:10.500000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://blog.csdn.net/hguisu/article/details/8016916\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.082166px;bottom:144.981804px;width:99.153000px;height:6.939000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[50,\"XYZ\",287.94,138.24,null]' href=\"#pf32\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:406.696304px;bottom:937.343260px;width:13.125000px;height:7.224000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[437,\"XYZ\",72,740.93,null]' href=\"#pf1b5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:165.995753px;bottom:308.526273px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.ruanyifeng.com/blog/algorithm/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.082166px;bottom:277.848246px;width:67.517000px;height:6.940000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://thehackernews.com/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:233.080070px;bottom:145.939954px;width:95.221000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"https://www.reddit.com/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:193.501734px;bottom:169.658057px;width:88.657000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://jandan.net/2014/04/03/reddits-comment-sorting.html\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.082166px;bottom:153.632684px;width:84.599000px;height:6.939000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[437,\"XYZ\",72,704.51,null]' href=\"#pf1b5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:185.485607px;bottom:993.069104px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://stackoverflow.com/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:242.539444px;bottom:169.658057px;width:90.480000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.imdb.com.cn/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:188.649053px;bottom:151.296654px;width:92.273000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[437,\"XYZ\",72,657.38,null]' href=\"#pf1b5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:532.731837px;bottom:767.857223px;width:10.501000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[437,\"XYZ\",72,610.25,null]' href=\"#pf1b5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:515.292461px;bottom:173.218868px;width:7.502000px;height:5.158000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[437,\"XYZ\",72,581.96,null]' href=\"#pf1b5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:516.422631px;bottom:554.158635px;width:10.500000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[437,\"XYZ\",72,534.89,null]' href=\"#pf1b5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:544.745706px;bottom:558.242387px;width:10.500000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[437,\"XYZ\",72,468.8,null]' href=\"#pf1b5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:257.439806px;bottom:489.121355px;width:10.500000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[437,\"XYZ\",72,422.14,null]' href=\"#pf1b5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:391.417498px;bottom:489.121355px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[437,\"XYZ\",72,393.51,null]' href=\"#pf1b5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:512.713883px;bottom:489.121355px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[437,\"XYZ\",72,327.41,null]' href=\"#pf1b5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:630.604274px;bottom:489.121355px;width:10.500000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[437,\"XYZ\",72,280.28,null]' href=\"#pf1b5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:794.128101px;bottom:489.121355px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[437,\"XYZ\",72,657.38,null]' href=\"#pf1b5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:713.266711px;bottom:391.565435px;width:10.500000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[437,\"XYZ\",72,214.25,null]' href=\"#pf1b5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:152.622927px;bottom:359.046795px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[437,\"XYZ\",72,167.12,null]' href=\"#pf1b5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:296.734310px;bottom:359.046795px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[437,\"XYZ\",72,138.9,null]' href=\"#pf1b5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:519.470824px;bottom:359.046795px;width:10.500000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[437,\"XYZ\",72,110.67,null]' href=\"#pf1b5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:547.551351px;bottom:359.046795px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[438,\"XYZ\",72,740.93,null]' href=\"#pf1b6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:183.906464px;bottom:287.433194px;width:10.501000px;height:9.146000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[66,\"XYZ\",245.93,663.41,null]' href=\"#pf42\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:550.848972px;bottom:254.914554px;width:13.125000px;height:7.461000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.gallup.com/poll/173402/clinton-best-known-best-liked-potential-2016-candidate.aspx\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:194.313668px;bottom:149.641822px;width:184.854000px;height:6.564000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[66,\"XYZ\",245.93,663.41,null]' href=\"#pf42\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:141.918129px;bottom:633.260261px;width:13.125000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[437,\"XYZ\",72,468.8,null]' href=\"#pf1b5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:747.949362px;bottom:448.115253px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[66,\"XYZ\",245.93,663.41,null]' href=\"#pf42\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:701.875554px;bottom:318.040693px;width:13.126000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[438,\"XYZ\",72,704.44,null]' href=\"#pf1b6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:675.410294px;bottom:842.121650px;width:10.500000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[66,\"XYZ\",245.93,663.41,null]' href=\"#pf42\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:641.672033px;bottom:654.521919px;width:13.126000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[67,\"XYZ\",287.94,273.18,null]' href=\"#pf43\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:216.117189px;bottom:622.003279px;width:13.126000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[68,\"XYZ\",287.94,600.68,null]' href=\"#pf44\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:750.395484px;bottom:274.707163px;width:13.125000px;height:7.460000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[69,\"XYZ\",251.18,561.22,null]' href=\"#pf45\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:516.297057px;bottom:558.877140px;width:13.125000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[66,\"XYZ\",245.93,663.41,null]' href=\"#pf42\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:804.141379px;bottom:638.565354px;width:13.126000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[438,\"XYZ\",72,638.88,null]' href=\"#pf1b6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:546.343771px;bottom:360.324903px;width:10.500000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[66,\"XYZ\",245.93,663.41,null]' href=\"#pf42\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:250.469561px;bottom:693.071576px;width:13.126000px;height:7.461000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[71,\"XYZ\",193.43,663.45,null]' href=\"#pf47\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:674.032415px;bottom:693.071576px;width:13.126000px;height:7.461000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[70,\"XYZ\",72,532.87,null]' href=\"#pf46\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:749.418412px;bottom:595.515656px;width:13.126000px;height:7.461000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[71,\"XYZ\",256.43,481.86,null]' href=\"#pf47\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:859.495659px;bottom:562.997017px;width:13.126000px;height:9.566000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[70,\"XYZ\",230.81,485.43,null]' href=\"#pf46\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:365.368526px;bottom:530.478377px;width:18.376000px;height:7.460000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[70,\"XYZ\",258.06,589.2,null]' href=\"#pf46\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:576.978793px;bottom:367.240102px;width:13.126000px;height:7.461000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[70,\"XYZ\",230.81,485.43,null]' href=\"#pf46\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:617.621933px;bottom:367.240102px;width:18.376000px;height:7.461000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[438,\"XYZ\",72,610.19,null]' href=\"#pf1b6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:399.275366px;bottom:321.176616px;width:10.500000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[438,\"XYZ\",72,563.12,null]' href=\"#pf1b6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:802.878753px;bottom:288.657976px;width:10.500000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[438,\"XYZ\",72,534.83,null]' href=\"#pf1b6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:513.711598px;bottom:256.139336px;width:10.500000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[73,\"XYZ\",206.85,440.85,null]' href=\"#pf49\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:252.052144px;bottom:151.024862px;width:13.125000px;height:7.461000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[73,\"XYZ\",287.94,225.87,null]' href=\"#pf49\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:234.741782px;bottom:1253.500336px;width:13.126000px;height:7.461000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[73,\"XYZ\",206.85,440.85,null]' href=\"#pf49\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:633.009112px;bottom:1188.463056px;width:13.126000px;height:7.460000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[73,\"XYZ\",206.85,440.85,null]' href=\"#pf49\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:590.355060px;bottom:1155.944416px;width:13.126000px;height:7.460000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[74,\"XYZ\",256.42,492.09,null]' href=\"#pf4a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:425.250370px;bottom:281.324768px;width:13.126000px;height:9.146000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[74,\"XYZ\",256.42,492.09,null]' href=\"#pf4a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:274.566107px;bottom:1253.500336px;width:13.125000px;height:9.146000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[438,\"XYZ\",72,487.77,null]' href=\"#pf1b6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:590.203682px;bottom:788.582180px;width:10.500000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[438,\"XYZ\",72,440.64,null]' href=\"#pf1b6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:618.476871px;bottom:788.582180px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.cnblogs.com/ilogic/archive/2012/08/05/proof_arrow.html\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:191.578551px;bottom:218.418815px;width:82.520000px;height:6.910000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[438,\"XYZ\",72,412.35,null]' href=\"#pf1b6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.931945px;bottom:1090.626744px;width:10.501000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[438,\"XYZ\",72,610.19,null]' href=\"#pf1b6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:176.616261px;bottom:1090.626744px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[80,\"XYZ\",189.44,587.75,null]' href=\"#pf50\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:823.369762px;bottom:696.948905px;width:13.126000px;height:7.461000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[80,\"XYZ\",194.69,477.1,null]' href=\"#pf50\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:454.977127px;bottom:664.430265px;width:18.376000px;height:7.461000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[81,\"XYZ\",110.54,511.34,null]' href=\"#pf51\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:434.474076px;bottom:631.911625px;width:18.376000px;height:7.461000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[79,\"XYZ\",72,127.88,null]' href=\"#pf4f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:255.124419px;bottom:766.618680px;width:13.126000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[82,\"XYZ\",243.31,141.28,null]' href=\"#pf52\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:769.782126px;bottom:1098.488053px;width:18.376000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[82,\"XYZ\",243.31,141.28,null]' href=\"#pf52\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:159.980218px;bottom:957.342293px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[79,\"XYZ\",72,127.88,null]' href=\"#pf4f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:214.169923px;bottom:858.030050px;width:13.126000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[82,\"XYZ\",243.31,141.28,null]' href=\"#pf52\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:501.523989px;bottom:858.030050px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[83,\"XYZ\",172.43,221.86,null]' href=\"#pf53\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:236.517027px;bottom:758.716087px;width:13.126000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[438,\"XYZ\",72,365.22,null]' href=\"#pf1b6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:316.516597px;bottom:770.459884px;width:10.500000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[438,\"XYZ\",72,318.09,null]' href=\"#pf1b6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:345.772020px;bottom:770.459884px;width:10.501000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[438,\"XYZ\",72,271.44,null]' href=\"#pf1b6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:302.462572px;bottom:1188.182664px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[438,\"XYZ\",72,223.83,null]' href=\"#pf1b6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:497.615697px;bottom:565.234995px;width:10.500000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[438,\"XYZ\",72,271.44,null]' href=\"#pf1b6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:381.889316px;bottom:846.898643px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[438,\"XYZ\",72,176.71,null]' href=\"#pf1b6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:527.578121px;bottom:781.861363px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[438,\"XYZ\",72,129.64,null]' href=\"#pf1b6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:153.618922px;bottom:684.305443px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[439,\"XYZ\",72,740.93,null]' href=\"#pf1b7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:300.202231px;bottom:651.785083px;width:10.501000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[439,\"XYZ\",72,704.81,null]' href=\"#pf1b7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:792.043220px;bottom:701.987367px;width:10.500000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[439,\"XYZ\",72,658.42,null]' href=\"#pf1b7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:820.631205px;bottom:701.987367px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[439,\"XYZ\",72,593.6,null]' href=\"#pf1b7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:437.386373px;bottom:198.368176px;width:7.502000px;height:6.853000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[439,\"XYZ\",72,546.8,null]' href=\"#pf1b7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:425.656337px;bottom:1154.915737px;width:10.500000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[439,\"XYZ\",72,500.81,null]' href=\"#pf1b7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:342.906169px;bottom:959.803897px;width:10.501000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.ling.upenn.edu/courses/ling052/BinaryClassification.html\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:701.875554px;bottom:1255.514689px;width:63.004000px;height:9.713000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[439,\"XYZ\",72,454.01,null]' href=\"#pf1b7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:585.349281px;bottom:716.584975px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[439,\"XYZ\",72,407.62,null]' href=\"#pf1b7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:379.627254px;bottom:452.713345px;width:10.501000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[439,\"XYZ\",72,361.17,null]' href=\"#pf1b7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:208.876871px;bottom:248.014837px;width:10.501000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[439,\"XYZ\",72,315.25,null]' href=\"#pf1b7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:281.130386px;bottom:1177.957801px;width:10.501000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[439,\"XYZ\",72,287.35,null]' href=\"#pf1b7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:308.964924px;bottom:1173.874049px;width:10.501000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[109,\"XYZ\",211.16,713.1,null]' href=\"#pf6d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:542.946378px;bottom:935.340949px;width:23.627000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[439,\"XYZ\",72,240.89,null]' href=\"#pf1b7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:310.501062px;bottom:433.761914px;width:10.501000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[439,\"XYZ\",72,194.5,null]' href=\"#pf1b7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:338.335600px;bottom:433.761914px;width:10.501000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[439,\"XYZ\",72,148.58,null]' href=\"#pf1b7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:552.304260px;bottom:999.552533px;width:10.500000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[439,\"XYZ\",72,194.5,null]' href=\"#pf1b7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:582.132509px;bottom:995.470501px;width:10.501000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,740.93,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:433.952856px;bottom:962.951861px;width:10.501000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,705.28,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:463.125709px;bottom:967.033893px;width:10.501000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,677.32,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:492.298562px;bottom:962.951861px;width:10.501000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,631.4,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:521.471415px;bottom:962.951861px;width:10.500000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,631.4,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:598.042629px;bottom:566.609434px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[113,\"XYZ\",256.8,633.1,null]' href=\"#pf71\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:196.229969px;bottom:928.085150px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[115,\"XYZ\",223.47,237.19,null]' href=\"#pf73\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:527.091305px;bottom:1253.219944px;width:23.626000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,603.44,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:636.994813px;bottom:1142.261954px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,538.62,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.931945px;bottom:1076.005053px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,631.4,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:175.465448px;bottom:1076.005053px;width:10.500000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,491.76,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:351.142481px;bottom:773.619890px;width:10.500000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[439,\"XYZ\",72,148.58,null]' href=\"#pf1b7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:839.933557px;bottom:777.701922px;width:10.501000px;height:7.220000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,426.93,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:308.325010px;bottom:1113.591399px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,538.62,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:324.438113px;bottom:1073.376589px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,361.23,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:460.074076px;bottom:1073.376589px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,295.87,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:584.186427px;bottom:1073.376589px;width:10.500000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,249.48,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:749.879425px;bottom:1073.376589px;width:10.500000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,221.99,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:777.056847px;bottom:1073.376589px;width:10.501000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,194.5,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.931945px;bottom:1040.857949px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,538.62,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:497.424755px;bottom:853.297783px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,129.21,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:382.544712px;bottom:572.263728px;width:10.501000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,361.23,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:411.356323px;bottom:568.181696px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,295.87,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:438.908749px;bottom:617.952211px;width:10.501000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[441,\"XYZ\",72,740.93,null]' href=\"#pf1b9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:707.519527px;bottom:524.478323px;width:10.501000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[116,\"XYZ\",193.29,429.45,null]' href=\"#pf74\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:459.355033px;bottom:455.359011px;width:23.626000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,361.23,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:290.735976px;bottom:476.661954px;width:10.500000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[124,\"XYZ\",243.61,114.13,null]' href=\"#pf7c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:437.656444px;bottom:327.728854px;width:23.626000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,249.48,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:388.797635px;bottom:1186.283564px;width:10.500000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,221.99,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:417.707297px;bottom:1186.283564px;width:10.501000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[441,\"XYZ\",72,704.93,null]' href=\"#pf1b9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:438.499341px;bottom:801.036420px;width:10.501000px;height:7.220000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[441,\"XYZ\",72,638.92,null]' href=\"#pf1b9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:213.827604px;bottom:731.917108px;width:10.500000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[441,\"XYZ\",72,575.2,null]' href=\"#pf1b9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:241.662142px;bottom:731.917108px;width:10.501000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,194.5,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:442.803279px;bottom:603.342561px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[441,\"XYZ\",72,525.39,null]' href=\"#pf1b9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:472.468109px;bottom:603.342561px;width:10.501000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[441,\"XYZ\",72,478.22,null]' href=\"#pf1b9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:208.876871px;bottom:428.706249px;width:10.501000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[128,\"XYZ\",231.8,220.48,null]' href=\"#pf80\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:761.415079px;bottom:1253.219944px;width:23.627000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[128,\"XYZ\",202.47,142.35,null]' href=\"#pf80\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:220.185459px;bottom:1145.296385px;width:23.626000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[128,\"XYZ\",231.8,220.48,null]' href=\"#pf80\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:330.027039px;bottom:1060.026126px;width:23.626000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[128,\"XYZ\",231.8,220.48,null]' href=\"#pf80\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:653.646338px;bottom:1060.026126px;width:23.626000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[128,\"XYZ\",202.47,142.35,null]' href=\"#pf80\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:778.570622px;bottom:1060.026126px;width:23.626000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[128,\"XYZ\",202.47,142.35,null]' href=\"#pf80\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:797.972746px;bottom:1164.531649px;width:23.626000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[441,\"XYZ\",72,451.09,null]' href=\"#pf1b9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:480.764628px;bottom:1099.494369px;width:10.501000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[441,\"XYZ\",72,386.77,null]' href=\"#pf1b9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:487.337508px;bottom:979.560382px;width:10.501000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[441,\"XYZ\",72,317.99,null]' href=\"#pf1b9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:427.675850px;bottom:946.754468px;width:10.501000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[441,\"XYZ\",72,251.98,null]' href=\"#pf1b9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:455.512109px;bottom:946.754468px;width:10.500000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[441,\"XYZ\",72,186.44,null]' href=\"#pf1b9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:483.346647px;bottom:946.754468px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[133,\"XYZ\",285.31,255.46,null]' href=\"#pf85\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:474.879828px;bottom:248.302110px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[441,\"XYZ\",72,157.77,null]' href=\"#pf1b9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:689.672463px;bottom:1129.217686px;width:10.500000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[441,\"XYZ\",72,110.66,null]' href=\"#pf1b9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:442.832523px;bottom:1031.661766px;width:10.500000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[439,\"XYZ\",72,407.62,null]' href=\"#pf1b7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:430.842736px;bottom:1003.225158px;width:10.501000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[442,\"XYZ\",72,740.93,null]' href=\"#pf1ba\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:796.646472px;bottom:901.587206px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[442,\"XYZ\",72,685.55,null]' href=\"#pf1ba\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:819.927644px;bottom:836.549926px;width:10.500000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[442,\"XYZ\",72,638.44,null]' href=\"#pf1ba\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:329.060288px;bottom:738.992286px;width:10.501000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[442,\"XYZ\",72,591.4,null]' href=\"#pf1ba\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:857.997366px;bottom:706.473646px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[442,\"XYZ\",72,544.29,null]' href=\"#pf1ba\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:577.212740px;bottom:608.917726px;width:10.500000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[442,\"XYZ\",72,478.69,null]' href=\"#pf1ba\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:597.000188px;bottom:511.361806px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[442,\"XYZ\",72,431.17,null]' href=\"#pf1ba\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:848.966322px;bottom:482.925198px;width:15.751000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[442,\"XYZ\",72,384,null]' href=\"#pf1ba\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:402.564387px;bottom:417.886198px;width:15.751000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[442,\"XYZ\",72,336.9,null]' href=\"#pf1ba\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:257.443247px;bottom:972.185889px;width:15.751000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[136,\"XYZ\",285.31,513.88,null]' href=\"#pf88\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:683.811746px;bottom:1219.595216px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[137,\"XYZ\",260.39,611.56,null]' href=\"#pf89\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:274.375165px;bottom:934.429243px;width:18.376000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[442,\"XYZ\",72,290.26,null]' href=\"#pf1ba\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:392.224271px;bottom:638.427738px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[442,\"XYZ\",72,223.78,null]' href=\"#pf1ba\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:400.699691px;bottom:573.390458px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[138,\"XYZ\",275.75,589.24,null]' href=\"#pf8a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:610.548475px;bottom:475.834538px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[137,\"XYZ\",183,194.23,null]' href=\"#pf89\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:741.563983px;bottom:923.284075px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[442,\"XYZ\",72,176.74,null]' href=\"#pf1ba\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:424.820320px;bottom:1253.219944px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[442,\"XYZ\",72,129.63,null]' href=\"#pf1ba\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:427.710254px;bottom:999.819164px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[442,\"XYZ\",72,129.63,null]' href=\"#pf1ba\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:857.636124px;bottom:1224.783336px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,740.93,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:442.915092px;bottom:738.188953px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,706.27,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:663.528881px;bottom:709.752345px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,680.33,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:793.713533px;bottom:705.670313px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,654.74,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:422.876495px;bottom:514.638785px;width:15.751000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,610.32,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:758.650719px;bottom:482.120145px;width:15.751000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,584.79,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:756.591641px;bottom:449.601505px;width:15.751000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[144,\"XYZ\",238.06,330.06,null]' href=\"#pf90\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:850.103373px;bottom:1184.905685px;width:18.376000px;height:7.429000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[145,\"XYZ\",280.06,474.36,null]' href=\"#pf91\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:309.001048px;bottom:1087.349765px;width:18.377000px;height:7.429000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,706.27,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:681.690740px;bottom:1042.445693px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,680.33,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:663.681978px;bottom:1005.845021px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,610.32,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.931945px;bottom:187.346862px;width:15.751000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,540.84,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:341.345948px;bottom:573.490230px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,514.9,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:316.413385px;bottom:1059.473942px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,470.41,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:354.238839px;bottom:1059.473942px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,426.46,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.931945px;bottom:335.610805px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,362.71,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:184.799247px;bottom:331.528773px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,470.41,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:447.685204px;bottom:1203.409864px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[157,\"XYZ\",269.56,217.93,null]' href=\"#pf9d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:705.938664px;bottom:936.158043px;width:18.376000px;height:7.429000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,319.57,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:165.995753px;bottom:1207.491896px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,273.86,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:223.183766px;bottom:1203.409864px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,319.57,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:129.869856px;bottom:1174.973256px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,273.86,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:577.018358px;bottom:1170.891224px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://people.sissa.it/~laio/index.html\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:434.212606px;bottom:1191.507808px;width:76.608000px;height:7.582000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[435,\"XYZ\",72,603.38,null]' href=\"#pf1b3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:226.034135px;bottom:1158.999489px;width:5.250000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[435,\"XYZ\",72,603.38,null]' href=\"#pf1b3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:624.005591px;bottom:699.341701px;width:5.250000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[162,\"XYZ\",262.12,425.51,null]' href=\"#pfa2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:604.627550px;bottom:1088.868700px;width:18.376000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[162,\"XYZ\",262.12,425.51,null]' href=\"#pfa2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:635.904206px;bottom:1056.350060px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[163,\"XYZ\",139.72,326.07,null]' href=\"#pfa3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:685.578390px;bottom:1056.350060px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[435,\"XYZ\",72,603.38,null]' href=\"#pf1b3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:834.559656px;bottom:528.276522px;width:5.250000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,210.46,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:493.657519px;bottom:905.562586px;width:15.751000px;height:5.183000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[167,\"XYZ\",224.04,406.26,null]' href=\"#pfa7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:238.247547px;bottom:437.121462px;width:23.627000px;height:7.225000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[167,\"XYZ\",194.31,471.36,null]' href=\"#pfa7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:274.375165px;bottom:331.790243px;width:23.626000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[167,\"XYZ\",224.04,406.26,null]' href=\"#pfa7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:292.437253px;bottom:216.220400px;width:23.627000px;height:7.225000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[166,\"XYZ\",207.27,404.19,null]' href=\"#pfa6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:453.489155px;bottom:216.220400px;width:23.626000px;height:7.225000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[167,\"XYZ\",106.13,117.18,null]' href=\"#pfa7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:238.247547px;bottom:1046.830480px;width:23.627000px;height:7.224000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[168,\"XYZ\",85.51,477.63,null]' href=\"#pfa8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:238.247547px;bottom:322.698992px;width:23.627000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[167,\"XYZ\",106.13,117.18,null]' href=\"#pfa7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:308.983846px;bottom:326.772423px;width:23.626000px;height:7.225000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,147.13,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:259.731111px;bottom:459.614783px;width:15.751000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[444,\"XYZ\",72,740.93,null]' href=\"#pf1bc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:223.003145px;bottom:427.096143px;width:15.751000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[444,\"XYZ\",72,705.54,null]' href=\"#pf1bc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:511.416853px;bottom:289.628168px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[444,\"XYZ\",72,661.07,null]' href=\"#pf1bc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:548.284155px;bottom:289.628168px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[444,\"XYZ\",72,616.14,null]' href=\"#pf1bc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:129.869856px;bottom:993.069104px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[444,\"XYZ\",72,570.79,null]' href=\"#pf1bc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:240.414998px;bottom:964.632496px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[444,\"XYZ\",72,525.79,null]' href=\"#pf1bc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:859.261712px;bottom:895.513184px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[444,\"XYZ\",72,480.91,null]' href=\"#pf1bc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:728.820750px;bottom:639.444376px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[444,\"XYZ\",72,455.74,null]' href=\"#pf1bc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:707.891090px;bottom:537.806424px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[174,\"XYZ\",91.56,630.91,null]' href=\"#pfae\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:542.301304px;bottom:909.839000px;width:23.626000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[173,\"XYZ\",93.09,709.24,null]' href=\"#pfad\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:184.119769px;bottom:376.221261px;width:23.627000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[173,\"XYZ\",93.09,709.24,null]' href=\"#pfad\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:258.437522px;bottom:242.881763px;width:23.626000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[444,\"XYZ\",72,410.35,null]' href=\"#pf1bc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:830.532670px;bottom:242.881763px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[444,\"XYZ\",72,346.1,null]' href=\"#pf1bc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:494.478054px;bottom:1064.135681px;width:15.750000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[444,\"XYZ\",72,301.1,null]' href=\"#pf1bc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:532.116006px;bottom:1064.135681px;width:15.750000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[444,\"XYZ\",72,237.73,null]' href=\"#pf1bc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:569.753958px;bottom:1064.135681px;width:15.750000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[444,\"XYZ\",72,192.39,null]' href=\"#pf1bc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:607.391910px;bottom:1064.135681px;width:15.750000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[444,\"XYZ\",72,128.48,null]' href=\"#pf1bc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:509.201236px;bottom:1031.617041px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[445,\"XYZ\",72,740.93,null]' href=\"#pf1bd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:792.211799px;bottom:1031.617041px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[441,\"XYZ\",72,478.22,null]' href=\"#pf1b9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:328.563150px;bottom:938.143153px;width:10.501000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[445,\"XYZ\",72,686.02,null]' href=\"#pf1bd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:202.121650px;bottom:802.460745px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[445,\"XYZ\",72,657.35,null]' href=\"#pf1bd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:238.988953px;bottom:802.460745px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[445,\"XYZ\",72,610.3,null]' href=\"#pf1bd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:315.047547px;bottom:332.010429px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[445,\"XYZ\",72,563.13,null]' href=\"#pf1bd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:202.742642px;bottom:346.423975px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[445,\"XYZ\",72,610.3,null]' href=\"#pf1bd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:501.499906px;bottom:313.905335px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[445,\"XYZ\",72,563.13,null]' href=\"#pf1bd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:542.977342px;bottom:150.746190px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[445,\"XYZ\",72,516.09,null]' href=\"#pf1bd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:466.791453px;bottom:1188.182664px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[445,\"XYZ\",72,487.82,null]' href=\"#pf1bd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:505.315307px;bottom:1188.182664px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[445,\"XYZ\",72,440.72,null]' href=\"#pf1bd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:212.382637px;bottom:1155.664024px;width:15.750000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[445,\"XYZ\",72,610.3,null]' href=\"#pf1bd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:672.504878px;bottom:1155.664024px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[445,\"XYZ\",72,393.61,null]' href=\"#pf1bd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:340.466926px;bottom:990.094880px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[445,\"XYZ\",72,309.17,null]' href=\"#pf1bd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.931945px;bottom:521.234028px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[445,\"XYZ\",72,261.59,null]' href=\"#pf1bd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:184.886978px;bottom:521.234028px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[445,\"XYZ\",72,196.05,null]' href=\"#pf1bd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:221.842010px;bottom:521.234028px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[445,\"XYZ\",72,148.47,null]' href=\"#pf1bd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:659.839054px;bottom:521.234028px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[445,\"XYZ\",72,261.59,null]' href=\"#pf1bd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:129.869856px;bottom:488.715388px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[446,\"XYZ\",72,740.93,null]' href=\"#pf1be\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:391.512109px;bottom:353.564521px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[184,\"XYZ\",253.81,532.54,null]' href=\"#pfb8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:270.673297px;bottom:183.264830px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[446,\"XYZ\",72,705.6,null]' href=\"#pf1be\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:129.869856px;bottom:458.087246px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[446,\"XYZ\",72,660.6,null]' href=\"#pf1be\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:378.602016px;bottom:366.763607px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[446,\"XYZ\",72,615.66,null]' href=\"#pf1be\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:775.627362px;bottom:221.565058px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[445,\"XYZ\",72,487.82,null]' href=\"#pf1bd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:364.690767px;bottom:189.046418px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[446,\"XYZ\",72,589.63,null]' href=\"#pf1be\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:346.917672px;bottom:1187.436097px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[446,\"XYZ\",72,481.32,null]' href=\"#pf1be\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:418.913157px;bottom:1154.915737px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[446,\"XYZ\",72,417.01,null]' href=\"#pf1be\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:367.434485px;bottom:927.285257px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[446,\"XYZ\",72,390.98,null]' href=\"#pf1be\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:541.301868px;bottom:894.766617px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[446,\"XYZ\",72,346.51,null]' href=\"#pf1be\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:682.918963px;bottom:829.727617px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[446,\"XYZ\",72,282.2,null]' href=\"#pf1be\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:720.507029px;bottom:829.727617px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[446,\"XYZ\",72,218.83,null]' href=\"#pf1be\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:857.636124px;bottom:801.292729px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[446,\"XYZ\",72,173.42,null]' href=\"#pf1be\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:189.584841px;bottom:736.253729px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[446,\"XYZ\",72,218.83,null]' href=\"#pf1be\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:238.247547px;bottom:703.735089px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[446,\"XYZ\",72,128.48,null]' href=\"#pf1be\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:275.114850px;bottom:703.735089px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,740.93,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:368.428760px;bottom:699.653057px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,704.56,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:497.870286px;bottom:699.653057px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,656.24,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:534.735869px;bottom:699.653057px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[446,\"XYZ\",72,545.17,null]' href=\"#pf1be\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:445.378417px;bottom:167.232576px;width:11.253000px;height:5.398000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,589.49,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:486.742320px;bottom:646.688133px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,541.71,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:710.048219px;bottom:183.264830px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[446,\"XYZ\",72,128.48,null]' href=\"#pf1be\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:596.740438px;bottom:154.828222px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,512.7,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:281.328209px;bottom:1257.301976px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[445,\"XYZ\",72,516.09,null]' href=\"#pf1bd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:764.389303px;bottom:1086.405376px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,465.33,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:848.367693px;bottom:474.780056px;width:15.751000px;height:9.566000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,417.07,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:356.418331px;bottom:340.203736px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,388.07,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:793.360892px;bottom:1187.436097px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,340.28,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:830.598038px;bottom:1187.436097px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,273.94,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:497.717189px;bottom:665.001371px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,225.63,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:272.240398px;bottom:183.264830px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,177.84,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:576.055046px;bottom:297.871361px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[442,\"XYZ\",72,638.44,null]' href=\"#pf1ba\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:536.849993px;bottom:1203.112270px;width:10.500000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,129.93,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:883.138073px;bottom:1002.409784px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[448,\"XYZ\",72,740.93,null]' href=\"#pf1c0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:709.607848px;bottom:232.218250px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[448,\"XYZ\",72,705.81,null]' href=\"#pf1c0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:210.972074px;bottom:199.699610px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[448,\"XYZ\",72,642.33,null]' href=\"#pf1c0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:515.228813px;bottom:199.699610px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[448,\"XYZ\",72,597.88,null]' href=\"#pf1c0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:836.481118px;bottom:203.781642px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.cnblogs.com/heaad/archive/2011/01/02/1924088.html\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:185.796963px;bottom:153.632684px;width:75.019000px;height:6.939000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[448,\"XYZ\",72,553.77,null]' href=\"#pf1c0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:361.656337px;bottom:1127.227416px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[448,\"XYZ\",72,490.35,null]' href=\"#pf1c0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:511.958715px;bottom:1127.227416px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,706.27,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:313.867491px;bottom:867.076576px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,680.33,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:350.499126px;bottom:862.994544px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,610.32,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:578.690391px;bottom:867.076576px;width:15.751000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[448,\"XYZ\",72,553.77,null]' href=\"#pf1c0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:553.539363px;bottom:700.145034px;width:15.750000px;height:7.220000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[448,\"XYZ\",72,426.93,null]' href=\"#pf1c0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:555.426421px;bottom:334.019621px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[194,\"XYZ\",226.05,150.47,null]' href=\"#pfc2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:202.121650px;bottom:1155.664024px;width:23.627000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[195,\"XYZ\",221.06,645.38,null]' href=\"#pfc3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:547.787018px;bottom:957.206397px;width:23.627000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[448,\"XYZ\",72,426.93,null]' href=\"#pf1c0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:201.523021px;bottom:892.167397px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[448,\"XYZ\",72,426.93,null]' href=\"#pf1c0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:274.375165px;bottom:342.944013px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[195,\"XYZ\",221.06,645.38,null]' href=\"#pfc3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:694.017686px;bottom:342.944013px;width:23.627000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[195,\"XYZ\",226.86,118.77,null]' href=\"#pfc3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:328.564870px;bottom:1113.866631px;width:23.626000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[195,\"XYZ\",221.06,645.38,null]' href=\"#pfc3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:368.700551px;bottom:1002.471711px;width:23.626000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[448,\"XYZ\",72,426.93,null]' href=\"#pf1c0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:204.746674px;bottom:937.434431px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[448,\"XYZ\",72,363.04,null]' href=\"#pf1c0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:386.122725px;bottom:774.841231px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[448,\"XYZ\",72,553.77,null]' href=\"#pf1c0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:720.451982px;bottom:778.923263px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[448,\"XYZ\",72,300.1,null]' href=\"#pf1c0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:808.908050px;bottom:640.342320px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[448,\"XYZ\",72,236.27,null]' href=\"#pf1c0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:518.705335px;bottom:737.672893px;width:15.750000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[448,\"XYZ\",72,191.69,null]' href=\"#pf1c0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.931945px;bottom:250.166806px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[448,\"XYZ\",72,128.27,null]' href=\"#pf1c0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:184.799247px;bottom:254.248838px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[449,\"XYZ\",72,740.93,null]' href=\"#pf1c1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:379.690902px;bottom:1081.378954px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[449,\"XYZ\",72,685.56,null]' href=\"#pf1c1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:418.381615px;bottom:1081.378954px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[448,\"XYZ\",72,236.27,null]' href=\"#pf1c0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:867.028410px;bottom:1052.942346px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[448,\"XYZ\",72,128.27,null]' href=\"#pf1c0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:295.285902px;bottom:714.278188px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[449,\"XYZ\",72,619.58,null]' href=\"#pf1c1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.931945px;bottom:645.158876px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[449,\"XYZ\",72,553.6,null]' href=\"#pf1c1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:184.799247px;bottom:645.158876px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[449,\"XYZ\",72,487.62,null]' href=\"#pf1c1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:221.666550px;bottom:645.158876px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[449,\"XYZ\",72,421.64,null]' href=\"#pf1c1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:258.533853px;bottom:645.158876px;width:15.750000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[448,\"XYZ\",72,128.27,null]' href=\"#pf1c0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:129.869856px;bottom:945.108238px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[449,\"XYZ\",72,355.66,null]' href=\"#pf1c1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:626.752748px;bottom:1118.820804px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[449,\"XYZ\",72,289.68,null]' href=\"#pf1c1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:664.096546px;bottom:1118.820804px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[449,\"XYZ\",72,243.08,null]' href=\"#pf1c1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:701.440344px;bottom:1118.820804px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[449,\"XYZ\",72,243.08,null]' href=\"#pf1c1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:498.384626px;bottom:575.578551px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[449,\"XYZ\",72,195.53,null]' href=\"#pf1c1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:283.893025px;bottom:1122.397097px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[449,\"XYZ\",72,148.52,null]' href=\"#pf1c1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:320.818815px;bottom:1122.397097px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[450,\"XYZ\",72,740.93,null]' href=\"#pf1c2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:830.854348px;bottom:1126.480849px;width:15.750000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[450,\"XYZ\",72,703.59,null]' href=\"#pf1c2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:540.297272px;bottom:1093.960489px;width:15.751000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[449,\"XYZ\",72,355.66,null]' href=\"#pf1c1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:284.904502px;bottom:303.740680px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[449,\"XYZ\",72,289.68,null]' href=\"#pf1c1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:321.771805px;bottom:303.740680px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[449,\"XYZ\",72,243.08,null]' href=\"#pf1c1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:358.639108px;bottom:303.740680px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.taobao.com/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:622.718882px;bottom:283.043247px;width:140.065000px;height:9.797000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.zhihu.com/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:882.074990px;bottom:283.440613px;width:10.501000px;height:9.398000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.zhihu.com/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:250.596855px;width:160.840000px;height:9.755000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[450,\"XYZ\",72,654.56,null]' href=\"#pf1c2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:469.856847px;bottom:187.346862px;width:15.751000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[450,\"XYZ\",72,605.59,null]' href=\"#pf1c2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:506.990781px;bottom:183.264830px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[450,\"XYZ\",72,557.1,null]' href=\"#pf1c2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:310.501062px;bottom:378.947776px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[450,\"XYZ\",72,489.23,null]' href=\"#pf1c2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:790.216369px;bottom:1155.664024px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[450,\"XYZ\",72,420.88,null]' href=\"#pf1c2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:534.625776px;bottom:1094.708776px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.cofirank.org/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.082166px;bottom:154.852305px;width:31.253000px;height:5.416000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[450,\"XYZ\",72,353.01,null]' href=\"#pf1c2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:349.921140px;bottom:1024.841177px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[450,\"XYZ\",72,285.14,null]' href=\"#pf1c2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:387.373310px;bottom:1028.923209px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[436,\"XYZ\",72,541.74,null]' href=\"#pf1b4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:566.365166px;bottom:992.322537px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[450,\"XYZ\",72,217.74,null]' href=\"#pf1c2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:594.397527px;bottom:992.322537px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[450,\"XYZ\",72,149.4,null]' href=\"#pf1c2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:496.463164px;bottom:963.885929px;width:15.751000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[451,\"XYZ\",72,740.93,null]' href=\"#pf1c3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:184.059562px;bottom:931.367289px;width:15.751000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.grouplens.org/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:219.426851px;bottom:161.036420px;width:95.769000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://grouplens.org/datasets/movielens/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:218.148743px;bottom:142.675017px;width:145.694000px;height:7.484000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.netflix.com/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:194.339471px;bottom:124.315334px;width:86.182000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://openresearch.baidu.com/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.082166px;bottom:153.374654px;width:75.019000px;height:7.089000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[451,\"XYZ\",72,685.24,null]' href=\"#pf1c3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:169.391426px;bottom:840.525306px;width:15.751000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,704.56,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:816.268781px;bottom:770.542454px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[212,\"XYZ\",285.31,404.24,null]' href=\"#pfd4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:779.441043px;bottom:1174.443435px;width:18.376000px;height:5.187000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[441,\"XYZ\",72,478.22,null]' href=\"#pf1b9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:238.247547px;bottom:1192.264696px;width:10.501000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[214,\"XYZ\",269.56,544.28,null]' href=\"#pfd6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:606.843166px;bottom:1024.966752px;width:18.376000px;height:5.187000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[451,\"XYZ\",72,637.33,null]' href=\"#pf1c3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:239.644349px;bottom:1220.701304px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[451,\"XYZ\",72,637.33,null]' href=\"#pf1c3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:333.599892px;bottom:1220.701304px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[451,\"XYZ\",72,589.55,null]' href=\"#pf1c3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:414.180890px;bottom:1188.182664px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[451,\"XYZ\",72,541.71,null]' href=\"#pf1c3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:648.836662px;bottom:280.820750px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[451,\"XYZ\",72,493.8,null]' href=\"#pf1c3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:483.881629px;bottom:447.497702px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[436,\"XYZ\",72,685.6,null]' href=\"#pf1b4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:604.319634px;bottom:805.538180px;width:10.500000px;height:5.183000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[451,\"XYZ\",72,446.01,null]' href=\"#pf1c3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:631.024002px;bottom:801.456148px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[436,\"XYZ\",72,245.27,null]' href=\"#pf1b4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:728.268566px;bottom:805.538180px;width:10.500000px;height:5.183000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[451,\"XYZ\",72,379.2,null]' href=\"#pf1c3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:832.918586px;bottom:805.538180px;width:15.751000px;height:7.220000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[436,\"XYZ\",72,197.32,null]' href=\"#pf1b4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:868.653998px;bottom:805.538180px;width:10.501000px;height:5.183000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[435,\"XYZ\",72,556.88,null]' href=\"#pf1b3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:437.647843px;bottom:773.019540px;width:5.251000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[435,\"XYZ\",72,463.84,null]' href=\"#pf1b3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:522.993791px;bottom:768.937508px;width:5.250000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[451,\"XYZ\",72,331.42,null]' href=\"#pf1c3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:239.527375px;bottom:183.264830px;width:15.750000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[451,\"XYZ\",72,302.41,null]' href=\"#pf1c3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:276.910738px;bottom:187.346862px;width:15.751000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[451,\"XYZ\",72,302.41,null]' href=\"#pf1c3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:563.384061px;bottom:870.241742px;width:15.751000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[451,\"XYZ\",72,255.04,null]' href=\"#pf1c3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:193.180056px;bottom:837.723102px;width:15.751000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[451,\"XYZ\",72,225.63,null]' href=\"#pf1c3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:266.661793px;bottom:837.723102px;width:15.751000px;height:5.182000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[451,\"XYZ\",72,177.84,null]' href=\"#pf1c3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:864.534122px;bottom:736.085150px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[451,\"XYZ\",72,130,null]' href=\"#pf1c3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:310.358285px;bottom:606.008870px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,704.56,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:562.690821px;bottom:573.490230px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,740.93,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:848.966322px;bottom:540.971590px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,685.05,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:316.251687px;bottom:447.497702px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,656.24,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:848.964602px;bottom:345.858030px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,618.04,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:233.936729px;bottom:280.820750px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,551.03,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:355.873028px;bottom:219.865502px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,484.49,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:432.339309px;bottom:183.264830px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,417.01,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:543.415992px;bottom:1155.664024px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,350,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:706.996586px;bottom:1123.145384px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,264.56,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:280.693455px;bottom:1090.626744px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://nalag.cs.kuleuven.be/research/workshops/ranking/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:528.450262px;bottom:511.256874px;width:137.990000px;height:10.475000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.aimath.org/ARCC/workshops/mathofranking.html\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:668.161376px;bottom:478.738234px;width:134.855000px;height:10.475000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.aimath.org/ARCC/workshops/mathofranking.html\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:446.219594px;width:66.731000px;height:10.474000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.cse.iitb.ac.in/~soumen/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:166.699315px;bottom:371.334176px;width:135.678000px;height:10.474000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://olivier.chapelle.cc/index.html\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:166.699315px;bottom:327.035613px;width:115.569000px;height:10.474000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.cs.cornell.edu/People/tj/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:166.699315px;bottom:282.737051px;width:125.230000px;height:10.474000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://l2r.cs.uiuc.edu/~cogcomp/projects.php\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:166.699315px;bottom:238.438489px;width:83.521000px;height:10.475000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.cc.gatech.edu/~zha/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:166.699315px;bottom:194.141648px;width:110.067000px;height:10.474000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://research.microsoft.com/~cburges/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:166.699315px;bottom:149.843086px;width:193.935000px;height:10.474000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://ir.dlut.edu.cn/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:166.699315px;bottom:1155.834323px;width:136.508000px;height:9.755000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://kdd.nankai.edu.cn/IIP/jsp/index/index.jsp\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:166.699315px;bottom:1105.706007px;width:136.508000px;height:9.923000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[451,\"XYZ\",72,177.84,null]' href=\"#pf1c3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:492.456820px;bottom:972.901492px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,197.07,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:386.086601px;bottom:565.348528px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[441,\"XYZ\",72,451.09,null]' href=\"#pf1b9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:436.942561px;bottom:1188.182664px;width:10.501000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,130.54,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:464.778820px;bottom:1188.182664px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[453,\"XYZ\",72,740.93,null]' href=\"#pf1c5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:367.597904px;bottom:1121.650531px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[453,\"XYZ\",72,740.93,null]' href=\"#pf1c5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:165.995753px;bottom:486.200457px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[453,\"XYZ\",72,687.44,null]' href=\"#pf1c5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:165.995753px;bottom:285.953823px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,350,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:165.995753px;bottom:150.746190px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,740.93,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:494.619110px;bottom:1186.123586px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[225,\"XYZ\",170.24,599.31,null]' href=\"#pfe1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:454.142830px;bottom:215.783470px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[225,\"XYZ\",389.17,599.31,null]' href=\"#pfe1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:585.213385px;bottom:609.144792px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,685.05,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.931945px;bottom:981.216933px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[227,\"XYZ\",216.09,171.83,null]' href=\"#pfe3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:473.070179px;bottom:1151.514904px;width:23.626000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,685.05,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:330.427846px;bottom:523.086682px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,362.71,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:292.951593px;bottom:280.820750px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[453,\"XYZ\",72,621.19,null]' href=\"#pf1c5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:329.469695px;bottom:280.820750px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[453,\"XYZ\",72,538.72,null]' href=\"#pf1c5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:165.995753px;bottom:1187.253756px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[453,\"XYZ\",72,453.56,null]' href=\"#pf1c5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:421.481414px;bottom:1029.945007px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,426.46,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:182.975837px;bottom:876.720011px;width:15.750000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,618.04,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:307.050343px;bottom:747.849590px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,484.49,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:300.725171px;bottom:811.653487px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[453,\"XYZ\",72,407.62,null]' href=\"#pf1c5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:533.941137px;bottom:423.566295px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[453,\"XYZ\",72,342.65,null]' href=\"#pf1c5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:621.186185px;bottom:287.156242px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[453,\"XYZ\",72,278.21,null]' href=\"#pf1c5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:662.949173px;bottom:150.746190px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,704.56,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:510.725333px;bottom:1184.353501px;width:15.750000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[446,\"XYZ\",72,218.83,null]' href=\"#pf1be\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:775.006370px;bottom:1188.435533px;width:15.751000px;height:7.220000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[446,\"XYZ\",72,173.42,null]' href=\"#pf1be\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:812.276199px;bottom:1188.435533px;width:15.751000px;height:7.220000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,704.56,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:535.702621px;bottom:629.255638px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,704.56,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:165.995753px;bottom:456.045370px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[233,\"XYZ\",237.17,521.27,null]' href=\"#pfe9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:624.203414px;bottom:183.264830px;width:23.626000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[234,\"XYZ\",154.77,621.67,null]' href=\"#pfea\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:367.914420px;bottom:150.746190px;width:23.627000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[238,\"XYZ\",81.4,165.76,null]' href=\"#pfee\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.931945px;bottom:159.336863px;width:23.627000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,538.62,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:492.162666px;bottom:159.336863px;width:10.501000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[238,\"XYZ\",81.4,165.76,null]' href=\"#pfee\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:202.121650px;bottom:1053.565058px;width:23.627000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[446,\"XYZ\",72,218.83,null]' href=\"#pf1be\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:582.953044px;bottom:682.275608px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[453,\"XYZ\",72,213.3,null]' href=\"#pf1c5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:165.995753px;bottom:1187.436097px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,656.24,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:297.859320px;bottom:1030.872195px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,656.24,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:756.615724px;bottom:640.646795px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[243,\"XYZ\",196.93,469.54,null]' href=\"#pff3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:256.311356px;bottom:688.951700px;width:23.626000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[241,\"XYZ\",284.72,547.05,null]' href=\"#pff1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:348.058164px;bottom:519.890552px;width:23.626000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[241,\"XYZ\",280.7,446.19,null]' href=\"#pff1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:509.737938px;bottom:519.890552px;width:23.627000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[241,\"XYZ\",246.62,317.8,null]' href=\"#pff1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:753.447117px;bottom:519.890552px;width:23.626000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[241,\"XYZ\",283.54,375.53,null]' href=\"#pff1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:295.318586px;bottom:487.371912px;width:23.626000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[243,\"XYZ\",253.6,391.89,null]' href=\"#pff3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:625.638059px;bottom:487.371912px;width:23.627000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[453,\"XYZ\",72,130.36,null]' href=\"#pf1c5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:346.626959px;bottom:150.746190px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[454,\"XYZ\",72,704.47,null]' href=\"#pf1c6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:383.494262px;bottom:150.746190px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[454,\"XYZ\",72,638.96,null]' href=\"#pf1c6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:757.388093px;bottom:1167.118828px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[454,\"XYZ\",72,572.51,null]' href=\"#pf1c6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:794.405053px;bottom:1167.118828px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[454,\"XYZ\",72,525.43,null]' href=\"#pf1c6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:771.347507px;bottom:904.989759px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[454,\"XYZ\",72,478.36,null]' href=\"#pf1c6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:220.040962px;bottom:807.433840px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[454,\"XYZ\",72,704.47,null]' href=\"#pf1c6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:563.745303px;bottom:668.630990px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[454,\"XYZ\",72,412.44,null]' href=\"#pf1c6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:758.341083px;bottom:529.826421px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[454,\"XYZ\",72,327.96,null]' href=\"#pf1c6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:697.919097px;bottom:391.023572px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,551.03,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:304.501008px;bottom:1207.006800px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,551.03,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:298.980890px;bottom:753.476361px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[454,\"XYZ\",72,261.51,null]' href=\"#pf1c6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:165.995753px;bottom:741.386803px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[454,\"XYZ\",72,195.53,null]' href=\"#pf1c6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:323.000027px;bottom:618.528477px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[246,\"XYZ\",165.24,245.58,null]' href=\"#pff6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:220.185459px;bottom:1169.016207px;width:23.626000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[248,\"XYZ\",72,740.93,null]' href=\"#pff8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:503.865179px;bottom:836.315979px;width:10.501000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[247,\"XYZ\",157.44,251.41,null]' href=\"#pff7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:606.211853px;bottom:832.233947px;width:28.876000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[247,\"XYZ\",202.63,725.4,null]' href=\"#pff7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:281.092541px;bottom:786.005322px;width:23.626000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[247,\"XYZ\",157.44,657.93,null]' href=\"#pff7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:202.310872px;bottom:510.565354px;width:28.877000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[246,\"XYZ\",165.24,245.58,null]' href=\"#pff6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:409.847709px;bottom:510.565354px;width:23.626000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[454,\"XYZ\",72,129.55,null]' href=\"#pf1c6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:318.881871px;bottom:215.783470px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[247,\"XYZ\",157.44,251.41,null]' href=\"#pff7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:443.661658px;bottom:1158.479989px;width:28.876000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,417.01,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:561.252735px;bottom:402.227228px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[455,\"XYZ\",72,740.93,null]' href=\"#pf1c7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:579.461040px;bottom:276.487569px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[455,\"XYZ\",72,685.13,null]' href=\"#pf1c7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:700.736783px;bottom:150.746190px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[440,\"XYZ\",72,194.5,null]' href=\"#pf1b8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:342.887246px;bottom:1024.534982px;width:10.500000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[455,\"XYZ\",72,618.74,null]' href=\"#pf1c7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:748.677006px;bottom:624.667867px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[455,\"XYZ\",72,551.48,null]' href=\"#pf1c7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:621.891466px;bottom:475.050128px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[455,\"XYZ\",72,484.56,null]' href=\"#pf1c7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:290.926918px;bottom:325.432388px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[455,\"XYZ\",72,436.61,null]' href=\"#pf1c7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.931945px;bottom:1093.960489px;width:15.751000px;height:7.220000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[455,\"XYZ\",72,388.65,null]' href=\"#pf1c7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:205.090714px;bottom:1093.960489px;width:15.751000px;height:7.220000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[455,\"XYZ\",72,436.61,null]' href=\"#pf1c7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:262.278726px;bottom:1093.960489px;width:15.751000px;height:7.220000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[455,\"XYZ\",72,340.7,null]' href=\"#pf1c7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:534.718667px;bottom:1061.441849px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[441,\"XYZ\",72,451.09,null]' href=\"#pf1b9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:508.007418px;bottom:764.690337px;width:10.501000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[455,\"XYZ\",72,292.81,null]' href=\"#pf1c7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:734.227335px;bottom:764.690337px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[250,\"XYZ\",162.31,296.22,null]' href=\"#pffa\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:529.038570px;bottom:423.213654px;width:28.877000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[455,\"XYZ\",72,436.61,null]' href=\"#pf1c7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:165.995753px;bottom:233.986615px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[455,\"XYZ\",72,436.61,null]' href=\"#pf1c7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:225.764064px;bottom:1257.301976px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[454,\"XYZ\",72,638.96,null]' href=\"#pf1c6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:757.388093px;bottom:952.300390px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[454,\"XYZ\",72,572.51,null]' href=\"#pf1c6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:794.405053px;bottom:952.300390px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[251,\"XYZ\",295.81,250,null]' href=\"#pffb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:685.862223px;bottom:623.737240px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[255,\"XYZ\",156.61,137.49,null]' href=\"#pfff\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:256.311356px;bottom:1253.219944px;width:28.877000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[455,\"XYZ\",72,245.27,null]' href=\"#pf1c7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:389.886521px;bottom:1012.856552px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[439,\"XYZ\",72,287.35,null]' href=\"#pf1b7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:497.997581px;bottom:699.310738px;width:10.501000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[259,\"XYZ\",222.33,173.55,null]' href=\"#pf103\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:826.386991px;bottom:648.289638px;width:28.877000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[260,\"XYZ\",189.34,664.55,null]' href=\"#pf104\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:256.311356px;bottom:1253.219944px;width:28.877000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[455,\"XYZ\",72,196.84,null]' href=\"#pf1c7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:772.207607px;bottom:183.264830px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[455,\"XYZ\",72,148.89,null]' href=\"#pf1c7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:773.948448px;bottom:843.847010px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[456,\"XYZ\",72,740.93,null]' href=\"#pf1c8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:774.337213px;bottom:677.170058px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://research.microsoft.com/en-us/um/beijing/projects/letor/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:196.274694px;bottom:151.296654px;width:106.062000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[456,\"XYZ\",72,704.51,null]' href=\"#pf1c8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:129.869856px;bottom:1109.935976px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://webscope.sandbox.yahoo.com/catalog.php?datatype=c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.082166px;bottom:169.658057px;width:119.437000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://imat2009.yandex.ru/en\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:339.181938px;bottom:151.941728px;width:15.004000px;height:5.398000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://imat-relpred.yandex.ru/en\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:371.972369px;bottom:154.859186px;width:15.004000px;height:3.702000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,197.07,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:363.001532px;bottom:1192.515845px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[453,\"XYZ\",72,687.44,null]' href=\"#pf1c5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:345.515710px;bottom:1159.997205px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,350,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:350.132724px;bottom:1127.478565px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[451,\"XYZ\",72,177.84,null]' href=\"#pf1c3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:334.300013px;bottom:1094.273565px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,740.93,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:352.940089px;bottom:1061.754925px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,685.05,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:389.463352px;bottom:1033.318317px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,362.71,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:401.422174px;bottom:996.717645px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,618.04,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:341.127483px;bottom:964.199006px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,484.49,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:350.736514px;bottom:931.680366px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[443,\"XYZ\",72,426.46,null]' href=\"#pf1bb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:348.624110px;bottom:903.243758px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[453,\"XYZ\",72,407.62,null]' href=\"#pf1c5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:333.433033px;bottom:866.641365px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[453,\"XYZ\",72,278.21,null]' href=\"#pf1c5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:356.119016px;bottom:834.122725px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[453,\"XYZ\",72,342.65,null]' href=\"#pf1c5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:364.465421px;bottom:801.604085px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,704.56,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:367.697675px;bottom:768.400806px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[447,\"XYZ\",72,656.24,null]' href=\"#pf1bf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:357.510657px;bottom:735.882166px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,551.03,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:378.139282px;bottom:707.445558px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[453,\"XYZ\",72,213.3,null]' href=\"#pf1c5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:377.181132px;bottom:670.843166px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[454,\"XYZ\",72,704.47,null]' href=\"#pf1c6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:381.624405px;bottom:638.324526px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[453,\"XYZ\",72,538.72,null]' href=\"#pf1c5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:348.207822px;bottom:605.805886px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[454,\"XYZ\",72,327.96,null]' href=\"#pf1c6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:374.200027px;bottom:573.287246px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[454,\"XYZ\",72,412.44,null]' href=\"#pf1c6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:354.042736px;bottom:540.768606px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[453,\"XYZ\",72,453.56,null]' href=\"#pf1c5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:342.011665px;bottom:508.249966px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[455,\"XYZ\",72,551.48,null]' href=\"#pf1c7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:314.321623px;bottom:475.044967px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[456,\"XYZ\",72,657.38,null]' href=\"#pf1c8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:346.492783px;bottom:442.526327px;width:15.750000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[454,\"XYZ\",72,129.55,null]' href=\"#pf1c6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:318.675447px;bottom:410.007687px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[454,\"XYZ\",72,195.53,null]' href=\"#pf1c6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:385.905980px;bottom:377.489047px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[455,\"XYZ\",72,618.74,null]' href=\"#pf1c7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:348.082247px;bottom:344.970407px;width:15.750000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[455,\"XYZ\",72,484.56,null]' href=\"#pf1c7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:348.496815px;bottom:312.451767px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[452,\"XYZ\",72,417.01,null]' href=\"#pf1c4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:354.999167px;bottom:279.933127px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[455,\"XYZ\",72,685.13,null]' href=\"#pf1c7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:355.974520px;bottom:247.414487px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[455,\"XYZ\",72,740.93,null]' href=\"#pf1c7\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:368.475205px;bottom:214.895847px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[454,\"XYZ\",72,261.51,null]' href=\"#pf1c6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:377.236178px;bottom:182.377207px;width:15.750000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[267,\"XYZ\",262.66,358.16,null]' href=\"#pf10b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:298.516436px;bottom:1010.087031px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[267,\"XYZ\",262.66,358.16,null]' href=\"#pf10b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:298.516436px;bottom:669.255423px;width:18.376000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[267,\"XYZ\",262.66,358.16,null]' href=\"#pf10b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:310.418492px;bottom:334.238086px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[269,\"XYZ\",234.88,560.46,null]' href=\"#pf10d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:710.817148px;bottom:816.150087px;width:18.376000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[456,\"XYZ\",72,610.66,null]' href=\"#pf1c8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:328.563150px;bottom:627.583604px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[456,\"XYZ\",72,563.06,null]' href=\"#pf1c8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:365.430453px;bottom:627.583604px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[270,\"XYZ\",259.06,560.89,null]' href=\"#pf10e\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:777.320038px;bottom:871.834646px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[271,\"XYZ\",154.29,504.2,null]' href=\"#pf10f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:232.651740px;bottom:352.534122px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[271,\"XYZ\",381.55,504.2,null]' href=\"#pf10f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:632.018277px;bottom:183.264830px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[456,\"XYZ\",72,515.93,null]' href=\"#pf1c8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:389.306814px;bottom:715.496089px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[65,\"XYZ\",72,749.87,null]' href=\"#pf41\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:423.349550px;bottom:248.302110px;width:13.126000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[273,\"XYZ\",210.71,713.39,null]' href=\"#pf111\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:436.942561px;bottom:659.106249px;width:23.627000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[456,\"XYZ\",72,469.27,null]' href=\"#pf1c8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:810.762424px;bottom:445.827389px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[456,\"XYZ\",72,421.73,null]' href=\"#pf1c8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:253.024056px;bottom:380.790109px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[456,\"XYZ\",72,374.6,null]' href=\"#pf1c8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:500.904717px;bottom:800.534122px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[275,\"XYZ\",238.41,665.89,null]' href=\"#pf113\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:256.311356px;bottom:487.131085px;width:23.626000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[275,\"XYZ\",238.41,665.89,null]' href=\"#pf113\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:308.983846px;bottom:487.131085px;width:23.626000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[275,\"XYZ\",238.41,665.89,null]' href=\"#pf113\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:361.656337px;bottom:487.131085px;width:23.626000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[275,\"XYZ\",204.57,183.69,null]' href=\"#pf113\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:374.719527px;bottom:215.783470px;width:23.627000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[275,\"XYZ\",184.33,389.23,null]' href=\"#pf113\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:445.455826px;bottom:215.783470px;width:23.626000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[456,\"XYZ\",72,346.79,null]' href=\"#pf1c8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:494.034243px;bottom:1220.701304px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[456,\"XYZ\",72,299.19,null]' href=\"#pf1c8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:531.114850px;bottom:1220.701304px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[456,\"XYZ\",72,252.06,null]' href=\"#pf1c8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:504.150732px;bottom:927.911410px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[456,\"XYZ\",72,204.99,null]' href=\"#pf1c8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:541.076522px;bottom:927.911410px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[456,\"XYZ\",72,252.06,null]' href=\"#pf1c8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:189.624405px;bottom:895.392770px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[276,\"XYZ\",259.06,412.54,null]' href=\"#pf114\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:160.214165px;bottom:862.874130px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[456,\"XYZ\",72,158.27,null]' href=\"#pf1c8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:484.043328px;bottom:1060.655718px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[456,\"XYZ\",72,110.67,null]' href=\"#pf1c8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:834.332590px;bottom:897.049321px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[456,\"XYZ\",72,110.67,null]' href=\"#pf1c8\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:527.258164px;bottom:759.328477px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[457,\"XYZ\",72,740.93,null]' href=\"#pf1c9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:719.056901px;bottom:626.376025px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[457,\"XYZ\",72,685.13,null]' href=\"#pf1c9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:758.532025px;bottom:622.293993px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[457,\"XYZ\",72,637.24,null]' href=\"#pf1c9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:859.261712px;bottom:622.293993px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[457,\"XYZ\",72,589.22,null]' href=\"#pf1c9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:171.089262px;bottom:589.775353px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[457,\"XYZ\",72,541.27,null]' href=\"#pf1c9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:129.869856px;bottom:1092.797635px;width:15.751000px;height:7.220000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[457,\"XYZ\",72,541.27,null]' href=\"#pf1c9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:389.150276px;bottom:1092.797635px;width:15.751000px;height:7.220000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[457,\"XYZ\",72,474.41,null]' href=\"#pf1c9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:426.414944px;bottom:1088.715603px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[457,\"XYZ\",72,426.46,null]' href=\"#pf1c9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:653.701384px;bottom:1027.760355px;width:15.751000px;height:7.219000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[279,\"XYZ\",269.56,395.58,null]' href=\"#pf117\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:141.918129px;bottom:958.641043px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[279,\"XYZ\",269.56,395.58,null]' href=\"#pf117\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:215.229566px;bottom:958.641043px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[279,\"XYZ\",269.56,395.58,null]' href=\"#pf117\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:462.069507px;bottom:431.511894px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[457,\"XYZ\",72,379.85,null]' href=\"#pf1c9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:709.661175px;bottom:1090.626744px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[280,\"XYZ\",184.56,387.26,null]' href=\"#pf118\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:833.087166px;bottom:1090.626744px;width:18.376000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[280,\"XYZ\",404.06,387.26,null]' href=\"#pf118\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:487.143126px;bottom:249.593979px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[457,\"XYZ\",72,314.42,null]' href=\"#pf1c9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:758.648999px;bottom:249.593979px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[457,\"XYZ\",72,263.7,null]' href=\"#pf1c9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:152.447467px;bottom:184.554979px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[457,\"XYZ\",72,215.81,null]' href=\"#pf1c9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:702.167988px;bottom:401.625158px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[457,\"XYZ\",72,148.89,null]' href=\"#pf1c9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:330.345276px;bottom:1058.866711px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[458,\"XYZ\",72,740.93,null]' href=\"#pf1ca\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:294.455046px;bottom:483.338046px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[458,\"XYZ\",72,740.93,null]' href=\"#pf1ca\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:424.245773px;bottom:745.831797px;width:15.750000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[458,\"XYZ\",72,705.86,null]' href=\"#pf1ca\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:506.768875px;bottom:1201.453998px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[458,\"XYZ\",72,660.14,null]' href=\"#pf1ca\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:544.761188px;bottom:1201.453998px;width:15.750000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[288,\"XYZ\",224.93,549.58,null]' href=\"#pf120\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:539.306437px;bottom:182.461497px;width:23.626000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[458,\"XYZ\",72,633.86,null]' href=\"#pf1ca\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:648.711087px;bottom:744.125359px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[294,\"XYZ\",72,322.5,null]' href=\"#pf126\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:567.555544px;bottom:1253.355839px;width:18.376000px;height:7.392000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[458,\"XYZ\",72,588.55,null]' href=\"#pf1ca\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:820.784303px;bottom:1151.807338px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[458,\"XYZ\",72,543.3,null]' href=\"#pf1ca\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:318.009730px;bottom:280.820750px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[458,\"XYZ\",72,516.96,null]' href=\"#pf1ca\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:372.700013px;bottom:215.783470px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[458,\"XYZ\",72,472.18,null]' href=\"#pf1ca\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:439.548663px;bottom:150.746190px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[458,\"XYZ\",72,426.93,null]' href=\"#pf1ca\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:291.100659px;bottom:1188.182664px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[458,\"XYZ\",72,362.78,null]' href=\"#pf1ca\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:620.632281px;bottom:895.513184px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[304,\"XYZ\",260.55,310.15,null]' href=\"#pf130\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:328.790216px;bottom:284.894181px;width:18.376000px;height:7.224000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[304,\"XYZ\",256.96,227.22,null]' href=\"#pf130\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:581.702459px;bottom:284.894181px;width:18.376000px;height:7.224000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[304,\"XYZ\",260.55,310.15,null]' href=\"#pf130\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:409.175111px;bottom:768.039565px;width:18.376000px;height:7.224000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[304,\"XYZ\",256.96,227.22,null]' href=\"#pf130\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:769.563661px;bottom:768.039565px;width:18.376000px;height:7.224000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[304,\"XYZ\",260.55,310.15,null]' href=\"#pf130\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:328.563150px;bottom:665.476146px;width:18.377000px;height:7.225000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[394,\"XYZ\",96.76,169.13,null]' href=\"#pf18a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:662.768553px;bottom:661.404435px;width:18.376000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[304,\"XYZ\",256.96,227.22,null]' href=\"#pf130\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:400.816664px;bottom:290.534713px;width:18.376000px;height:7.224000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[304,\"XYZ\",260.55,310.15,null]' href=\"#pf130\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:408.944604px;bottom:739.160865px;width:18.376000px;height:7.224000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[304,\"XYZ\",256.96,227.22,null]' href=\"#pf130\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:667.354603px;bottom:739.160865px;width:18.376000px;height:7.224000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[304,\"XYZ\",256.96,227.22,null]' href=\"#pf130\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:349.160812px;bottom:612.084612px;width:18.376000px;height:7.224000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[306,\"XYZ\",72,448.67,null]' href=\"#pf132\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:141.918129px;bottom:579.483403px;width:18.376000px;height:7.209000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[304,\"XYZ\",260.55,310.15,null]' href=\"#pf130\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:284.515737px;bottom:467.249026px;width:18.376000px;height:7.225000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[304,\"XYZ\",256.96,227.22,null]' href=\"#pf130\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:346.219272px;bottom:467.249026px;width:18.376000px;height:7.225000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[304,\"XYZ\",260.55,310.15,null]' href=\"#pf130\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.931945px;bottom:434.730386px;width:18.376000px;height:7.224000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[304,\"XYZ\",256.96,227.22,null]' href=\"#pf130\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:209.635479px;bottom:434.730386px;width:18.376000px;height:7.224000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[304,\"XYZ\",260.55,310.15,null]' href=\"#pf130\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:487.146566px;bottom:307.654133px;width:18.376000px;height:7.225000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[304,\"XYZ\",256.96,227.22,null]' href=\"#pf130\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:549.259508px;bottom:307.654133px;width:18.376000px;height:7.225000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[306,\"XYZ\",72,290.6,null]' href=\"#pf132\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:196.106115px;bottom:834.922618px;width:18.377000px;height:9.450000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[304,\"XYZ\",260.55,310.15,null]' href=\"#pf130\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:395.759280px;bottom:838.860153px;width:18.376000px;height:7.224000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[304,\"XYZ\",256.96,227.22,null]' href=\"#pf130\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:457.462814px;bottom:838.860153px;width:18.376000px;height:7.224000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[304,\"XYZ\",260.55,310.15,null]' href=\"#pf130\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:400.274802px;bottom:804.901707px;width:18.376000px;height:7.225000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[304,\"XYZ\",256.96,227.22,null]' href=\"#pf130\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:461.978336px;bottom:804.901707px;width:18.376000px;height:7.225000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[306,\"XYZ\",72,448.67,null]' href=\"#pf132\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:680.235452px;bottom:804.820857px;width:18.376000px;height:7.209000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[306,\"XYZ\",72,244.21,null]' href=\"#pf132\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:479.586292px;bottom:674.918317px;width:18.377000px;height:9.450000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[307,\"XYZ\",214.84,220.08,null]' href=\"#pf133\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:274.375165px;bottom:1010.376025px;width:23.626000px;height:7.224000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[310,\"XYZ\",112.48,613.68,null]' href=\"#pf136\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:505.222416px;bottom:234.248085px;width:18.376000px;height:7.225000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[310,\"XYZ\",336.67,613.68,null]' href=\"#pf136\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:512.240828px;bottom:201.729445px;width:18.376000px;height:7.224000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://blog.sciencenet.cn/blog-383627-307859.html\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.082166px;bottom:151.296654px;width:171.411000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[310,\"XYZ\",336.67,613.68,null]' href=\"#pf136\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:160.468754px;bottom:851.728961px;width:18.376000px;height:7.225000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[458,\"XYZ\",72,516.96,null]' href=\"#pf1ca\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:473.907916px;bottom:488.156323px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[458,\"XYZ\",72,317.06,null]' href=\"#pf1ca\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:516.185244px;bottom:263.273001px;width:11.253000px;height:5.397000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[458,\"XYZ\",72,271.88,null]' href=\"#pf1ca\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:797.291547px;bottom:263.273001px;width:11.253000px;height:5.397000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[458,\"XYZ\",72,226.63,null]' href=\"#pf1ca\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:268.996103px;bottom:240.058917px;width:11.253000px;height:6.853000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[458,\"XYZ\",72,181.79,null]' href=\"#pf1ca\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:637.672571px;bottom:240.058917px;width:11.252000px;height:5.398000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[458,\"XYZ\",72,136.14,null]' href=\"#pf1ca\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:873.258971px;bottom:240.058917px;width:11.253000px;height:6.853000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[458,\"XYZ\",72,109.73,null]' href=\"#pf1ca\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:377.898455px;bottom:216.846553px;width:11.252000px;height:5.398000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[459,\"XYZ\",72,740.93,null]' href=\"#pf1cb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:603.784653px;bottom:216.846553px;width:11.252000px;height:5.398000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[459,\"XYZ\",72,706.85,null]' href=\"#pf1cb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:774.853272px;bottom:216.846553px;width:11.253000px;height:5.398000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[459,\"XYZ\",72,656.3,null]' href=\"#pf1cb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:182.958635px;bottom:193.634189px;width:11.252000px;height:5.397000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[459,\"XYZ\",72,611.16,null]' href=\"#pf1cb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:350.189491px;bottom:193.634189px;width:11.253000px;height:5.397000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[312,\"XYZ\",280.06,334,null]' href=\"#pf138\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:376.739040px;bottom:1000.779035px;width:18.376000px;height:9.566000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[459,\"XYZ\",72,560.61,null]' href=\"#pf1cb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:297.661497px;bottom:150.746190px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[459,\"XYZ\",72,512.7,null]' href=\"#pf1cb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:334.214003px;bottom:150.746190px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[459,\"XYZ\",72,464.92,null]' href=\"#pf1cb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:856.733020px;bottom:991.350625px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[459,\"XYZ\",72,417.48,null]' href=\"#pf1cb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:440.186857px;bottom:958.831985px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[459,\"XYZ\",72,369.23,null]' href=\"#pf1cb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:775.820024px;bottom:958.831985px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[459,\"XYZ\",72,321.38,null]' href=\"#pf1cb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.931945px;bottom:926.313345px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[459,\"XYZ\",72,273.47,null]' href=\"#pf1cb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:330.424405px;bottom:926.313345px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[459,\"XYZ\",72,225.69,null]' href=\"#pf1cb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:631.968391px;bottom:215.919366px;width:15.751000px;height:7.392000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[316,\"XYZ\",154.7,439.58,null]' href=\"#pf13c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:358.835210px;bottom:638.059616px;width:23.626000px;height:9.451000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[316,\"XYZ\",174.38,259.58,null]' href=\"#pf13c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:206.637172px;bottom:1253.219944px;width:23.627000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[459,\"XYZ\",72,225.69,null]' href=\"#pf1cb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:585.963392px;bottom:1007.365677px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[459,\"XYZ\",72,560.61,null]' href=\"#pf1cb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:447.659401px;bottom:870.415482px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[459,\"XYZ\",72,512.7,null]' href=\"#pf1cb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:541.618385px;bottom:837.896842px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[318,\"XYZ\",228.29,436.82,null]' href=\"#pf13e\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:240.112243px;bottom:1020.984491px;width:23.627000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[319,\"XYZ\",214.14,642.24,null]' href=\"#pf13f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:392.468539px;bottom:988.465851px;width:23.626000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[321,\"XYZ\",227.49,178.19,null]' href=\"#pf141\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:354.311087px;bottom:1220.701304px;width:23.627000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[459,\"XYZ\",72,196.75,null]' href=\"#pf1cb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:295.774439px;bottom:387.545330px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[441,\"XYZ\",72,525.39,null]' href=\"#pf1b9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:839.830345px;bottom:355.026690px;width:10.500000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[459,\"XYZ\",72,148.84,null]' href=\"#pf1cb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:238.247547px;bottom:322.508050px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,740.93,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:377.882973px;bottom:289.989410px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,705.54,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:516.489719px;bottom:1220.701304px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,660.66,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:553.831797px;bottom:1220.701304px;width:15.750000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,705.54,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:296.754952px;bottom:1155.664024px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,660.66,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.931945px;bottom:1029.742024px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,705.54,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:848.966322px;bottom:997.221664px;width:15.750000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,578.33,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:421.163177px;bottom:283.032926px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,533.39,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:457.808574px;bottom:283.032926px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,487.98,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:480.112673px;bottom:1187.436097px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,487.98,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:811.381696px;bottom:1089.878457px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,443.52,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:466.499019px;bottom:992.322537px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,398.17,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:702.006289px;bottom:959.803897px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,353.23,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:738.923478px;bottom:959.803897px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,308.7,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:775.840667px;bottom:959.803897px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,263.36,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:812.757855px;bottom:959.803897px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[326,\"XYZ\",206.78,477.15,null]' href=\"#pf146\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:730.626959px;bottom:411.514581px;width:23.626000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[327,\"XYZ\",177.3,511.22,null]' href=\"#pf147\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:210.330439px;bottom:677.426367px;width:23.627000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[327,\"XYZ\",177.3,511.22,null]' href=\"#pf147\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:731.419970px;bottom:677.426367px;width:23.627000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,443.52,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:338.087891px;bottom:479.123559px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,398.17,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:681.749227px;bottom:345.858030px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,353.23,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:856.733020px;bottom:345.858030px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,308.7,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:267.312028px;bottom:313.339390px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,263.36,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:439.156457px;bottom:313.339390px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,218.42,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:441.028034px;bottom:1185.425185px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,173.42,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:497.815240px;bottom:562.821556px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[460,\"XYZ\",72,128.95,null]' href=\"#pf1cc\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:535.141836px;bottom:562.821556px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[461,\"XYZ\",72,740.93,null]' href=\"#pf1cd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:572.468432px;bottom:562.821556px;width:15.750000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[461,\"XYZ\",72,705.28,null]' href=\"#pf1cd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:610.818546px;bottom:1220.701304px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[461,\"XYZ\",72,677.39,null]' href=\"#pf1cd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:362.115630px;bottom:853.848246px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[461,\"XYZ\",72,612.09,null]' href=\"#pf1cd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:417.118989px;bottom:183.264830px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[461,\"XYZ\",72,565.64,null]' href=\"#pf1cd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:572.838274px;bottom:1188.182664px;width:15.750000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[461,\"XYZ\",72,500.81,null]' href=\"#pf1cd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:354.223357px;bottom:366.613950px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[459,\"XYZ\",72,464.92,null]' href=\"#pf1cb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:540.489934px;bottom:922.995081px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[459,\"XYZ\",72,321.38,null]' href=\"#pf1cb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:361.873082px;bottom:336.381454px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[459,\"XYZ\",72,273.47,null]' href=\"#pf1cb\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:453.669776px;bottom:1061.066846px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[310,\"XYZ\",72,370.69,null]' href=\"#pf136\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:415.113237px;bottom:967.176670px;width:18.376000px;height:7.224000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[461,\"XYZ\",72,454.01,null]' href=\"#pf1cd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:762.190888px;bottom:558.197662px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[461,\"XYZ\",72,407.62,null]' href=\"#pf1cd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:129.869856px;bottom:525.679022px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.cs.berkeley.edu/~jrs/4/lec/23\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:273.638920px;bottom:151.296654px;width:122.251000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[461,\"XYZ\",72,407.62,null]' href=\"#pf1cd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:257.286709px;bottom:524.191050px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[461,\"XYZ\",72,361.23,null]' href=\"#pf1cd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:167.079479px;bottom:767.399651px;width:15.751000px;height:9.566000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[461,\"XYZ\",72,315.25,null]' href=\"#pf1cd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:239.940223px;bottom:313.900175px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[461,\"XYZ\",72,287.29,null]' href=\"#pf1cd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:297.362183px;bottom:313.900175px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[461,\"XYZ\",72,315.25,null]' href=\"#pf1cd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:247.557264px;bottom:1253.219944px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[461,\"XYZ\",72,221.99,null]' href=\"#pf1cd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:315.198925px;bottom:328.982879px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[353,\"XYZ\",128.56,490.49,null]' href=\"#pf161\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:270.917565px;bottom:1220.981696px;width:18.376000px;height:7.460000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[353,\"XYZ\",128.56,490.49,null]' href=\"#pf161\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:637.770622px;bottom:633.363473px;width:18.376000px;height:7.460000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://pi.karmona.com/\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.082166px;bottom:169.658057px;width:83.624000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://piworld.calico.jp/estart.html\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.082166px;bottom:151.296654px;width:84.644000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[367,\"XYZ\",185.68,142.62,null]' href=\"#pf16f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:311.548663px;bottom:1220.981696px;width:23.626000px;height:7.460000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[461,\"XYZ\",72,176.07,null]' href=\"#pf1cd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:361.382825px;bottom:198.368176px;width:11.252000px;height:5.398000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[461,\"XYZ\",72,129.21,null]' href=\"#pf1cd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:733.150491px;bottom:198.368176px;width:11.253000px;height:5.398000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[462,\"XYZ\",72,740.93,null]' href=\"#pf1ce\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:470.197447px;bottom:175.155812px;width:11.253000px;height:5.397000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[461,\"XYZ\",72,677.39,null]' href=\"#pf1cd\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:443.002822px;bottom:1201.915011px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[462,\"XYZ\",72,704.56,null]' href=\"#pf1ce\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:848.966322px;bottom:1169.396371px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[462,\"XYZ\",72,656.71,null]' href=\"#pf1ce\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:497.201129px;bottom:1071.838731px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[462,\"XYZ\",72,608.46,null]' href=\"#pf1ce\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:491.490069px;bottom:1038.535681px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[351,\"XYZ\",72,406.27,null]' href=\"#pf15f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:221.747400px;bottom:872.434995px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[376,\"XYZ\",202.06,560.89,null]' href=\"#pf178\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:737.490552px;bottom:840.196748px;width:18.376000px;height:7.461000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[462,\"XYZ\",72,542.12,null]' href=\"#pf1ce\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:719.830990px;bottom:1253.219944px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[380,\"XYZ\",259.06,438.46,null]' href=\"#pf17c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:651.957103px;bottom:806.855853px;width:18.376000px;height:7.461000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[380,\"XYZ\",72,749.87,null]' href=\"#pf17c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:340.611423px;bottom:411.851740px;width:18.376000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[380,\"XYZ\",72,623.22,null]' href=\"#pf17c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:390.285607px;bottom:411.851740px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[380,\"XYZ\",72,556.72,null]' href=\"#pf17c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:439.959790px;bottom:411.851740px;width:23.626000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[380,\"XYZ\",72,509.13,null]' href=\"#pf17c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:616.075474px;bottom:411.851740px;width:23.626000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[380,\"XYZ\",72,749.87,null]' href=\"#pf17c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:657.721489px;bottom:150.746190px;width:18.376000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[380,\"XYZ\",72,749.87,null]' href=\"#pf17c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:393.834377px;bottom:424.883967px;width:18.376000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[380,\"XYZ\",72,749.87,null]' href=\"#pf17c\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:813.623115px;bottom:944.184491px;width:18.376000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[462,\"XYZ\",72,512.7,null]' href=\"#pf1ce\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:276.730117px;bottom:346.659643px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[462,\"XYZ\",72,445.95,null]' href=\"#pf1ce\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:554.353017px;bottom:150.746190px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://cancerguide.org/significance.html\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:239.312350px;bottom:151.296654px;width:139.085000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[462,\"XYZ\",72,398.58,null]' href=\"#pf1ce\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:409.280043px;bottom:1187.436097px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[462,\"XYZ\",72,350.73,null]' href=\"#pf1ce\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:445.841150px;bottom:1187.436097px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[457,\"XYZ\",72,263.7,null]' href=\"#pf1c9\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:515.369870px;bottom:920.985889px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[462,\"XYZ\",72,302.41,null]' href=\"#pf1ce\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:256.311356px;bottom:280.820750px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[462,\"XYZ\",72,254.57,null]' href=\"#pf1ce\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:321.852654px;bottom:248.302110px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[462,\"XYZ\",72,225.69,null]' href=\"#pf1ce\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:276.107405px;bottom:183.264830px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[462,\"XYZ\",72,254.57,null]' href=\"#pf1ce\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:566.769413px;bottom:183.264830px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[462,\"XYZ\",72,177.78,null]' href=\"#pf1ce\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:817.799758px;bottom:745.243489px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[462,\"XYZ\",72,130,null]' href=\"#pf1ce\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:856.733020px;bottom:745.243489px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[463,\"XYZ\",72,740.93,null]' href=\"#pf1cf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:197.155436px;bottom:712.724849px;width:15.750000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[463,\"XYZ\",72,704.52,null]' href=\"#pf1cf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:748.035372px;bottom:626.288295px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[463,\"XYZ\",72,657.35,null]' href=\"#pf1cf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:362.714259px;bottom:436.951162px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[463,\"XYZ\",72,610.24,null]' href=\"#pf1cf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:829.557318px;bottom:1123.143663px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[394,\"XYZ\",96.76,169.13,null]' href=\"#pf18a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:256.311356px;bottom:457.039645px;width:18.376000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[395,\"XYZ\",234.14,431.55,null]' href=\"#pf18b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:336.078699px;bottom:461.113076px;width:18.376000px;height:7.225000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[463,\"XYZ\",72,563.13,null]' href=\"#pf1cf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:443.384706px;bottom:424.521005px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[458,\"XYZ\",72,362.78,null]' href=\"#pf1ca\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:480.252009px;bottom:424.521005px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[463,\"XYZ\",72,516.03,null]' href=\"#pf1cf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:238.247547px;bottom:1181.707835px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[463,\"XYZ\",72,516.03,null]' href=\"#pf1cf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:811.758420px;bottom:545.199839px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[463,\"XYZ\",72,516.03,null]' href=\"#pf1cf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:202.121650px;bottom:381.393899px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[463,\"XYZ\",72,488.3,null]' href=\"#pf1cf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:333.863083px;bottom:248.302110px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[463,\"XYZ\",72,422.28,null]' href=\"#pf1cf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:373.874909px;bottom:756.282005px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[463,\"XYZ\",72,374.71,null]' href=\"#pf1cf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:362.215401px;bottom:470.928531px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[463,\"XYZ\",72,327.6,null]' href=\"#pf1cf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:343.052385px;bottom:215.783470px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[463,\"XYZ\",72,261.65,null]' href=\"#pf1cf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:794.537508px;bottom:410.439457px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[463,\"XYZ\",72,196.05,null]' href=\"#pf1cf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:379.754549px;bottom:183.264830px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[463,\"XYZ\",72,148.47,null]' href=\"#pf1cf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:716.836124px;bottom:150.746190px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[400,\"XYZ\",88.72,679.49,null]' href=\"#pf190\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:539.383846px;bottom:1007.126569px;width:23.626000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[464,\"XYZ\",72,740.93,null]' href=\"#pf1d0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:306.248730px;bottom:908.978901px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[464,\"XYZ\",72,705.54,null]' href=\"#pf1d0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:165.995753px;bottom:471.552963px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[394,\"XYZ\",220.75,341.84,null]' href=\"#pf18a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:700.411665px;bottom:442.516006px;width:18.376000px;height:7.224000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[400,\"XYZ\",134.42,134.89,null]' href=\"#pf190\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:312.054401px;bottom:1082.892729px;width:23.626000px;height:7.224000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[464,\"XYZ\",72,679.98,null]' href=\"#pf1d0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:673.841473px;bottom:184.422524px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[464,\"XYZ\",72,634.63,null]' href=\"#pf1d0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:710.708776px;bottom:184.422524px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[464,\"XYZ\",72,589.63,null]' href=\"#pf1d0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:747.574358px;bottom:184.422524px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[395,\"XYZ\",169.36,558.54,null]' href=\"#pf18b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:744.472840px;bottom:150.746190px;width:18.376000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[464,\"XYZ\",72,679.98,null]' href=\"#pf1d0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:701.251122px;bottom:1025.773525px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[398,\"XYZ\",95.21,538,null]' href=\"#pf18e\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:368.734955px;bottom:960.736245px;width:23.626000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[401,\"XYZ\",235.7,500.21,null]' href=\"#pf191\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:353.610966px;bottom:750.338718px;width:23.627000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[394,\"XYZ\",96.76,169.13,null]' href=\"#pf18a\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:256.311356px;bottom:522.708238px;width:18.376000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[464,\"XYZ\",72,544.69,null]' href=\"#pf1d0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:655.242682px;bottom:1253.219944px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[464,\"XYZ\",72,483.62,null]' href=\"#pf1d0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:691.618008px;bottom:1253.219944px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[464,\"XYZ\",72,417.07,null]' href=\"#pf1d0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:820.357694px;bottom:1253.219944px;width:15.750000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[464,\"XYZ\",72,372.13,null]' href=\"#pf1d0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:856.733020px;bottom:1253.219944px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[464,\"XYZ\",72,327.2,null]' href=\"#pf1d0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:204.770757px;bottom:1220.701304px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[464,\"XYZ\",72,282.2,null]' href=\"#pf1d0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:375.364602px;bottom:1220.701304px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[464,\"XYZ\",72,237.26,null]' href=\"#pf1d0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:413.303588px;bottom:1220.701304px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[464,\"XYZ\",72,173.89,null]' href=\"#pf1d0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:546.004892px;bottom:1220.701304px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[464,\"XYZ\",72,128.48,null]' href=\"#pf1d0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:583.943879px;bottom:1220.701304px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[465,\"XYZ\",72,740.93,null]' href=\"#pf1d1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:621.884585px;bottom:1220.701304px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[465,\"XYZ\",72,687.11,null]' href=\"#pf1d1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.931945px;bottom:1188.182664px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[465,\"XYZ\",72,623.27,null]' href=\"#pf1d1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:534.097675px;bottom:1087.193227px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[465,\"XYZ\",72,559.01,null]' href=\"#pf1d1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:571.503400px;bottom:1087.193227px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[465,\"XYZ\",72,514.01,null]' href=\"#pf1d1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:667.633275px;bottom:957.116947px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[465,\"XYZ\",72,488.45,null]' href=\"#pf1d1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:794.599436px;bottom:736.578847px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[465,\"XYZ\",72,461.95,null]' href=\"#pf1d1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:405.450880px;bottom:573.737938px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[465,\"XYZ\",72,417.48,null]' href=\"#pf1d1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:442.760274px;bottom:573.737938px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[465,\"XYZ\",72,372.54,null]' href=\"#pf1d1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:810.918963px;bottom:475.934310px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[465,\"XYZ\",72,327.2,null]' href=\"#pf1d1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:451.827443px;bottom:410.897030px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[465,\"XYZ\",72,282.26,null]' href=\"#pf1d1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:489.773310px;bottom:410.897030px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[465,\"XYZ\",72,237.32,null]' href=\"#pf1d1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:129.869856px;bottom:313.339390px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[465,\"XYZ\",72,173.89,null]' href=\"#pf1d1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.931945px;bottom:248.302110px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[465,\"XYZ\",72,128.54,null]' href=\"#pf1d1\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:444.239645px;bottom:215.783470px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[466,\"XYZ\",72,740.93,null]' href=\"#pf1d2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:568.333074px;bottom:150.746190px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[466,\"XYZ\",72,704.45,null]' href=\"#pf1d2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:391.377933px;bottom:1253.219944px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[466,\"XYZ\",72,657.35,null]' href=\"#pf1d2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:586.462250px;bottom:831.028088px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[405,\"XYZ\",255.51,439.95,null]' href=\"#pf195\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:817.042871px;bottom:640.861820px;width:23.626000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[405,\"XYZ\",255.51,439.95,null]' href=\"#pf195\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:642.683510px;bottom:608.343180px;width:23.627000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[466,\"XYZ\",72,613.01,null]' href=\"#pf1d2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:251.073350px;bottom:416.171160px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[466,\"XYZ\",72,613.01,null]' href=\"#pf1d2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:238.956269px;bottom:286.094880px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[466,\"XYZ\",72,563.13,null]' href=\"#pf1d2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:496.886332px;bottom:286.094880px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[466,\"XYZ\",72,516.03,null]' href=\"#pf1d2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:664.313291px;bottom:253.576240px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.cmte.utoronto.ca/research/dea.shtml\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:219.211826px;bottom:174.510738px;width:395.843000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.cmte.utoronto.ca/research/dea.shtml\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:151.296654px;width:190.067000px;height:7.483000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[466,\"XYZ\",72,450.01,null]' href=\"#pf1d2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:296.121919px;bottom:1253.219944px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[466,\"XYZ\",72,402.97,null]' href=\"#pf1d2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:244.299207px;bottom:1180.844295px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[466,\"XYZ\",72,402.97,null]' href=\"#pf1d2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:514.105523px;bottom:1083.288375px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[466,\"XYZ\",72,356.27,null]' href=\"#pf1d2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:528.343610px;bottom:978.392367px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[466,\"XYZ\",72,308.76,null]' href=\"#pf1d2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:424.065153px;bottom:840.979438px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[466,\"XYZ\",72,261.59,null]' href=\"#pf1d2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:399.244403px;bottom:645.865878px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[466,\"XYZ\",72,195.58,null]' href=\"#pf1d2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:830.426018px;bottom:580.828598px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[466,\"XYZ\",72,148.47,null]' href=\"#pf1d2\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.931945px;bottom:515.791318px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[467,\"XYZ\",72,740.93,null]' href=\"#pf1d3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:513.782126px;bottom:483.272678px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[467,\"XYZ\",72,740.93,null]' href=\"#pf1d3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:649.462814px;bottom:353.196398px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[407,\"XYZ\",271.19,617.58,null]' href=\"#pf197\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:287.295579px;bottom:324.751189px;width:18.377000px;height:7.225000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[467,\"XYZ\",72,703.67,null]' href=\"#pf1d3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:540.467572px;bottom:150.746190px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[467,\"XYZ\",72,740.93,null]' href=\"#pf1d3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:577.386480px;bottom:150.746190px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[467,\"XYZ\",72,703.67,null]' href=\"#pf1d3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:184.059562px;bottom:970.058003px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[467,\"XYZ\",72,740.93,null]' href=\"#pf1d3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:620.573794px;bottom:970.058003px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[467,\"XYZ\",72,617.65,null]' href=\"#pf1d3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:284.851176px;bottom:903.838946px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[464,\"XYZ\",72,327.2,null]' href=\"#pf1d0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:856.733020px;bottom:837.619890px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[467,\"XYZ\",72,568.49,null]' href=\"#pf1d3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:210.249590px;bottom:805.101250px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[464,\"XYZ\",72,282.2,null]' href=\"#pf1d0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:848.964602px;bottom:475.934310px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[467,\"XYZ\",72,519.81,null]' href=\"#pf1d3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:503.139255px;bottom:443.415670px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[464,\"XYZ\",72,282.2,null]' href=\"#pf1d0\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:234.635130px;bottom:410.897030px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[467,\"XYZ\",72,471.13,null]' href=\"#pf1d3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:273.879747px;bottom:410.897030px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[467,\"XYZ\",72,422.51,null]' href=\"#pf1d3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:301.420132px;bottom:378.376670px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[467,\"XYZ\",72,373.76,null]' href=\"#pf1d3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:523.322349px;bottom:378.376670px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[467,\"XYZ\",72,325.08,null]' href=\"#pf1d3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:264.385970px;bottom:345.858030px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[467,\"XYZ\",72,276.46,null]' href=\"#pf1d3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:375.326757px;bottom:313.339390px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[467,\"XYZ\",72,227.72,null]' href=\"#pf1d3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:382.078538px;bottom:280.820750px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[467,\"XYZ\",72,179.1,null]' href=\"#pf1d3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:650.137132px;bottom:215.783470px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[467,\"XYZ\",72,130.42,null]' href=\"#pf1d3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:793.083940px;bottom:215.783470px;width:15.750000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[468,\"XYZ\",72,740.93,null]' href=\"#pf1d4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:682.826072px;bottom:1253.219944px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[468,\"XYZ\",72,689.61,null]' href=\"#pf1d4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:720.128585px;bottom:1253.219944px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[468,\"XYZ\",72,626.19,null]' href=\"#pf1d4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:166.068002px;bottom:1220.701304px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[467,\"XYZ\",72,373.76,null]' href=\"#pf1d3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:350.187770px;bottom:1220.701304px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[468,\"XYZ\",72,578.91,null]' href=\"#pf1d4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:794.652762px;bottom:1220.701304px;width:15.750000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[468,\"XYZ\",72,626.19,null]' href=\"#pf1d4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:339.498455px;bottom:1018.538368px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[467,\"XYZ\",72,276.46,null]' href=\"#pf1d3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:637.944362px;bottom:294.396560px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[467,\"XYZ\",72,276.46,null]' href=\"#pf1d3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:452.321140px;bottom:1155.664024px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[468,\"XYZ\",72,515.55,null]' href=\"#pf1d4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:831.124419px;bottom:1090.626744px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[468,\"XYZ\",72,433.23,null]' href=\"#pf1d4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:868.528424px;bottom:1090.626744px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[468,\"XYZ\",72,370.22,null]' href=\"#pf1d4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:123.854321px;bottom:1058.106384px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[468,\"XYZ\",72,306.8,null]' href=\"#pf1d4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:775.613600px;bottom:925.164252px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[467,\"XYZ\",72,373.76,null]' href=\"#pf1d3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:467.116570px;bottom:860.126972px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[468,\"XYZ\",72,261.81,null]' href=\"#pf1d4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:428.444779px;bottom:447.162263px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[468,\"XYZ\",72,217.36,null]' href=\"#pf1d4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:292.437253px;bottom:1220.701304px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[467,\"XYZ\",72,519.81,null]' href=\"#pf1d3\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:329.304556px;bottom:1220.701304px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[468,\"XYZ\",72,172.78,null]' href=\"#pf1d4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:366.171859px;bottom:1220.701304px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[468,\"XYZ\",72,128.27,null]' href=\"#pf1d4\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:403.037441px;bottom:1220.701304px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[469,\"XYZ\",72,740.93,null]' href=\"#pf1d5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:439.904744px;bottom:1220.701304px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[469,\"XYZ\",72,704.81,null]' href=\"#pf1d5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:165.995753px;bottom:1184.983094px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[469,\"XYZ\",72,677.8,null]' href=\"#pf1d5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:392.162344px;bottom:961.629028px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[469,\"XYZ\",72,677.8,null]' href=\"#pf1d5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:426.076065px;bottom:293.118452px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[469,\"XYZ\",72,630.93,null]' href=\"#pf1d5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:312.035479px;bottom:1197.877705px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[411,\"XYZ\",206.74,622.68,null]' href=\"#pf19b\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:256.311356px;bottom:900.334901px;width:23.627000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[469,\"XYZ\",72,584.54,null]' href=\"#pf1d5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:489.615052px;bottom:900.334901px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[469,\"XYZ\",72,584.54,null]' href=\"#pf1d5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:165.995753px;bottom:574.685768px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[469,\"XYZ\",72,538.15,null]' href=\"#pf1d5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:229.278430px;bottom:792.084505px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[469,\"XYZ\",72,473.33,null]' href=\"#pf1d5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:337.054052px;bottom:759.565865px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[462,\"XYZ\",72,177.78,null]' href=\"#pf1ce\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:443.462115px;bottom:998.339793px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[462,\"XYZ\",72,130,null]' href=\"#pf1ce\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:479.746271px;bottom:998.339793px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[469,\"XYZ\",72,426.46,null]' href=\"#pf1d5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:203.318909px;bottom:900.782153px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[469,\"XYZ\",72,361.64,null]' href=\"#pf1d5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:334.232926px;bottom:900.782153px;width:15.751000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[469,\"XYZ\",72,314.77,null]' href=\"#pf1d5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:184.059562px;bottom:868.263513px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[413,\"XYZ\",184.65,135.82,null]' href=\"#pf19d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:778.212821px;bottom:598.648139px;width:18.376000px;height:7.461000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" href=\"http://www.math.zju.edu.cn/ligangliu/Courses/MathematicalModeling_2005-2006/Syllabus/chapter_12.pdf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:147.082166px;bottom:153.632684px;width:75.019000px;height:6.939000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[413,\"XYZ\",184.65,135.82,null]' href=\"#pf19d\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:412.402204px;bottom:1052.187179px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[469,\"XYZ\",72,268.86,null]' href=\"#pf1d5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:184.862895px;bottom:183.264830px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[469,\"XYZ\",72,222.05,null]' href=\"#pf1d5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:798.893052px;bottom:660.810966px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[415,\"XYZ\",293.68,264.03,null]' href=\"#pf19f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:452.193845px;bottom:472.376939px;width:18.376000px;height:7.556000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[415,\"XYZ\",293.68,264.03,null]' href=\"#pf19f\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:538.024889px;bottom:1149.952963px;width:18.376000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[469,\"XYZ\",72,175.6,null]' href=\"#pf1d5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:743.375353px;bottom:772.269534px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[469,\"XYZ\",72,148.58,null]' href=\"#pf1d5\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:165.995753px;bottom:379.427711px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[470,\"XYZ\",72,740.93,null]' href=\"#pf1d6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:236.862787px;bottom:898.944981px;width:15.751000px;height:7.555000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[470,\"XYZ\",72,667.31,null]' href=\"#pf1d6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:302.457412px;bottom:998.339793px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[463,\"XYZ\",72,740.93,null]' href=\"#pf1cf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:495.518774px;bottom:965.821153px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[470,\"XYZ\",72,621.59,null]' href=\"#pf1d6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:338.801774px;bottom:933.302513px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[463,\"XYZ\",72,740.93,null]' href=\"#pf1cf\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:135.955920px;bottom:900.782153px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[470,\"XYZ\",72,594.66,null]' href=\"#pf1d6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:656.207714px;bottom:835.744873px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[470,\"XYZ\",72,548.88,null]' href=\"#pf1d6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:693.952318px;bottom:835.744873px;width:15.751000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[470,\"XYZ\",72,503.16,null]' href=\"#pf1d6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:148.131488px;bottom:803.226233px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[470,\"XYZ\",72,457.32,null]' href=\"#pf1d6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:338.947991px;bottom:965.821153px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[470,\"XYZ\",72,411.54,null]' href=\"#pf1d6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:375.123774px;bottom:965.821153px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[470,\"XYZ\",72,365.77,null]' href=\"#pf1d6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:411.297836px;bottom:965.821153px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[470,\"XYZ\",72,301.56,null]' href=\"#pf1d6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:447.471899px;bottom:965.821153px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[470,\"XYZ\",72,255.3,null]' href=\"#pf1d6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:446.026932px;bottom:868.263513px;width:15.750000px;height:9.593000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[470,\"XYZ\",72,411.54,null]' href=\"#pf1d6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:586.541379px;bottom:774.461067px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n",
      "<a class=\"l\" data-dest-detail='[470,\"XYZ\",72,621.59,null]' href=\"#pf1d6\"><div class=\"d m1\" style=\"border-style:none;position:absolute;left:533.616019px;bottom:998.339793px;width:15.751000px;height:9.592000px;background-color:rgba(255,255,255,0.000001);\"></div></a>\n"
     ]
    }
   ],
   "source": [
    "links = soup.find_all('a') #, 'data-dest-detail'\n",
    "for link in links:\n",
    "    print(link)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}