{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bs4 import BeautifulSoup\n",
    "import requests\n",
    "import pandas as pd\n",
    "%matplotlib inline\n",
    "from IPython.display import Image\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### checar parser, regular expressions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 389,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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40U5/+qKvv4rX93JUP6OPeTkpq1jjLxdHfc1RP/jQz7HGEI//6s84+ta/ecyj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\nf4t03Th/ai7yX4n51os2E3WjTGqkLHz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/Nq5sC40+seU7M+cPONrCz7fonEPOnyn+NJeM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mP4Y39g8BVW+TFe+RKHB31VZ6WNOsIffGRHPDqqnvAFRzoyY3wWT/TVfEf5pMNT4YPJA17yO1gI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\n1utyqbpLn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I8w9MBKr7pCByYeetKRBR9ceJaClRcdBHD8EYKL/qRNnD6iI3KVt8Zn8VU9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2Z86cWP5h5BAT/2z4FJq379Open+R+648keZjMbAT8rNHAA6GmC64GhCijtzDzYozPxWpPq5G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\no6InEjLvBhjdieNvhhN2J7fr2S97TcBa2e1vVwnmja4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WF00v/rhncbUOq2o80LmSZi/L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5z3cSKjB4eG40rOq8qPVDfNPO/VGutytFyW46LtbSifOMuwY5lSJEuVQLczOVi+WU+0zxyO\n1yizvIi9+fa+pbaeHBttr5bFkpGGy1k9TBPNM+tSW8ZrZDVyQ8cVN3QXg5Z008RyyM6KFeFaXSld\nL3SAvHuZ3PfwYzNt2rOO1tDxOvTWzxmGo6tjniOTKXkbrGLFcJO+ZeCf/32b8dTDbIky7vnC5579\nB6kzviuKAXeMc1i7McpWDx6Y9mBc7OH7o6sH93Pf2pHp0OVHOLO1b9pP3sYedESl+dF5t8rzmSzK\n4Ht2bP7WnW0YlA/xWazzHnbDkJSf46dbxK4QHtSAZ6Vv5cFT036sP7dtrbuM4VSHGq7jJujJBUxx\nSez2UXVI+g5O3Y2wHR/xOk3fX7vlNmR64dlOlEw5qX9krvOPapfykbPCaqVn9U6xVbqy79C0xvdd\nv+v7f4ht0wPTp7z2ZdN9GLFHDx/OavR5to5XWNms82306WoQUGlZVKp8Kp6/8FzIOss8lhPkR7jO\nNyPHsxw/DM+02k/+kGa8dbQQycTBoZEtDnR6hqmstG23PdoEeyAcsbtgDaPfacJtxsMlDUIdyFQB\nrQSDeQWXUPppng7bOHDQihoLAZiiSVQ301Eh7WiTOIlXJWcQTD4NQdoBbTmFI4HEKl+lVxlmvsLz\n60HYSN7YMhkeKg+pCAeMcKUrgr8YNz4dBUaZFM2/5dqgMbaoWIh4IHd04nQ5x7D4lsmlchte5FSI\nhYtEm3xbB+ApfdMaZTLc8eQTzzkaZQBPhvHFh2fpVFoKkv+RtWQrHorT5VsuR/OrfCdL6onumfLY\noeAbntCwPYRfOppaVVZgk14F77bafFoVoUOkYRuu8/VnVgvf4SN1mxc/4K1s8trpF3jkSn2oJ1YG\nJIpr/h02vixLxxtm1NkCfqaViVlAXJe1dV5x24P6UofqCmcdLTnzG38pK9FRJnU2wi5kCo/i1TTG\nvFHXJU/pRNiG6/Dod7hlaB8ksxa40mzZhNGNacaTDtwiPKc1XDKGP02neY7+AFZ0SZDO6JbxRx0I\nN3eXal/IrIGmiUUr59A7Ky9M/uu+OUfqF3ze50xf8/e/anrOM57GqsGF6e477+Sqh1PTXrf0KG7O\nb+FnvDNhpkONhI5xVxlapvAf2p/xdmM5x/By+UrfYrVO1XH9TJ2rAb/6sCNl+kLLS4t0tbEUgLGl\njLPchpuAfdzoChbL3l3rGB9nWf06xcrYaZI5p8WK5BqGjWO/LxV4ZYcjyC7go4quFgVKGEkMd9+0\n3ohqEIrnoX6meewgjd15qxQDYRd1cZ6PjF9wFc6zb6b5D38PdaUhuZu3Sd0s3c8hf17izHUbG1x6\nu4/wHoQ5tJvvE3ionvva9rAStn6St0fvPT4dZxXuAc66nbjvxHTyxGk+bi4/v8ZQW71eKbuXFzD2\nYHytYowdwIg8e/LUdN/dd7EKiz6gnzJQjj0MWAdYJDzC7/xdD7DKdprPaWFwYtiuU6aUPeVl0s8y\nnqjqxFqzDZXC9DtcOfW308a2Yc52bavxOq9xOr3xpGme1WK/SMWlXhxvrP4avzSkNVK9uPgchtue\nVa49oUxnuUblz//8g9MzPuqp09VXX0NRmROou12cb/PCYe+3S/n4Uw/T+OosReVP2ka1i4WMMp5d\nl1m/w2Y1bPrCTEM1quMe94Xr8hkWp/0xLDekipyOBBWQjqvn6odU+Fddp4WX0dbE9Fu4Jjwy7jzh\ndC38COvT4jmWmC2Qb7pk390O4Zsx+Moevc06q4dNlGKHAXeDDiJMlZGGTqPXYvZwbsIUYgXa54Bb\n4enHnwcVzdMS3+tTEfhuIZhmwyRGhVPxVqitA3orXF54jk+P7FFGz4zIJ2WyZFVJqtlBb4P9dJuP\nnwLRovb18DXuitnLIUgYoWBy8T2XIG333/fxRLWRDs7Ag4zSoDvN4eJnuudX5K2upKVb1rNprePR\nF3809Mzzp/5XeTKx9JZZvSpXxCsWC3rNq3EXvJQFWrltmvBetmyUz86wl5HJj/PaQJVBXzrWS78Q\nYlyaPWl1fEHfQBxSMeieQw97eKq1flxB2Avd1BU6hBJ0bFcMkOjJMlsWnTzajWUZ8ypd3djySs0V\nFnf8SU++TiaEkcO6OW+7UtfUYQwzJaJ8NWYCKRxkokMZ7OBa1tbFom6AzzmmJX1J5v9h7T0AvSqu\nxP8DPHiPRy82FKVYAAULimJFsWvU2GPqJpteTTabZP9pm7Jpmx7Npmo0yaaoSey9xF6CvSBVmoDw\n6PDo/8/nzHfgSdSNv90L33fvnTvlzJkzZ86cOXOmpvGe9bDcBk1Ku/YNapS4d+eYHd126qpzTuja\n6pnWNN6ljWYOUa75bltGx3Dbrr7Xe8f49bnWxzgF11vhrnG8e9V8vHd89lvNp+ZhGJEyXqUrGbd4\nK58KfXdlB6CXOPQyfaXJykRrWTXvju8dnzODxh/DO8JU4/m543N9r2GvWQbtY7z8x7N0JoNWa9TM\nJoR18LXW1uZYtWJZjByxR+w3ZlSM3H1IjOU4n+FDd2XXXOeYPWtmrFzJuZOtaHNwHyFZ2/cqL7Gt\nnXCl9jVpeGs7CqtXhbXeS+jW8Pr+SnEBn8s/5utzoyc4OGb/qe9G41lYjA8fsryiWXcAkn+lHAQL\ncJDiP3E9CYBY/BBeN3N6wNplHKK+LAbvOCBG771n7LrzzrG4rS3a8frfjSXJLvCN9bi16MRgYq6p\nXSQvcevPLpE4F+88C0vutqcsbcjo6ITYp41H+fzS/Qa8R+2VgpcCnQJcCm/0qyZcgDRtXBObVi2N\n7p3W84OPI1TGmuXRad2q6MIh5rFmRfSEV25GmOsEjSZvQ2PaxIaGHjiKbUI427yWXaur1seKBcti\n2YtLY9WCFdE2v43D4vGt5qGlazgcfmNTsJhKeZs5QH4RAl8bS6HWBX0jWkIFxS7wxh7sMg4EwM6L\nV0Z3lmG7Ej95BfVxIkntEj/uyLTZVG4VOvTNupd7vjT+VLzV7zXOtvf6/ZXS1j70anGEolxCIxzC\nWuCxRSsNOYZm/6fdLL8r/WXhSy/F9GlT45CDD4k+fXoXR8aOSbSX4zIRS/KOdQMfpq+rDx3rUson\nTSN+x7vP9Vfhq/GlpFqLV6pvDevIG0pYEiRpuWd72DbW3xfhNOfCJ8pTQ9NWATMTf5VZl0y3VkBA\nX+mq8fwmYn2XkSqw2RedGSpk2RllTgKhIOFAbFwNbE2nNN27Vy9sAFYlDPprkYlxqn0iyzgZxizD\nuw24qhHXygn3OqRv8e2AZr0k2izDQbcxCIvcXCY0ImEtDGLtqFS7oVL1LDPL86BahUENHF0jT+GE\nvFRbgxEYrOpansGkAqmqectrYYeQnXwtQp11lAkBQDaATSHM/tzxYrj2KwoDZdAWJzLCAjPR89l3\nf/U9s8s4OGGEaZvGPNvbOWAXvCfugcdZhnVW8JQ5kkmWWR5Lfplpfnr5ew1XkJJkbDcNolv1+E27\nauxpuzlYpNAL4/PZMkzTcQCteb28DkIBaRJ/A/Vv1lEi97Uw3549UH9zWLAQpSBP2dq6ab+yESHF\n+qUAZX1e4eqIL9veHzk1aKE0B4C+Am6Bn6hGF5+2v3lJH6s5WqVbMt6CU2lFPDiZUEAWB9KF9S/l\nFcBsGy/Dav3Ll1I3C1OQ6kGdjSP91jTGq2kyz8y74Ln0CWnPpRwnH8BL+sLY6FfgUuwobBtmxcSb\nl/GSLsjP/DPv/FL++F7p0O/bxqkw1bupajyfO6av37zXq2O6Gtbxvu33zK8DDxD2wj9Kn/bdOIZ5\nVVwAVLaHYeZpnI6w+dwRbuO92lXTb/u9htc2+4fKECwJjTvifmbZGdrOQcb+Clyb8MM1Yq/d46Cx\n++IcdWk0c3TP7sOHxoFjD4i9R46IF+fNiVkzZ2baVvx9bWAyJU06Tm3KCVXNt04YO+CFVMLtVe8V\nLxnYCK9hNU6pq/RgfzJ/n03hn23zyxrW0CIkmU4NAld1adSVepuHc1ZaM7VWcATSrec4qEU4pl0d\new3bMc4+7YQ4+4yT45QTjo99Ro2K++59MNasdSGxCKtdkFycWGU/hC8JT2pZsjTe5B8WBG63wEoE\nl2EV86yOn0utoCVe1G4m/6Zvq31rpY91I6xp01rOFmVJdeXS6NNMXVa1IUjNxoXHmhg7ao84aty+\nsXN/xCyEuhWLOOid45fWKuQhZHWnDyoI6v8tfbGhgevKBopmfjh9QxuHqMomhvYlaN9efCmWLWiL\nVQuXxIr5CGvzX+K+ALu49ujBOCNn7kLfzh2iuPVoXosj3UXLottKBH+qpCsUG0DhLDcgUCfrV09E\nyBVJIlhvr9rO5a38Nay0e+EJtc943/baNv22aY1f41Ta2pKHQJBlGUIEyHKF1uACg21oOku21dZj\nj+h4tHjhwli8pC0OP/QI+j58PiMQgzYzZmnzzNE/5JuZ+th48Z1EfsiPfvAxY+S91qVjWEZqpMtw\nntMmOz+UPzW+b9s+Jw4oI/9ZFNW1hfyBbeLLn4QLCuVmtezgf3eMleFeZlgLSUTxXsMMr2HGlUk6\nSBvmwOB99eo1DL7dY+3qFbkEqidntU+9enaNZcuXI5itoPym6NHTAZoZk8IB6ZYyg+oOQcqA2x0o\nGXT69O7FTGp9tDOgr16FYW6vntiKckIbcPTozm4cqmP5Ms5WbAO8HPwcDFtoVDuyQqMaBsPUxiGd\ngZyCjLWUA6dLjYr93XfrVLaAgwvypnbkirBG/WQ4wqPGzdmsg7fCoWhd0vZSGYARNFJdayj1Mj8H\nl/bVqNm59Oas4NhOfXr36h2r3cJdaCTxbl3qYJQJ+GM+Xg1aSsGp5INwSX3EpXhoB58KGgo44shl\nTWcVJnQ5pmP7WY75+qvP9bt37TJSCATLXbIOlEUZPcCzbbEeRmG7KtBshElsIP46ZIRe1ElcC49t\nsBbh0qtjGeZvpaUDFUba8fTEC/byJTDD3myXhyEJl+VvAOdJZ+B9AwWkdrOBr8y48afWpWOYzxK/\n6CsDjjgQny+PVdMavJ7jUppRwwv3Gtq3b58+aQCb8NLOCsvdoT3rsIalkLxEsQ+E2Xa1riWoAGsZ\nXh2LlsadNHiZpzh7eXrTmkKBGCENHNs/jCeOpOv21asST93sNxjq+t3JhF7da3uWCU2BTVya1m/1\nu7D5XK8Ka42zLT1uG6++1/w65vVK314tXi3XNPVZBlyfhd2f9OUlnis+DNtSN8KzNtSrI75NY14V\nPp/rz7AK17ZxOsbvGKfm573jtW36fAeQ5DvJtYwtgy50Y79tZoK4EYGN5otluDbYyHJoE05e13PO\nZDOaVHRKcfSEQ2OffUbG7/77irj3wYdj8tQZxGcJjj6SvqnIUzxUvNS62X5erwa78ba9ali9F0jl\nJ6U/VUqWbArplDxKGSU3n6E66FVNCTVGuMoTHuBZpseOHH7scpYTQ/k6k/ee3WPsyL3i6MMPjGOP\nGh8D+/WN5cuWEntTLGZCtwZ6N7+urfBj6uoEcj2+0hR+vWzxHPQa+LVqwic/FJ7O2HJtzo0F8j++\n5XdTqXUDHHClzZ0KB+3J0n8efdRNCd27d4k1K9mZyWpOM24n+rZ0ibOOPjaOOOLw2G///aL/wB1i\nFePTzJkvxFOTn4/H5s6PKQhc8xe8hN0bghy2b+sQsrp060Hd7acIiNjAdYG3raftu1GvLvi66I42\nrhOCKYlQoC2NlQvmUQHGjx7dokdfNHXA0a1vj+iOL7hu7GDtBP2s5tzTDRrk8y7sGxRKrSB1ke6y\nho4B1NGfFOHdOB3povKu2u71m3evju+FFram93vHdPW9hm1797sXUG5JJ8jlKmKMXw1T+LTPVOh1\n/7K+U3PcdffDaNvuieOPPoJxXO0jy8zAyjSWRKYttS+VhQYcG+UPZmqdGvXKQhrPwlnr2QAmbzUs\ncdEhnSBXXBqx1tPnl6Xp8E24VFxoHp6rJsJjuSZqXFtAJNQythwYXyPUey3E9wSu8aFjuEDZuHVw\nVl3vzg7v3dnl4WC2/YB+ccKxE2OvkaNyt4fQLELF++xzk+P2O++I+cwgevRCywD1aKPQFxXnsiWL\no1+/AXHS6aeVTsCzg6gq8b/97W9x+2230SAsh9hJGZjWM/hYcZdAl9Gx++QAuyrTTjjyqPRpc911\n10Vb22JqURq/G4zjnHPOpZx+KeD17t07NVUKJmqM1Kjl8gIpXEdv7dEaN1x/fTz9zGQGc44+EasA\n7a2FQXflyuVx4IH7x4Sjj8pvrqfbIxRkXM4zz3YG+iVLlsQzTz8dk+nMLrt1YxB2lxijdKp711ou\nzw48DkQyWunCcvzj81ZiUDOjbycEJoTOVStWpr8aGZj1LEsVRcApTo0Lw2pkkvlVwjT7km/BTy3D\nnNQmqdFZjyDcxIy/N4cVr0TwPuTgg2P/ffeNQTvvCKxNsWjBQnzpLIxJTz4Tz9G+CrLSgnRgfeqg\n/zIaIv8uMFoFX4UXhfF9yfPNF5wPHbTF7/7wh5g1Zx7MVk2SS7MuhTCoAUe2j1ScdRVS8VPu+dL4\nU4MKVjKWSUoTbolT8jN96d7M9xH0PeuuZ4+eqflz6d76OIHdZedd4i1vfQswN8evf315TJkyLWdZ\nr1RHy69w1TvAZ/nShM9N1Mv27iiIdGybMrgTD7JyWX/0vqPjuOOOQ4CGKZG/WmppwDQKmtOmTo3n\noLGF9LWNMK3EG/AXhiddFoGtUf2/h0+cyhwb6KywbIG/JuyAP79toZtGum2i5WvNo8bteK/fjGi4\nP3lM1ayKI68q0PvNxlwOPRa+0z37s/SWpGHkSgA+N66Xw7oV2I7hRrX8bcMML/2y9KeOMPutXh3T\nbY0j4UljXqb3Th0IVpvvpb3Wepp1+fJl1AVv9rg6WMOSWycG7G4MwqvaFkYvJrYf/MA749DxB8Wt\nd/w1buO3YNESeEgLfa0nhu6tafOzFq1MVzTB4kkhX/wlvisMjftW+BKE/FPDElrgrO/C6vOW90ok\nmarwDytk1WocB9Cu8Kl0X0L/0c0FQUz2mCTj3X4D9QPM2G3QDnHAgWNSw7j3nkNwStsrli99CZuv\nRj3AzfyF89N/2kZts9C25DIX5XVsK8uF7G3AFL5Uv/AITCVezmE1wk8gCw2xmphC3UZNa+hoDui5\nIQBeLv/OjROEbWDpujsCZp8+reB/bJx6wrGxO0vYA/r25VDztbG2bTbt1CnG7rlT7L/HLnEyuzmX\ncHj7gpcWxxy0Z9NemBvPTpsVsxewuxRnu0uWvBTrETJgatFMu7Vi26jj3VVtS5PuV69YFSvhhdim\nUAGQh3C2atEiyAaA2dDQzeOsmBj35czOFvDRHR9w2oyvg6eKAseBnBpYWZKLBS8wkXUUCbWdvPtL\nGslYotC2enlY49OWflD6oWWVvOvdeD7X923vNZ8SrwFZ5gG+ES4Z/qBdzaNKu1nlUgQ1QgigpdjY\ngdID5dDPfnF5jNxzz9h91x3ZqdsWXbtr0kMGCq5UPOthw5NGOGq9OsLQyDyDXhvWUs8taa1j4+WV\n0tWyvHsZp8TbSpcIMeRR/jWiNeLaBvmYf15VaNsaZevT1oJe3pCG52DGQODg4KBhIw7Zbbf47Kcu\njHEH7IeWDKGC2ZFGqP0O7hmnnnJijBt3UHz969+MJQhaNpfLUauw1dhrzz3iox/7WBw87gA6HpoM\nZhouh3aCqE84/rg44rBD46tf/SqMWwHHWZYkSbPQQP0REhcuWBATJhyNEe+HY5/hu8XkWXPjjjtu\n5yiMovVZhyatuXtrvOlN58VOHDMisjv+xA88M9XY0vhq/qxYuTKee+ZZfMQ8b5OznNcCQ6VTSNDE\ncblw8ODBcd45Z2VYNwhKVmA+3h1qMi+8OAv3gw8+GD/96c+Zjc3MJVikT+CnFlBpbViSlIYVIBrU\nhtu6CaAsTariTsYCw7fO/anP3XffDSNoQ4hQewkMcKNcDjZ/f+YLzrJH8Pyy8qiNAp5XpqHcJuK6\nbNkdAWUVbdEd7vqBD3wgzjr7jbE9M2LMLpjplTquJunUGXPjj1dcFTfdfHMOoA4WaoMspw52WUD9\nk+EIJAhtS1YtiXe8/W1x9JEH5wz8hRdewGbh99GdHVarYYhdqVPRpGBfQnsnpKSvTKPeqRW4Ayi+\n2UDF87ctZRAAW3/jWF/i+CtCbnl3UnD0UUdFN7SIN990UwpTLonz1exyVn3SiRNZ2ggMxOfF1ClT\nMj/+5FXy4yPFC6MCrG3rUrUgCaf9ZI899oiDsce47757kxaqsG56r+zYPDs9EGLbTND3GD4szjrz\nNGg/q5eDmAKdqfJHm0+dNiN+84cr49rrbiiCDP1HLYcCj1o3l3XTPpD+m3BaJo/JNoATYktYhaHW\nJ+ERDq5SHzUVBdZy5zlHxJKmEbPcTEPcmkdNt+VjPtS8BKnElWastBMHYZeezEOaEocjmRCOGTMm\n7rzzDvr4SzmBsI8lLVg3rlpmvrzKH+PUeBW2+l7vFf56r3kL41bae+V6iibbMGlOOmg8Z9tCq01M\nTDZoFoBAoJF1GwPzSjzaR19WKbBRXEvfa6bNELvQ/rOEtmJdjNpjKMuFI+CLx8alv/51PPTQY7F8\nzUo0Ekz84MVOKuTJTh7Nt1528WymDChtXQMSrgKcjSDACbNRG+jc8p7Jeav1t47Zx6lftSc0tTbG\nGzDfkJeold+EVn2t2jL+DezbM4a6rHjEuDj4oP1iuwF9WClg0tS+KlYvmw+NMzSTX05QuvRAszgd\n7TfaKI6a0mNHJ3intJKTXAFo0JgkbG+1CiUsHzIko/HaGcFPLUfSukJC5gRNS/u0ib7S5Beb5KFM\nlppZhm2BDocP2TU+8L53x8EHjkaBsA7Y2mM9y6SW2cJP0581i18kP8a7bq2xPdqw3Vt3iHW77RQb\nDzswlqJBm8NmhCnwt6cmT4lHHnsy+2vbghnp440WB49OwNCYAnE3xj81i9ZHHsL2SaX72NS+Dss/\nJLzu7bGpH2MCPMorNx8YW5rmHUMd+ro8xLDSrIkdeSRXpe98abzXPrBtmHEr/dd7x7Aav95r3q8V\np8S1FQWOn0ALr6/g37TlubSvfCv/YRe4EXu+nq29YsaseXHllVfHB97ztujVoxcKgBWksXeRRmlP\npi4+aPzNtLub2UpBFdL/3b1jPV8pp/r95XgFHvGZ9QXGf+AquuRGRDOrjfBKaWthtfBkpkSUWalh\ncxmsPg/eddf4whe/EAeNHBZPIuzccustcf8DD0Tvvv1j//33j1NPfUOccOShMNl3xA9+8COYVNE6\n9e7dJz7+8Y/FIePGxjPPTonbbr897r/vPgbP5pg48Wh+x8ZJJxzDoNMe/4Hg5kDbhemaM6MVaJrU\njJyOhu7CCz8Sg/r3i+X0au3H1GZ1VjuTRMsshHg//vHFsdOOO6UmTSPgZDYSB42rEKaGbdiw4XHc\nsUfH0qVtCGzPZrh4aE/tkYMezEhtF4xoPR1M9rESpvnrK/4cLy18KZcpE0/k28rSl4Ld/gfsHydO\nOAIj49Hxo4sujlsQbvT8vZo8u7Gd32VZbeTstDIrCY2C5StquZMIDdoAI1HDtZ669WA58l3v/Kfo\n2793PDppUrQtbsvNFhu0b6F9ZHh29uzCJN6iFs6GVpiiLAb0bGMoyPwJTJpeD2NoYdai5qkJfB9z\n9IR451suYHBYHdfdckc8P/m5XMruD74POvSIGD1yjzjxpBPizr/+FXX9qhxc1Y5VuxJJs9KZ5dgB\nXfZTy+Qg8/TTT8XY/UbFSrbLz507N+FW09IVGnDDgrYmCurCLJjJxKyTb/zPvHmoZSSDpoO6pJpp\nOtQ/65s4ICnh4ko4tttuQLz//e/BH9JLcTu06/54NZjr0FwoNCyYNzdeQkvctVuXmDd3Ti7XtMAo\nsoEa9ctsgcc8sxwr28BtdlQiHHfscfHufzoPgW1GTJs2LXqybX1NLm8WWx/5TWFlpOUyC80GpA8Z\n8OLFS+KPf7wytZnSmfgbCOyHHHJIjNlzWAxgYFmFX6c777gz8Zx0AG7SlrLBDGufMP/EmcIf5YKN\nLK/iMWHmQ7370bas79aTJiEggc7wwiOsf5mM5MAqXTXS5UNGz4SlfPMlfuZHXGGxruYlLGrDncR5\nqZmdOHFCnPnGM+OZZ56OefPmYT5BX24vAkqFzbimrXXxfdvLb16m8Sqw5+OWOtZvJXTr3xpeyxD2\nevmtfBfTlGH2WRT1BFdiUZStZdm7Gbs0NxFI3wuw1Vm6dElsHtw/47TA59wApDmBg5FHHa1GsGF9\nMPbafbf4jy99Ie7B1uv3f745nnxudtr76ipBMwbL74YGpmhYLd4yLVl4BKgBS+M1BxHj8C3RsgVm\na2Uk8WkgbWMdjOc/IueyJFG8zFpclJgskSJkrwVm5I3YfbcdsM/bPY5EWzVqr2G4N+kFL10BjCsQ\ngNBAJz1DU/zrhPH+Juy9lsLj56OdasPmq0e/3rBFN0shzBDXTVP2UYsGCnix5Ve4rIdQ+JW7z8LN\nq4Jbul9Ro+N30qid1kVJE7PRTfB3+bC06yTp9JNPjTexs3fHHfoA4lqWrjH1Ydm6K4KBpXXSbIax\no4W09qFNGxiX2tlMQXvZdvyJ3l2aY8xOfWLMruPirCMPQVmxJua/uADFwHPxyBPPxNPTZsbzCKcv\nLV7F6tHKFEy69uwDaNhsoU4wr66dVBxoVtE5+vTtHb05kN4NFBvhDZ6pKi6EW57ntbWdklNuwYH4\nqP1CfEn3Hem30rR5FHqgjjbs67xqGSarz969tuZLq9E2toP0+fJxivpQbD3KkLUoNNKOW13RKm6K\nXr37xzXX34CSaDRnlI6DHszXejf4WANmi0x+Qr1ffy0S3Ff8s22dOkbaWr/KC/gKnlUWC00S4hYZ\nUpw0ft4SSB/KlTZttbD/qSH8XguvaSrSs2Py3XdnwBMnTow9YSTPTJ8R3/jPb6NZeqBo4yj7wYcf\nxung/PjsZz7D7OqYuJ2B/2+PPpqd4rRTT4kDxuwdC1j//84Pvh/3Y7Oh7RiW1fG3xyaxc2p2XPiR\nD8cxRx8Td912Z9yDhqITu3fWrFhLo/WOY485Nj784ffHDn16xu13PxDjDzkIj9BokRnMNmP02Un7\nqxaEGIS2P15xJcJCsSdyB5JChUuBLWxCWL2mCBsf/8SFdI5O8dADf4vnn5+KYNojBSUZUxGIUPtr\nZ0QZMlQmtNherIrrrrmeQWQyZWFb5gyJQchlzL6o0IcO3S3e9ra3pLbmox/+UGoX7773gbRBckaQ\nA7IEBtOwvZLBcs/ZFvAJo8KqGzs0WG4izQ4D+kb/3ti0MVPv3qyNmDYkaBZh1Gl/BRzO1FIwA0g7\n9AY6d1fq7dKkdmmrsJtxtk+PLYIsafM4kBRIXS7eGIMG7Rgf/OB7EXrb4/LLL0NguAL4V6fA2aNn\n7+h71fVx3Cmn0H4LYwlLVp3JX/6YGkdgUhhuYmACkMSJtXP4la4UliXi3/7mt/Hkk08Rd2M89viT\nifP1ZLI+7UBYTyGfTu7Wog7+c8lFDZXIMn9RRxQG97rxJbAVcnkXjR9toGZSvG4gknZf2jsWg321\nthrrb4rt8Y/VCyF7HoJ0C7hZxmDTgh3iGpYmmqAUXZAAAEAASURBVBgIb7/zrniROnbHbvOpJx4v\nsFgHyskNIdKThVA/6cIJjZpZqgSc2PHwvYWRq3dPBlLrA4a68b4ZY2UH8hw+CHfGTq6kcxBxeVSN\ns7aUPktrK+IPLiEj3Pbu1QcmJm42x5h9RsVHP/ThOILJz1lnnRHPPPVkLGKwE6duFNFlgP1UgdnL\nCYr8owvl0fxJJxuYwVJQ4kacpeAMLUhXCn25aYJKrgdO81qPQCtdFuG/aJSdVIgGtSHyiJUs9XRn\nSUfk5KHQxPe58B4YMO+pBQTn2rqqLbKdFc664sBUnLqM6EYLy3Gn5Q5oZjZj9L1+PW4WEKLXYnuk\n8OpkzX5Qr1JGffv7u9/9iVt/HeP73vHa9lv9XsM7pq/fMgtpVoRAz+WMYF7Iugu07zmWaVbB5yYm\nbyva18dMjkAaj/ZpDbsJFQIQG5LHW3/5SnfOXYSt0U/xEQYOJqLFOWDf/eJvT0xGw3pjPII5iX1l\nM4O8ChmXXjdQ9mYPIheGFATlT3Z7JzY2uUMmkyTjsk6bdmLELbgpy+rrxQ+uLIy7cRPmCkml0CTF\nuAFNnmleTii1OZNHNaPp23GHAbH7sMHQpztj94zdWMpSq7aReOtYJnW4Jou8utCG4qYz+a3DVqul\n94CYgzuLp594Gr6KTTB5qkGUPiRj+4atbX8xQM1SbY/EObxB+15t/1JYJm/7SvlHH0NrYx+QYOWr\nXfBKa9ndwMvalStip50Hxdvfcn6cfPyRaHZawc1q7EdXRC/oeW1DsLPsjZpvIEjYxjn5QNijIPqW\ntG59XCECUmh6U7viA2Zq/Bm1S58YvfuRccaJh8Wile3xEv7Ynp38fMye82I8+dRzce8DD8eSpSvg\nLxugcWx74dX2qX6ca9qH/tJK/dcyriUMtJ80Zd7yM7WeOiBGrE1aKPTJV/AkjiqejF2fK936Xp87\n3jum6xhuHr7X79s+1zJqeMf44ouE/jcXIC/5ZD3I07u0KiKTz4DL5hbolD6PvhPt7dq44dY7Y+Te\nI2O7/n1oa3zlYSepjRszApKRHyOOf7VraxRkhv/rq+Kt3jtmWOvq3Z9X4odHW0m6hVz8a82I02gT\nZIAa2ohQNiJ0zCRjvMqfGq/ejWbBvhcVfOnQMvQhQ4ag1e8SNzNzuBtN2U477ZQDqwxfG6cnn3w6\nXpgzNwbvvDPfdo7Ojz4GU2rJpdSeDHDXXn9TMpzuCAK0DtWg+SDI62+8MQ4bfyjGqYfFUUceGY+S\nrh1j3RYG2He+413x1reci6ZiTXz5P/4zFs2fFxOPOITdMgwGogKmvxHpqu4Q7dWnXw4mrZRBP06H\nfC6rKNDoTPHQw8fHeeeeg+3Bwrjkksuw0+tlU+cgu97lFzViNLyH9crkFEaSJBgU+/TpjzF9P4yI\nGWj45yWjWI3WatJjj+cyjgLEhPEHxwXnnR+Tn58WC5asYHaMfx20LQpm6daETpllUo4+mprAhctE\ndsh2BslWlnmXLV3GAIAAZunE34jGbzXLuX0HbgfB0nmpz1o1ocCC/ICwySYN8rMLO1hnm7D00qMn\nGz5g0ul+BKZuHd2eLt3Av2k3lvP23CsFz1mzZsVtt92W9oItbB5oai62Xs6EL7nk0qIJgTbcTZub\nGairjF0B0p+XTMywDTB9cWFvTKEK4eaee+6GtjqDCwZk7ptot2Zmks4CHew30hlttB7YGrYTX4HT\nHZgy3cLIyRsm1Y5AJo1q9+ggtBI7oWaEUZsEno8Nymq0W6jSiefuO3cNv7RoYcLRNzdDrMcG8yVs\nGnvFshXLU1sh3Nqi/fXue8irKTfK9O3Xh+9roKEyaVmDhlHhIm3vgHkpdpq9obMu5G+9Vrs0hOC7\nE4NYC/BtWLc6B7g1aCGaoeVc2qZ+anLtwAoznq2XXRgaMMxdYM0Iq9JD//4DaL8+sXwFbgYQJB97\n/LH479/9dxyAacK4MSMRQvuhEZyFE89W8mbHdPeuDY1dGfRSGAQnakEccNRsayMqo1CrLMISjwzA\nbnJZ2dCg0hCpfV2FNsdJhQLuCmx+5AEaWIOq7O/S8Dpoq1eP3jmor0c7pA2eGy+6gnd3W8tHtNeT\nl7gxo/AUJA0HGvBAi2X/kOYVbtppuz59elD3vpQD7UNHGxj8u3TBnhZ67ww8lT+ROJ+9v9pV+Vq9\nm/bVro7fjL9tGt9rnPotmS74pEXFZtKqNJjh0IiaEOuZmg6ENp21PvDIE3HeWacibTHppM6bmWh1\nol/aHp0ZtOVlqX1RK8Rv4+ql0QObqGMP2y/G7zcyJj3+ePz56uvi4UlPsEEIGsOB7GaErW44KHWj\nlMKDsNjntRu2XbopHMIznHw0Yyy/EalQm8kUlmUGpOnCZBfOR7gTPvoN4WsQbBTsmcLmhBb5GZcX\nXWL7Qf1w0zEo9t97ROyHBn3Y0EGYYllXDjRvx+YSrai8SE5nW6ut9kiq9QgnTSyBpnDa2hO6bYkX\nZs5FA7kYDVhv+C7wgzPtmiGcTF9ceZAPecjTk27567AoftWqpVaDb+kWxQYwOn9ykwKCmyqaJvLu\nwmDfxV2iaNJ22b5f/OtH3ptLuBvWL0dY45gohLNWhEe1753g+eLFkcDjq2j+FA4zb1/oCwaKb9gC\nj7absPgsrZAcrdkGcKFT34FsKtuuz8DYYxfMdzq7qUwt46p4hqXUu+95MJ55bmpMmTo9XngB+7lY\nxd6EPrGWvt8V3ubE0X4kLOsR5rtSdgoo5CGWyw96odzEl/hJGMpYXulV+t1W2yxGO14dadznmrbe\na1i913Dz+PtnYAPvtk+erZ3tUtqHRyWALLpMzOlHjAktCPZuStFjQxf4RiveJ+57eFKcMu0FVtEO\nzslOExOWFIKouwhPWCCOXKHJHP9v/lifWs9tc6x19V6fbfQUpoXFBJJD2ZGQPBoM8Z8v+d+2MgTa\ntBCves+XV/lTC+sImM82bP1Wk/71rrti4fwX49abr48dEdjWIKx07lw0HN26osZFW+AOzGYZBIOO\nB+DutddesduQYXT4jXHln/5MVggoaDVWrYaBM4C0MmivXNYW995/X0xEaNtr5F4sBQ1kJvJCuokY\nMXJETJ85Ly6/7FdxwzVXx7ix+ydcanCctaealFzBG5dioOyKARMmKCHIcIoQhs8bjM/PPOPM6MkA\n9lM0cnPnzGFHJJJ7Q6OzEZsEz60zvgShcOTF+AMu7SwIRjDAps0ISpJbo7HUZPRAAHgBoeeKq/5E\nnUcwsO6fdk2//9M1KYSoAVuxbHkKusOGD2czx3a5W9PO/sQTT8SLONnUBYVaMvNTIN5zzz1zs8Rq\nGO12223H7rJ9ooVBfB5xVyxfkoLgMpZ4Fer22Xvv2HXwbggr3XMJZRUOG5997hlU8W2QBBiBQacG\nznZVYKOepX3ZrYtAIAO0jdJoXkKVkBwg6UQKuz2YeSoI0o9S+5IzTAboZctXxO577IHN4l4xhGVi\nl7iWYLMze9YL8STaqiXMLAcMGJC7aU8cd1LCdu99aCCpd1eWtrXrWbJ0JfS0XRx6yNgYPmxIuJyu\n8e+kSY/wm8RSAjZA9nM6qsLp3tj7DB06LB5Bu7uYpc4RlL3PmH3YgNKfNtsQz0+ZEpMenUT9qA+z\nZQWVQeBzNNpembj1GjVq7xwAFM6XLl0KnG0J5/HHHZfxH3jgPjailN2bLkX07NUD+A6JIWhUuwK7\npgNPP/NsPMVEpZ2B0eNr+vbpC1PZHmFqYPa97bffHhvQIdGNDTxqiJxdNyPwSrfSpQxGbZdH1dgm\nDqLZhYFJGtDWyUFELZrG563sRluAbecCtGu77bB91sOubj7S6ipg2n348Dhg7FhMAIZFH+h9/vz5\nMWPGDDb7TGJSsTC1PTJR7UN2h77UXrmJZiXtuBfteODYA5NeV0I/T7E06fLkSnaFd2fSJWzyBbWL\nGkbvsvNgNgbtH/3QNOcSHXTyJMvgmhwsZoOQQp7Cs8vpfVjqH7PffvCP+dj5TEEQ7I4GfSInBAxh\ns0tbPPzQw/SBedFK249GEBhG+ypY7rrbrskrWrsrvLKMRh285FH+/qer8jDj1v5an2vamo/f6/O2\nd+PWsPosLUEKMF76FIM1ZlpG4k8Sa/IRNUYu6YC2FHgVxh+d9Gj294G9FV4QqOBHm1KIQjjSoJJc\nzc98LEETEDXn6xC+e2JHNf7gA8D7vvHEU8/GXXfdgxD3VEybNQcTjuUIPs3gnV2ICGD2hVa1lKRV\nMGR2USZiCD8K1/r90/FvloOgs57lPjdnIZnEqmWLlJGiP7yhP3TdBy/1A9ngtQta+Z132iF2px8M\n2XVweg5worJpE45koV9yRguHsEWfky8VrbKmIU68yNrBm99mhDL5s/ZdbrpYrVaLCag9IPEMfF0U\nJh3gmLqKV1m8WruC4tJW9psU8mg7tZw+mwcRqRsp8j9w+Qxs6esQwXHwoJ3iM5/6ZBwCn3ZTRJcm\nvjH5amHXqOPTOjZR4Iotyy15UB6wOMgWI3qy9uRzPnZckSIgL+sgPdn+ajWllc30YUYl+CnCKzxA\nxcVOA/vE9v3GxlFM9D0RY9bsufEAK1E/Z5K8cvVy+l1P2gHvAfQ5EAotgRcFWvK2dJFR7Bp9o+YA\nWO26Kj1vS/fC62W4V4W13jOww59sj8Z7fe54r+V0DKvJs62ANMsCF+KSJiIkoc/nfCyvCUsqJegn\nbuhz93AL7bFyRVtcfe21Me7AfWlDbDoRkMNJPnUoeTspyNe81/L/t/dXqlPHPOv3LTjgo0KYZCud\nl6XgBp6FVQT443vSMj1GuqJFX99lwVlxkvm87c/cNA7+61/vxr7iHlxyMCtHA9GdGb6XM431qPUd\nDAcM3B4mu55BcDEzZI5tGTo0dkQIm4OgMWXK9FADpi8eZ/5Winldaio0+t5I2dru9OzdixnkJnbm\nLIpv/ee3mPW1xrMMLM7EWxmIrK7LT14KQ01o25zq5BIBCOlC2lw7t8NYNwQPifnggw6Jw9ko8fS0\n6XHLLbdhi9eXZMW/mnV2I4L2VXY0/1kv8eLEzTv/ywCZnKLBHIQGAtPmoHffAWgJn0Dt/UwcjzZw\n3MHj4+eX/TbddqxiRjV+/Hh2UL6ZgXFM9G/V+JjNENDecgbMyy77TVzxxz+ktueQQ8bHp/71I3jj\n7sbg1pJ4/jy2hC5LUqG48eY741vf/EaswUnloJ13jne84x3seBofw3bsL0ryms9yrsvT2te9iB8g\nGao2ZgoATuohFYQE6kQHnvnCLNJ0DoWMYxFafvPr3+RW/FY0KNZ5FfYXPfv1Ta7rgK+toAPCKmaB\n55x9drz5zRfEHkN2Iodkr1n+UoxqH4T5/OxnP40H738gjjz8sPjqFz8Tzzz/Agcwz8Nm7vlsy6VL\nFrJjdTy75t4XB+wzLIl3KX2RCVacjTbivvv/Ft///vewDZue+dpOE48+Ot7xtvPjP9C8Oii855/f\nyWaNPpj5ZnfIZYirr742fvLTn6SAccZpbyCvN6KJ0J0Hy4z7jomLf3xRapbUMH3z29+Nm2++JYYO\nHRof+tCHUiO3COHAXc2WNxhh+GMf+yB2Ogdlm0l5drKlMP9rrrkufnXppSwnt8e3vvGN2HXQQNob\n9zXg+6Mf/nCshjn3Rrs3beZsNhmcG9shbElb0nJZ1kKwJI4aLX+yYstUOLLPtTKpcJmMwBSWt0f7\nNpCZZ9saNK/MRt14sJm+p6bzlJNOhr4uiBEj9kzP7Qvblsdg7CFXALA2pD/4wUVpT6i9iHPzc89+\nI7aoBzJ4fTrt5c47//zo18qEi7pRYixcvCyuYhLyq19dlnhLH3c0sgL3Gae/IS44/1y06jugFSiX\naVZDW39FkLDdZ2GQvQFNg9qevTkB4Idf/Vxc+se/sAQ/nw1FH4vjJh6RA6zt9oWvfA8crqKtv4PR\nek9oA20QMF74kY+mhlAu+CAG+Z/793/Pvl8HnkbRr3kTn9vyt9Kfy4BbExvv9VzkSr60V/JgkJzl\nkAMByTfoqy4FK3ibtZph23MpAtHtd9wVb7/gHHx+LWBHHEI7/9JZucmJS5ZQQmH8zi6aEWi0ddMF\nhLZgnRm8xx2wN8umI+nf7NyHt97/4EOsZDwai+C969foi1AXPQgjNJj9XB4t7Zm5GgwfdDvSFU2y\n5ih9WxGiVi2QxcQx4/eP0fvsHYMR0AbtMBDhu5ndrd1ZQmyheghm8MnNm1agbUaQZKLoxgKX0t1R\n2p0dj7pUSruIFBAs08HJ1ZtOTE5XRksP+AkasEefeC7+xs70rhidb4AX0zPIw16g1koM0EaJT/Eh\nlgzj58037mqWxJcCm98Nc9DMCbxSVn5l1YKJ/vJli2OnAb3j/e97b+xH/eRhulVavXpZrMHmTo1v\nO6YhnRvtZp80P2GXd5hXtq2ankbO3DKs2NYSt8JjhIwl1kmn+QdjkRrPbt1ULLAiwiYt9YlqHmmV\nGLZz39j5lAnwsjXxs8t+F8vQCHbpgkYSvqtzGOM4odO+Lmk462y9ixugLM/KJ6yWX66OfcCQSus1\nvN7Ns37r+NzI5u9uHePIs2o+NWINq+E179J+NVa5WwuVMK5GudKzWc0iOHTM6U67PPTQI2gk74uT\njjkq1tNenmDhJT8SDgaDHLO3lFGy/V/9rfXL/MmpvtdMa3jHMrO1s+2JZWei/0r/SZRMiLJS5uVn\nP1G/1yW0WZiI9eo4YzDc96ptctbspWYgNWxIu11QGTtw6Dh1JcQ/lln6jv16xJOTp8WU56eA1M3M\n6PFbA1bnzVuQy52r2HGq76I+CAEenOxRHRvIs43dposwwO7Tt0/0xZZLA9RuCFHzmJmvRivXh6Uq\nd1q55dlO5C5IdwHq/0cNEbrsrHzx9q/Q5szWhTrt0xQQOzGonRQ9WbJzUFEDpOBn1XPpBnsgl3RE\naNrqWAi/2ihVfSteRLLkIp24vGCZYlD7snYMxKdOmxnHIrTtvvsw7MUGoY1alpqPz37us7EzHsAf\n/dsTccttt6RgdODYcXEaQsVH3v+uXNq6/De/TTcmk5iNb4fmaNyBB6Tm6mnswV5Eq9SM0PrUU9iG\nUaZLCB//+MfjuKPGx/Mz5sV3fvxz3HI8y+7FPePss8+K4ydwfhuatot+/F+xAbhM4z9V+MgUXOCG\ndpw8dVo8+MgjMWHcgfHP7/ynGDpkSCj0TJs6Izuhtm5rsQd0mUxfROt4Jmmccdpp8dlPX4gQvj5u\nu+s+NLC3xNSpU2M3dhifccYbER72ju05iqSJGayaPdmot3W0YwsagE3szhqx+5D41Cc+HLvsMjhu\nuvUulv9+l+5jtt9xB/ByWpxxyvEMWP8an/vc59IgvX/ffgmHy6Xvete7khbuxQbyzrvuZtBfHkce\ndXSc+oZTEF7OZpIwOf6Edvf5yZNTu7EjWoIBvcfgXmBhPM4SE6NfLuVpHO7Aaj9QYFcold5dztt+\n+/7xwfe9J45DYLv/8WfJ70qMi+fHyFEj44jDD48JRx2JreM1MX/u0/EUE4tFC/qyQ3psatSeefoZ\naLottWwr0IL1gPFIl04G9ClFN07NZGfgWAWj0nZF55J28qolWIF/O5Hmjuo+aKHecOqp0Rt/elff\ndlfMnj03+6jtegAar3/9xCcQEHshSF4bV115Ve5W1P3N29/2tphw+KFo01bHd7/33dQs6pOvO0Js\n397dc5PQgAEDSXNF3HrrrWh1B8aECRPoLxPjgjedH9OnT40bb7wBrXSv1Ay98Y1nQa/vTg3Sr397\nRTLSNtze7L3PCATTM+O0iYejgWlBqP56Tt7Uf7vktxYmOxTN2Wc+/SlwdFA8wJIHXT9tE2fPmZ30\neDcTw92H7xqHHXpILlE9+ujj7LhsQ9PZB1ugqdlGpQ9KxxDh/3AZ55X4m8n+kfSvlX0RFYDBQTI5\nQOEJ/C19jbaug5Y8RptDxRJt0e6++/44/8wzaD8MIJKp0zHgJWlgLie3n5Jn9nPe1mPXSjdCCCSU\nJb5mom9cvzILHLrr9jF0yCDa+EA064tj8nOTmTBNiscffSYWtC3NCTAOwOCTwCU+FACAQXMNhbFO\nm9tZLmTZkMnBxPH7xCnYr+6372i0Ttg6ov1H0UdFWKZGKNuMOYd06/RiE0JIUw9BcOOEvATNGuS7\nEUHRpfm0t+Id8qQMxDGEpo2sVii0UDMOUe8a1996J7QPXEyexIv1tw+qAMwBjbIs3j+AnfhovJYP\nhGefyj9CJly2hh8cMxFU5Xu4FlID1QTMb0VYnsimsY1MKBQQN8C/mvWfZv7gyMmqDuCRj8wgC26I\nXWUMJp4wNorI+tnOtlUBSgi9Ch1IpqlZ572JeqbA6yRaIYPJr6sW2rs2YVawBrcWDLJx7hnHxiIm\ntL+4/Ao07l3Z3Y/fxlw16J5LzK5opMoDpGjGU+Q06k9Z+eNP7R7b9oECJ9AlvAnoy55LCNnUDGrA\nK9yTPq1H4rj0yZqv6X32XmF4rTwzPu2vnbF9BXJBxqDHkD8ZIXesjZtuvDUOP3gcXgjcuoG9oyt9\n9JucUDbgq2W+EhyvUIXXDNo2r5qniRLeDvV7+Tf7GvTAd6glm6S8yzUadEEopERG0IX313NZmAJa\nBdC0DrJVYBM4n9WkadzuMpl+glxC6cUsRU3RnsN3jwvww7UGJnzVlX9mRj+HgU9DeRwrkr+bFBSQ\n7AzdsWXQFkZKkzW5A0qidzDdnt2Kuhqx/A2pImcA5btLMpZbGbCCklo6rybU/BqoaqeRQyGN6MAn\nzNrUrWD565hjjmagGBdTZi2Mu26/K2egLQyiK5jdd6FOEoa7IfPoFfFBHltxItplBMXWTQGQ/wm/\n5drpFBDTZgSNx4vsGFoN5+jJIDd89+F4+r6PgWdxXHftdbgumc+uv9tj8Utl+ei6a29INwAfft8/\nxYknHocwd0cKFE8/9XgOtGOYDbqD9uKLL44nn52MNm8gAhczdo1mwYmDnMLBHbffxvLszNQq3kPY\ns88+Hd//7nfj6AlHsrHgqpg5e1bpONYNIVpjZDU9to2akJ/97OfgLljWPSDOROg5buLEeOJxtIYI\ni08/+1zc99ADHMOyIjUga2G87tA9/7yzIbjO+Lq7ES3ODxEQF9HhWhg0mD2jcRzIku7sF2amplAt\ng63j0mIvZubz5pYdsB9473ti1PDBceXV18c30FQplLtsoBNLtXEeY3IYSwfHoF274g9/pFk3IOwu\nSdsv4f7xf/048epApKbi8SefIHmneOu5Z6YrmTvA9cOPPBR3/fWOeMtb3hKHYQ/2woyZ8dX/+Fou\nzUgDuXMxNQ8yY5AAE3SZWEP5XQfvGqNGjog5i5bEN7/5zXiW5UJ3nz3Acv4tN93IzLxnLnVpe/f9\n738/BiFs7rbrl6M/k49fX/5rlv0fAmccHA2eXUZ0gqENo4KbkxXxJ3GpVeuBhkJtgMunu+yyS3Rj\nEqNNmwPtkN0GYyw9MR1NPoHw8stLf0n/W8mSaUsyufPOPT8G9esVf7n5dnZgfy1p0gOWn0GIn4Ig\n/d3//Cb2oodgVzo8HnzgQQYRNyngUNniGa0++YmPs6T8KH1J9tE5JrGc6oTr+KMPQzh/A9rS+9AQ\nLYu9WYZ/6wVvyvr88Ef/hZD9++RL9ofJk5+Op596Ir70pS/FEQcfGCefdHz84pe/TL5RDKg7IwyM\nQrBYEl9Ec3zPfQ/lku6O2w1iotLGYLYxfvTDi1gi3zWFUO2vrvj9H+J+Ztg9W/vapZUWXvfVkb+Z\nuA4chv9vLunZejtgijNvmXe+y7ChJNpZ3uIkU+2WfitdZZg5cw6Tr8kxesRwhIdi11qWzJMAaRNy\nT/AoA76jtqwTriqcuAq39mddEXI6NcEn0TqQOedYdondmBQOHzwhJiD0zp41H/p7OK6E70ybtzBa\nsKday6RA2zKFlU34iIPrx/K2BbHLjn3jnW8+h/Y+OO1b29A0b1iJZgxwtMHMY6gQ3GTi2N8Ai3WH\nB7PCIA7SETCQKlil1ARsYsQJrkGbEZ6Uc3zLFQMkomemzIjHnpmC8T2TQc7v3CxfAj4n+e6ehaWm\noJkJQbLleJXBUrGsDH6Jf/+ILyQ9+0sO9BCM5RpPB7prWW4887STWR04PTVuLr/1cNWANrkPIfpx\nzFQUFsbgAeDIo44oxZJHTjiptwCIe+1HqwmNMGWYZTZ+wljDfN5CExIw+FJE83uxv6OutKvay/Wr\nFueEtBmJfOniOXHaiRMwqZjDhPhhlo7ZZboZJQVwOMkjedbT/JU2hSPrT+55L8STn/2T5UGHFa6O\nsG6J1Hgo+BWZ//PVMW7WkyT1bur6XMt9zRxLQyaMqZRB2eLJMOuoswqDWNcF11MzY8q0GWhJ94iN\nrDZIZeLCSQGtXdrdQmynREopsePza8Kwzceart79/ErP1u8VL+HgQ8Lm8j30CaWYSZFl4P/2mdfN\n1ioQ3ityFXgUkjQqNsxBrApyGo+vRmDTRkzntoMZYD79b/8WO+/QN377h2vi+uuvh/mjyuW/ndDL\nHWYKSD3RlKxmZkPWzG7YIYKNkvSlMCbTghxziVBbI11lrEGQamUWtBYG7lKmQ79XGlT7AMxph+VA\nyLOCpbN68yoDYDF+PuONp+OosHP8kR2CTz3zTGr92hmUW/IUAJ1AMuNlliUO6qzJe2E8WZB/KA++\noGQPGHk6AXfTaHQtSxJX+n+T7zgb03WIODSvSxjAPBlCNxs7MLhr6G2LPYr9VfuGtyGI9YBh9kkj\n7/Uw8uJuRRuL4sRWQY2iCgFQmu1x9dVXJ0Fr86R2qAXP2g52Dz/0UMzFRmg3BvvBg3eG0KciaGMz\nQnkOJOmFHwHJ3Zgucz/6+JPxtW98CwHpkJgw4Sh8FR3AcuA4lnTHITSujr/ec3f88pJLMZKdmdqh\nMaNHx67YtCxCC3ITG0mkA+3wpBk1qSsZXBZNxk4s68PpFEDt7jNn0mpntVUYNUpfXHvHotwt+ftY\nuHBB2kCt32hdWmIOgv/NN98aRx82Dvu+vZKmtPtS+PEIoMceezRuvuWWdOSs9lBhWrvA5yY/F6tp\nS+EZOHAAGqnZeZRaDqvEcWbWnXZ38FSYqnSvxqMJu5/URCJAKBA5SdHGZTN0msecMTPu09qP8rHL\nhJ7bFi8Fl24XYUCF4bew8097Ipf3s/0ozyVYcVJopEyQFBRdnvZygMmOLVERf+edd4rPf/5zUBO0\nTJC7WfvjCqFvc1P85dob43dX/CFewBeguzvVEO66624xHv+HL2Ab9u1vfRt7RxyFIoxuBBdqo6fT\nZj/+yU/jVxf/IA49dHwuV0ubbiax3F9d+isGrMfSNEFNujY4ixa9hNuam/CfeFDsuQc7AhFeF8x/\nOI5FeB4GfHc9+Ah+Em+lndRWuslGjQFMdcrUuPWWW2P0HsPj8MMOR6C/IWbMnJG4o4PSNzfFz/7r\nv9DK3oqcgZYHQXsxpwRsYler/USYdJHiZpd2lgNziZiZt7SezI4Bs5pG2G7/yFXjee/4/KqM9h/J\nlDiF+TaYcGlKAqUEL+6AJy15qYVXiHYw6oohvja9T7B7cDQTgs3gTQnBZe7UCpmgwkp/zfwkBJ41\nwNYo3e86hmaRHVs6Bm2+ubS0EbOETeuxzeJ5L7Rvw4eeGaPGjIrL//DnuOGOe/G6v31ORtXceRKD\n7jp2H7pzXPihd8XYvXfDtAQ+vXhe7laHy6WQ4Xm9aoTU7mSdG++UlAd5UzQbyopw1gk3OmWZ14k+\ntEQ/dVIgVuSX8p/ojEaJ+Pc/8ngsXoE9HI6DEdVoV3HGDwFGrGVcSrSd7BqJ0/KQ7ZhB4ph/atck\nB1vDB22a4Qg5nij8rYXXjsYVyVsvOA8ZaUNOHJvpt/Nnz0nfmjfdeBMrBmuxn10SQ4cNywnxyaec\nkPm4yU6hQR5O7hRSeEaBx+IKXQmnz97rhN/oXmpUOzdRf8ZRV3Kk+9yIQ5srdImnJpeQEVbBHHZc\n8A3sC88540TcJT0bL7bh4J5+thLTI808FIZVULjSlDSdeLUhgDA3ZjjuJrRZfke6zwC/NmCt37YN\nr+//073m81rx/pE4tr2cMBVE8EQVNfJcbVsV+JuaWli1wpb4uckxZu+9aPOCL9uj8FOkg9o21M1w\nL7Hg07b19Nv/1fWy+lGuZhPZ8xWUaYr8bi9ImJQTaHPrCE11wVXM6xbaakXr3YqYoYO8BGuBCkMO\nEA7KGlV3hYhXIpxsv/0O8UHsgMaP2T1uvvsRbLMuY8kDQ2UYrUdbCY1I0y2GgoIClnm49OnRPd1d\nJtOgkzLUVmifkMbZDNre3RXowGr5qUq2Bzbgs6f6T+3YRp6dfXpczGaYWDI4OsoKlsxOOflklhnR\nsCxYGtddfy3wrYte7FRaR4exDF1DVCTKVMWDPzupg4Xkn41uTXio372LJ+sjfBqyLqfju0SVaUiv\ntoYEgIMxO4Ov56qa7yZwR/emI+LclrC2Nmwr6KRpZJo1rJJ4KdwBWvyl4NyATaLw1AcPVrbO0Dza\nF1xyALOw6Q5il8G7kI6OoAYr0QzGhFtGprYF5rGGJWtGXGxh2lIwu4blvsMPOzQO2n8sS94HoG0a\nHGfgo03D+K9//etp0O4O4f7Yt8ycPj1mvDADjVifxIMORN21prjrbkV3egqzS6TI6XxzmUQtZieM\n0IflZgwN6I8/7lja6MCEZx34dNlWVxyj2Hyxkc7pTko1lytwMKyG0TFMuixl2dmZ9dMRFIDU5qrZ\nU4h1g4AaLZc8c0kj6+7SAs0CPnInLfkUQZylX9qrFVhlHtKxhv8vYo95ADO7f/mXTyR9T5k6ORYv\nWpSzcrXJOjoWll60n7Zl4r67Rt4N+NSuSSdlQKFcaAHnDjAiAKCk4lmeTTyUpw2SDWV8d/b2Y1PD\nDttxogg+n770nW/HX/70l9Qwd6WvWAEPF1f7VU54aGO59qikCQdIhVO5nYPh4EGDMt+BAwbS1Jbr\n0qxTJOlB4+ZCx+IOkqA9+7KR5AmWUpfHjtsP5Ld9amZHjhiRgofL4PIDbQoBhLqiP6CeTpimTZkS\nK5msDGEpdKcdd0wnxdImplsxZe6LbG54tkyqcNPDmEN+8Bf6eWoh6Uf2QRm3OJAZpysQbIBcEgdd\neYnbf/SyPYzv3ev1pH3tMuQT4M/KJTj+EZ/WSVB5FteUa5905SA1QIgSazi7chLaaLWn2/VjOYhN\nBLqwSe0rbZGCUuZJWviF/VMcEyXLyDyhbcvrBr3WS+2N/VshehNaJn1/HYIN7c67DYllTLQnPT6Z\nzR7dsIeFZ0FJPZnIvvvtF8ShGHivWjqHfgLPgye7cSEFA/Bt/dyhqRAmzyr1cpJEmxPuBgD9ywGk\nNQZ28GLDokHyrnacnVBZ903p4qU5Fi9bHbff8zBL5kx4MLOxD9HcSa8uddn2yYspo7ZbvVtXm9Ky\npAd35xENnlMEV2lYpYEbIpzcd2JM6A79nHby8WyeGJQbLvz22OOPxsU/ujjuvfteTiPZP84991wm\nCe1x0UUXsbJxERvodmHJfxT9B/GWNtCGygmaxdr3JMFChoW2OtKYsNafba6GLLWuTBRNW+qi8MaP\nvprjD3nrlsS6C/daaGS/UcMxETkufv6bq+F7boziSEdw6WVbCIC0ljAZ6PMrXJZX4fu/o/9SUKnL\nKxTaIegfiZPAK7i6xi6+ofm1yAupiKGSju/tKDOew/xqGUqgXvAPlUJN0mejfo6tXvJW6cer4v//\nut6ZeePPy+pH2fKAnIAATuI+28rmchzgzh9lnQ3IIp2hza09uGOur/FcG1Ni8bKQyjQV3Hx24JVJ\np+YN4nU3Uz+c/330ox+KN5xwJDPvx+Ob3/omRrE4wlT4SuShoYO+IBe0PYOyU5qHu/wU+OycRtPn\nVSs77LbfYYdk9jq0VTD0hAPxru2FsyKXzqDvchGezDIbq2i9HPzMvwVGn1o5BpCd0Gidjm1UK35f\nLvv1tblc1I/djLmjKns8pA9B5OSEvMq2ZDtk+SXC7aTZCrKl5BMMuYUw7Dj+k7D0K6P9gdotLDTQ\nVizGHuh5diX2S8GsvX0dNkR9ODR6JFqmvdCoDEq7op4sMQ/oz+7TF3TNUJiUedZ28W69NFbtrIM6\nL8JckvUILTWW7szz0OVBGIZ7RqhC3h7DhsnJkiHajjIO8cfwh3CCvze0i+LWOrrhwU0YGsrLlBXc\nbrv1NmyQdmPH7RvjDaedymaHcbEHy70u3/Xv35942BnA5NQ4qY3SnYgzXHcWqsXs3oK2B6JMLSZl\nS11u2LBuluWGE5d3XN4+CBsnl2wV9NwKLxNXE6MA9+SzbIOfPSt3I+dyEGE5FoIDacs5jYOnNSuD\nqIOHTJ9O4QDSCFcTK94SKdSZ/1l3ApIGpFT7gFkZSyPkl1iyv+zyy6LzP72DHbp7xte/8ZWYOXMW\nS4HP4cLkXnbv3QVzQXikM7oZwUvhMBmGBXA5oEhj5mtI0hZ32FKWo2+51AxQtkvtC5csi49+5GPY\ntCyLAUyKLvzEhXH4Qfuj9TwsT8Zowx2MG0t0TbCCidHOaBSLLVBT2pRZR3UbCgwyBt/d1f0Yxuqz\n587LgUJjX2H0s4K2wmeCm4NvEVjdPLOOvmg7u0mnN1pT3YuYqJ0Jl46j1VY6aRHL1lvhfA4aXrXN\nA+AP3RFkFVYUIrFeoD09h5IsaHdh9Nk/wpJCQL7ajkSmL1jPFGNtF+jfYPH3eq7aj2zb+vx60r96\nXHlEtihw2Zalb8qsG9XKEKnU/8lfGZTUIHVG2/bwpCdjMm2y/aH7USkFaHBAXyi5FBxk/uA18WEP\nSuSVMmncpCDTkUH+93u+GZV/urlYtWIpgmGfuPDD748v/vs32FG8EBciLquujJPfcGIcPv4AjpR6\nCXonDxCs0CeKMx/o1qOefJOe/JZlKIwBT37je9ntKgjCSlvT5l3QDOuuhdXYzAt2BR3aV7rHNTdc\nF5OnzY2W/jvjKBotLfgoZZsrkFOOedpHDJfr1mYnpHxv1HELrNa90R5qfbtixqDA5maYA0bvxWao\ngzkXegk56VtxY/zlL1fF3yY9HG9/xzvwe3hODBs+LDpJ35R/0UU/SuHtS1/6Ypp55KkxaNF1C+RY\n6BmgVipB46HSVcc7GZXLSACZmqGkE2rAe6EZHq2ejZ6CLXRAvbI/sBy9GW3zCcccGfc//FQ8/twc\nBGrtuKEReTlJStubh1iz7c3bL2Jp61Xh6jjGF5raGsenVwp7eYyXvxk/eSZ3n2s5xqrP3v0Js/dX\nu3KJs8IOrXmlwJU4K2M8zUafmYYLp7bojS1n2VRVJovC0bF+W8pqwPVq5b5W+LZ16ogf86/f63Pm\nRXmVbLM9kqIlVvsRl1WDt+VqIHxXBcPrFtpeCem18lV4U0OWgIl4SKMXy0v/3+f+LU4+4uC446HH\n48tf/gq2Kgux32GgptPmoAFjWIz372U4xxs+bGhRr0Nwy7GNUTjRGHotM0xaEwGwH7uXWjCofyFd\nLUiEBGcHITuIWCKwrqXiyTwMtEH5kR2DfnseNu8uJu0ujDruoAPxxL9PHsN0EzZIzQiHau4Svi30\nw0PjuSDZfAXLnsQDl2X4bHs4AGf0/IRwQVmWKWS7sHQ0auSeGaZNmHmswBbMhO6SdNfSSOxY5mFj\nom3WyuUY5Sucktbt6GX2aiGlM+SSB3noKiKJEkbmgNujT69Y8tKi9Nl1zllvTBs0bd8WLngxpfdl\ny1dlntK+eFMI1jZQhuMHjWAVnMREOYjeg8rZBewsjvJ64+/OQXg6NgS/+/3vY98x+8R+o/fmeKER\n7FCbRFyHUnFRmIeahPXsClbQVmNSBCk7MWfHMmg4uHspxLs8ILLU4qrlnDzl+VzWW7wQ9yXgwA0u\nnteqNs1G7IENpCcUdOU5Z+TEEf8+ywitoO1jWNlJVpiXycuPd5FAXOMY33cHF+lnE4Ofs3PpW3s4\nE5lb7iZGCNXZ87QZ02L//cZg63IkwvFIziY8HpwfG39BuP0Ou08V3BS8yg5khAvyknpkOsl4sGVI\nI/NkSgLBN8rRua6Cs7tAFbRdJtHHnf2mnTabPXd2XPSjH8fQb30tjmVjSduSd+PYml2zgKkgb8dY\nhnDXneWUx6ZOj3/55L+wg3tgTnBk/EyLGnXFxhJzBnfFihOXHwExn5OoG8/OZtW+emJGDyYSan5d\nwbF9xY82WevI16VfBQ2Zpvnp10q/SmpIxZ52l+JQzYQDqNo+UauNis/FkNryaQdwY8uYj2kdrOVv\nqTFOhgcurQu05vecrdp2PP8jV0f+ZnzrkYMeefr8v7kK0wb6RCZ52aiNLB1QBbkUITbkEAjmMKuu\nXTjrF1cT11x3E2f9jsBmr0dq23T5YRbm6/KZG7XSDmZTmYh4ILrIMY5/yk2cWYtSvmGpaYAejdGK\nreQyXARpP3fBuafHD773wxSAd9t5uzjx2CNRiLFMjkE30g30B4xZPrzWsskz65jtQG6Wk4VaF2E1\nfimfZiQu8AGj9Km2jq6FMAiNAOtqNkO19NwpHpw0Nf7wJ3hxjwGYETDQqtpNARQagV6Tt5OB3gRK\nGcJhoVnwln6VmoxERIIgNFm+/UiNLy/pp1Gn6m88/ZTcBbtuTVvyvs2scJxz/jmYCxzGZPRw6JHJ\nBzQLU47TzziNHfVT2TX9q/jOd3rHl778pWhlJcGzQh3fNtEHylXgqTRU742PW28irWHLlPhLvAkt\ntcs6ikNWQqh9RuWLdGOLa+IwCNvgww85MKbOWsCmDVeqHBuIm/guNFwEQPIkU7qXJZCf8JWrwmZb\netU+YXih4XKv30uq//lvTW/MWka9dwyrZbxqjsIMjty8YmuXCQJ1yTfHxUIBzTjC12Z8ERts9hy6\nC2PhGroD+GK5PTcQwqeKcgIahPeCxtRay4P/X65Sl5fziVern/lvxTjP4Fb4bSu3TdgqWzSuthOx\nVVBoQfaqQlvHBqmZ1zAB8bki1/dqx+Yyk7YldgaP29Fnz8c+8sEU2P6Ko8hvfvNrOEecFz1YqlMb\npDBgGmfTundYsGhh7In2af/9R8ftf70Xv1U9YebYeTG4d2OQcBbjEo9zhfnsMl2MhkrhYiMEmt7X\nGRzSfoMK+k/Ys2NztzGzOaRUvmlI2srSrfF1rHoMh733wvfObbffirf7eSCSJUu+5YzFFiWNHCbz\nIAsPrFVayNly4kS8ZCyi2bl4SUowWcGZQpuaira2hdhoHRP77LVHLGUp4sEH72cQK8vKp2PM/Ql2\n960Bf7/4xa9SQ+NJEDp53Y8zFn/844toXGao4M7Zte1QO5ZQqinx3eVc7ab0fTV8+PD4NDvx9ho+\nJJ3i3ngTzovxsN2G01fxdwlL1aMxqrUt7cJ2BPPNZQMJiXC1We6SdKm4D64paBScTLajrSsHyMNR\nU+h0d7B1b8drt7SwjM0dMtWeGMqr2XNHsR7NXeITRWpkPfC7L9oW7RK0wyEYGtLoWPuerrFkxfJY\n6XIkeag90lUBlcxdUt0Q/jzGxPqmfRYD0CbbiXqlN3fysrOWQYV7o44OaIoL2UTkZUdOAY22S3s+\n0iWpiA/SlPzwCYTQlLjhoxMAK6Evtn7b7Yj/q9VpEzhn3uz4/RV/jAP33y9OOPHEOPnEE+Ikdto9\nzUaQm2+6hfqDS+ivC0KldbVcEW95OQGAjgvT5pvl8/Obdmer0EypubJGCr0KRe3UXbvO6TOmx28x\n+H/vu9+Jb7Oj0dBMihtvu52BX3w2p7GyNnQ7sIyp/YdLurnxw+KJpLCYLnQWsvuY91y2RluqIC0M\nXaFdj5yTrhJmBtFV+gbcAV+CLEmvgSYXstSuVjd9CZJGuz21tw50asPMw1p7IPqQXYdgM4RbEvwS\neoyP9olVqBYB+iRzWUOBVVcULm/5LDApdIN7x0WFOwc724iGzKVShbeqTQGMl12237ZXDevI32qc\nGubdy7j1ucbZ9l7zq+FFs2u6oumwDpBl0iCQJk9TM5JcysanLDXAut9oZjJy2513xbETx8cJ6f7E\nWBCfeCGj5C8UlMJQhhlqHuKq5C4+5WkKunzhypSUgVbe2GjTN7Djs5W23YirjdPYEfzAXbfH3WiI\nDzv1mNhtp4Hk78kL2JEisGnXa7nJEcFH1RqnMFZqk3WgGC7iUWjiLXFH+xGaAyxI0GbTiaK+2Bw0\nu2GSsmIVtr2/vgKtK5NnjmxayzFWLbh00qmydqpladU2dsAt/brAU/qKdSwaZO7Qh++ukhRZlnQA\nYJt4yZdXw2P2HT0qJjIOrGEjgn3GzXE6bXa1Y9SIUWmG0MSOi7Sbtn+wKvMmdk1rY+vGLDeobYKv\npTaaWacuV8SzrZzX35Nd+Vy+EtN2bQiyCiW2X162kBMU3hHKAYpmZcLHN4VhJ9Ze2sEdgs3qjXfd\nF9PnLc7mJ0aj3qRX4G20v+1Uak+pDXr27q+OJ5XuDfOq75X263tNn5Fe5Y9x5W3eO+Zv9I5l1udX\nycbqkIA/0jW/rAPv1ku+rzCXEzc+rMVsZBrKhEPG7pNhxrX8lAlqnRoFZT58+3+9zNerZlHfDUvl\njbBBh1twlY1nGh6AHcrMSa/uS6yL5h6GySQ0p2qi3aU3lndLJt696t0C67dGtqWyQtSIW+PbEDlj\nYQBRU6QQpmpYhv+ZT386zj7lxHj4qafjc5/9DEuAUxlYy3l47Ri4ilylSBnyLJZjNBh3CfS8s89m\nqRDfaDCHdHJIR2jHKF0HpBMnHMOAt5ndZ0/h+2dpCjt2dI/dsTEcIMBCNmaiEZjtzDK5JG7jOFtC\nINPoV9uQg3Ayesgh4+IFBo477rw9DcW1kfNEAzUB4sIOZP75z84krsUHv4IrapLxxLPll44kDL7Z\nSdTSeI7pIeM4CeFN53FUUjNG2ney5f7RTKNz2XPPPS8Hn1/96vL43ve+F1PYGalAJ44tS3s1G7UQ\nfofmyMrKCik/BZaivVBLNf7Q8bHvHkNYMrsvPv+Ff093DYI+EE1LCn8mKiRQtJzAqyG/nuY36SSY\nqrQzC91RZ5m7D8cId3ksRfPXhBChPVUv7JqErd8AToLgmaZIRqa2c/r06QhcZUPFiJEj062JbgQc\n/GVl2qnpkFWtqnkoAFkLBRLfFbyex2h9zuzZGLnvHAcfemgKLdpC2kYyXx2zepKARvxpO0U7qLlZ\nw/mlVsswZypF21YGdmf2plVQyeUI1mboKgTwn6Jz0CetdZCmjGf7FmFZLQgZZHp37GHvB55Noz2d\n/tcURqexCeCH2L08+cxz2Gl1YlMJgh1CtEKbDIfk5Qcg2srlIAPEdUdypS/vwmGby6rTDsf6UAnt\nLsVTLjNBJ1dfczU7Ae/N3bTvec8/x9Dhw1J4VjifCTxzZr3IjtOd4qSTTk6BPpcqgd8+JP7c3ZcD\nobQM7sW/7N0NP50gBJemm1kaEq9pW0Z/PwAfbn17NMdLC16KeTgG1v5GR9DCNXTYMOzttqPNGPBr\nnuKTDPY9YGz0Q0iYOWsOzkLnkE5fiGUwKkeg0XOSlhEowVcKYeTJA+WTAQxN/pHG+8TTsF0tpvaL\nFN7ol/YRod16F5+lz24NN6yGG7c+13Dv9arPNY9693t9runrO1/4Zrlb42QdDLBs6pJl1UKIa72K\nWYBHjgVHU10X89GQixOXyosWW97UqA9h5lkmc+U5yzU08Ue8XK4sM/fEtGkpeyP8ODkWdmXrOZ6p\nB7zvuKMOjwFMvPfFmLtXn56c0rA0VwrkB52hWQWHFDvNm3qQTdKo8GgGYD+X74q55PRo5wscDt6l\nnZ1wW48N7gpVj9AJzW7nnnHVn29iY8x84jOp51QAT7RJhQC0o82YLa/4mxBQjm8ARHgDj+I0/5W2\npECAsIwEJnHuICo9O/HRbvqC889PgXQjwppHcGnj68RqJZPKNbowsY8oNHJ8mpP9TexK3wEzkc9/\n/rPpOqm1F5NZ+nGuUohXcKR2nMIs1eJf/gOaDPOedMB376VWvuSY4z3Dgdc6+bdEd0Bn4wJl5PQP\n2h+E0+5RI/cCn3pDzN5R8hA3SWPq5Ur/MKfMUViJnfQnnhrPllngKXDV9xJWv5FDpinvrxbn1fLp\nGL9jHEpslC1kHfJOWhPWxELhy8YwWuXnINWJnHzL81zd1KQs4URT3pm81/GFRLXvZAbiITMir9d7\nNdJl+nzeCn/SvHUAZi/jiPGC6QyA5zPGYy7WglmU7ro0I1IRJc2rMXzu+clpZoNssZXAzawgv5Fp\n41s2ZvlohKx4KdpA46rlYHYBMvqyFLccP2oefPztb36dHWRHsPNnUnzlS1/OnWrpEZ3ZuMcVpVYF\nIjKtHEm/ZffgEG8hu+wOR8g4GQ2FUucyllJbmN3YSc8952ycb+4V8zHuviv9bWHbxYAsszau/ty0\no1qxcgXMH3sEkOPSWDuCwBo2GqxhZ5DHwLiNfQDLehqDK9Gedc45LLk2x/X4D5vOsmtqEWAC7krp\nwmAusSvBe+VRE0Ajw0j8iXoQYof2PYmFOsoEtNPSeaSCqINuX2yzLjj/TfGVr3w5Ru65ezz+/LS4\nEqekHpFkI/bNzQLM7oBxAfY+LgsrMGiPpHB80EFjgQUtGnXSUF+GYJm6VQGyhNH6LGWjgNCuRwvi\nmaeeGWpcDeUVrD1JwAFXD//auA0ZMiTdsribVKauPRnjQgrgCowus2qD97EPfyT+66Lvxzlnncky\nNcc/oVlSmF6HwOLs+0zC99l7BN7unwGPM1JQmjxlCtqn6bETzluPPfa43PG3gmVQW9SNArsM2glf\nbaezXLwzeITJAVeyFNpVwV+hYe7c+XH//Q8mjs+lrfYcsVduXtGIeiXtuowlwv5o6t75jrfEQOwC\n84QDGGpXBp52O1AOINC6HZn2kFnbIYpmJostDA3cZnRwKgxqYKXPZdC0WrW17qRr4ENh1Zmv+F3F\n0WkKnv2gKXc/L0PTpDG2uzN1N6Ihfzv1StzjmkRtWdoGkrdL8AoZCn1OIBSa0pCecGkqBwDhgmal\nAZfMUriR5zDGdabtFV6F08HPCdPPf/HLeJhdvnuyMeTd7/rn3PAi3LNmzYx7HriftuoSb3vrBXme\nooOAxz7ppkV63QlaOeONZ6BN7ZvwaseWmgVwMmbMvqlZXQ7drFiJk1Fwr6uZY489Bvx0YufwfSwX\nzYx+/QfGXzlP97kX5qaDYv0yukPbfrcaLcYC6HC//Q/Ax9q4dC588y1OlNj9jaALayttQJ3VWNse\n5RIH/ByIwLt8x0vcqQlU86N2z8HKXcfJsoGZ/9lHjPtK/K2G12/1Xpm39/ozrlf9ZtyOP7/Vd+PU\n5613v3cIZ3ARPhUotkOOOqYzIwQiJ2ftCBXuE9Sp7KTHONngnocQ2DS8hgDoG2UzFfHlUdIG+ReN\nGmH5bN4WYL4KWiXcchOXCQBDPvjuBI0Y2sLEuh33IMNxsbP33nsgmNCnmLy5M9Kl83SZZLrMivLM\n32eCnNhanuUUH4PWDEFhIwIckwzr6vmfnRAO4QD0cVxDkXA9M73OOHNrau7Hrv0X4qZb7uFkC1dQ\nym5MXZkU4IvgZ33VtmaZWS8rRD0EJXm1/JH6ZlmW5x5rf0zawW033luhlf5ku3rxghi15/AYzjIa\nDBtaZaczGmEFutwEx4REkwvpV3g3Irh5RrUYcMd+bvKCF62hD8mL3RySigInvgLI5V9x8rIfofnu\nnXjy7JzwSxfGtUqZFvjhy1bOf36zjnAIypNHujHBMYaj4bptjkMP2hd8u5NSzSUpyMiNJjAOSzJx\n41fekj4th3j1VxDZCOMbT5nMFInjDnfT+L2mrfcaVu81/B+51zTe63OmU8pNUpA3+M1L3NBfaFN/\nIihhpP9MRdOmZwnHb/lqCq4JOzgQn8C+pX/7XipXsn0df4vMYDuRX+ZpXywwZltmmxYc2cbSbpq8\nZPU4lxnPCLNnzIonJz2GP08cvv/kJ/GVr30r/vVTn4/3v/9j8b73fyT+5V8/q+JJMimXwPpeK1C/\nyRqNpTbCgsTQfjLmAABAAElEQVRhzrIYIGxFhSbtT7R90Wv0Dtv1jwvxYn4EhOOuPrfmfwCno03M\nyJ1Fy2QdQFwqMbMHH5qE4HIVay+RvoKuvu6WePP5Z8eHPvDBGI1N0EOPPMSg1BUGz5mjR07IGfsP\nfngxgsCM0kHAvXZivZjlHHPKSTlAOsjsPmxoLsv1ZjCfcPTRObjr9+rJ56fiFXxqrKdjOsidwOaD\nA8buF9PmL4rrbrgFhsgSpsau3juXpTAxkMsKMoDsNDQ+dzt1D5yDpgAKw3S518Oe3/K2CziKaikE\nUgYel/kUlPbdd98Ygid8rRJuv/thbCEu5YijKeBd/3OcDoGAuhaG0BPtw5lnvAH/STPTHskTCE44\n4QTO7ts3ha31G9j+TifthjC7meWnRWgcl6HBGTCwfxx11IT0zD+GsnQWe9Wf/hRzZ70Q6+iwhx8+\nPk4//bR4/vnnKbML9d4/jWvXMatsRTvkDFJVrDM9rQ3bsT1zuUrBUQFKQWZXXEp8/lMfZ1PJsXHX\nHXfk0VEttO14XIBMPGZCLEG79Tscts5l6U0N3Nx58+OXv7gk+n/yk3HWG07AM/5O2Odch0CzIh0K\nH3/88XEAhvufp96/nzrF/obvOkpnduRh9LIyHXBe8stLOQJrBDYbY+N7+JW75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FevMGqP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\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0jOAJ6/GSWCiF79Mcg5jZnSV5iGkRO++SOTGqt4UFL/JLFzJFSrzy4VKF6pz2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\nrxgs9Vno3HRu1B/O9k0Cpx5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/YZGVMHjLeAQnefIeYSNteAc3aWkSX4Y/5i+jjbzwEH+O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\n4cbN9nt/75fbCzevZ9L8UvZn4/XlRkbPspghKcNSEr+Xbq22f+N3v96+8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FBPNjE7emo1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qKkNjiVd5cSDXeF/qaHOU17986mPRrg8lfOW0bx3e6AOapcoZq/LIgFsHUqqOPGjKdqHyUeXF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\nmjAxrrrIRoejgfD6V19vg+itleqLXzQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 389,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(\"data.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### HTML Looks like this"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<html>\n",
    "    <head>\n",
    "    </head>\n",
    "    <body>\n",
    "        <p class=\"bold-paragraph\">\n",
    "            Here's a paragraph of text!\n",
    "            <a href=\"https://www.dataquest.io\" id=\"learn-link\">Learn Data Science Online</a>\n",
    "        </p>\n",
    "        <p class=\"bold-paragraph extra-large\">\n",
    "            Here's a second paragraph of text!\n",
    "            <a href=\"https://www.python.org\" class=\"extra-large\">Python</a>\n",
    "        </p>\n",
    "    </body>\n",
    "</html>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### several tags"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-5-af6288d5d537>, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-5-af6288d5d537>\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m    https://developer.mozilla.org/en-US/docs/Web/HTML/Element\u001b[0m\n\u001b[0m         ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "https://developer.mozilla.org/en-US/docs/Web/HTML/Element"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## we ask permision to the website"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Python/2.7/site-packages/requests/packages/urllib3/util/ssl_.py:318: SNIMissingWarning: An HTTPS request has been made, but the SNI (Subject Name Indication) extension to TLS is not available on this platform. This may cause the server to present an incorrect TLS certificate, which can cause validation failures. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#snimissingwarning.\n",
      "  SNIMissingWarning\n",
      "/Library/Python/2.7/site-packages/requests/packages/urllib3/util/ssl_.py:122: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#insecureplatformwarning.\n",
      "  InsecurePlatformWarning\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "website = 'http://www.fis.cinvestav.mx/es/content/view/10/18/'\n",
    "\n",
    "import requests\n",
    "\n",
    "page = requests.get(website)\n",
    "page"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# La pag de Fisica esta muy mal escrita"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## to get all the content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'<!DOCTYPE html PUBLIC \"-//W3C//DTD XHTML 1.0 Transitional//EN\" \"http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd\">\\r\\n<html xmlns=\"http://www.w3.org/1999/xhtml\">\\r\\n<head>\\r\\n<link href=\"https://framework-gb.cdn.gob.mx/assets/styles/main.css\" rel=\"stylesheet\">\\n\\n<!-- <link href=\"https://framework-gb.cdn.gob.mx/assets/styles/main.css\" rel=\"stylesheet\"> -->\\n\\n<title>Departamento de Fisica - Investigadores</title>\\n<meta name=\"description\" content=\"Departamento de Fisica\" />\\n<meta name=\"keywords\" content=\"Fisica\" />\\n<meta name=\"Generator\" content=\"Joomla! - Copyright (C) 2005 - 2007 Open Source Matters. 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Gravitaci&oacute;n y Geometr&iacute;a (T): f&iacute;sica de agujeros negros, gravedad en diversas dimensiones.<br />\\r\\nayon-beato at fis.cinvestav.mx<br />\\r\\nExt. 6162<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~rbaquero> Baquero Parra, Rafael</a><br />\\r\\nDr., Cinvestav (1976). Materia condensada (T): superconductividad, f&iacute;sica de superficies.<br />\\r\\nrbaquero at fis.cinvestav.mx<br />\\r\\nExt. 6179<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~dbermudez> Berm&uacute;dez Rosales, David</a><br />\\r\\nDr. Cinvestav (2013). Fisicamatem&aacute;tica (T): Din&aacute;mica de pulsos ultra cortos, an&aacute;logos de la radiaci&oacute;n de Hawking con &oacute;ptica cu&aacute;ntica, mec&aacute;nica cu&aacute;ntica supersim&eacute;trica y soluciones anal&iacute;ticas de las ecuaciones de Painlev&eacute;.  <br />\\r\\ndbermudez at fis.cinvestav.mx<br />\\r\\nExt. 6142<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~nora> Bret&oacute;n B&aacute;ez, Nora Eva</a><br />\\r\\nDra., Cinvestav (1986). Relatividad y gravitaci&oacute;n (T): soluciones exactas de las ecuaciones de Einstein.<br />\\r\\nnora at fis.cinvestav.mx<br />\\r\\nExt. 6133<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~capo> Capovilla, Riccardo</a><br />\\r\\nDr., Univ. de Maryland, EUA (1991). Relatividad y gravitaci&oacute;n (T): teor&iacute;as de campos, objetos extendidos, defectos topol&oacute;gicos y membranas.<br />\\r\\ncapo at fis.cinvestav.mx<br />\\r\\nExt. 6182<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~mdct> Carbajal Tinoco, Mauricio Demetrio</a><br />\\r\\nDr., UASLP (1997). F&iacute;sica estad&iacute;stica(T/E): fluidos complejos.<br />\\r\\nmdct at fis.cinvestav.mx<br />\\r\\nExt. 6173<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~castilla> Castilla Valdez, Heriberto</a><br />\\r\\nDr., Cinvestav (1991). Part&iacute;culas y campos (E): colisiones prot&oacute;n-prot&oacute;n a 2 TeV con el detector D0 (Fermilab).<br />\\r\\ncastilla at fis.cinvestav.mx<br />\\r\\nExt. 6112<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~jjcastro> Castro Hern&aacute;ndez, Jorge Javier</a><br />\\r\\nDr., Univ. de Oxford, Inglaterra (1972). Materia condensada (T): superconductividad de alta TC. Teor&iacute;a de muchos cuerpos. Din&aacute;mica de redes.<br />\\r\\njjcastro at fis.cinvestav.mx<br />\\r\\nExt. 3798<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~jcobos> Cobos Mart&iacute;nez, J. Javier</a><br />\\r\\nDr., IPPP, Univ. de Durham, Inglaterra (2011). Part&iacute;culas y Campos (T):\\r\\nCromodin&aacute;mica cu&aacute;ntica no perturbativa, F&iacute;sica hadr&oacute;nica, Ecuaciones de\\r\\nSchwinger-Dyson.<br />\\r\\njcobos at fis.cinvestav.mx<br />\\r\\nExt. 6116<br /><br />\\r\\n\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~aconde> Conde Gallardo, Agust&iacute;n</a><br />\\r\\nDr., Cinvestav (1995). Materia condensada (E): superconductores del alta TC y fotoluminiscencia.<br />\\r\\naconde at fis.cinvestav.mx<br />\\r\\nExt. 6145<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~acontreras> Contreras Astorga, Alonso</a><br />\\r\\nDr. Cinvestav (2013). F&iacutee;sica matem&aacute;tica (T): Mec&aacute;nica cu&aacute;ntica, soluciones exactas a las ecuaciones de\\r\\nSchr&ouml;dinger y Dirac, mec&aacute;nica cu&aacute;ntica supersim&eacute;trica, estados coherentes.<br />\\r\\nacontreras at fis.cinvestav.mx<br />\\r\\nExt. <br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~orea.> Cruz Orea, Alfredo</a><br />\\r\\nDr., Univ. Estatal de Campinas, Brasil (1994). Materia condensada (E): t&eacute;cnicas fotot&eacute;rmicas aplicadas a semiconductores y material biol&oacute;gico.<br />\\r\\norea at fis.cinvestav.mx.<br />\\r\\nExt. 6148<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~eduard> De La Cruz Burelo, Eduard</a><br />\\r\\nDr., Cinvestav (2005). part&iacute;culas y campos (E): F&iacute;sica de hadrones B en D0 (Fermilab), y proton-proton en CMS (CERN).<br />\\r\\neduard at fis.cinvestav.mx<br />\\r\\nExt. 6156<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~jsantiago> De Santiago Sanabria, Josue</a><br />\\r\\nDr., UNAM (2014). Cosmolog&iacute;a y gravitaci&oacute;n (T): modelos  de materia oscura, energ&iacute;a oscura e inflaci&oacute;n, comparaci&oacute;n con observaciones, agujeros negros primordiales.<br />\\r\\njsantiago at fis.cinvestav.mx<br />\\r\\nExt. 3841<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~cfalcony> Falcony Guajardo, Ciro</a><br />\\r\\nDr., Univ. de Lehigh, EUA (1980). Materia condensada (E): dispositivos tipo MOS. Pel&iacute;culas delgadas semiconductoras y diel&eacute;ctricas. Superconductores de alta TC y fotoluminiscencia.<br />\\r\\ncfalcony at fis.cinvestav.mx<br />\\r\\nExt. 3703<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~david> Fern&aacute;ndez Cabrera, David Jos&eacute;</a><br />\\r\\nDr., Cinvestav (1988). Fisicamatem&aacute;tica (T): din&aacute;mica de Schr&ouml;dinger.<br />\\r\\ndavid at fis.cinvestav.mx<br />\\r\\nExt. 6137<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~aagarcia> Garc&iacute;a D&iacute;az, Alberto Alejandro</a><br />\\r\\nDr., Universidad Lomonosov, Rusia (1990). Relatividad y Gravitaci&oacute;n (T): Soluciones exactas en Relatividad General.<br />\\r\\naagarcia at fis.cinvestav.mx<br />\\r\\nExt. 6121<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~compean> Garc&iacute;a Compe&aacute;n, H&eacute;ctor Hugo</a><br />\\r\\nF&iacute;sica-matem&aacute;tica (T): teor&iacute;a de cuerdas, cuantizaci&oacute;n por deformaci&oacute;n.<br />\\r\\ncompean at fis.cinvestav.mx<br />\\r\\nExt. 6131<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~mrocha> Garc&iacute;a Rocha, Miguel</a><br />\\r\\nDr., Cinvestav (1995). Materia condensada (E): propiedades &oacute;pticas de semiconductores. F&iacute;sica de superficies e interfases.<br />\\r\\nmrocha at fis.cinvestav.mx<br />\\r\\nExt. 6160<br /><br />\\r\\n\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~sgallardo> Gallardo Hern&aacute;ndez, Salvador</a><br />\\r\\nDr., Cinvestav (2009). Materia condensada (E): Interacci&oacute;n Prote&iacute;na-Superficie. Interacci&oacute;n Ion-Solido.<br />\\r\\nsgallardo at fis.cinvestav.mx<br />\\r\\nsalvador.gallardo at cinvestav.mx <br />\\r\\nExt. 6129<br /><br />\\r\\n\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~bato> Gonz&aacute;lez de la Cruz, Gerardo</a><br />\\r\\nDr., Univ. Estatal de Campinas, Brasil (1980). Materia condensada (T): propiedades electr&oacute;nicas en sistemas de dos dimensiones y din&aacute;mica de red es.<br />\\r\\nbato at fis.cinvestav.mx<br />\\r\\nExt. 3881<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~pedro> Gonz&aacute;lez Mozuelos, Pedro</a><br />\\r\\nDr., Cinvestav (1992). F&iacute;sica estad&iacute;stica (T): propiedades estructurales de suspensiones coloidales inhomog&eacute;neas, propiedades termodin&aacute;micas y el&eacute;ctricas de pol&iacute;meros cargados (polianfolitos y polielectrolitos).<br />\\r\\npedro at fis.cinvestav.mx<br />\\r\\nExt. 6120<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~gurevich> Gurevich Genrihovich, Yuri</a><br />\\r\\nDr., Academia de Ciencias-Leningrado, Rusia (1968). Materia condensada (T): pel&iacute;culas delgadas semiconductoras, propiedades fotoelectr&oacute;nicas de materiales, fen&oacute;menos de transporte no lineal en semiconductores fuera de equilibrio.<br />\\r\\ngurevich at fis.cinvestav.mx<br />\\r\\nExt. 3826<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~iheredia> Heredia de la Cruz, Iv&aacute;n</a><br />\\r\\nDr., Cinvestav (2012). Part&iacute;culas y campos (E): F&iacute;sica de hadrones con sabor pesado en CMS (CERN), Belle II (KEK), y D0 (Fermilab).<br />\\r\\niheredia at fis.cinvestav.mx<br />\\r\\nExt. 6103<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~ihernand> Hern&aacute;ndez Calder&oacute;n, Isaac</a><br />\\r\\nDr., Univ. Estatal de Campinas, Brasil (1981). Materia condensada (E): propiedades &oacute;pticas, el&eacute;ctricas y estructurales de semiconductores. Crecimiento de pel&iacute;culas epitaxiales. F&iacute;sica de superficies e interfaces.<br />\\r\\nihernand at fis.cinvestav.mx<br />\\r\\nExt. 6166, 6187 Lab. 6168<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~marther> Hern&aacute;ndez Contreras, Mart&iacute;n</a><br />\\r\\nDr., UASLP (1995). F&iacute;sica Estad&iacute;stica (T): Materiales Activos: su reolog&iacute;a, estructura y din&aacute;mica. El problema de la Serie de Hofmeister de sales y electr&oacute;litos en l&iacute;quidos. Din&aacute;mica superficial en interfaz liquido-vapor de cristales l&iacute;quidos. Ferrofuidos. Realizamos comparaci&oacute;n de teoria con simulaciones computacionales o experimentales.<br />\\r\\nmarther at fis.cinvestav.mx<br />\\r\\nExt. 6033<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~gherrera> Herrera Corral, Gerardo</a><br />\\r\\nDr., Univ. de Dortmund, Alemania (1991). Part&iacute;culas y campos (E): hadroproducci&oacute;n de c y b en el experimento E-791 de blanco fijo (Fermilab), de tector ALICE de iones pesados (CERN).<br />\\r\\ngherrera at fis.cinvestav.mx<br />\\r\\nExt. 6174<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~kiel> Kielanowski Chomicz, Piotr</a><br />\\r\\nDr., Univ. de Varsovia, Polonia (1971). Part&iacute;culas y campos (T): interacciones d&eacute;biles. Modelo de quarks. Fen&oacute;menos de polarizaci&oacute;n.<br />\\r\\nkiel at fis.cinvestav.mx<br />\\r\\nExt. 6177<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~glopez> L&oacute;pez Castro, Gabriel</a><br />\\r\\nDr., Univ. de Lovaina, B&eacute;lgica (1988). Part&iacute;culas y campos (T): fenomenolog&iacute;a de interacciones electrod&eacute;biles.<br />\\r\\nglopez at fis.cinvestav.mx<br />\\r\\nExt. 6141<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~lopezr> L&oacute;pez Fern&aacute;ndez, Ricardo</a><br />\\r\\nDr., Universit&eacute; Joseph Fourier, Grenoble I, 2001. Producci&oacute;n de quarks pesados en CMS del LHC. F&iacute;sica de aceleradores.<br />\\r\\nlopezr at fis.cinvestav.mx<br />\\r\\nExt. 6146<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~mlopez> L&oacute;pez L&oacute;pez, M&aacute;ximo</a><br />\\r\\nDr., Univ. Toyohashi, Jap&oacute;n (1992). Materia condensada (E): propiedades &oacute;pticas de semiconductores. Crecimiento epitaxial de pel&iacute;culas semi conductoras.<br />\\r\\nmlopez at fis.cinvestav.mx<br />\\r\\nExt. 6109<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~vsmanko> Manko Semionovich, Vladimir</a><br />\\r\\nDr., Univ. de la Amistad de los Pueblos, Rusia (1986). Fisicamatem&aacute;tica y relatividad (T): soluciones exactas de las ecuaciones de Einstein-Maxwell, relatividad restringida y general.<br />\\r\\nvsmanko at fis.cinvestav.mx<br />\\r\\nExt. 6132<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~tmatos> Matos Chassin, Tonatiuh</a><br />\\r\\nDr., Univ. F. Schiller-Jena, Alemania (1987). Fisicamatem&aacute;tica y gravitaci&oacute;n (T): galaxias, materia obscura, estrellas compactas, campos escalares.<br />\\r\\ntmatos at fis.cinvestav.mx<br />\\r\\nExt. 6134<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~mlira> Mel&eacute;ndez Lira, Miguel \\xc3ngel</a><br />\\r\\nDr., Cinvestav (1993). Materia condensada y estado s&oacute;lido (E): propiedades &oacute;pticas. Pel&iacute;culas delgadas. Espectroscop&iacute;a Raman. Fotoluminiscencia y reflectancias moduladas.<br />\\r\\nmlira at fis.cinvestav.mx<br />\\r\\nExt. 6107<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~jmendez> M&eacute;ndez Alcaraz, Jos&eacute; Miguel</a><br />\\r\\nDr., Univ. de Constanza, Alemania (1993). F&iacute;sica estad&iacute;stica (T): fluidos complejos. Propiedades termodin&aacute;nicas, estructurales y din&aacute;m icas de suspensiones coloidales y soluciones polim&eacute;ricas.<br />\\r\\njmendez at fis.cinvestav.mx<br />\\r\\nExt. 6106<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~jmendoza> Mendoza Alvarez, Julio G.</a><br />\\r\\nDr., Univ. Estatal de Campinas, Brasil (1979). Materia condensada (E): propiedades &oacute;pticas de semiconductores. Dispositivos optoelectr&oacute;nicos. Crecimiento de semiconductores por epitaxia en fase l&iacute;quida.<br />\\r\\njmendoza at fis.cinvestav.mx<br />\\r\\nExt. 6178<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~bogdan> Mielnik Manwelow, Bogdan</a><br />\\r\\nDr., Cinvestav (1964). Fisicamatem&aacute;tica (T): movilidad de sistemas din&aacute;micos no lineales, manipulaci&oacute;n de estados cu&aacute;nticos por medio de campos externos dependientes del tiempo, fundamentos de la mec&aacute;nica cu&aacute;ntica.<br />\\r\\nbogdan at fis.cinvestav.mx<br />\\r\\nExt. 6178<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~omr> Miranda Romagnoli, Omar G.</a><br />\\r\\nDr. Cinvestav (1997). Part&iacute;culas y campos (T): fenomenolog&iacute;a de interacciones electrod&eacute;biles.<br />\\r\\nomr at fis.cinvestav.mx<br />\\r\\nExt. 6127<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~lmontano> Monta&ntilde;o, Luis Manuel</a><br />\\r\\nDr. Cinvestav (1998). F&iacute;sica m&eacute;dica y f&iacute;sica de altas energ&iacute;as (E): aplicaci&oacute;n de detectores semiconductores a radioterapia y col isiones de iones pesados.<br />\\r\\nlmontano at fis.cinvestav.mx<br />\\r\\nExt. 6126<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~merced> Montesinos Vel&aacute;squez, Merced</a><br />\\r\\nDr., Cinvestav (1997). Geometr&iacute;a y Gravitaci&oacute;n (T): relatividad general y gravitaci&oacute;n, gravedad cu&aacute;ntica, f&iacute;sica matem&aacute;tica, cuantizaci&oacute;n can&oacute;nica.<br />\\r\\nmerced at fis.cinvestav.mx<br />\\r\\nExt. 6180<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~daniel> Olgu&iacute;n Melo, Daniel</a><br />\\r\\nDr., Cinvestav (1996). Materia condensada (T): superconductividad, f&iacute;sica de superficies.<br />\\r\\ndaniel at fis.cinvestav.mx<br />\\r\\nExt. 6121<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~mperez> P&eacute;rez Ang&oacute;n, Miguel &Aacute;ngel</a><br />\\r\\nDr., Cinvestav (1972). Part&iacute;culas y campos (T): fenomenolog&iacute;a de modelos de norma, teor&iacute;as efectivas.<br />\\r\\nmperez at fis.cinvestav.mx<br />\\r\\nExt. 6113<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~aplorenz> P&eacute;rez Lorenzana, Abdel</a><br />\\r\\nDr. Cinvestav (1998). Part&iacute;culas y campos (T): modelos para f&iacute;sica m&aacute;s all&aacute;s del Modelo Est&aacute;ndar , f&iacute;sica de neutrinos, modelos con dimensiones extras, cosmolog&iacute;a.<br />\\r\\naplorenz at fis.cinvestav.mx<br />\\r\\nExt. 3834<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~proig> Roig Garc&eacute;s, Pablo</a><br />\\r\\nDr., Univ. de Valencia, Espa&ntilde;a (2010). Part&iacute;culas y campos (T): fenomenolog&iacute;a del Modelo Est&aacute;ndar y sus extensiones.<br />\\r\\nproig at fis.cinvestav.mx<br />\\r\\nExt. 6151<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~lrojas> Rojas Ochoa, Luis Fernando</a><br />\\r\\nDr., University of Fribourg, Switzerland (2004). F&iacute;sica Estad&iacute;stica (E): Materia Condensada Blanda (coloides, pol&iacute;meros, etc.)<br />\\r\\nlrojas at fis.cinvestav.mx<br />\\r\\nExt. 6199<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~orosas> Rosas Ortiz, Jos&eacute; Oscar</a><br />\\r\\nDr., Cinvestav (1997). Fisicamatem&aacute;tica (T): formalismo de la mec&aacute;nica cu&aacute;ntica,estados coherentes y comprimidos, solitones, computaci&oacute;n cu&aacute;ntica.<br />\\r\\norosas at fis.cinvestav.mx<br />\\r\\nExt. 6147<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~asanchez> S&aacute;nchez Hern&aacute;ndez, Alberto</a><br />\\r\\nDr., Cinvestav (1997). Part&iacute;culas y campos (E): F&iacute;sica de hadrones b en los Experimentos DZero (FNAL) y CMS (CERN). Desarrollo de aplicaciones GRID y Generadores Monte Carlo para F&iacute;sica de Altas Energ&iacute;as.<br />\\r\\nasanchez at fis.cinvestav.mx<br />\\r\\nExt. 6115<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~fsanchez> S&aacute;nchez Sinencio, Feliciano</a><br />\\r\\nDr. Univ. de Sao Paulo, Brasil (1970). Materia condensada (E): propiedades fotoelectr&oacute;nicas de materiales, biomateriales.<br />\\r\\nfsanchez at fis.cinvestav.mx<br />\\r\\nExt. 6170<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~jsantoyo> Santoyo Salazar, Jaime</a><br />\\r\\nDr., IIM-UNAM (2006). Materia condensada (E): Nanopart&iacute;culas Magn&eacute;ticas para diagn&oacute;stico y tratamiento contra el c&aacute;ncer. Microscopia Electr&oacute;nica y de Fuerza At&oacute;mica.<br />\\r\\njsantoyo at fis.cinvestav.mx<br />\\r\\nExt. 6756<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~stomas> Tom&aacute;s Vel&aacute;zquez, Sergio Armando</a><br />\\r\\nDr., Cinvestav (1996). Materia condensada (E): espectroscop&iacute;a fotot&eacute;rmica, aplicaci&oacute;n a materiales biol&oacute;gicos.<br />\\r\\nstomas at fis.cinvestav.mx<br />\\r\\nExt. 6124<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~gabino> Torres Vega, Gabino</a><br />\\r\\nDr., Cinvestav (1987). Fisicamatem&aacute;tica (T): representaciones de espacio fase de la mec&aacute;nica cu&aacute;ntica. An&aacute;logos cl&aacute;sicos de los sistemas cu&aacute;nticos.<br />\\r\\ngabino at fis.cinvestav.mx<br />\\r\\nExt. 6172<br /><br />\\r\\n\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~cvlopez> V&aacute;zquez L&oacute;pez, Carlos</a><br />\\r\\nDr., Cinvestav (1979). Materia condensada (E): microscop&iacute;a de tunelamiento y de fuerza at&oacute;mica.<br />\\r\\ncvlopez at fis.cinvestav.mx<br />\\r\\nExt. 6108<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~ozelaya> Zelaya Angel, Orlando</a><br />\\r\\nDr., Cinvestav (1985). Materia condensada (E): crecimiento y caracterizaci&oacute;n de pel&iacute;culas delgadas; propiedades &oacute;pticas y t&eacute;rmicas de materiales.<br />\\r\\nozelaya at fis.cinvestav.mx<br />\\r\\nExt. 6159<br /><br />\\r\\n\\r\\n<a href = https://www.fis.cinvestav.mx/~zepeda> Zepeda Dom&iacute;nguez, Arnulfo</a><br />\\r\\nDr., Cinvestav (1970). Part&iacute;culas y campos (T/E): fenomenolog&iacute;a de teor&iacute;as de gran unificaci&oacute;n, f&iacute;sica de astropart&iacute;culas y rayos c&oacute;smicos, proyectos Pierre Auger y HAWC.<br />\\r\\nzepeda at fis.cinvestav.mx<br />\\r\\nExt. 6163<br /><br />\\r\\n\\r\\n\\r\\r\\t\\t\\t</td>\\r\\n\\t\\t</tr>\\r\\n\\t\\t\\t\\t</table>\\r\\n\\r\\n\\t\\t<span class=\"article_seperator\">&nbsp;</span>\\r\\n\\r\\n\\t\\t\\t\\t\\t<div class=\"back_button\">\\n\\t\\t\\t\\t<a href=\\'javascript:history.go(-1)\\'>\\n\\t\\t\\t\\t\\t[ Back ]</a>\\n\\t\\t\\t</div>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t</div>\\r\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t</td>\\r\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<td class=\"middle\">\\r\\n\\t\\t\\t\\t\\t\\t<div class=\"block light\">\\r\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t<div class=\"moduletable\">\\n\\t\\t\\t\\t\\t\\t\\t<h3>\\n\\t\\t\\t\\t\\tConvocatoria de Plaza de Investigador CINVESTAV Visitante.\\t\\t\\t\\t</h3>\\n\\t\\t\\t\\t<a href=\"https://www.fis.cinvestav.mx/es/images/eventos/ConvocatoriaPlazaRotativa.pdf\" target=\"_blank\" name=\"Convocatoria\" title=\"Convocatoria de Plaza\"><img src=\"images/eventos/images41.png\" width=\"170\" height=\"94\" alt=\"\"></a>\\t\\t</div>\\n\\t\\t\\t\\t<div class=\"moduletable\">\\n\\t\\t\\t\\t\\t\\t\\t<h3>\\n\\t\\t\\t\\t\\tGanadores de los Premios de Investigaci\\xf3n de la Academia Mexicana de Ciencias 2019.\\t\\t\\t\\t</h3>\\n\\t\\t\\t\\t<div align=\"justify\"><div align=\"center\"><a name=\"&quot;2\" href=\"https://amc.edu.mx/amc/index.php?option=com_content&view=article&id=630&catid=39&Itemid=80\" target=\"_blank\" title=\"&quot;2\"><div style=\"text-align: center\"><img src=\"images/eventos/pablo2.png\" border=\"0\" alt=\"Ganadores de los Premios de Investigaci\\xf3n 2019\" width=\"170\" /></div></a></div> <br /></div>\\t\\t</div>\\n\\t\\t\\t\\t<div class=\"moduletable\">\\n\\t\\t\\t\\t\\t\\t\\t<h3>\\n\\t\\t\\t\\t\\tQuantum Fest 2019\\t\\t\\t\\t</h3>\\n\\t\\t\\t\\t<div align=\"justify\">\\r\\n<div align=\"center\"><a name=\"QUANTUM FEST 2019\" href=\"http://eventos.fis.cinvestav.mx/quantumfest\" target=\"_blank\" title=\"QUANTUM FEST 2019.\">\\r\\n<div style=\"text-align: center\"><img src=\"images/eventos/cartel2019_2.jpg\" border=\"0\" alt=\"Quantum Fest.\" width=\"170\" /></div></a></div> </div>\\r\\n<div align=\"center\"> <a href=\"images/eventos/cartel2019.jpg\"><strong> Poster </strong></a>  <br /></div>\\r\\n<div align=\"center\"><span class=\"style2\">October 28-November 1, 2019</span></div> \\t\\t</div>\\n\\t\\t\\t\\t\\t\\t\\t\\t</div>\\r\\n\\t\\t\\t\\t\\t</td>\\r\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<td class=\"side\">\\r\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<div class=\"block dark\">\\r\\n\\t\\t\\t\\t\\t\\t\\t<div class=\"extra_pad\">\\r\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t<div class=\"moduletable\">\\n\\t\\t\\t\\t\\t\\t\\t<h3>\\n\\t\\t\\t\\t\\tGrupos de Investigaci\\xf3n\\t\\t\\t\\t</h3>\\n\\t\\t\\t\\t\\n<table width=\"100%\" border=\"0\" cellpadding=\"0\" cellspacing=\"0\">\\n<tr align=\"left\"><td><a href=\"https://www.fis.cinvestav.mx/~gae\" target=\"_blank\" class=\"mainlevel\" >Altas Energ\\xedas</a></td></tr>\\n<tr align=\"left\"><td><a href=\"https://www.fis.cinvestav.mx/~gfe\" target=\"_blank\" class=\"mainlevel\" >F\\xed\\xadsica Estad\\xed\\xadstica</a></td></tr>\\n<tr align=\"left\"><td><a href=\"https://www.fis.cinvestav.mx/es/content/view/24/52/\" class=\"mainlevel\" >Estado S\\xf3lido</a></td></tr>\\n<tr align=\"left\"><td><a href=\"https://www.fis.cinvestav.mx/~geogravi\" target=\"_blank\" class=\"mainlevel\" >Geometr\\xed\\xada y Gravitaci\\xf3n</a></td></tr>\\n<tr align=\"left\"><td><a href=\"https://www.fis.cinvestav.mx/~grupogr\" target=\"_blank\" class=\"mainlevel\" >Gravitaci\\xf3n y F\\xed\\xadsica Matem\\xe1tica</a></td></tr>\\n</table>\\t\\t</div>\\n\\t\\t\\t\\t<div class=\"moduletable\">\\n\\t\\t\\t\\n<table width=\"100%\" border=\"0\" cellpadding=\"0\" cellspacing=\"0\">\\n<tr align=\"left\"><td><a href=\"https://www.fis.cinvestav.mx/es/content/view/23/51/\" class=\"mainlevel-hlite\" >Proyectos</a></td></tr>\\n</table>\\t\\t</div>\\n\\t\\t\\t\\t<div class=\"moduletable\">\\n\\t\\t\\t\\t\\t\\t\\t<h3>\\n\\t\\t\\t\\t\\tPosiciones Acad\\xe9micas\\t\\t\\t\\t</h3>\\n\\t\\t\\t\\t\\n<table width=\"100%\" border=\"0\" cellpadding=\"0\" cellspacing=\"0\">\\n<tr align=\"left\"><td><a href=\"https://www.fis.cinvestav.mx/es/images/eventos/ConvocatoriaPlazaRotativa.pdf\" target=\"_blank\" class=\"mainlevel\" >Posiciones Acad\\xe9micas</a></td></tr>\\n</table>\\t\\t</div>\\n\\t\\t\\t\\t<div class=\"moduletable\">\\n\\t\\t\\t\\n<table width=\"100%\" border=\"0\" cellpadding=\"0\" cellspacing=\"0\">\\n<tr align=\"left\"><td><a href=\"https://www.fis.cinvestav.mx/es/content/view/12/24/\" class=\"mainlevel-hlite\" >Egresados</a></td></tr>\\n<tr align=\"left\"><td><a href=\"https://www.fis.cinvestav.mx/es/component/option,com_wrapper/Itemid,27/\" class=\"mainlevel-hlite\" >Reconocimientos</a></td></tr>\\n</table>\\t\\t</div>\\n\\t\\t\\t\\t<div class=\"moduletable\">\\n\\t\\t\\t\\n<table width=\"100%\" border=\"0\" cellpadding=\"0\" cellspacing=\"0\">\\n<tr align=\"left\"><td><a href=\"https://www.fis.cinvestav.mx/circodelafisica\" target=\"_blank\" class=\"mainlevel-hlite\" >El Circo de la F\\xedsica</a></td></tr>\\n<tr align=\"left\"><td><a href=\"https://www.fis.cinvestav.mx/es/content/view/34/68/\" target=\"_blank\" class=\"mainlevel-hlite\" >El Departamento de F\\xedsica en la Prensa</a></td></tr>\\n<tr align=\"left\"><td><a href=\"http://www.GradSchoolShopper.com/gradschool/sclisting.jsp?rec=343\" class=\"mainlevel-hlite\" >AIP Grad School Shopper</a></td></tr>\\n<tr align=\"left\"><td><a href=\"http://brightrecruits.com/job/7890/graduate-programs-m-sc-and-ph-d-in-physic\" class=\"mainlevel-hlite\" >IOP Publshing Graduate Programs</a></td></tr>\\n</table>\\t\\t</div>\\n\\t\\t\\t\\t<div class=\"moduletable\">\\n\\t\\t\\t\\n<table width=\"100%\" border=\"0\" cellpadding=\"0\" cellspacing=\"0\">\\n<tr align=\"left\"><td><a href=\"#\" onclick=\"javascript: window.open(\\'http://sb3.csb.cinvestav.mx/uhtbin/cgisirsi/gNPjc3IbpU/0/0/49\\', \\'\\', \\'toolbar=no,location=no,status=no,menubar=no,scrollbars=yes,resizable=yes,width=780,height=550\\'); return false\" class=\"mainlevel-hlite\" >Cat\\xe1logo Bibliogr\\xe1fico</a>\\n</td></tr>\\n<tr align=\"left\"><td><a href=\"http://biblioteca.cinvestav.mx/index.php/revistas\" target=\"_blank\" class=\"mainlevel-hlite\" >Cat\\xe1logo de Revistas</a></td></tr>\\n<tr align=\"left\"><td><a href=\"https://www.fis.cinvestav.mx/atlas\" target=\"_blank\" class=\"mainlevel-hlite\" >Atlas de la Ciencia en el Cinvestav</a></td></tr>\\n<tr align=\"left\"><td><a href=\"http://www.bfm.cinvestav.mx/\" class=\"mainlevel-hlite\" >Biblioteca de f\\xedsica y matem\\xe1ticas</a></td></tr>\\n</table>\\t\\t</div>\\n\\t\\t\\t\\t<div class=\"moduletable\">\\n\\t\\t\\t\\t\\t\\t\\t<h3>\\n\\t\\t\\t\\t\\tServicios\\t\\t\\t\\t</h3>\\n\\t\\t\\t\\t\\n<table width=\"100%\" border=\"0\" cellpadding=\"0\" cellspacing=\"0\">\\n<tr align=\"left\"><td><a href=\"http://tecnica.fis.cinvestav.mx/\" class=\"mainlevel\" >Coordinaci\\xf3n T\\xe9cnica</a></td></tr>\\n<tr align=\"left\"><td><a href=\"http://tecnica.fis.cinvestav.mx/ticket.php\" class=\"mainlevel\" >Solicitud de soporte t\\xe9cnico</a></td></tr>\\n</table>\\t\\t</div>\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t</div>\\r\\n\\t\\t\\t\\t\\t\\t</div>\\r\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t\\t</td>\\r\\n\\t\\t\\t\\t\\t\\t\\t\\t\\t</tr>\\r\\n\\t\\t\\t</table>\\r\\n\\t\\t\\t<div id=\"footer\">\\r\\n\\t\\t\\t\\t<a href=\"http://jigsaw.w3.org/css-validator/validator?profile=css2&amp;warning=2&amp;uri=https://www.fis.cinvestav.mx/es\"><img src=\"https://www.fis.cinvestav.mx/es/images/blank.png\" class=\"css_button\" alt=\"CSS Valid\" /></a>\\r\\n\\t\\t\\t\\t<a href=\"http://validator.w3.org/check?uri=https://www.fis.cinvestav.mx/es\"><img src=\"https://www.fis.cinvestav.mx/es/images/blank.png\" class=\"xhtml_button\" alt=\"XHTML Valid\" /></a> \\r\\n\\t\\t\\t\\t<a href=\"https://www.fis.cinvestav.mx/~erasmo\">Administrator</a>\\t\\t\\t</div>\\t\\t\\t\\t\\t\\t\\t\\r\\n\\t\\t</div>\\r\\n\\t</div>\\r\\n\\r\\n\\r\\n\\n<!-- <script src=\"https://framework-gb.cdn.gob.mx/gobmx.js\"></script> -->\\n<script src=\"https://framework-gb.cdn.gob.mx/gobmx.js\"></script>\\n</body>\\r\\n</html>\\r\\n<!-- 1589471180 -->'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "page.content"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parsing a page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bs4 import BeautifulSoup\n",
    "soup = BeautifulSoup(page.content, 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#soup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## In HTML format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#print(soup.prettify())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<a class=\"nounder\" href=\"https://www.fis.cinvestav.mx/es\"><img alt=\"\" border=\"0\" id=\"logo\" src=\"https://www.fis.cinvestav.mx/es/images/blank.png\"/></a>,\n",
       " <a class=\"latestnews\" href=\"https://www.fis.cinvestav.mx/es/content/view/39/\">\\n\\t\\t\\tCursos optativos</a>,\n",
       " <a class=\"latestnews\" href=\"https://www.fis.cinvestav.mx/es/content/view/38/79/\">\\n\\t\\t\\tOptativas</a>,\n",
       " <a class=\"latestnews\" href=\"https://www.fis.cinvestav.mx/es/content/view/37/75/\">\\n\\t\\t\\tCursos optativos</a>,\n",
       " <a class=\"latestnews\" href=\"https://www.fis.cinvestav.mx/es/content/view/36/74/\">\\n\\t\\t\\tIn Memoriam</a>,\n",
       " <a class=\"latestnews\" href=\"https://www.fis.cinvestav.mx/es/content/view/34/68/\">\\n\\t\\t\\tEl Departamento en la Prensa</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/component/option,com_frontpage/Itemid,1/\">Principal</a>,\n",
       " <a class=\"topdaddy\" href=\"https://www.fis.cinvestav.mx/es/content/view/1/9/\">Admisi\\xf3n</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/33/66/\">Examenes de Nivel</a>,\n",
       " <a class=\"topdaddy\" href=\"https://www.fis.cinvestav.mx/es/content/view/5/2/\">Posgrado</a>]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "anchor = soup.find_all(\"a\")\n",
    "anchor[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "u'\\n\\t\\t\\tCursos optativos'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "anchor[1].get_text()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## same with links"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "links = soup.find_all(\"li\")\n",
    "#links"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<a class=\"nounder\" href=\"https://www.fis.cinvestav.mx/es\"><img alt=\"\" border=\"0\" id=\"logo\" src=\"https://www.fis.cinvestav.mx/es/images/blank.png\"/></a>,\n",
       " <a class=\"latestnews\" href=\"https://www.fis.cinvestav.mx/es/content/view/39/\">\\n\\t\\t\\tCursos optativos</a>,\n",
       " <a class=\"latestnews\" href=\"https://www.fis.cinvestav.mx/es/content/view/38/79/\">\\n\\t\\t\\tOptativas</a>,\n",
       " <a class=\"latestnews\" href=\"https://www.fis.cinvestav.mx/es/content/view/37/75/\">\\n\\t\\t\\tCursos optativos</a>,\n",
       " <a class=\"latestnews\" href=\"https://www.fis.cinvestav.mx/es/content/view/36/74/\">\\n\\t\\t\\tIn Memoriam</a>,\n",
       " <a class=\"latestnews\" href=\"https://www.fis.cinvestav.mx/es/content/view/34/68/\">\\n\\t\\t\\tEl Departamento en la Prensa</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/component/option,com_frontpage/Itemid,1/\">Principal</a>,\n",
       " <a class=\"topdaddy\" href=\"https://www.fis.cinvestav.mx/es/content/view/1/9/\">Admisi\\xf3n</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/33/66/\">Examenes de Nivel</a>,\n",
       " <a class=\"topdaddy\" href=\"https://www.fis.cinvestav.mx/es/content/view/5/2/\">Posgrado</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/8/3/\">Cursos Proped\\xe9uticos</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/3/4/\">Maestr\\xed\\xada</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/2/5/\">Doctorado</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/4/6/\">Doctorado Directo</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/6/7/\">Prog Cursos Proped</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/7/8/\">Cont. Prog. de M y DD</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/32/64/\">Reglamentos Acad.</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/38/79/\">Optativas</a>,\n",
       " <a class=\"topdaddy\" href=\"https://www.fis.cinvestav.mx/es/content/view/10/18/\">Investigadores</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/36/74/\">In Memoriam</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/9/16/\">Directorio</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/14/41/\">Ubicaci\\xf3n</a>,\n",
       " <a class=\"topdaddy\" href=\"https://www.fis.cinvestav.mx/es/content/view/28/59/\">Correo</a>,\n",
       " <a href=\"https://inbox.fis.cinvestav.mx/roundcubemail/\">Roundcube</a>,\n",
       " <a href=\"https://inbox.fis.cinvestav.mx/webmail\">Webmail</a>,\n",
       " <a href=\"https://titlani.fis.cinvestav.mx/webmail\">Squirrelmail</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/component/option,com_dfcontact/Itemid,49/\">Contacto</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx\">Inicio</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/index2.php?option=com_content&amp;task=view&amp;id=10&amp;pop=1&amp;page=0&amp;Itemid=18\" onclick=\"window.open('https://www.fis.cinvestav.mx/es/index2.php?option=com_content&amp;task=view&amp;id=10&amp;pop=1&amp;page=0&amp;Itemid=18','win2','status=no,toolbar=no,scrollbars=yes,titlebar=no,menubar=no,resizable=yes,width=640,height=480,directories=no,location=no'); return false;\" target=\"_blank\" title=\"Print\">\\n<img align=\"middle\" alt=\"Print\" border=\"0\" name=\"Print\" src=\"https://www.fis.cinvestav.mx/es/templates/rt_sporticus_v2/images/printButton.png\"/></a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/index2.php?option=com_content&amp;task=emailform&amp;id=10&amp;itemid=18\" onclick=\"window.open('https://www.fis.cinvestav.mx/es/index2.php?option=com_content&amp;task=emailform&amp;id=10&amp;itemid=18','win2','status=no,toolbar=no,scrollbars=yes,titlebar=no,menubar=no,resizable=yes,width=400,height=250,directories=no,location=no'); return false;\" target=\"_blank\" title=\"E-mail\">\\n<img align=\"middle\" alt=\"E-mail\" border=\"0\" name=\"E-mail\" src=\"https://www.fis.cinvestav.mx/es/templates/rt_sporticus_v2/images/emailButton.png\"/></a>]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "names = [a for a in soup.find_all('a') if a.get('href')]\n",
    "names[:30]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## but only those with no class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "names = [a for a in soup.find_all('a') if a.get('href') and not a.get('class')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<a href=\"https://www.fis.cinvestav.mx/es/component/option,com_frontpage/Itemid,1/\">Principal</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/33/66/\">Examenes de Nivel</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/8/3/\">Cursos Proped\\xe9uticos</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/3/4/\">Maestr\\xed\\xada</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/2/5/\">Doctorado</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/4/6/\">Doctorado Directo</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/6/7/\">Prog Cursos Proped</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/7/8/\">Cont. Prog. de M y DD</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/32/64/\">Reglamentos Acad.</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/38/79/\">Optativas</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/36/74/\">In Memoriam</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/9/16/\">Directorio</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/content/view/14/41/\">Ubicaci\\xf3n</a>,\n",
       " <a href=\"https://inbox.fis.cinvestav.mx/roundcubemail/\">Roundcube</a>,\n",
       " <a href=\"https://inbox.fis.cinvestav.mx/webmail\">Webmail</a>,\n",
       " <a href=\"https://titlani.fis.cinvestav.mx/webmail\">Squirrelmail</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/component/option,com_dfcontact/Itemid,49/\">Contacto</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx\">Inicio</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/index2.php?option=com_content&amp;task=view&amp;id=10&amp;pop=1&amp;page=0&amp;Itemid=18\" onclick=\"window.open('https://www.fis.cinvestav.mx/es/index2.php?option=com_content&amp;task=view&amp;id=10&amp;pop=1&amp;page=0&amp;Itemid=18','win2','status=no,toolbar=no,scrollbars=yes,titlebar=no,menubar=no,resizable=yes,width=640,height=480,directories=no,location=no'); return false;\" target=\"_blank\" title=\"Print\">\\n<img align=\"middle\" alt=\"Print\" border=\"0\" name=\"Print\" src=\"https://www.fis.cinvestav.mx/es/templates/rt_sporticus_v2/images/printButton.png\"/></a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/index2.php?option=com_content&amp;task=emailform&amp;id=10&amp;itemid=18\" onclick=\"window.open('https://www.fis.cinvestav.mx/es/index2.php?option=com_content&amp;task=emailform&amp;id=10&amp;itemid=18','win2','status=no,toolbar=no,scrollbars=yes,titlebar=no,menubar=no,resizable=yes,width=400,height=250,directories=no,location=no'); return false;\" target=\"_blank\" title=\"E-mail\">\\n<img align=\"middle\" alt=\"E-mail\" border=\"0\" name=\"E-mail\" src=\"https://www.fis.cinvestav.mx/es/templates/rt_sporticus_v2/images/emailButton.png\"/></a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~ayon-beato\"> Ay\\xf3n Beato, Eloy</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~rbaquero\"> Baquero Parra, Rafael</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~dbermudez\"> Berm\\xfadez Rosales, David</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~nora\"> Bret\\xf3n B\\xe1ez, Nora Eva</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~capo\"> Capovilla, Riccardo</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~mdct\"> Carbajal Tinoco, Mauricio Demetrio</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~castilla\"> Castilla Valdez, Heriberto</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~jjcastro\"> Castro Hern\\xe1ndez, Jorge Javier</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~jcobos\"> Cobos Mart\\xednez, J. Javier</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~aconde\"> Conde Gallardo, Agust\\xedn</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~acontreras\"> Contreras Astorga, Alonso</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~orea.\"> Cruz Orea, Alfredo</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~eduard\"> De La Cruz Burelo, Eduard</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~jsantiago\"> De Santiago Sanabria, Josue</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~cfalcony\"> Falcony Guajardo, Ciro</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~david\"> Fern\\xe1ndez Cabrera, David Jos\\xe9</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~aagarcia\"> Garc\\xeda D\\xedaz, Alberto Alejandro</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~compean\"> Garc\\xeda Compe\\xe1n, H\\xe9ctor Hugo</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~mrocha\"> Garc\\xeda Rocha, Miguel</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~sgallardo\"> Gallardo Hern\\xe1ndez, Salvador</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~bato\"> Gonz\\xe1lez de la Cruz, Gerardo</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~pedro\"> Gonz\\xe1lez Mozuelos, Pedro</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~gurevich\"> Gurevich Genrihovich, Yuri</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~iheredia\"> Heredia de la Cruz, Iv\\xe1n</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~ihernand\"> Hern\\xe1ndez Calder\\xf3n, Isaac</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~marther\"> Hern\\xe1ndez Contreras, Mart\\xedn</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~gherrera\"> Herrera Corral, Gerardo</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~kiel\"> Kielanowski Chomicz, Piotr</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~glopez\"> L\\xf3pez Castro, Gabriel</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~lopezr\"> L\\xf3pez Fern\\xe1ndez, Ricardo</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~mlopez\"> L\\xf3pez L\\xf3pez, M\\xe1ximo</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~vsmanko\"> Manko Semionovich, Vladimir</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~tmatos\"> Matos Chassin, Tonatiuh</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~mlira\"> Mel\\xe9ndez Lira, Miguel \\xc3ngel</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~jmendez\"> M\\xe9ndez Alcaraz, Jos\\xe9 Miguel</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~jmendoza\"> Mendoza Alvarez, Julio G.</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~bogdan\"> Mielnik Manwelow, Bogdan</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~omr\"> Miranda Romagnoli, Omar G.</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~lmontano\"> Monta\\xf1o, Luis Manuel</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~merced\"> Montesinos Vel\\xe1squez, Merced</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~daniel\"> Olgu\\xedn Melo, Daniel</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~mperez\"> P\\xe9rez Ang\\xf3n, Miguel \\xc1ngel</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~aplorenz\"> P\\xe9rez Lorenzana, Abdel</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~proig\"> Roig Garc\\xe9s, Pablo</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~lrojas\"> Rojas Ochoa, Luis Fernando</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~orosas\"> Rosas Ortiz, Jos\\xe9 Oscar</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~asanchez\"> S\\xe1nchez Hern\\xe1ndez, Alberto</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~fsanchez\"> S\\xe1nchez Sinencio, Feliciano</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~jsantoyo\"> Santoyo Salazar, Jaime</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~stomas\"> Tom\\xe1s Vel\\xe1zquez, Sergio Armando</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~gabino\"> Torres Vega, Gabino</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~cvlopez\"> V\\xe1zquez L\\xf3pez, Carlos</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~ozelaya\"> Zelaya Angel, Orlando</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~zepeda\"> Zepeda Dom\\xednguez, Arnulfo</a>,\n",
       " <a href=\"javascript:history.go(-1)\">\\n\\t\\t\\t\\t\\t[ Back ]</a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/es/images/eventos/ConvocatoriaPlazaRotativa.pdf\" name=\"Convocatoria\" target=\"_blank\" title=\"Convocatoria de Plaza\"><img alt=\"\" height=\"94\" src=\"images/eventos/images41.png\" width=\"170\"/></a>,\n",
       " <a href=\"https://amc.edu.mx/amc/index.php?option=com_content&amp;view=article&amp;id=630&amp;catid=39&amp;Itemid=80\" name='\"2' target=\"_blank\" title='\"2'><div style=\"text-align: center\"><img alt=\"Ganadores de los Premios de Investigaci\\xf3n 2019\" border=\"0\" src=\"images/eventos/pablo2.png\" width=\"170\"/></div></a>,\n",
       " <a href=\"http://eventos.fis.cinvestav.mx/quantumfest\" name=\"QUANTUM FEST 2019\" target=\"_blank\" title=\"QUANTUM FEST 2019.\">\\n<div style=\"text-align: center\"><img alt=\"Quantum Fest.\" border=\"0\" src=\"images/eventos/cartel2019_2.jpg\" width=\"170\"/></div></a>,\n",
       " <a href=\"images/eventos/cartel2019.jpg\"><strong> Poster </strong></a>,\n",
       " <a href=\"http://jigsaw.w3.org/css-validator/validator?profile=css2&amp;warning=2&amp;uri=https://www.fis.cinvestav.mx/es\"><img alt=\"CSS Valid\" class=\"css_button\" src=\"https://www.fis.cinvestav.mx/es/images/blank.png\"/></a>,\n",
       " <a href=\"http://validator.w3.org/check?uri=https://www.fis.cinvestav.mx/es\"><img alt=\"XHTML Valid\" class=\"xhtml_button\" src=\"https://www.fis.cinvestav.mx/es/images/blank.png\"/></a>,\n",
       " <a href=\"https://www.fis.cinvestav.mx/~erasmo\">Administrator</a>]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soup.find_all('a', {'href':'http://www.fis.cinvestav.mx/~stomas'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PAgina web, no muy bien escrita!!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "table = soup.find_all('table', {'class':\"contentpaneopen\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "54"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(table[1].find_all('a'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Ayón Beato, Eloy\n",
      " Baquero Parra, Rafael\n",
      " Bermúdez Rosales, David\n",
      " Bretón Báez, Nora Eva\n",
      " Capovilla, Riccardo\n",
      " Carbajal Tinoco, Mauricio Demetrio\n",
      " Castilla Valdez, Heriberto\n",
      " Castro Hernández, Jorge Javier\n",
      " Cobos Martínez, J. Javier\n",
      " Conde Gallardo, Agustín\n",
      " Contreras Astorga, Alonso\n",
      " Cruz Orea, Alfredo\n",
      " De La Cruz Burelo, Eduard\n",
      " De Santiago Sanabria, Josue\n",
      " Falcony Guajardo, Ciro\n",
      " Fernández Cabrera, David José\n",
      " García Díaz, Alberto Alejandro\n",
      " García Compeán, Héctor Hugo\n",
      " García Rocha, Miguel\n",
      " Gallardo Hernández, Salvador\n",
      " González de la Cruz, Gerardo\n",
      " González Mozuelos, Pedro\n",
      " Gurevich Genrihovich, Yuri\n",
      " Heredia de la Cruz, Iván\n",
      " Hernández Calderón, Isaac\n",
      " Hernández Contreras, Martín\n",
      " Herrera Corral, Gerardo\n",
      " Kielanowski Chomicz, Piotr\n",
      " López Castro, Gabriel\n",
      " López Fernández, Ricardo\n",
      " López López, Máximo\n",
      " Manko Semionovich, Vladimir\n",
      " Matos Chassin, Tonatiuh\n",
      " Meléndez Lira, Miguel Ãngel\n",
      " Méndez Alcaraz, José Miguel\n",
      " Mendoza Alvarez, Julio G.\n",
      " Mielnik Manwelow, Bogdan\n",
      " Miranda Romagnoli, Omar G.\n",
      " Montaño, Luis Manuel\n",
      " Montesinos Velásquez, Merced\n",
      " Olguín Melo, Daniel\n",
      " Pérez Angón, Miguel Ángel\n",
      " Pérez Lorenzana, Abdel\n",
      " Roig Garcés, Pablo\n",
      " Rojas Ochoa, Luis Fernando\n",
      " Rosas Ortiz, José Oscar\n",
      " Sánchez Hernández, Alberto\n",
      " Sánchez Sinencio, Feliciano\n",
      " Santoyo Salazar, Jaime\n",
      " Tomás Velázquez, Sergio Armando\n",
      " Torres Vega, Gabino\n",
      " Vázquez López, Carlos\n",
      " Zelaya Angel, Orlando\n",
      " Zepeda Domínguez, Arnulfo\n"
     ]
    }
   ],
   "source": [
    "for i in table[1].find_all('a'):\n",
    "    print i.contents[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ni modo, ahora a mano"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<table class=\"contentpaneopen\">\\n<tr>\\n<td colspan=\"2\" valign=\"top\">\\n<a href=\"https://www.fis.cinvestav.mx/~ayon-beato\"> Ay\\xf3n Beato, Eloy</a><br/>\\r\\nDr., Cinvestav (2000). Gravitaci\\xf3n y Geometr\\xeda (T): f\\xedsica de agujeros negros, gravedad en diversas dimensiones.<br/>\\r\\nayon-beato at fis.cinvestav.mx<br/>\\r\\nExt. 6162<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~rbaquero\"> Baquero Parra, Rafael</a><br/>\\r\\nDr., Cinvestav (1976). Materia condensada (T): superconductividad, f\\xedsica de superficies.<br/>\\r\\nrbaquero at fis.cinvestav.mx<br/>\\r\\nExt. 6179<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~dbermudez\"> Berm\\xfadez Rosales, David</a><br/>\\r\\nDr. Cinvestav (2013). Fisicamatem\\xe1tica (T): Din\\xe1mica de pulsos ultra cortos, an\\xe1logos de la radiaci\\xf3n de Hawking con \\xf3ptica cu\\xe1ntica, mec\\xe1nica cu\\xe1ntica supersim\\xe9trica y soluciones anal\\xedticas de las ecuaciones de Painlev\\xe9.  <br/>\\r\\ndbermudez at fis.cinvestav.mx<br/>\\r\\nExt. 6142<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~nora\"> Bret\\xf3n B\\xe1ez, Nora Eva</a><br/>\\r\\nDra., Cinvestav (1986). Relatividad y gravitaci\\xf3n (T): soluciones exactas de las ecuaciones de Einstein.<br/>\\r\\nnora at fis.cinvestav.mx<br/>\\r\\nExt. 6133<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~capo\"> Capovilla, Riccardo</a><br/>\\r\\nDr., Univ. de Maryland, EUA (1991). Relatividad y gravitaci\\xf3n (T): teor\\xedas de campos, objetos extendidos, defectos topol\\xf3gicos y membranas.<br/>\\r\\ncapo at fis.cinvestav.mx<br/>\\r\\nExt. 6182<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~mdct\"> Carbajal Tinoco, Mauricio Demetrio</a><br/>\\r\\nDr., UASLP (1997). F\\xedsica estad\\xedstica(T/E): fluidos complejos.<br/>\\r\\nmdct at fis.cinvestav.mx<br/>\\r\\nExt. 6173<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~castilla\"> Castilla Valdez, Heriberto</a><br/>\\r\\nDr., Cinvestav (1991). Part\\xedculas y campos (E): colisiones prot\\xf3n-prot\\xf3n a 2 TeV con el detector D0 (Fermilab).<br/>\\r\\ncastilla at fis.cinvestav.mx<br/>\\r\\nExt. 6112<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~jjcastro\"> Castro Hern\\xe1ndez, Jorge Javier</a><br/>\\r\\nDr., Univ. de Oxford, Inglaterra (1972). Materia condensada (T): superconductividad de alta TC. Teor\\xeda de muchos cuerpos. Din\\xe1mica de redes.<br/>\\r\\njjcastro at fis.cinvestav.mx<br/>\\r\\nExt. 3798<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~jcobos\"> Cobos Mart\\xednez, J. Javier</a><br/>\\r\\nDr., IPPP, Univ. de Durham, Inglaterra (2011). Part\\xedculas y Campos (T):\\r\\nCromodin\\xe1mica cu\\xe1ntica no perturbativa, F\\xedsica hadr\\xf3nica, Ecuaciones de\\r\\nSchwinger-Dyson.<br/>\\r\\njcobos at fis.cinvestav.mx<br/>\\r\\nExt. 6116<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~aconde\"> Conde Gallardo, Agust\\xedn</a><br/>\\r\\nDr., Cinvestav (1995). Materia condensada (E): superconductores del alta TC y fotoluminiscencia.<br/>\\r\\naconde at fis.cinvestav.mx<br/>\\r\\nExt. 6145<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~acontreras\"> Contreras Astorga, Alonso</a><br/>\\r\\nDr. Cinvestav (2013). F&amp;iacuteesica matem\\xe1tica (T): Mec\\xe1nica cu\\xe1ntica, soluciones exactas a las ecuaciones de\\r\\nSchr\\xf6dinger y Dirac, mec\\xe1nica cu\\xe1ntica supersim\\xe9trica, estados coherentes.<br/>\\r\\nacontreras at fis.cinvestav.mx<br/>\\r\\nExt. <br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~orea.\"> Cruz Orea, Alfredo</a><br/>\\r\\nDr., Univ. Estatal de Campinas, Brasil (1994). Materia condensada (E): t\\xe9cnicas fotot\\xe9rmicas aplicadas a semiconductores y material biol\\xf3gico.<br/>\\r\\norea at fis.cinvestav.mx.<br/>\\r\\nExt. 6148<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~eduard\"> De La Cruz Burelo, Eduard</a><br/>\\r\\nDr., Cinvestav (2005). part\\xedculas y campos (E): F\\xedsica de hadrones B en D0 (Fermilab), y proton-proton en CMS (CERN).<br/>\\r\\neduard at fis.cinvestav.mx<br/>\\r\\nExt. 6156<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~jsantiago\"> De Santiago Sanabria, Josue</a><br/>\\r\\nDr., UNAM (2014). Cosmolog\\xeda y gravitaci\\xf3n (T): modelos  de materia oscura, energ\\xeda oscura e inflaci\\xf3n, comparaci\\xf3n con observaciones, agujeros negros primordiales.<br/>\\r\\njsantiago at fis.cinvestav.mx<br/>\\r\\nExt. 3841<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~cfalcony\"> Falcony Guajardo, Ciro</a><br/>\\r\\nDr., Univ. de Lehigh, EUA (1980). Materia condensada (E): dispositivos tipo MOS. Pel\\xedculas delgadas semiconductoras y diel\\xe9ctricas. Superconductores de alta TC y fotoluminiscencia.<br/>\\r\\ncfalcony at fis.cinvestav.mx<br/>\\r\\nExt. 3703<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~david\"> Fern\\xe1ndez Cabrera, David Jos\\xe9</a><br/>\\r\\nDr., Cinvestav (1988). Fisicamatem\\xe1tica (T): din\\xe1mica de Schr\\xf6dinger.<br/>\\r\\ndavid at fis.cinvestav.mx<br/>\\r\\nExt. 6137<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~aagarcia\"> Garc\\xeda D\\xedaz, Alberto Alejandro</a><br/>\\r\\nDr., Universidad Lomonosov, Rusia (1990). Relatividad y Gravitaci\\xf3n (T): Soluciones exactas en Relatividad General.<br/>\\r\\naagarcia at fis.cinvestav.mx<br/>\\r\\nExt. 6121<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~compean\"> Garc\\xeda Compe\\xe1n, H\\xe9ctor Hugo</a><br/>\\r\\nF\\xedsica-matem\\xe1tica (T): teor\\xeda de cuerdas, cuantizaci\\xf3n por deformaci\\xf3n.<br/>\\r\\ncompean at fis.cinvestav.mx<br/>\\r\\nExt. 6131<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~mrocha\"> Garc\\xeda Rocha, Miguel</a><br/>\\r\\nDr., Cinvestav (1995). Materia condensada (E): propiedades \\xf3pticas de semiconductores. F\\xedsica de superficies e interfases.<br/>\\r\\nmrocha at fis.cinvestav.mx<br/>\\r\\nExt. 6160<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~sgallardo\"> Gallardo Hern\\xe1ndez, Salvador</a><br/>\\r\\nDr., Cinvestav (2009). Materia condensada (E): Interacci\\xf3n Prote\\xedna-Superficie. Interacci\\xf3n Ion-Solido.<br/>\\r\\nsgallardo at fis.cinvestav.mx<br/>\\r\\nsalvador.gallardo at cinvestav.mx <br/>\\r\\nExt. 6129<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~bato\"> Gonz\\xe1lez de la Cruz, Gerardo</a><br/>\\r\\nDr., Univ. Estatal de Campinas, Brasil (1980). Materia condensada (T): propiedades electr\\xf3nicas en sistemas de dos dimensiones y din\\xe1mica de red es.<br/>\\r\\nbato at fis.cinvestav.mx<br/>\\r\\nExt. 3881<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~pedro\"> Gonz\\xe1lez Mozuelos, Pedro</a><br/>\\r\\nDr., Cinvestav (1992). F\\xedsica estad\\xedstica (T): propiedades estructurales de suspensiones coloidales inhomog\\xe9neas, propiedades termodin\\xe1micas y el\\xe9ctricas de pol\\xedmeros cargados (polianfolitos y polielectrolitos).<br/>\\r\\npedro at fis.cinvestav.mx<br/>\\r\\nExt. 6120<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~gurevich\"> Gurevich Genrihovich, Yuri</a><br/>\\r\\nDr., Academia de Ciencias-Leningrado, Rusia (1968). Materia condensada (T): pel\\xedculas delgadas semiconductoras, propiedades fotoelectr\\xf3nicas de materiales, fen\\xf3menos de transporte no lineal en semiconductores fuera de equilibrio.<br/>\\r\\ngurevich at fis.cinvestav.mx<br/>\\r\\nExt. 3826<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~iheredia\"> Heredia de la Cruz, Iv\\xe1n</a><br/>\\r\\nDr., Cinvestav (2012). Part\\xedculas y campos (E): F\\xedsica de hadrones con sabor pesado en CMS (CERN), Belle II (KEK), y D0 (Fermilab).<br/>\\r\\niheredia at fis.cinvestav.mx<br/>\\r\\nExt. 6103<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~ihernand\"> Hern\\xe1ndez Calder\\xf3n, Isaac</a><br/>\\r\\nDr., Univ. Estatal de Campinas, Brasil (1981). Materia condensada (E): propiedades \\xf3pticas, el\\xe9ctricas y estructurales de semiconductores. Crecimiento de pel\\xedculas epitaxiales. F\\xedsica de superficies e interfaces.<br/>\\r\\nihernand at fis.cinvestav.mx<br/>\\r\\nExt. 6166, 6187 Lab. 6168<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~marther\"> Hern\\xe1ndez Contreras, Mart\\xedn</a><br/>\\r\\nDr., UASLP (1995). F\\xedsica Estad\\xedstica (T): Materiales Activos: su reolog\\xeda, estructura y din\\xe1mica. El problema de la Serie de Hofmeister de sales y electr\\xf3litos en l\\xedquidos. Din\\xe1mica superficial en interfaz liquido-vapor de cristales l\\xedquidos. Ferrofuidos. Realizamos comparaci\\xf3n de teoria con simulaciones computacionales o experimentales.<br/>\\r\\nmarther at fis.cinvestav.mx<br/>\\r\\nExt. 6033<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~gherrera\"> Herrera Corral, Gerardo</a><br/>\\r\\nDr., Univ. de Dortmund, Alemania (1991). Part\\xedculas y campos (E): hadroproducci\\xf3n de c y b en el experimento E-791 de blanco fijo (Fermilab), de tector ALICE de iones pesados (CERN).<br/>\\r\\ngherrera at fis.cinvestav.mx<br/>\\r\\nExt. 6174<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~kiel\"> Kielanowski Chomicz, Piotr</a><br/>\\r\\nDr., Univ. de Varsovia, Polonia (1971). Part\\xedculas y campos (T): interacciones d\\xe9biles. Modelo de quarks. Fen\\xf3menos de polarizaci\\xf3n.<br/>\\r\\nkiel at fis.cinvestav.mx<br/>\\r\\nExt. 6177<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~glopez\"> L\\xf3pez Castro, Gabriel</a><br/>\\r\\nDr., Univ. de Lovaina, B\\xe9lgica (1988). Part\\xedculas y campos (T): fenomenolog\\xeda de interacciones electrod\\xe9biles.<br/>\\r\\nglopez at fis.cinvestav.mx<br/>\\r\\nExt. 6141<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~lopezr\"> L\\xf3pez Fern\\xe1ndez, Ricardo</a><br/>\\r\\nDr., Universit\\xe9 Joseph Fourier, Grenoble I, 2001. Producci\\xf3n de quarks pesados en CMS del LHC. F\\xedsica de aceleradores.<br/>\\r\\nlopezr at fis.cinvestav.mx<br/>\\r\\nExt. 6146<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~mlopez\"> L\\xf3pez L\\xf3pez, M\\xe1ximo</a><br/>\\r\\nDr., Univ. Toyohashi, Jap\\xf3n (1992). Materia condensada (E): propiedades \\xf3pticas de semiconductores. Crecimiento epitaxial de pel\\xedculas semi conductoras.<br/>\\r\\nmlopez at fis.cinvestav.mx<br/>\\r\\nExt. 6109<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~vsmanko\"> Manko Semionovich, Vladimir</a><br/>\\r\\nDr., Univ. de la Amistad de los Pueblos, Rusia (1986). Fisicamatem\\xe1tica y relatividad (T): soluciones exactas de las ecuaciones de Einstein-Maxwell, relatividad restringida y general.<br/>\\r\\nvsmanko at fis.cinvestav.mx<br/>\\r\\nExt. 6132<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~tmatos\"> Matos Chassin, Tonatiuh</a><br/>\\r\\nDr., Univ. F. Schiller-Jena, Alemania (1987). Fisicamatem\\xe1tica y gravitaci\\xf3n (T): galaxias, materia obscura, estrellas compactas, campos escalares.<br/>\\r\\ntmatos at fis.cinvestav.mx<br/>\\r\\nExt. 6134<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~mlira\"> Mel\\xe9ndez Lira, Miguel \\xc3ngel</a><br/>\\r\\nDr., Cinvestav (1993). Materia condensada y estado s\\xf3lido (E): propiedades \\xf3pticas. Pel\\xedculas delgadas. Espectroscop\\xeda Raman. Fotoluminiscencia y reflectancias moduladas.<br/>\\r\\nmlira at fis.cinvestav.mx<br/>\\r\\nExt. 6107<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~jmendez\"> M\\xe9ndez Alcaraz, Jos\\xe9 Miguel</a><br/>\\r\\nDr., Univ. de Constanza, Alemania (1993). F\\xedsica estad\\xedstica (T): fluidos complejos. Propiedades termodin\\xe1nicas, estructurales y din\\xe1m icas de suspensiones coloidales y soluciones polim\\xe9ricas.<br/>\\r\\njmendez at fis.cinvestav.mx<br/>\\r\\nExt. 6106<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~jmendoza\"> Mendoza Alvarez, Julio G.</a><br/>\\r\\nDr., Univ. Estatal de Campinas, Brasil (1979). Materia condensada (E): propiedades \\xf3pticas de semiconductores. Dispositivos optoelectr\\xf3nicos. Crecimiento de semiconductores por epitaxia en fase l\\xedquida.<br/>\\r\\njmendoza at fis.cinvestav.mx<br/>\\r\\nExt. 6178<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~bogdan\"> Mielnik Manwelow, Bogdan</a><br/>\\r\\nDr., Cinvestav (1964). Fisicamatem\\xe1tica (T): movilidad de sistemas din\\xe1micos no lineales, manipulaci\\xf3n de estados cu\\xe1nticos por medio de campos externos dependientes del tiempo, fundamentos de la mec\\xe1nica cu\\xe1ntica.<br/>\\r\\nbogdan at fis.cinvestav.mx<br/>\\r\\nExt. 6178<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~omr\"> Miranda Romagnoli, Omar G.</a><br/>\\r\\nDr. Cinvestav (1997). Part\\xedculas y campos (T): fenomenolog\\xeda de interacciones electrod\\xe9biles.<br/>\\r\\nomr at fis.cinvestav.mx<br/>\\r\\nExt. 6127<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~lmontano\"> Monta\\xf1o, Luis Manuel</a><br/>\\r\\nDr. Cinvestav (1998). F\\xedsica m\\xe9dica y f\\xedsica de altas energ\\xedas (E): aplicaci\\xf3n de detectores semiconductores a radioterapia y col isiones de iones pesados.<br/>\\r\\nlmontano at fis.cinvestav.mx<br/>\\r\\nExt. 6126<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~merced\"> Montesinos Vel\\xe1squez, Merced</a><br/>\\r\\nDr., Cinvestav (1997). Geometr\\xeda y Gravitaci\\xf3n (T): relatividad general y gravitaci\\xf3n, gravedad cu\\xe1ntica, f\\xedsica matem\\xe1tica, cuantizaci\\xf3n can\\xf3nica.<br/>\\r\\nmerced at fis.cinvestav.mx<br/>\\r\\nExt. 6180<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~daniel\"> Olgu\\xedn Melo, Daniel</a><br/>\\r\\nDr., Cinvestav (1996). Materia condensada (T): superconductividad, f\\xedsica de superficies.<br/>\\r\\ndaniel at fis.cinvestav.mx<br/>\\r\\nExt. 6121<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~mperez\"> P\\xe9rez Ang\\xf3n, Miguel \\xc1ngel</a><br/>\\r\\nDr., Cinvestav (1972). Part\\xedculas y campos (T): fenomenolog\\xeda de modelos de norma, teor\\xedas efectivas.<br/>\\r\\nmperez at fis.cinvestav.mx<br/>\\r\\nExt. 6113<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~aplorenz\"> P\\xe9rez Lorenzana, Abdel</a><br/>\\r\\nDr. Cinvestav (1998). Part\\xedculas y campos (T): modelos para f\\xedsica m\\xe1s all\\xe1s del Modelo Est\\xe1ndar , f\\xedsica de neutrinos, modelos con dimensiones extras, cosmolog\\xeda.<br/>\\r\\naplorenz at fis.cinvestav.mx<br/>\\r\\nExt. 3834<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~proig\"> Roig Garc\\xe9s, Pablo</a><br/>\\r\\nDr., Univ. de Valencia, Espa\\xf1a (2010). Part\\xedculas y campos (T): fenomenolog\\xeda del Modelo Est\\xe1ndar y sus extensiones.<br/>\\r\\nproig at fis.cinvestav.mx<br/>\\r\\nExt. 6151<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~lrojas\"> Rojas Ochoa, Luis Fernando</a><br/>\\r\\nDr., University of Fribourg, Switzerland (2004). F\\xedsica Estad\\xedstica (E): Materia Condensada Blanda (coloides, pol\\xedmeros, etc.)<br/>\\r\\nlrojas at fis.cinvestav.mx<br/>\\r\\nExt. 6199<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~orosas\"> Rosas Ortiz, Jos\\xe9 Oscar</a><br/>\\r\\nDr., Cinvestav (1997). Fisicamatem\\xe1tica (T): formalismo de la mec\\xe1nica cu\\xe1ntica,estados coherentes y comprimidos, solitones, computaci\\xf3n cu\\xe1ntica.<br/>\\r\\norosas at fis.cinvestav.mx<br/>\\r\\nExt. 6147<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~asanchez\"> S\\xe1nchez Hern\\xe1ndez, Alberto</a><br/>\\r\\nDr., Cinvestav (1997). Part\\xedculas y campos (E): F\\xedsica de hadrones b en los Experimentos DZero (FNAL) y CMS (CERN). Desarrollo de aplicaciones GRID y Generadores Monte Carlo para F\\xedsica de Altas Energ\\xedas.<br/>\\r\\nasanchez at fis.cinvestav.mx<br/>\\r\\nExt. 6115<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~fsanchez\"> S\\xe1nchez Sinencio, Feliciano</a><br/>\\r\\nDr. Univ. de Sao Paulo, Brasil (1970). Materia condensada (E): propiedades fotoelectr\\xf3nicas de materiales, biomateriales.<br/>\\r\\nfsanchez at fis.cinvestav.mx<br/>\\r\\nExt. 6170<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~jsantoyo\"> Santoyo Salazar, Jaime</a><br/>\\r\\nDr., IIM-UNAM (2006). Materia condensada (E): Nanopart\\xedculas Magn\\xe9ticas para diagn\\xf3stico y tratamiento contra el c\\xe1ncer. Microscopia Electr\\xf3nica y de Fuerza At\\xf3mica.<br/>\\r\\njsantoyo at fis.cinvestav.mx<br/>\\r\\nExt. 6756<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~stomas\"> Tom\\xe1s Vel\\xe1zquez, Sergio Armando</a><br/>\\r\\nDr., Cinvestav (1996). Materia condensada (E): espectroscop\\xeda fotot\\xe9rmica, aplicaci\\xf3n a materiales biol\\xf3gicos.<br/>\\r\\nstomas at fis.cinvestav.mx<br/>\\r\\nExt. 6124<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~gabino\"> Torres Vega, Gabino</a><br/>\\r\\nDr., Cinvestav (1987). Fisicamatem\\xe1tica (T): representaciones de espacio fase de la mec\\xe1nica cu\\xe1ntica. An\\xe1logos cl\\xe1sicos de los sistemas cu\\xe1nticos.<br/>\\r\\ngabino at fis.cinvestav.mx<br/>\\r\\nExt. 6172<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~cvlopez\"> V\\xe1zquez L\\xf3pez, Carlos</a><br/>\\r\\nDr., Cinvestav (1979). Materia condensada (E): microscop\\xeda de tunelamiento y de fuerza at\\xf3mica.<br/>\\r\\ncvlopez at fis.cinvestav.mx<br/>\\r\\nExt. 6108<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~ozelaya\"> Zelaya Angel, Orlando</a><br/>\\r\\nDr., Cinvestav (1985). Materia condensada (E): crecimiento y caracterizaci\\xf3n de pel\\xedculas delgadas; propiedades \\xf3pticas y t\\xe9rmicas de materiales.<br/>\\r\\nozelaya at fis.cinvestav.mx<br/>\\r\\nExt. 6159<br/><br/>\\n<a href=\"https://www.fis.cinvestav.mx/~zepeda\"> Zepeda Dom\\xednguez, Arnulfo</a><br/>\\r\\nDr., Cinvestav (1970). Part\\xedculas y campos (T/E): fenomenolog\\xeda de teor\\xedas de gran unificaci\\xf3n, f\\xedsica de astropart\\xedculas y rayos c\\xf3smicos, proyectos Pierre Auger y HAWC.<br/>\\r\\nzepeda at fis.cinvestav.mx<br/>\\r\\nExt. 6163<br/><br/>\\n</td>\\n</tr>\\n</table>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table[1]\n",
    "#print(table[1].text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "persons = table[1].text.split('Ext')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      " Ayón Beato, Eloy\r\n",
      "Dr., Cinvestav (2000). Gravitación y Geometría (T): física de agujeros negros, gravedad en diversas dimensiones.\r\n",
      "ayon-beato at fis.cinvestav.mx\r\n",
      "\n",
      ". 6162\n",
      " Baquero Parra, Rafael\r\n",
      "Dr., Cinvestav (1976). Materia condensada (T): superconductividad, física de superficies.\r\n",
      "rbaquero at fis.cinvestav.mx\r\n",
      "\n",
      ". 6179\n",
      " Bermúdez Rosales, David\r\n",
      "Dr. Cinvestav (2013). Fisicamatemática (T): Dinámica de pulsos ultra cortos, análogos de la radiación de Hawking con óptica cuántica, mecánica cuántica supersimétrica y soluciones analíticas de las ecuaciones de Painlevé.  \r\n",
      "dbermudez at fis.cinvestav.mx\r\n",
      "\n",
      ". 6142\n",
      " Bretón Báez, Nora Eva\r\n",
      "Dra., Cinvestav (1986). Relatividad y gravitación (T): soluciones exactas de las ecuaciones de Einstein.\r\n",
      "nora at fis.cinvestav.mx\r\n",
      "\n",
      ". 6133\n",
      " Capovilla, Riccardo\r\n",
      "Dr., Univ. de Maryland, EUA (1991). Relatividad y gravitación (T): teorías de campos, objetos extendidos, defectos topológicos y membranas.\r\n",
      "capo at fis.cinvestav.mx\r\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for person in persons[:5]:\n",
    "    print person"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "def all_data(person):\n",
    "    person_data = person.strip('\\t\\r\\n').split('\\n')\n",
    "    _, full_name, info, correo = person_data\n",
    "    surname, name           = full_name.split(',')\n",
    "    lugar, tema             = info.split(':')\n",
    "    otro, campo             = lugar[:-3].split(')')\n",
    "    campo                   = campo.replace(\".\", \" \")\n",
    "    tmp                     = otro.split()\n",
    "    anio                    =  tmp.pop(-1).replace(\"(\", \" \")\n",
    "    tmp.pop(0)\n",
    "    lugar_dr                = ' '.join(tmp) \n",
    "    #campo, tema             = area.split(':')\n",
    "    return [name, surname, lugar_dr, anio, campo, tema, correo]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[u' Riccardo\\r',\n",
       " u' Capovilla',\n",
       " u'Univ. de Maryland, EUA',\n",
       " u' 1991',\n",
       " u'  Relatividad y gravitaci\\xf3n ',\n",
       " u' teor\\xedas de campos, objetos extendidos, defectos topol\\xf3gicos y membranas.\\r',\n",
       " u'capo at fis.cinvestav.mx']"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# for zero, doesn't work\n",
    "a = all_data(persons[4])\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Careful with commas and stops\n",
    "i=0\n",
    "df_persons = []\n",
    "for person in persons[1:]:\n",
    "    i+=1\n",
    "    try:\n",
    "        df_persons.append(all_data(person))\n",
    "    except:\n",
    "        continue\n",
    "    #print(i)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>surname</th>\n",
       "      <th>lugar_dr</th>\n",
       "      <th>anio</th>\n",
       "      <th>campo</th>\n",
       "      <th>tema</th>\n",
       "      <th>correo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Rafael\\r</td>\n",
       "      <td>Baquero Parra</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1976</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>superconductividad, física de superficies.\\r</td>\n",
       "      <td>rbaquero at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>David\\r</td>\n",
       "      <td>Bermúdez Rosales</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>2013</td>\n",
       "      <td>Fisicamatemática</td>\n",
       "      <td>Dinámica de pulsos ultra cortos, análogos de ...</td>\n",
       "      <td>dbermudez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Nora Eva\\r</td>\n",
       "      <td>Bretón Báez</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1986</td>\n",
       "      <td>Relatividad y gravitación</td>\n",
       "      <td>soluciones exactas de las ecuaciones de Einst...</td>\n",
       "      <td>nora at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Riccardo\\r</td>\n",
       "      <td>Capovilla</td>\n",
       "      <td>Univ. de Maryland, EUA</td>\n",
       "      <td>1991</td>\n",
       "      <td>Relatividad y gravitación</td>\n",
       "      <td>teorías de campos, objetos extendidos, defect...</td>\n",
       "      <td>capo at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mauricio Demetrio\\r</td>\n",
       "      <td>Carbajal Tinoco</td>\n",
       "      <td>UASLP</td>\n",
       "      <td>1997</td>\n",
       "      <td>Física estadística(T</td>\n",
       "      <td>fluidos complejos.\\r</td>\n",
       "      <td>mdct at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Heriberto\\r</td>\n",
       "      <td>Castilla Valdez</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1991</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>colisiones protón-protón a 2 TeV con el detec...</td>\n",
       "      <td>castilla at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Jorge Javier\\r</td>\n",
       "      <td>Castro Hernández</td>\n",
       "      <td>Univ. de Oxford, Inglaterra</td>\n",
       "      <td>1972</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>superconductividad de alta TC. Teoría de much...</td>\n",
       "      <td>jjcastro at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Agustín\\r</td>\n",
       "      <td>Conde Gallardo</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1995</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>superconductores del alta TC y fotoluminiscen...</td>\n",
       "      <td>aconde at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Alfredo\\r</td>\n",
       "      <td>Cruz Orea</td>\n",
       "      <td>Univ. Estatal de Campinas, Brasil</td>\n",
       "      <td>1994</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>técnicas fototérmicas aplicadas a semiconduct...</td>\n",
       "      <td>orea at fis.cinvestav.mx.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Eduard\\r</td>\n",
       "      <td>De La Cruz Burelo</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>2005</td>\n",
       "      <td>partículas y campos</td>\n",
       "      <td>Física de hadrones B en D0 (Fermilab), y prot...</td>\n",
       "      <td>eduard at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Josue\\r</td>\n",
       "      <td>De Santiago Sanabria</td>\n",
       "      <td>UNAM</td>\n",
       "      <td>2014</td>\n",
       "      <td>Cosmología y gravitación</td>\n",
       "      <td>modelos  de materia oscura, energía oscura e ...</td>\n",
       "      <td>jsantiago at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ciro\\r</td>\n",
       "      <td>Falcony Guajardo</td>\n",
       "      <td>Univ. de Lehigh, EUA</td>\n",
       "      <td>1980</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>dispositivos tipo MOS. Películas delgadas sem...</td>\n",
       "      <td>cfalcony at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>David José\\r</td>\n",
       "      <td>Fernández Cabrera</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1988</td>\n",
       "      <td>Fisicamatemática</td>\n",
       "      <td>dinámica de Schrödinger.\\r</td>\n",
       "      <td>david at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Alberto Alejandro\\r</td>\n",
       "      <td>García Díaz</td>\n",
       "      <td>Universidad Lomonosov, Rusia</td>\n",
       "      <td>1990</td>\n",
       "      <td>Relatividad y Gravitación</td>\n",
       "      <td>Soluciones exactas en Relatividad General.\\r</td>\n",
       "      <td>aagarcia at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Miguel\\r</td>\n",
       "      <td>García Rocha</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1995</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>propiedades ópticas de semiconductores. Físic...</td>\n",
       "      <td>mrocha at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Gerardo\\r</td>\n",
       "      <td>González de la Cruz</td>\n",
       "      <td>Univ. Estatal de Campinas, Brasil</td>\n",
       "      <td>1980</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>propiedades electrónicas en sistemas de dos d...</td>\n",
       "      <td>bato at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Pedro\\r</td>\n",
       "      <td>González Mozuelos</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1992</td>\n",
       "      <td>Física estadística</td>\n",
       "      <td>propiedades estructurales de suspensiones col...</td>\n",
       "      <td>pedro at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Yuri\\r</td>\n",
       "      <td>Gurevich Genrihovich</td>\n",
       "      <td>Academia de Ciencias-Leningrado, Rusia</td>\n",
       "      <td>1968</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>películas delgadas semiconductoras, propiedad...</td>\n",
       "      <td>gurevich at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Iván\\r</td>\n",
       "      <td>Heredia de la Cruz</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>2012</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>Física de hadrones con sabor pesado en CMS (C...</td>\n",
       "      <td>iheredia at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Isaac\\r</td>\n",
       "      <td>Hernández Calderón</td>\n",
       "      <td>Univ. Estatal de Campinas, Brasil</td>\n",
       "      <td>1981</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>propiedades ópticas, eléctricas y estructural...</td>\n",
       "      <td>ihernand at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Gerardo\\r</td>\n",
       "      <td>Herrera Corral</td>\n",
       "      <td>Univ. de Dortmund, Alemania</td>\n",
       "      <td>1991</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>hadroproducción de c y b en el experimento E-...</td>\n",
       "      <td>gherrera at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Piotr\\r</td>\n",
       "      <td>Kielanowski Chomicz</td>\n",
       "      <td>Univ. de Varsovia, Polonia</td>\n",
       "      <td>1971</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>interacciones débiles. Modelo de quarks. Fenó...</td>\n",
       "      <td>kiel at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Gabriel\\r</td>\n",
       "      <td>López Castro</td>\n",
       "      <td>Univ. de Lovaina, Bélgica</td>\n",
       "      <td>1988</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>fenomenología de interacciones electrodébiles.\\r</td>\n",
       "      <td>glopez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Máximo\\r</td>\n",
       "      <td>López López</td>\n",
       "      <td>Univ. Toyohashi, Japón</td>\n",
       "      <td>1992</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>propiedades ópticas de semiconductores. Creci...</td>\n",
       "      <td>mlopez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Vladimir\\r</td>\n",
       "      <td>Manko Semionovich</td>\n",
       "      <td>Univ. de la Amistad de los Pueblos, Rusia</td>\n",
       "      <td>1986</td>\n",
       "      <td>Fisicamatemática y relatividad</td>\n",
       "      <td>soluciones exactas de las ecuaciones de Einst...</td>\n",
       "      <td>vsmanko at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Tonatiuh\\r</td>\n",
       "      <td>Matos Chassin</td>\n",
       "      <td>Univ. F. Schiller-Jena, Alemania</td>\n",
       "      <td>1987</td>\n",
       "      <td>Fisicamatemática y gravitación</td>\n",
       "      <td>galaxias, materia obscura, estrellas compacta...</td>\n",
       "      <td>tmatos at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Miguel Ãngel\\r</td>\n",
       "      <td>Meléndez Lira</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1993</td>\n",
       "      <td>Materia condensada y estado sólido</td>\n",
       "      <td>propiedades ópticas. Películas delgadas. Espe...</td>\n",
       "      <td>mlira at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>José Miguel\\r</td>\n",
       "      <td>Méndez Alcaraz</td>\n",
       "      <td>Univ. de Constanza, Alemania</td>\n",
       "      <td>1993</td>\n",
       "      <td>Física estadística</td>\n",
       "      <td>fluidos complejos. Propiedades termodinánicas...</td>\n",
       "      <td>jmendez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Julio G.\\r</td>\n",
       "      <td>Mendoza Alvarez</td>\n",
       "      <td>Univ. Estatal de Campinas, Brasil</td>\n",
       "      <td>1979</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>propiedades ópticas de semiconductores. Dispo...</td>\n",
       "      <td>jmendoza at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Bogdan\\r</td>\n",
       "      <td>Mielnik Manwelow</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1964</td>\n",
       "      <td>Fisicamatemática</td>\n",
       "      <td>movilidad de sistemas dinámicos no lineales, ...</td>\n",
       "      <td>bogdan at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Omar G.\\r</td>\n",
       "      <td>Miranda Romagnoli</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1997</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>fenomenología de interacciones electrodébiles.\\r</td>\n",
       "      <td>omr at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Luis Manuel\\r</td>\n",
       "      <td>Montaño</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1998</td>\n",
       "      <td>Física médica y física de altas energías</td>\n",
       "      <td>aplicación de detectores semiconductores a ra...</td>\n",
       "      <td>lmontano at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Merced\\r</td>\n",
       "      <td>Montesinos Velásquez</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1997</td>\n",
       "      <td>Geometría y Gravitación</td>\n",
       "      <td>relatividad general y gravitación, gravedad c...</td>\n",
       "      <td>merced at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Daniel\\r</td>\n",
       "      <td>Olguín Melo</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1996</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>superconductividad, física de superficies.\\r</td>\n",
       "      <td>daniel at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Miguel Ángel\\r</td>\n",
       "      <td>Pérez Angón</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1972</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>fenomenología de modelos de norma, teorías ef...</td>\n",
       "      <td>mperez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Abdel\\r</td>\n",
       "      <td>Pérez Lorenzana</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1998</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>modelos para física más allás del Modelo Está...</td>\n",
       "      <td>aplorenz at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Pablo\\r</td>\n",
       "      <td>Roig Garcés</td>\n",
       "      <td>Univ. de Valencia, España</td>\n",
       "      <td>2010</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>fenomenología del Modelo Estándar y sus exten...</td>\n",
       "      <td>proig at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Luis Fernando\\r</td>\n",
       "      <td>Rojas Ochoa</td>\n",
       "      <td>University of Fribourg, Switzerland</td>\n",
       "      <td>2004</td>\n",
       "      <td>Física Estadística</td>\n",
       "      <td>Materia Condensada Blanda (coloides, polímero...</td>\n",
       "      <td>lrojas at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>José Oscar\\r</td>\n",
       "      <td>Rosas Ortiz</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1997</td>\n",
       "      <td>Fisicamatemática</td>\n",
       "      <td>formalismo de la mecánica cuántica,estados co...</td>\n",
       "      <td>orosas at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Alberto\\r</td>\n",
       "      <td>Sánchez Hernández</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1997</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>Física de hadrones b en los Experimentos DZer...</td>\n",
       "      <td>asanchez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Feliciano\\r</td>\n",
       "      <td>Sánchez Sinencio</td>\n",
       "      <td>Univ. de Sao Paulo, Brasil</td>\n",
       "      <td>1970</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>propiedades fotoelectrónicas de materiales, b...</td>\n",
       "      <td>fsanchez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Jaime\\r</td>\n",
       "      <td>Santoyo Salazar</td>\n",
       "      <td>IIM-UNAM</td>\n",
       "      <td>2006</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>Nanopartículas Magnéticas para diagnóstico y ...</td>\n",
       "      <td>jsantoyo at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Sergio Armando\\r</td>\n",
       "      <td>Tomás Velázquez</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1996</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>espectroscopía fototérmica, aplicación a mate...</td>\n",
       "      <td>stomas at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Gabino\\r</td>\n",
       "      <td>Torres Vega</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1987</td>\n",
       "      <td>Fisicamatemática</td>\n",
       "      <td>representaciones de espacio fase de la mecáni...</td>\n",
       "      <td>gabino at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Carlos\\r</td>\n",
       "      <td>Vázquez López</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1979</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>microscopía de tunelamiento y de fuerza atómi...</td>\n",
       "      <td>cvlopez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Orlando\\r</td>\n",
       "      <td>Zelaya Angel</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1985</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>crecimiento y caracterización de películas de...</td>\n",
       "      <td>ozelaya at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Arnulfo\\r</td>\n",
       "      <td>Zepeda Domínguez</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1970</td>\n",
       "      <td>Partículas y campos (T</td>\n",
       "      <td>fenomenología de teorías de gran unificación,...</td>\n",
       "      <td>zepeda at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    name                surname  \\\n",
       "0               Rafael\\r          Baquero Parra   \n",
       "1                David\\r       Bermúdez Rosales   \n",
       "2             Nora Eva\\r            Bretón Báez   \n",
       "3             Riccardo\\r              Capovilla   \n",
       "4    Mauricio Demetrio\\r        Carbajal Tinoco   \n",
       "5            Heriberto\\r        Castilla Valdez   \n",
       "6         Jorge Javier\\r       Castro Hernández   \n",
       "7              Agustín\\r         Conde Gallardo   \n",
       "8              Alfredo\\r              Cruz Orea   \n",
       "9               Eduard\\r      De La Cruz Burelo   \n",
       "10               Josue\\r   De Santiago Sanabria   \n",
       "11                Ciro\\r       Falcony Guajardo   \n",
       "12          David José\\r      Fernández Cabrera   \n",
       "13   Alberto Alejandro\\r            García Díaz   \n",
       "14              Miguel\\r           García Rocha   \n",
       "15             Gerardo\\r    González de la Cruz   \n",
       "16               Pedro\\r      González Mozuelos   \n",
       "17                Yuri\\r   Gurevich Genrihovich   \n",
       "18                Iván\\r     Heredia de la Cruz   \n",
       "19               Isaac\\r     Hernández Calderón   \n",
       "20             Gerardo\\r         Herrera Corral   \n",
       "21               Piotr\\r    Kielanowski Chomicz   \n",
       "22             Gabriel\\r           López Castro   \n",
       "23              Máximo\\r            López López   \n",
       "24            Vladimir\\r      Manko Semionovich   \n",
       "25            Tonatiuh\\r          Matos Chassin   \n",
       "26        Miguel Ãngel\\r          Meléndez Lira   \n",
       "27         José Miguel\\r         Méndez Alcaraz   \n",
       "28            Julio G.\\r        Mendoza Alvarez   \n",
       "29              Bogdan\\r       Mielnik Manwelow   \n",
       "30             Omar G.\\r      Miranda Romagnoli   \n",
       "31         Luis Manuel\\r                Montaño   \n",
       "32              Merced\\r   Montesinos Velásquez   \n",
       "33              Daniel\\r            Olguín Melo   \n",
       "34        Miguel Ángel\\r            Pérez Angón   \n",
       "35               Abdel\\r        Pérez Lorenzana   \n",
       "36               Pablo\\r            Roig Garcés   \n",
       "37       Luis Fernando\\r            Rojas Ochoa   \n",
       "38          José Oscar\\r            Rosas Ortiz   \n",
       "39             Alberto\\r      Sánchez Hernández   \n",
       "40           Feliciano\\r       Sánchez Sinencio   \n",
       "41               Jaime\\r        Santoyo Salazar   \n",
       "42      Sergio Armando\\r        Tomás Velázquez   \n",
       "43              Gabino\\r            Torres Vega   \n",
       "44              Carlos\\r          Vázquez López   \n",
       "45             Orlando\\r           Zelaya Angel   \n",
       "46             Arnulfo\\r       Zepeda Domínguez   \n",
       "\n",
       "                                     lugar_dr   anio  \\\n",
       "0                                   Cinvestav   1976   \n",
       "1                                   Cinvestav   2013   \n",
       "2                                   Cinvestav   1986   \n",
       "3                      Univ. de Maryland, EUA   1991   \n",
       "4                                       UASLP   1997   \n",
       "5                                   Cinvestav   1991   \n",
       "6                 Univ. de Oxford, Inglaterra   1972   \n",
       "7                                   Cinvestav   1995   \n",
       "8           Univ. Estatal de Campinas, Brasil   1994   \n",
       "9                                   Cinvestav   2005   \n",
       "10                                       UNAM   2014   \n",
       "11                       Univ. de Lehigh, EUA   1980   \n",
       "12                                  Cinvestav   1988   \n",
       "13               Universidad Lomonosov, Rusia   1990   \n",
       "14                                  Cinvestav   1995   \n",
       "15          Univ. Estatal de Campinas, Brasil   1980   \n",
       "16                                  Cinvestav   1992   \n",
       "17     Academia de Ciencias-Leningrado, Rusia   1968   \n",
       "18                                  Cinvestav   2012   \n",
       "19          Univ. Estatal de Campinas, Brasil   1981   \n",
       "20                Univ. de Dortmund, Alemania   1991   \n",
       "21                 Univ. de Varsovia, Polonia   1971   \n",
       "22                  Univ. de Lovaina, Bélgica   1988   \n",
       "23                     Univ. Toyohashi, Japón   1992   \n",
       "24  Univ. de la Amistad de los Pueblos, Rusia   1986   \n",
       "25           Univ. F. Schiller-Jena, Alemania   1987   \n",
       "26                                  Cinvestav   1993   \n",
       "27               Univ. de Constanza, Alemania   1993   \n",
       "28          Univ. Estatal de Campinas, Brasil   1979   \n",
       "29                                  Cinvestav   1964   \n",
       "30                                  Cinvestav   1997   \n",
       "31                                  Cinvestav   1998   \n",
       "32                                  Cinvestav   1997   \n",
       "33                                  Cinvestav   1996   \n",
       "34                                  Cinvestav   1972   \n",
       "35                                  Cinvestav   1998   \n",
       "36                  Univ. de Valencia, España   2010   \n",
       "37        University of Fribourg, Switzerland   2004   \n",
       "38                                  Cinvestav   1997   \n",
       "39                                  Cinvestav   1997   \n",
       "40                 Univ. de Sao Paulo, Brasil   1970   \n",
       "41                                   IIM-UNAM   2006   \n",
       "42                                  Cinvestav   1996   \n",
       "43                                  Cinvestav   1987   \n",
       "44                                  Cinvestav   1979   \n",
       "45                                  Cinvestav   1985   \n",
       "46                                  Cinvestav   1970   \n",
       "\n",
       "                                          campo  \\\n",
       "0                           Materia condensada    \n",
       "1                             Fisicamatemática    \n",
       "2                    Relatividad y gravitación    \n",
       "3                    Relatividad y gravitación    \n",
       "4                          Física estadística(T   \n",
       "5                          Partículas y campos    \n",
       "6                           Materia condensada    \n",
       "7                           Materia condensada    \n",
       "8                           Materia condensada    \n",
       "9                          partículas y campos    \n",
       "10                    Cosmología y gravitación    \n",
       "11                          Materia condensada    \n",
       "12                            Fisicamatemática    \n",
       "13                   Relatividad y Gravitación    \n",
       "14                          Materia condensada    \n",
       "15                          Materia condensada    \n",
       "16                          Física estadística    \n",
       "17                          Materia condensada    \n",
       "18                         Partículas y campos    \n",
       "19                          Materia condensada    \n",
       "20                         Partículas y campos    \n",
       "21                         Partículas y campos    \n",
       "22                         Partículas y campos    \n",
       "23                          Materia condensada    \n",
       "24              Fisicamatemática y relatividad    \n",
       "25              Fisicamatemática y gravitación    \n",
       "26          Materia condensada y estado sólido    \n",
       "27                          Física estadística    \n",
       "28                          Materia condensada    \n",
       "29                            Fisicamatemática    \n",
       "30                         Partículas y campos    \n",
       "31    Física médica y física de altas energías    \n",
       "32                     Geometría y Gravitación    \n",
       "33                          Materia condensada    \n",
       "34                         Partículas y campos    \n",
       "35                         Partículas y campos    \n",
       "36                         Partículas y campos    \n",
       "37                          Física Estadística    \n",
       "38                            Fisicamatemática    \n",
       "39                         Partículas y campos    \n",
       "40                          Materia condensada    \n",
       "41                          Materia condensada    \n",
       "42                          Materia condensada    \n",
       "43                            Fisicamatemática    \n",
       "44                          Materia condensada    \n",
       "45                          Materia condensada    \n",
       "46                       Partículas y campos (T   \n",
       "\n",
       "                                                 tema  \\\n",
       "0        superconductividad, física de superficies.\\r   \n",
       "1    Dinámica de pulsos ultra cortos, análogos de ...   \n",
       "2    soluciones exactas de las ecuaciones de Einst...   \n",
       "3    teorías de campos, objetos extendidos, defect...   \n",
       "4                                fluidos complejos.\\r   \n",
       "5    colisiones protón-protón a 2 TeV con el detec...   \n",
       "6    superconductividad de alta TC. Teoría de much...   \n",
       "7    superconductores del alta TC y fotoluminiscen...   \n",
       "8    técnicas fototérmicas aplicadas a semiconduct...   \n",
       "9    Física de hadrones B en D0 (Fermilab), y prot...   \n",
       "10   modelos  de materia oscura, energía oscura e ...   \n",
       "11   dispositivos tipo MOS. Películas delgadas sem...   \n",
       "12                         dinámica de Schrödinger.\\r   \n",
       "13       Soluciones exactas en Relatividad General.\\r   \n",
       "14   propiedades ópticas de semiconductores. Físic...   \n",
       "15   propiedades electrónicas en sistemas de dos d...   \n",
       "16   propiedades estructurales de suspensiones col...   \n",
       "17   películas delgadas semiconductoras, propiedad...   \n",
       "18   Física de hadrones con sabor pesado en CMS (C...   \n",
       "19   propiedades ópticas, eléctricas y estructural...   \n",
       "20   hadroproducción de c y b en el experimento E-...   \n",
       "21   interacciones débiles. Modelo de quarks. Fenó...   \n",
       "22   fenomenología de interacciones electrodébiles.\\r   \n",
       "23   propiedades ópticas de semiconductores. Creci...   \n",
       "24   soluciones exactas de las ecuaciones de Einst...   \n",
       "25   galaxias, materia obscura, estrellas compacta...   \n",
       "26   propiedades ópticas. Películas delgadas. Espe...   \n",
       "27   fluidos complejos. Propiedades termodinánicas...   \n",
       "28   propiedades ópticas de semiconductores. Dispo...   \n",
       "29   movilidad de sistemas dinámicos no lineales, ...   \n",
       "30   fenomenología de interacciones electrodébiles.\\r   \n",
       "31   aplicación de detectores semiconductores a ra...   \n",
       "32   relatividad general y gravitación, gravedad c...   \n",
       "33       superconductividad, física de superficies.\\r   \n",
       "34   fenomenología de modelos de norma, teorías ef...   \n",
       "35   modelos para física más allás del Modelo Está...   \n",
       "36   fenomenología del Modelo Estándar y sus exten...   \n",
       "37   Materia Condensada Blanda (coloides, polímero...   \n",
       "38   formalismo de la mecánica cuántica,estados co...   \n",
       "39   Física de hadrones b en los Experimentos DZer...   \n",
       "40   propiedades fotoelectrónicas de materiales, b...   \n",
       "41   Nanopartículas Magnéticas para diagnóstico y ...   \n",
       "42   espectroscopía fototérmica, aplicación a mate...   \n",
       "43   representaciones de espacio fase de la mecáni...   \n",
       "44   microscopía de tunelamiento y de fuerza atómi...   \n",
       "45   crecimiento y caracterización de películas de...   \n",
       "46   fenomenología de teorías de gran unificación,...   \n",
       "\n",
       "                           correo  \n",
       "0    rbaquero at fis.cinvestav.mx  \n",
       "1   dbermudez at fis.cinvestav.mx  \n",
       "2        nora at fis.cinvestav.mx  \n",
       "3        capo at fis.cinvestav.mx  \n",
       "4        mdct at fis.cinvestav.mx  \n",
       "5    castilla at fis.cinvestav.mx  \n",
       "6    jjcastro at fis.cinvestav.mx  \n",
       "7      aconde at fis.cinvestav.mx  \n",
       "8       orea at fis.cinvestav.mx.  \n",
       "9      eduard at fis.cinvestav.mx  \n",
       "10  jsantiago at fis.cinvestav.mx  \n",
       "11   cfalcony at fis.cinvestav.mx  \n",
       "12      david at fis.cinvestav.mx  \n",
       "13   aagarcia at fis.cinvestav.mx  \n",
       "14     mrocha at fis.cinvestav.mx  \n",
       "15       bato at fis.cinvestav.mx  \n",
       "16      pedro at fis.cinvestav.mx  \n",
       "17   gurevich at fis.cinvestav.mx  \n",
       "18   iheredia at fis.cinvestav.mx  \n",
       "19   ihernand at fis.cinvestav.mx  \n",
       "20   gherrera at fis.cinvestav.mx  \n",
       "21       kiel at fis.cinvestav.mx  \n",
       "22     glopez at fis.cinvestav.mx  \n",
       "23     mlopez at fis.cinvestav.mx  \n",
       "24    vsmanko at fis.cinvestav.mx  \n",
       "25     tmatos at fis.cinvestav.mx  \n",
       "26      mlira at fis.cinvestav.mx  \n",
       "27    jmendez at fis.cinvestav.mx  \n",
       "28   jmendoza at fis.cinvestav.mx  \n",
       "29     bogdan at fis.cinvestav.mx  \n",
       "30        omr at fis.cinvestav.mx  \n",
       "31   lmontano at fis.cinvestav.mx  \n",
       "32     merced at fis.cinvestav.mx  \n",
       "33     daniel at fis.cinvestav.mx  \n",
       "34     mperez at fis.cinvestav.mx  \n",
       "35   aplorenz at fis.cinvestav.mx  \n",
       "36      proig at fis.cinvestav.mx  \n",
       "37     lrojas at fis.cinvestav.mx  \n",
       "38     orosas at fis.cinvestav.mx  \n",
       "39   asanchez at fis.cinvestav.mx  \n",
       "40   fsanchez at fis.cinvestav.mx  \n",
       "41   jsantoyo at fis.cinvestav.mx  \n",
       "42     stomas at fis.cinvestav.mx  \n",
       "43     gabino at fis.cinvestav.mx  \n",
       "44    cvlopez at fis.cinvestav.mx  \n",
       "45    ozelaya at fis.cinvestav.mx  \n",
       "46     zepeda at fis.cinvestav.mx  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "info_fisica= pd.DataFrame(df_persons, columns=['name', 'surname', 'lugar_dr', 'anio', 'campo', 'tema', 'correo'])\n",
    "info_fisica"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "47"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Pero en total son 50, faltan 5!\n",
    "#Look at Compean, Ricardo Lopez !!\n",
    "len(info_fisica)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Por lugares"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>surname</th>\n",
       "      <th>lugar_dr</th>\n",
       "      <th>anio</th>\n",
       "      <th>campo</th>\n",
       "      <th>tema</th>\n",
       "      <th>correo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Rafael\\r</td>\n",
       "      <td>Baquero Parra</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1976</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>superconductividad, física de superficies.\\r</td>\n",
       "      <td>rbaquero at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>David\\r</td>\n",
       "      <td>Bermúdez Rosales</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>2013</td>\n",
       "      <td>Fisicamatemática</td>\n",
       "      <td>Dinámica de pulsos ultra cortos, análogos de ...</td>\n",
       "      <td>dbermudez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Nora Eva\\r</td>\n",
       "      <td>Bretón Báez</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1986</td>\n",
       "      <td>Relatividad y gravitación</td>\n",
       "      <td>soluciones exactas de las ecuaciones de Einst...</td>\n",
       "      <td>nora at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Heriberto\\r</td>\n",
       "      <td>Castilla Valdez</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1991</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>colisiones protón-protón a 2 TeV con el detec...</td>\n",
       "      <td>castilla at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Agustín\\r</td>\n",
       "      <td>Conde Gallardo</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1995</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>superconductores del alta TC y fotoluminiscen...</td>\n",
       "      <td>aconde at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Eduard\\r</td>\n",
       "      <td>De La Cruz Burelo</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>2005</td>\n",
       "      <td>partículas y campos</td>\n",
       "      <td>Física de hadrones B en D0 (Fermilab), y prot...</td>\n",
       "      <td>eduard at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>David José\\r</td>\n",
       "      <td>Fernández Cabrera</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1988</td>\n",
       "      <td>Fisicamatemática</td>\n",
       "      <td>dinámica de Schrödinger.\\r</td>\n",
       "      <td>david at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Miguel\\r</td>\n",
       "      <td>García Rocha</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1995</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>propiedades ópticas de semiconductores. Físic...</td>\n",
       "      <td>mrocha at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Pedro\\r</td>\n",
       "      <td>González Mozuelos</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1992</td>\n",
       "      <td>Física estadística</td>\n",
       "      <td>propiedades estructurales de suspensiones col...</td>\n",
       "      <td>pedro at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Iván\\r</td>\n",
       "      <td>Heredia de la Cruz</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>2012</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>Física de hadrones con sabor pesado en CMS (C...</td>\n",
       "      <td>iheredia at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Miguel Ãngel\\r</td>\n",
       "      <td>Meléndez Lira</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1993</td>\n",
       "      <td>Materia condensada y estado sólido</td>\n",
       "      <td>propiedades ópticas. Películas delgadas. Espe...</td>\n",
       "      <td>mlira at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Bogdan\\r</td>\n",
       "      <td>Mielnik Manwelow</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1964</td>\n",
       "      <td>Fisicamatemática</td>\n",
       "      <td>movilidad de sistemas dinámicos no lineales, ...</td>\n",
       "      <td>bogdan at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Omar G.\\r</td>\n",
       "      <td>Miranda Romagnoli</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1997</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>fenomenología de interacciones electrodébiles.\\r</td>\n",
       "      <td>omr at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Luis Manuel\\r</td>\n",
       "      <td>Montaño</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1998</td>\n",
       "      <td>Física médica y física de altas energías</td>\n",
       "      <td>aplicación de detectores semiconductores a ra...</td>\n",
       "      <td>lmontano at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Merced\\r</td>\n",
       "      <td>Montesinos Velásquez</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1997</td>\n",
       "      <td>Geometría y Gravitación</td>\n",
       "      <td>relatividad general y gravitación, gravedad c...</td>\n",
       "      <td>merced at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Daniel\\r</td>\n",
       "      <td>Olguín Melo</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1996</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>superconductividad, física de superficies.\\r</td>\n",
       "      <td>daniel at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Miguel Ángel\\r</td>\n",
       "      <td>Pérez Angón</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1972</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>fenomenología de modelos de norma, teorías ef...</td>\n",
       "      <td>mperez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Abdel\\r</td>\n",
       "      <td>Pérez Lorenzana</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1998</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>modelos para física más allás del Modelo Está...</td>\n",
       "      <td>aplorenz at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>José Oscar\\r</td>\n",
       "      <td>Rosas Ortiz</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1997</td>\n",
       "      <td>Fisicamatemática</td>\n",
       "      <td>formalismo de la mecánica cuántica,estados co...</td>\n",
       "      <td>orosas at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Alberto\\r</td>\n",
       "      <td>Sánchez Hernández</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1997</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>Física de hadrones b en los Experimentos DZer...</td>\n",
       "      <td>asanchez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Sergio Armando\\r</td>\n",
       "      <td>Tomás Velázquez</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1996</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>espectroscopía fototérmica, aplicación a mate...</td>\n",
       "      <td>stomas at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Gabino\\r</td>\n",
       "      <td>Torres Vega</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1987</td>\n",
       "      <td>Fisicamatemática</td>\n",
       "      <td>representaciones de espacio fase de la mecáni...</td>\n",
       "      <td>gabino at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Carlos\\r</td>\n",
       "      <td>Vázquez López</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1979</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>microscopía de tunelamiento y de fuerza atómi...</td>\n",
       "      <td>cvlopez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Orlando\\r</td>\n",
       "      <td>Zelaya Angel</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1985</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>crecimiento y caracterización de películas de...</td>\n",
       "      <td>ozelaya at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Arnulfo\\r</td>\n",
       "      <td>Zepeda Domínguez</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1970</td>\n",
       "      <td>Partículas y campos (T</td>\n",
       "      <td>fenomenología de teorías de gran unificación,...</td>\n",
       "      <td>zepeda at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 name                surname   lugar_dr   anio  \\\n",
       "0            Rafael\\r          Baquero Parra  Cinvestav   1976   \n",
       "1             David\\r       Bermúdez Rosales  Cinvestav   2013   \n",
       "2          Nora Eva\\r            Bretón Báez  Cinvestav   1986   \n",
       "5         Heriberto\\r        Castilla Valdez  Cinvestav   1991   \n",
       "7           Agustín\\r         Conde Gallardo  Cinvestav   1995   \n",
       "9            Eduard\\r      De La Cruz Burelo  Cinvestav   2005   \n",
       "12       David José\\r      Fernández Cabrera  Cinvestav   1988   \n",
       "14           Miguel\\r           García Rocha  Cinvestav   1995   \n",
       "16            Pedro\\r      González Mozuelos  Cinvestav   1992   \n",
       "18             Iván\\r     Heredia de la Cruz  Cinvestav   2012   \n",
       "26     Miguel Ãngel\\r          Meléndez Lira  Cinvestav   1993   \n",
       "29           Bogdan\\r       Mielnik Manwelow  Cinvestav   1964   \n",
       "30          Omar G.\\r      Miranda Romagnoli  Cinvestav   1997   \n",
       "31      Luis Manuel\\r                Montaño  Cinvestav   1998   \n",
       "32           Merced\\r   Montesinos Velásquez  Cinvestav   1997   \n",
       "33           Daniel\\r            Olguín Melo  Cinvestav   1996   \n",
       "34     Miguel Ángel\\r            Pérez Angón  Cinvestav   1972   \n",
       "35            Abdel\\r        Pérez Lorenzana  Cinvestav   1998   \n",
       "38       José Oscar\\r            Rosas Ortiz  Cinvestav   1997   \n",
       "39          Alberto\\r      Sánchez Hernández  Cinvestav   1997   \n",
       "42   Sergio Armando\\r        Tomás Velázquez  Cinvestav   1996   \n",
       "43           Gabino\\r            Torres Vega  Cinvestav   1987   \n",
       "44           Carlos\\r          Vázquez López  Cinvestav   1979   \n",
       "45          Orlando\\r           Zelaya Angel  Cinvestav   1985   \n",
       "46          Arnulfo\\r       Zepeda Domínguez  Cinvestav   1970   \n",
       "\n",
       "                                          campo  \\\n",
       "0                           Materia condensada    \n",
       "1                             Fisicamatemática    \n",
       "2                    Relatividad y gravitación    \n",
       "5                          Partículas y campos    \n",
       "7                           Materia condensada    \n",
       "9                          partículas y campos    \n",
       "12                            Fisicamatemática    \n",
       "14                          Materia condensada    \n",
       "16                          Física estadística    \n",
       "18                         Partículas y campos    \n",
       "26          Materia condensada y estado sólido    \n",
       "29                            Fisicamatemática    \n",
       "30                         Partículas y campos    \n",
       "31    Física médica y física de altas energías    \n",
       "32                     Geometría y Gravitación    \n",
       "33                          Materia condensada    \n",
       "34                         Partículas y campos    \n",
       "35                         Partículas y campos    \n",
       "38                            Fisicamatemática    \n",
       "39                         Partículas y campos    \n",
       "42                          Materia condensada    \n",
       "43                            Fisicamatemática    \n",
       "44                          Materia condensada    \n",
       "45                          Materia condensada    \n",
       "46                       Partículas y campos (T   \n",
       "\n",
       "                                                 tema  \\\n",
       "0        superconductividad, física de superficies.\\r   \n",
       "1    Dinámica de pulsos ultra cortos, análogos de ...   \n",
       "2    soluciones exactas de las ecuaciones de Einst...   \n",
       "5    colisiones protón-protón a 2 TeV con el detec...   \n",
       "7    superconductores del alta TC y fotoluminiscen...   \n",
       "9    Física de hadrones B en D0 (Fermilab), y prot...   \n",
       "12                         dinámica de Schrödinger.\\r   \n",
       "14   propiedades ópticas de semiconductores. Físic...   \n",
       "16   propiedades estructurales de suspensiones col...   \n",
       "18   Física de hadrones con sabor pesado en CMS (C...   \n",
       "26   propiedades ópticas. Películas delgadas. Espe...   \n",
       "29   movilidad de sistemas dinámicos no lineales, ...   \n",
       "30   fenomenología de interacciones electrodébiles.\\r   \n",
       "31   aplicación de detectores semiconductores a ra...   \n",
       "32   relatividad general y gravitación, gravedad c...   \n",
       "33       superconductividad, física de superficies.\\r   \n",
       "34   fenomenología de modelos de norma, teorías ef...   \n",
       "35   modelos para física más allás del Modelo Está...   \n",
       "38   formalismo de la mecánica cuántica,estados co...   \n",
       "39   Física de hadrones b en los Experimentos DZer...   \n",
       "42   espectroscopía fototérmica, aplicación a mate...   \n",
       "43   representaciones de espacio fase de la mecáni...   \n",
       "44   microscopía de tunelamiento y de fuerza atómi...   \n",
       "45   crecimiento y caracterización de películas de...   \n",
       "46   fenomenología de teorías de gran unificación,...   \n",
       "\n",
       "                           correo  \n",
       "0    rbaquero at fis.cinvestav.mx  \n",
       "1   dbermudez at fis.cinvestav.mx  \n",
       "2        nora at fis.cinvestav.mx  \n",
       "5    castilla at fis.cinvestav.mx  \n",
       "7      aconde at fis.cinvestav.mx  \n",
       "9      eduard at fis.cinvestav.mx  \n",
       "12      david at fis.cinvestav.mx  \n",
       "14     mrocha at fis.cinvestav.mx  \n",
       "16      pedro at fis.cinvestav.mx  \n",
       "18   iheredia at fis.cinvestav.mx  \n",
       "26      mlira at fis.cinvestav.mx  \n",
       "29     bogdan at fis.cinvestav.mx  \n",
       "30        omr at fis.cinvestav.mx  \n",
       "31   lmontano at fis.cinvestav.mx  \n",
       "32     merced at fis.cinvestav.mx  \n",
       "33     daniel at fis.cinvestav.mx  \n",
       "34     mperez at fis.cinvestav.mx  \n",
       "35   aplorenz at fis.cinvestav.mx  \n",
       "38     orosas at fis.cinvestav.mx  \n",
       "39   asanchez at fis.cinvestav.mx  \n",
       "42     stomas at fis.cinvestav.mx  \n",
       "43     gabino at fis.cinvestav.mx  \n",
       "44    cvlopez at fis.cinvestav.mx  \n",
       "45    ozelaya at fis.cinvestav.mx  \n",
       "46     zepeda at fis.cinvestav.mx  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "locales =info_fisica[info_fisica['lugar_dr']=='Cinvestav']\n",
    "locales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(locales)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "53.191489361702125"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "float(len(locales))/len(info_fisica)*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>surname</th>\n",
       "      <th>lugar_dr</th>\n",
       "      <th>anio</th>\n",
       "      <th>campo</th>\n",
       "      <th>tema</th>\n",
       "      <th>correo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Riccardo\\r</td>\n",
       "      <td>Capovilla</td>\n",
       "      <td>Univ. de Maryland, EUA</td>\n",
       "      <td>1991</td>\n",
       "      <td>Relatividad y gravitación</td>\n",
       "      <td>teorías de campos, objetos extendidos, defect...</td>\n",
       "      <td>capo at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mauricio Demetrio\\r</td>\n",
       "      <td>Carbajal Tinoco</td>\n",
       "      <td>UASLP</td>\n",
       "      <td>1997</td>\n",
       "      <td>Física estadística(T</td>\n",
       "      <td>fluidos complejos.\\r</td>\n",
       "      <td>mdct at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Jorge Javier\\r</td>\n",
       "      <td>Castro Hernández</td>\n",
       "      <td>Univ. de Oxford, Inglaterra</td>\n",
       "      <td>1972</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>superconductividad de alta TC. Teoría de much...</td>\n",
       "      <td>jjcastro at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Alfredo\\r</td>\n",
       "      <td>Cruz Orea</td>\n",
       "      <td>Univ. Estatal de Campinas, Brasil</td>\n",
       "      <td>1994</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>técnicas fototérmicas aplicadas a semiconduct...</td>\n",
       "      <td>orea at fis.cinvestav.mx.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Josue\\r</td>\n",
       "      <td>De Santiago Sanabria</td>\n",
       "      <td>UNAM</td>\n",
       "      <td>2014</td>\n",
       "      <td>Cosmología y gravitación</td>\n",
       "      <td>modelos  de materia oscura, energía oscura e ...</td>\n",
       "      <td>jsantiago at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ciro\\r</td>\n",
       "      <td>Falcony Guajardo</td>\n",
       "      <td>Univ. de Lehigh, EUA</td>\n",
       "      <td>1980</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>dispositivos tipo MOS. Películas delgadas sem...</td>\n",
       "      <td>cfalcony at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Alberto Alejandro\\r</td>\n",
       "      <td>García Díaz</td>\n",
       "      <td>Universidad Lomonosov, Rusia</td>\n",
       "      <td>1990</td>\n",
       "      <td>Relatividad y Gravitación</td>\n",
       "      <td>Soluciones exactas en Relatividad General.\\r</td>\n",
       "      <td>aagarcia at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Gerardo\\r</td>\n",
       "      <td>González de la Cruz</td>\n",
       "      <td>Univ. Estatal de Campinas, Brasil</td>\n",
       "      <td>1980</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>propiedades electrónicas en sistemas de dos d...</td>\n",
       "      <td>bato at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Yuri\\r</td>\n",
       "      <td>Gurevich Genrihovich</td>\n",
       "      <td>Academia de Ciencias-Leningrado, Rusia</td>\n",
       "      <td>1968</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>películas delgadas semiconductoras, propiedad...</td>\n",
       "      <td>gurevich at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Isaac\\r</td>\n",
       "      <td>Hernández Calderón</td>\n",
       "      <td>Univ. Estatal de Campinas, Brasil</td>\n",
       "      <td>1981</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>propiedades ópticas, eléctricas y estructural...</td>\n",
       "      <td>ihernand at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Gerardo\\r</td>\n",
       "      <td>Herrera Corral</td>\n",
       "      <td>Univ. de Dortmund, Alemania</td>\n",
       "      <td>1991</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>hadroproducción de c y b en el experimento E-...</td>\n",
       "      <td>gherrera at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Piotr\\r</td>\n",
       "      <td>Kielanowski Chomicz</td>\n",
       "      <td>Univ. de Varsovia, Polonia</td>\n",
       "      <td>1971</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>interacciones débiles. Modelo de quarks. Fenó...</td>\n",
       "      <td>kiel at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Gabriel\\r</td>\n",
       "      <td>López Castro</td>\n",
       "      <td>Univ. de Lovaina, Bélgica</td>\n",
       "      <td>1988</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>fenomenología de interacciones electrodébiles.\\r</td>\n",
       "      <td>glopez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Máximo\\r</td>\n",
       "      <td>López López</td>\n",
       "      <td>Univ. Toyohashi, Japón</td>\n",
       "      <td>1992</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>propiedades ópticas de semiconductores. Creci...</td>\n",
       "      <td>mlopez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Vladimir\\r</td>\n",
       "      <td>Manko Semionovich</td>\n",
       "      <td>Univ. de la Amistad de los Pueblos, Rusia</td>\n",
       "      <td>1986</td>\n",
       "      <td>Fisicamatemática y relatividad</td>\n",
       "      <td>soluciones exactas de las ecuaciones de Einst...</td>\n",
       "      <td>vsmanko at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Tonatiuh\\r</td>\n",
       "      <td>Matos Chassin</td>\n",
       "      <td>Univ. F. Schiller-Jena, Alemania</td>\n",
       "      <td>1987</td>\n",
       "      <td>Fisicamatemática y gravitación</td>\n",
       "      <td>galaxias, materia obscura, estrellas compacta...</td>\n",
       "      <td>tmatos at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>José Miguel\\r</td>\n",
       "      <td>Méndez Alcaraz</td>\n",
       "      <td>Univ. de Constanza, Alemania</td>\n",
       "      <td>1993</td>\n",
       "      <td>Física estadística</td>\n",
       "      <td>fluidos complejos. Propiedades termodinánicas...</td>\n",
       "      <td>jmendez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Julio G.\\r</td>\n",
       "      <td>Mendoza Alvarez</td>\n",
       "      <td>Univ. Estatal de Campinas, Brasil</td>\n",
       "      <td>1979</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>propiedades ópticas de semiconductores. Dispo...</td>\n",
       "      <td>jmendoza at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Pablo\\r</td>\n",
       "      <td>Roig Garcés</td>\n",
       "      <td>Univ. de Valencia, España</td>\n",
       "      <td>2010</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>fenomenología del Modelo Estándar y sus exten...</td>\n",
       "      <td>proig at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Luis Fernando\\r</td>\n",
       "      <td>Rojas Ochoa</td>\n",
       "      <td>University of Fribourg, Switzerland</td>\n",
       "      <td>2004</td>\n",
       "      <td>Física Estadística</td>\n",
       "      <td>Materia Condensada Blanda (coloides, polímero...</td>\n",
       "      <td>lrojas at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Feliciano\\r</td>\n",
       "      <td>Sánchez Sinencio</td>\n",
       "      <td>Univ. de Sao Paulo, Brasil</td>\n",
       "      <td>1970</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>propiedades fotoelectrónicas de materiales, b...</td>\n",
       "      <td>fsanchez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Jaime\\r</td>\n",
       "      <td>Santoyo Salazar</td>\n",
       "      <td>IIM-UNAM</td>\n",
       "      <td>2006</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>Nanopartículas Magnéticas para diagnóstico y ...</td>\n",
       "      <td>jsantoyo at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    name                surname  \\\n",
       "3             Riccardo\\r              Capovilla   \n",
       "4    Mauricio Demetrio\\r        Carbajal Tinoco   \n",
       "6         Jorge Javier\\r       Castro Hernández   \n",
       "8              Alfredo\\r              Cruz Orea   \n",
       "10               Josue\\r   De Santiago Sanabria   \n",
       "11                Ciro\\r       Falcony Guajardo   \n",
       "13   Alberto Alejandro\\r            García Díaz   \n",
       "15             Gerardo\\r    González de la Cruz   \n",
       "17                Yuri\\r   Gurevich Genrihovich   \n",
       "19               Isaac\\r     Hernández Calderón   \n",
       "20             Gerardo\\r         Herrera Corral   \n",
       "21               Piotr\\r    Kielanowski Chomicz   \n",
       "22             Gabriel\\r           López Castro   \n",
       "23              Máximo\\r            López López   \n",
       "24            Vladimir\\r      Manko Semionovich   \n",
       "25            Tonatiuh\\r          Matos Chassin   \n",
       "27         José Miguel\\r         Méndez Alcaraz   \n",
       "28            Julio G.\\r        Mendoza Alvarez   \n",
       "36               Pablo\\r            Roig Garcés   \n",
       "37       Luis Fernando\\r            Rojas Ochoa   \n",
       "40           Feliciano\\r       Sánchez Sinencio   \n",
       "41               Jaime\\r        Santoyo Salazar   \n",
       "\n",
       "                                     lugar_dr   anio  \\\n",
       "3                      Univ. de Maryland, EUA   1991   \n",
       "4                                       UASLP   1997   \n",
       "6                 Univ. de Oxford, Inglaterra   1972   \n",
       "8           Univ. Estatal de Campinas, Brasil   1994   \n",
       "10                                       UNAM   2014   \n",
       "11                       Univ. de Lehigh, EUA   1980   \n",
       "13               Universidad Lomonosov, Rusia   1990   \n",
       "15          Univ. Estatal de Campinas, Brasil   1980   \n",
       "17     Academia de Ciencias-Leningrado, Rusia   1968   \n",
       "19          Univ. Estatal de Campinas, Brasil   1981   \n",
       "20                Univ. de Dortmund, Alemania   1991   \n",
       "21                 Univ. de Varsovia, Polonia   1971   \n",
       "22                  Univ. de Lovaina, Bélgica   1988   \n",
       "23                     Univ. Toyohashi, Japón   1992   \n",
       "24  Univ. de la Amistad de los Pueblos, Rusia   1986   \n",
       "25           Univ. F. Schiller-Jena, Alemania   1987   \n",
       "27               Univ. de Constanza, Alemania   1993   \n",
       "28          Univ. Estatal de Campinas, Brasil   1979   \n",
       "36                  Univ. de Valencia, España   2010   \n",
       "37        University of Fribourg, Switzerland   2004   \n",
       "40                 Univ. de Sao Paulo, Brasil   1970   \n",
       "41                                   IIM-UNAM   2006   \n",
       "\n",
       "                                campo  \\\n",
       "3          Relatividad y gravitación    \n",
       "4                Física estadística(T   \n",
       "6                 Materia condensada    \n",
       "8                 Materia condensada    \n",
       "10          Cosmología y gravitación    \n",
       "11                Materia condensada    \n",
       "13         Relatividad y Gravitación    \n",
       "15                Materia condensada    \n",
       "17                Materia condensada    \n",
       "19                Materia condensada    \n",
       "20               Partículas y campos    \n",
       "21               Partículas y campos    \n",
       "22               Partículas y campos    \n",
       "23                Materia condensada    \n",
       "24    Fisicamatemática y relatividad    \n",
       "25    Fisicamatemática y gravitación    \n",
       "27                Física estadística    \n",
       "28                Materia condensada    \n",
       "36               Partículas y campos    \n",
       "37                Física Estadística    \n",
       "40                Materia condensada    \n",
       "41                Materia condensada    \n",
       "\n",
       "                                                 tema  \\\n",
       "3    teorías de campos, objetos extendidos, defect...   \n",
       "4                                fluidos complejos.\\r   \n",
       "6    superconductividad de alta TC. Teoría de much...   \n",
       "8    técnicas fototérmicas aplicadas a semiconduct...   \n",
       "10   modelos  de materia oscura, energía oscura e ...   \n",
       "11   dispositivos tipo MOS. Películas delgadas sem...   \n",
       "13       Soluciones exactas en Relatividad General.\\r   \n",
       "15   propiedades electrónicas en sistemas de dos d...   \n",
       "17   películas delgadas semiconductoras, propiedad...   \n",
       "19   propiedades ópticas, eléctricas y estructural...   \n",
       "20   hadroproducción de c y b en el experimento E-...   \n",
       "21   interacciones débiles. Modelo de quarks. Fenó...   \n",
       "22   fenomenología de interacciones electrodébiles.\\r   \n",
       "23   propiedades ópticas de semiconductores. Creci...   \n",
       "24   soluciones exactas de las ecuaciones de Einst...   \n",
       "25   galaxias, materia obscura, estrellas compacta...   \n",
       "27   fluidos complejos. Propiedades termodinánicas...   \n",
       "28   propiedades ópticas de semiconductores. Dispo...   \n",
       "36   fenomenología del Modelo Estándar y sus exten...   \n",
       "37   Materia Condensada Blanda (coloides, polímero...   \n",
       "40   propiedades fotoelectrónicas de materiales, b...   \n",
       "41   Nanopartículas Magnéticas para diagnóstico y ...   \n",
       "\n",
       "                           correo  \n",
       "3        capo at fis.cinvestav.mx  \n",
       "4        mdct at fis.cinvestav.mx  \n",
       "6    jjcastro at fis.cinvestav.mx  \n",
       "8       orea at fis.cinvestav.mx.  \n",
       "10  jsantiago at fis.cinvestav.mx  \n",
       "11   cfalcony at fis.cinvestav.mx  \n",
       "13   aagarcia at fis.cinvestav.mx  \n",
       "15       bato at fis.cinvestav.mx  \n",
       "17   gurevich at fis.cinvestav.mx  \n",
       "19   ihernand at fis.cinvestav.mx  \n",
       "20   gherrera at fis.cinvestav.mx  \n",
       "21       kiel at fis.cinvestav.mx  \n",
       "22     glopez at fis.cinvestav.mx  \n",
       "23     mlopez at fis.cinvestav.mx  \n",
       "24    vsmanko at fis.cinvestav.mx  \n",
       "25     tmatos at fis.cinvestav.mx  \n",
       "27    jmendez at fis.cinvestav.mx  \n",
       "28   jmendoza at fis.cinvestav.mx  \n",
       "36      proig at fis.cinvestav.mx  \n",
       "37     lrojas at fis.cinvestav.mx  \n",
       "40   fsanchez at fis.cinvestav.mx  \n",
       "41   jsantoyo at fis.cinvestav.mx  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "foraneos =info_fisica[info_fisica['lugar_dr']!='Cinvestav']\n",
    "foraneos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[u'Univ. de Maryland, EUA',\n",
       " u'UASLP',\n",
       " u'Univ. de Oxford, Inglaterra',\n",
       " u'Univ. Estatal de Campinas, Brasil',\n",
       " u'UNAM',\n",
       " u'Univ. de Lehigh, EUA',\n",
       " u'Universidad Lomonosov, Rusia',\n",
       " u'Univ. Estatal de Campinas, Brasil',\n",
       " u'Academia de Ciencias-Leningrado, Rusia',\n",
       " u'Univ. Estatal de Campinas, Brasil',\n",
       " u'Univ. de Dortmund, Alemania',\n",
       " u'Univ. de Varsovia, Polonia',\n",
       " u'Univ. de Lovaina, B\\xe9lgica',\n",
       " u'Univ. Toyohashi, Jap\\xf3n',\n",
       " u'Univ. de la Amistad de los Pueblos, Rusia',\n",
       " u'Univ. F. Schiller-Jena, Alemania',\n",
       " u'Univ. de Constanza, Alemania',\n",
       " u'Univ. Estatal de Campinas, Brasil',\n",
       " u'Univ. de Valencia, Espa\\xf1a',\n",
       " u'University of Fribourg, Switzerland',\n",
       " u'Univ. de Sao Paulo, Brasil',\n",
       " u'IIM-UNAM']"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lforaneos = foraneos.lugar_dr.values.tolist()\n",
    "lforaneos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "uni = []\n",
    "place=[]\n",
    "for f in lforaneos:\n",
    "    if ',' in f:\n",
    "        a, b = f.split(',')\n",
    "    else:\n",
    "        a, b = f, 'MXN'\n",
    "    uni.append(a) \n",
    "    place.append(b)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({u' Alemania': 3,\n",
       "         u' Brasil': 5,\n",
       "         u' B\\xe9lgica': 1,\n",
       "         u' EUA': 2,\n",
       "         u' Espa\\xf1a': 1,\n",
       "         u' Inglaterra': 1,\n",
       "         u' Jap\\xf3n': 1,\n",
       "         u' Polonia': 1,\n",
       "         u' Rusia': 3,\n",
       "         u' Switzerland': 1,\n",
       "         'MXN': 3})"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(place)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({u'Academia de Ciencias-Leningrado': 1,\n",
       "         u'IIM-UNAM': 1,\n",
       "         u'UASLP': 1,\n",
       "         u'UNAM': 1,\n",
       "         u'Univ. Estatal de Campinas': 4,\n",
       "         u'Univ. F. Schiller-Jena': 1,\n",
       "         u'Univ. Toyohashi': 1,\n",
       "         u'Univ. de Constanza': 1,\n",
       "         u'Univ. de Dortmund': 1,\n",
       "         u'Univ. de Lehigh': 1,\n",
       "         u'Univ. de Lovaina': 1,\n",
       "         u'Univ. de Maryland': 1,\n",
       "         u'Univ. de Oxford': 1,\n",
       "         u'Univ. de Sao Paulo': 1,\n",
       "         u'Univ. de Valencia': 1,\n",
       "         u'Univ. de Varsovia': 1,\n",
       "         u'Univ. de la Amistad de los Pueblos': 1,\n",
       "         u'Universidad Lomonosov': 1,\n",
       "         u'University of Fribourg': 1})"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(uni)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "x =foraneos.assign(pais= place)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3              EUA\n",
       "4              MXN\n",
       "6       Inglaterra\n",
       "8           Brasil\n",
       "10             MXN\n",
       "11             EUA\n",
       "13           Rusia\n",
       "15          Brasil\n",
       "17           Rusia\n",
       "19          Brasil\n",
       "20        Alemania\n",
       "21         Polonia\n",
       "22         Bélgica\n",
       "23           Japón\n",
       "24           Rusia\n",
       "25        Alemania\n",
       "27        Alemania\n",
       "28          Brasil\n",
       "36          España\n",
       "37     Switzerland\n",
       "40          Brasil\n",
       "41             MXN\n",
       "Name: pais, dtype: object"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x['pais'] #[foraneos ['pais']] #.str.contains(\"Brasil\")]  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Por anio de Doctorado"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>surname</th>\n",
       "      <th>lugar_dr</th>\n",
       "      <th>anio</th>\n",
       "      <th>campo</th>\n",
       "      <th>tema</th>\n",
       "      <th>correo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Josue\\r</td>\n",
       "      <td>De Santiago Sanabria</td>\n",
       "      <td>UNAM</td>\n",
       "      <td>2014</td>\n",
       "      <td>Cosmología y gravitación</td>\n",
       "      <td>modelos  de materia oscura, energía oscura e ...</td>\n",
       "      <td>jsantiago at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        name                surname lugar_dr   anio  \\\n",
       "10   Josue\\r   De Santiago Sanabria     UNAM   2014   \n",
       "\n",
       "                          campo  \\\n",
       "10    Cosmología y gravitación    \n",
       "\n",
       "                                                 tema  \\\n",
       "10   modelos  de materia oscura, energía oscura e ...   \n",
       "\n",
       "                           correo  \n",
       "10  jsantiago at fis.cinvestav.mx  "
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "info_fisica.loc[info_fisica['anio'] == info_fisica['anio'].max()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>surname</th>\n",
       "      <th>lugar_dr</th>\n",
       "      <th>anio</th>\n",
       "      <th>campo</th>\n",
       "      <th>tema</th>\n",
       "      <th>correo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Bogdan\\r</td>\n",
       "      <td>Mielnik Manwelow</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1964</td>\n",
       "      <td>Fisicamatemática</td>\n",
       "      <td>movilidad de sistemas dinámicos no lineales, ...</td>\n",
       "      <td>bogdan at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         name            surname   lugar_dr   anio                campo  \\\n",
       "29   Bogdan\\r   Mielnik Manwelow  Cinvestav   1964    Fisicamatemática    \n",
       "\n",
       "                                                 tema  \\\n",
       "29   movilidad de sistemas dinámicos no lineales, ...   \n",
       "\n",
       "                        correo  \n",
       "29  bogdan at fis.cinvestav.mx  "
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "info_fisica.loc[info_fisica['anio'] == info_fisica['anio'].min()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "53"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "2017 - 1964"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>surname</th>\n",
       "      <th>lugar_dr</th>\n",
       "      <th>anio</th>\n",
       "      <th>campo</th>\n",
       "      <th>tema</th>\n",
       "      <th>correo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Bogdan\\r</td>\n",
       "      <td>Mielnik Manwelow</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1964</td>\n",
       "      <td>Fisicamatemática</td>\n",
       "      <td>movilidad de sistemas dinámicos no lineales, ...</td>\n",
       "      <td>bogdan at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Yuri\\r</td>\n",
       "      <td>Gurevich Genrihovich</td>\n",
       "      <td>Academia de Ciencias-Leningrado, Rusia</td>\n",
       "      <td>1968</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>películas delgadas semiconductoras, propiedad...</td>\n",
       "      <td>gurevich at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Arnulfo\\r</td>\n",
       "      <td>Zepeda Domínguez</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1970</td>\n",
       "      <td>Partículas y campos (T</td>\n",
       "      <td>fenomenología de teorías de gran unificación,...</td>\n",
       "      <td>zepeda at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Feliciano\\r</td>\n",
       "      <td>Sánchez Sinencio</td>\n",
       "      <td>Univ. de Sao Paulo, Brasil</td>\n",
       "      <td>1970</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>propiedades fotoelectrónicas de materiales, b...</td>\n",
       "      <td>fsanchez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Piotr\\r</td>\n",
       "      <td>Kielanowski Chomicz</td>\n",
       "      <td>Univ. de Varsovia, Polonia</td>\n",
       "      <td>1971</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>interacciones débiles. Modelo de quarks. Fenó...</td>\n",
       "      <td>kiel at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Miguel Ángel\\r</td>\n",
       "      <td>Pérez Angón</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1972</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>fenomenología de modelos de norma, teorías ef...</td>\n",
       "      <td>mperez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Jorge Javier\\r</td>\n",
       "      <td>Castro Hernández</td>\n",
       "      <td>Univ. de Oxford, Inglaterra</td>\n",
       "      <td>1972</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>superconductividad de alta TC. Teoría de much...</td>\n",
       "      <td>jjcastro at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Rafael\\r</td>\n",
       "      <td>Baquero Parra</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1976</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>superconductividad, física de superficies.\\r</td>\n",
       "      <td>rbaquero at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Carlos\\r</td>\n",
       "      <td>Vázquez López</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1979</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>microscopía de tunelamiento y de fuerza atómi...</td>\n",
       "      <td>cvlopez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Julio G.\\r</td>\n",
       "      <td>Mendoza Alvarez</td>\n",
       "      <td>Univ. Estatal de Campinas, Brasil</td>\n",
       "      <td>1979</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>propiedades ópticas de semiconductores. Dispo...</td>\n",
       "      <td>jmendoza at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ciro\\r</td>\n",
       "      <td>Falcony Guajardo</td>\n",
       "      <td>Univ. de Lehigh, EUA</td>\n",
       "      <td>1980</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>dispositivos tipo MOS. Películas delgadas sem...</td>\n",
       "      <td>cfalcony at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Gerardo\\r</td>\n",
       "      <td>González de la Cruz</td>\n",
       "      <td>Univ. Estatal de Campinas, Brasil</td>\n",
       "      <td>1980</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>propiedades electrónicas en sistemas de dos d...</td>\n",
       "      <td>bato at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Isaac\\r</td>\n",
       "      <td>Hernández Calderón</td>\n",
       "      <td>Univ. Estatal de Campinas, Brasil</td>\n",
       "      <td>1981</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>propiedades ópticas, eléctricas y estructural...</td>\n",
       "      <td>ihernand at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Orlando\\r</td>\n",
       "      <td>Zelaya Angel</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1985</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>crecimiento y caracterización de películas de...</td>\n",
       "      <td>ozelaya at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Nora Eva\\r</td>\n",
       "      <td>Bretón Báez</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1986</td>\n",
       "      <td>Relatividad y gravitación</td>\n",
       "      <td>soluciones exactas de las ecuaciones de Einst...</td>\n",
       "      <td>nora at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Vladimir\\r</td>\n",
       "      <td>Manko Semionovich</td>\n",
       "      <td>Univ. de la Amistad de los Pueblos, Rusia</td>\n",
       "      <td>1986</td>\n",
       "      <td>Fisicamatemática y relatividad</td>\n",
       "      <td>soluciones exactas de las ecuaciones de Einst...</td>\n",
       "      <td>vsmanko at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Tonatiuh\\r</td>\n",
       "      <td>Matos Chassin</td>\n",
       "      <td>Univ. F. Schiller-Jena, Alemania</td>\n",
       "      <td>1987</td>\n",
       "      <td>Fisicamatemática y gravitación</td>\n",
       "      <td>galaxias, materia obscura, estrellas compacta...</td>\n",
       "      <td>tmatos at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Gabino\\r</td>\n",
       "      <td>Torres Vega</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1987</td>\n",
       "      <td>Fisicamatemática</td>\n",
       "      <td>representaciones de espacio fase de la mecáni...</td>\n",
       "      <td>gabino at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>David José\\r</td>\n",
       "      <td>Fernández Cabrera</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1988</td>\n",
       "      <td>Fisicamatemática</td>\n",
       "      <td>dinámica de Schrödinger.\\r</td>\n",
       "      <td>david at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Gabriel\\r</td>\n",
       "      <td>López Castro</td>\n",
       "      <td>Univ. de Lovaina, Bélgica</td>\n",
       "      <td>1988</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>fenomenología de interacciones electrodébiles.\\r</td>\n",
       "      <td>glopez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Alberto Alejandro\\r</td>\n",
       "      <td>García Díaz</td>\n",
       "      <td>Universidad Lomonosov, Rusia</td>\n",
       "      <td>1990</td>\n",
       "      <td>Relatividad y Gravitación</td>\n",
       "      <td>Soluciones exactas en Relatividad General.\\r</td>\n",
       "      <td>aagarcia at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Heriberto\\r</td>\n",
       "      <td>Castilla Valdez</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1991</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>colisiones protón-protón a 2 TeV con el detec...</td>\n",
       "      <td>castilla at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Riccardo\\r</td>\n",
       "      <td>Capovilla</td>\n",
       "      <td>Univ. de Maryland, EUA</td>\n",
       "      <td>1991</td>\n",
       "      <td>Relatividad y gravitación</td>\n",
       "      <td>teorías de campos, objetos extendidos, defect...</td>\n",
       "      <td>capo at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Gerardo\\r</td>\n",
       "      <td>Herrera Corral</td>\n",
       "      <td>Univ. de Dortmund, Alemania</td>\n",
       "      <td>1991</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>hadroproducción de c y b en el experimento E-...</td>\n",
       "      <td>gherrera at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Máximo\\r</td>\n",
       "      <td>López López</td>\n",
       "      <td>Univ. Toyohashi, Japón</td>\n",
       "      <td>1992</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>propiedades ópticas de semiconductores. Creci...</td>\n",
       "      <td>mlopez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Pedro\\r</td>\n",
       "      <td>González Mozuelos</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1992</td>\n",
       "      <td>Física estadística</td>\n",
       "      <td>propiedades estructurales de suspensiones col...</td>\n",
       "      <td>pedro at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>José Miguel\\r</td>\n",
       "      <td>Méndez Alcaraz</td>\n",
       "      <td>Univ. de Constanza, Alemania</td>\n",
       "      <td>1993</td>\n",
       "      <td>Física estadística</td>\n",
       "      <td>fluidos complejos. Propiedades termodinánicas...</td>\n",
       "      <td>jmendez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Miguel Ãngel\\r</td>\n",
       "      <td>Meléndez Lira</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1993</td>\n",
       "      <td>Materia condensada y estado sólido</td>\n",
       "      <td>propiedades ópticas. Películas delgadas. Espe...</td>\n",
       "      <td>mlira at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Alfredo\\r</td>\n",
       "      <td>Cruz Orea</td>\n",
       "      <td>Univ. Estatal de Campinas, Brasil</td>\n",
       "      <td>1994</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>técnicas fototérmicas aplicadas a semiconduct...</td>\n",
       "      <td>orea at fis.cinvestav.mx.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Miguel\\r</td>\n",
       "      <td>García Rocha</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1995</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>propiedades ópticas de semiconductores. Físic...</td>\n",
       "      <td>mrocha at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Agustín\\r</td>\n",
       "      <td>Conde Gallardo</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1995</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>superconductores del alta TC y fotoluminiscen...</td>\n",
       "      <td>aconde at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Daniel\\r</td>\n",
       "      <td>Olguín Melo</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1996</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>superconductividad, física de superficies.\\r</td>\n",
       "      <td>daniel at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Sergio Armando\\r</td>\n",
       "      <td>Tomás Velázquez</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1996</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>espectroscopía fototérmica, aplicación a mate...</td>\n",
       "      <td>stomas at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Merced\\r</td>\n",
       "      <td>Montesinos Velásquez</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1997</td>\n",
       "      <td>Geometría y Gravitación</td>\n",
       "      <td>relatividad general y gravitación, gravedad c...</td>\n",
       "      <td>merced at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mauricio Demetrio\\r</td>\n",
       "      <td>Carbajal Tinoco</td>\n",
       "      <td>UASLP</td>\n",
       "      <td>1997</td>\n",
       "      <td>Física estadística(T</td>\n",
       "      <td>fluidos complejos.\\r</td>\n",
       "      <td>mdct at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>José Oscar\\r</td>\n",
       "      <td>Rosas Ortiz</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1997</td>\n",
       "      <td>Fisicamatemática</td>\n",
       "      <td>formalismo de la mecánica cuántica,estados co...</td>\n",
       "      <td>orosas at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Alberto\\r</td>\n",
       "      <td>Sánchez Hernández</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1997</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>Física de hadrones b en los Experimentos DZer...</td>\n",
       "      <td>asanchez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Omar G.\\r</td>\n",
       "      <td>Miranda Romagnoli</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1997</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>fenomenología de interacciones electrodébiles.\\r</td>\n",
       "      <td>omr at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Luis Manuel\\r</td>\n",
       "      <td>Montaño</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1998</td>\n",
       "      <td>Física médica y física de altas energías</td>\n",
       "      <td>aplicación de detectores semiconductores a ra...</td>\n",
       "      <td>lmontano at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Abdel\\r</td>\n",
       "      <td>Pérez Lorenzana</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1998</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>modelos para física más allás del Modelo Está...</td>\n",
       "      <td>aplorenz at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Luis Fernando\\r</td>\n",
       "      <td>Rojas Ochoa</td>\n",
       "      <td>University of Fribourg, Switzerland</td>\n",
       "      <td>2004</td>\n",
       "      <td>Física Estadística</td>\n",
       "      <td>Materia Condensada Blanda (coloides, polímero...</td>\n",
       "      <td>lrojas at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Eduard\\r</td>\n",
       "      <td>De La Cruz Burelo</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>2005</td>\n",
       "      <td>partículas y campos</td>\n",
       "      <td>Física de hadrones B en D0 (Fermilab), y prot...</td>\n",
       "      <td>eduard at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Jaime\\r</td>\n",
       "      <td>Santoyo Salazar</td>\n",
       "      <td>IIM-UNAM</td>\n",
       "      <td>2006</td>\n",
       "      <td>Materia condensada</td>\n",
       "      <td>Nanopartículas Magnéticas para diagnóstico y ...</td>\n",
       "      <td>jsantoyo at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Pablo\\r</td>\n",
       "      <td>Roig Garcés</td>\n",
       "      <td>Univ. de Valencia, España</td>\n",
       "      <td>2010</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>fenomenología del Modelo Estándar y sus exten...</td>\n",
       "      <td>proig at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Iván\\r</td>\n",
       "      <td>Heredia de la Cruz</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>2012</td>\n",
       "      <td>Partículas y campos</td>\n",
       "      <td>Física de hadrones con sabor pesado en CMS (C...</td>\n",
       "      <td>iheredia at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>David\\r</td>\n",
       "      <td>Bermúdez Rosales</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>2013</td>\n",
       "      <td>Fisicamatemática</td>\n",
       "      <td>Dinámica de pulsos ultra cortos, análogos de ...</td>\n",
       "      <td>dbermudez at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Josue\\r</td>\n",
       "      <td>De Santiago Sanabria</td>\n",
       "      <td>UNAM</td>\n",
       "      <td>2014</td>\n",
       "      <td>Cosmología y gravitación</td>\n",
       "      <td>modelos  de materia oscura, energía oscura e ...</td>\n",
       "      <td>jsantiago at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    name                surname  \\\n",
       "29              Bogdan\\r       Mielnik Manwelow   \n",
       "17                Yuri\\r   Gurevich Genrihovich   \n",
       "46             Arnulfo\\r       Zepeda Domínguez   \n",
       "40           Feliciano\\r       Sánchez Sinencio   \n",
       "21               Piotr\\r    Kielanowski Chomicz   \n",
       "34        Miguel Ángel\\r            Pérez Angón   \n",
       "6         Jorge Javier\\r       Castro Hernández   \n",
       "0               Rafael\\r          Baquero Parra   \n",
       "44              Carlos\\r          Vázquez López   \n",
       "28            Julio G.\\r        Mendoza Alvarez   \n",
       "11                Ciro\\r       Falcony Guajardo   \n",
       "15             Gerardo\\r    González de la Cruz   \n",
       "19               Isaac\\r     Hernández Calderón   \n",
       "45             Orlando\\r           Zelaya Angel   \n",
       "2             Nora Eva\\r            Bretón Báez   \n",
       "24            Vladimir\\r      Manko Semionovich   \n",
       "25            Tonatiuh\\r          Matos Chassin   \n",
       "43              Gabino\\r            Torres Vega   \n",
       "12          David José\\r      Fernández Cabrera   \n",
       "22             Gabriel\\r           López Castro   \n",
       "13   Alberto Alejandro\\r            García Díaz   \n",
       "5            Heriberto\\r        Castilla Valdez   \n",
       "3             Riccardo\\r              Capovilla   \n",
       "20             Gerardo\\r         Herrera Corral   \n",
       "23              Máximo\\r            López López   \n",
       "16               Pedro\\r      González Mozuelos   \n",
       "27         José Miguel\\r         Méndez Alcaraz   \n",
       "26        Miguel Ãngel\\r          Meléndez Lira   \n",
       "8              Alfredo\\r              Cruz Orea   \n",
       "14              Miguel\\r           García Rocha   \n",
       "7              Agustín\\r         Conde Gallardo   \n",
       "33              Daniel\\r            Olguín Melo   \n",
       "42      Sergio Armando\\r        Tomás Velázquez   \n",
       "32              Merced\\r   Montesinos Velásquez   \n",
       "4    Mauricio Demetrio\\r        Carbajal Tinoco   \n",
       "38          José Oscar\\r            Rosas Ortiz   \n",
       "39             Alberto\\r      Sánchez Hernández   \n",
       "30             Omar G.\\r      Miranda Romagnoli   \n",
       "31         Luis Manuel\\r                Montaño   \n",
       "35               Abdel\\r        Pérez Lorenzana   \n",
       "37       Luis Fernando\\r            Rojas Ochoa   \n",
       "9               Eduard\\r      De La Cruz Burelo   \n",
       "41               Jaime\\r        Santoyo Salazar   \n",
       "36               Pablo\\r            Roig Garcés   \n",
       "18                Iván\\r     Heredia de la Cruz   \n",
       "1                David\\r       Bermúdez Rosales   \n",
       "10               Josue\\r   De Santiago Sanabria   \n",
       "\n",
       "                                     lugar_dr   anio  \\\n",
       "29                                  Cinvestav   1964   \n",
       "17     Academia de Ciencias-Leningrado, Rusia   1968   \n",
       "46                                  Cinvestav   1970   \n",
       "40                 Univ. de Sao Paulo, Brasil   1970   \n",
       "21                 Univ. de Varsovia, Polonia   1971   \n",
       "34                                  Cinvestav   1972   \n",
       "6                 Univ. de Oxford, Inglaterra   1972   \n",
       "0                                   Cinvestav   1976   \n",
       "44                                  Cinvestav   1979   \n",
       "28          Univ. Estatal de Campinas, Brasil   1979   \n",
       "11                       Univ. de Lehigh, EUA   1980   \n",
       "15          Univ. Estatal de Campinas, Brasil   1980   \n",
       "19          Univ. Estatal de Campinas, Brasil   1981   \n",
       "45                                  Cinvestav   1985   \n",
       "2                                   Cinvestav   1986   \n",
       "24  Univ. de la Amistad de los Pueblos, Rusia   1986   \n",
       "25           Univ. F. Schiller-Jena, Alemania   1987   \n",
       "43                                  Cinvestav   1987   \n",
       "12                                  Cinvestav   1988   \n",
       "22                  Univ. de Lovaina, Bélgica   1988   \n",
       "13               Universidad Lomonosov, Rusia   1990   \n",
       "5                                   Cinvestav   1991   \n",
       "3                      Univ. de Maryland, EUA   1991   \n",
       "20                Univ. de Dortmund, Alemania   1991   \n",
       "23                     Univ. Toyohashi, Japón   1992   \n",
       "16                                  Cinvestav   1992   \n",
       "27               Univ. de Constanza, Alemania   1993   \n",
       "26                                  Cinvestav   1993   \n",
       "8           Univ. Estatal de Campinas, Brasil   1994   \n",
       "14                                  Cinvestav   1995   \n",
       "7                                   Cinvestav   1995   \n",
       "33                                  Cinvestav   1996   \n",
       "42                                  Cinvestav   1996   \n",
       "32                                  Cinvestav   1997   \n",
       "4                                       UASLP   1997   \n",
       "38                                  Cinvestav   1997   \n",
       "39                                  Cinvestav   1997   \n",
       "30                                  Cinvestav   1997   \n",
       "31                                  Cinvestav   1998   \n",
       "35                                  Cinvestav   1998   \n",
       "37        University of Fribourg, Switzerland   2004   \n",
       "9                                   Cinvestav   2005   \n",
       "41                                   IIM-UNAM   2006   \n",
       "36                  Univ. de Valencia, España   2010   \n",
       "18                                  Cinvestav   2012   \n",
       "1                                   Cinvestav   2013   \n",
       "10                                       UNAM   2014   \n",
       "\n",
       "                                          campo  \\\n",
       "29                            Fisicamatemática    \n",
       "17                          Materia condensada    \n",
       "46                       Partículas y campos (T   \n",
       "40                          Materia condensada    \n",
       "21                         Partículas y campos    \n",
       "34                         Partículas y campos    \n",
       "6                           Materia condensada    \n",
       "0                           Materia condensada    \n",
       "44                          Materia condensada    \n",
       "28                          Materia condensada    \n",
       "11                          Materia condensada    \n",
       "15                          Materia condensada    \n",
       "19                          Materia condensada    \n",
       "45                          Materia condensada    \n",
       "2                    Relatividad y gravitación    \n",
       "24              Fisicamatemática y relatividad    \n",
       "25              Fisicamatemática y gravitación    \n",
       "43                            Fisicamatemática    \n",
       "12                            Fisicamatemática    \n",
       "22                         Partículas y campos    \n",
       "13                   Relatividad y Gravitación    \n",
       "5                          Partículas y campos    \n",
       "3                    Relatividad y gravitación    \n",
       "20                         Partículas y campos    \n",
       "23                          Materia condensada    \n",
       "16                          Física estadística    \n",
       "27                          Física estadística    \n",
       "26          Materia condensada y estado sólido    \n",
       "8                           Materia condensada    \n",
       "14                          Materia condensada    \n",
       "7                           Materia condensada    \n",
       "33                          Materia condensada    \n",
       "42                          Materia condensada    \n",
       "32                     Geometría y Gravitación    \n",
       "4                          Física estadística(T   \n",
       "38                            Fisicamatemática    \n",
       "39                         Partículas y campos    \n",
       "30                         Partículas y campos    \n",
       "31    Física médica y física de altas energías    \n",
       "35                         Partículas y campos    \n",
       "37                          Física Estadística    \n",
       "9                          partículas y campos    \n",
       "41                          Materia condensada    \n",
       "36                         Partículas y campos    \n",
       "18                         Partículas y campos    \n",
       "1                             Fisicamatemática    \n",
       "10                    Cosmología y gravitación    \n",
       "\n",
       "                                                 tema  \\\n",
       "29   movilidad de sistemas dinámicos no lineales, ...   \n",
       "17   películas delgadas semiconductoras, propiedad...   \n",
       "46   fenomenología de teorías de gran unificación,...   \n",
       "40   propiedades fotoelectrónicas de materiales, b...   \n",
       "21   interacciones débiles. Modelo de quarks. Fenó...   \n",
       "34   fenomenología de modelos de norma, teorías ef...   \n",
       "6    superconductividad de alta TC. Teoría de much...   \n",
       "0        superconductividad, física de superficies.\\r   \n",
       "44   microscopía de tunelamiento y de fuerza atómi...   \n",
       "28   propiedades ópticas de semiconductores. Dispo...   \n",
       "11   dispositivos tipo MOS. Películas delgadas sem...   \n",
       "15   propiedades electrónicas en sistemas de dos d...   \n",
       "19   propiedades ópticas, eléctricas y estructural...   \n",
       "45   crecimiento y caracterización de películas de...   \n",
       "2    soluciones exactas de las ecuaciones de Einst...   \n",
       "24   soluciones exactas de las ecuaciones de Einst...   \n",
       "25   galaxias, materia obscura, estrellas compacta...   \n",
       "43   representaciones de espacio fase de la mecáni...   \n",
       "12                         dinámica de Schrödinger.\\r   \n",
       "22   fenomenología de interacciones electrodébiles.\\r   \n",
       "13       Soluciones exactas en Relatividad General.\\r   \n",
       "5    colisiones protón-protón a 2 TeV con el detec...   \n",
       "3    teorías de campos, objetos extendidos, defect...   \n",
       "20   hadroproducción de c y b en el experimento E-...   \n",
       "23   propiedades ópticas de semiconductores. Creci...   \n",
       "16   propiedades estructurales de suspensiones col...   \n",
       "27   fluidos complejos. Propiedades termodinánicas...   \n",
       "26   propiedades ópticas. Películas delgadas. Espe...   \n",
       "8    técnicas fototérmicas aplicadas a semiconduct...   \n",
       "14   propiedades ópticas de semiconductores. Físic...   \n",
       "7    superconductores del alta TC y fotoluminiscen...   \n",
       "33       superconductividad, física de superficies.\\r   \n",
       "42   espectroscopía fototérmica, aplicación a mate...   \n",
       "32   relatividad general y gravitación, gravedad c...   \n",
       "4                                fluidos complejos.\\r   \n",
       "38   formalismo de la mecánica cuántica,estados co...   \n",
       "39   Física de hadrones b en los Experimentos DZer...   \n",
       "30   fenomenología de interacciones electrodébiles.\\r   \n",
       "31   aplicación de detectores semiconductores a ra...   \n",
       "35   modelos para física más allás del Modelo Está...   \n",
       "37   Materia Condensada Blanda (coloides, polímero...   \n",
       "9    Física de hadrones B en D0 (Fermilab), y prot...   \n",
       "41   Nanopartículas Magnéticas para diagnóstico y ...   \n",
       "36   fenomenología del Modelo Estándar y sus exten...   \n",
       "18   Física de hadrones con sabor pesado en CMS (C...   \n",
       "1    Dinámica de pulsos ultra cortos, análogos de ...   \n",
       "10   modelos  de materia oscura, energía oscura e ...   \n",
       "\n",
       "                           correo  \n",
       "29     bogdan at fis.cinvestav.mx  \n",
       "17   gurevich at fis.cinvestav.mx  \n",
       "46     zepeda at fis.cinvestav.mx  \n",
       "40   fsanchez at fis.cinvestav.mx  \n",
       "21       kiel at fis.cinvestav.mx  \n",
       "34     mperez at fis.cinvestav.mx  \n",
       "6    jjcastro at fis.cinvestav.mx  \n",
       "0    rbaquero at fis.cinvestav.mx  \n",
       "44    cvlopez at fis.cinvestav.mx  \n",
       "28   jmendoza at fis.cinvestav.mx  \n",
       "11   cfalcony at fis.cinvestav.mx  \n",
       "15       bato at fis.cinvestav.mx  \n",
       "19   ihernand at fis.cinvestav.mx  \n",
       "45    ozelaya at fis.cinvestav.mx  \n",
       "2        nora at fis.cinvestav.mx  \n",
       "24    vsmanko at fis.cinvestav.mx  \n",
       "25     tmatos at fis.cinvestav.mx  \n",
       "43     gabino at fis.cinvestav.mx  \n",
       "12      david at fis.cinvestav.mx  \n",
       "22     glopez at fis.cinvestav.mx  \n",
       "13   aagarcia at fis.cinvestav.mx  \n",
       "5    castilla at fis.cinvestav.mx  \n",
       "3        capo at fis.cinvestav.mx  \n",
       "20   gherrera at fis.cinvestav.mx  \n",
       "23     mlopez at fis.cinvestav.mx  \n",
       "16      pedro at fis.cinvestav.mx  \n",
       "27    jmendez at fis.cinvestav.mx  \n",
       "26      mlira at fis.cinvestav.mx  \n",
       "8       orea at fis.cinvestav.mx.  \n",
       "14     mrocha at fis.cinvestav.mx  \n",
       "7      aconde at fis.cinvestav.mx  \n",
       "33     daniel at fis.cinvestav.mx  \n",
       "42     stomas at fis.cinvestav.mx  \n",
       "32     merced at fis.cinvestav.mx  \n",
       "4        mdct at fis.cinvestav.mx  \n",
       "38     orosas at fis.cinvestav.mx  \n",
       "39   asanchez at fis.cinvestav.mx  \n",
       "30        omr at fis.cinvestav.mx  \n",
       "31   lmontano at fis.cinvestav.mx  \n",
       "35   aplorenz at fis.cinvestav.mx  \n",
       "37     lrojas at fis.cinvestav.mx  \n",
       "9      eduard at fis.cinvestav.mx  \n",
       "41   jsantoyo at fis.cinvestav.mx  \n",
       "36      proig at fis.cinvestav.mx  \n",
       "18   iheredia at fis.cinvestav.mx  \n",
       "1   dbermudez at fis.cinvestav.mx  \n",
       "10  jsantiago at fis.cinvestav.mx  "
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "info_fisica.sort_values('anio')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x10d49ddd0>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "df =pd.DataFrame({'anio doctorado':np.array(info_fisica['anio'].values.astype(float))})\n",
    "df.hist(bins=20)   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>anio doctorado</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>47.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1989.851064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>12.314676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1964.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1980.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1991.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1997.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2014.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       anio doctorado\n",
       "count       47.000000\n",
       "mean      1989.851064\n",
       "std         12.314676\n",
       "min       1964.000000\n",
       "25%       1980.500000\n",
       "50%       1991.000000\n",
       "75%       1997.000000\n",
       "max       2014.000000"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>anio doctorado</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1997.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   anio doctorado\n",
       "0          1997.0"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.mode()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({u'  Cosmolog\\xeda y gravitaci\\xf3n ': 1,\n",
       "         u'  Fisicamatem\\xe1tica ': 5,\n",
       "         u'  Fisicamatem\\xe1tica y gravitaci\\xf3n ': 1,\n",
       "         u'  Fisicamatem\\xe1tica y relatividad ': 1,\n",
       "         u'  F\\xedsica Estad\\xedstica ': 1,\n",
       "         u'  F\\xedsica estad\\xedstica ': 2,\n",
       "         u'  F\\xedsica estad\\xedstica(T': 1,\n",
       "         u'  F\\xedsica m\\xe9dica y f\\xedsica de altas energ\\xedas ': 1,\n",
       "         u'  Geometr\\xeda y Gravitaci\\xf3n ': 1,\n",
       "         u'  Materia condensada ': 17,\n",
       "         u'  Materia condensada y estado s\\xf3lido ': 1,\n",
       "         u'  Part\\xedculas y campos ': 10,\n",
       "         u'  Part\\xedculas y campos (T': 1,\n",
       "         u'  Relatividad y Gravitaci\\xf3n ': 1,\n",
       "         u'  Relatividad y gravitaci\\xf3n ': 2,\n",
       "         u'  part\\xedculas y campos ': 1})"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(info_fisica['campo'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Arts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                Rafael\\r\n",
       "1                 David\\r\n",
       "2              Nora Eva\\r\n",
       "3              Riccardo\\r\n",
       "4     Mauricio Demetrio\\r\n",
       "Name: name, dtype: object"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "info_fisica['name'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>surname</th>\n",
       "      <th>lugar_dr</th>\n",
       "      <th>anio</th>\n",
       "      <th>campo</th>\n",
       "      <th>tema</th>\n",
       "      <th>correo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>José Oscar\\r</td>\n",
       "      <td>Rosas Ortiz</td>\n",
       "      <td>Cinvestav</td>\n",
       "      <td>1997</td>\n",
       "      <td>Fisicamatemática</td>\n",
       "      <td>formalismo de la mecánica cuántica,estados co...</td>\n",
       "      <td>orosas at fis.cinvestav.mx</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             name       surname   lugar_dr   anio                campo  \\\n",
       "38   José Oscar\\r   Rosas Ortiz  Cinvestav   1997    Fisicamatemática    \n",
       "\n",
       "                                                 tema  \\\n",
       "38   formalismo de la mecánica cuántica,estados co...   \n",
       "\n",
       "                        correo  \n",
       "38  orosas at fis.cinvestav.mx  "
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "info_fisica[info_fisica['name'].str.contains('Oscar')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "website = 'http://www.webometrics.info/en/node/63'\n",
    "\n",
    "import requests\n",
    "\n",
    "page  = requests.get(website)\n",
    "soupa = BeautifulSoup(page.content, 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "#soupa.prettify()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in soupa.findAll('a', href=True): #'Oscar Rosas'\n",
    "    if 'Merced Montesinos' in i.text:\n",
    "        link_mer = i['href']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "#soupa.findAll('a', href=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "u'https://scholar.google.com/citations?user=dobwpMYAAAAJ'"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "link_mer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Solo Merced"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Python/2.7/site-packages/requests/packages/urllib3/util/ssl_.py:122: InsecurePlatformWarning: A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. You can upgrade to a newer version of Python to solve this. For more information, see https://urllib3.readthedocs.io/en/latest/security.html#insecureplatformwarning.\n",
      "  InsecurePlatformWarning\n"
     ]
    },
    {
     "ename": "SSLError",
     "evalue": "hostname 'scholar.google.com' doesn't match 'www.google.com'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mSSLError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-97-ab9bc2577bdc>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mrequests\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mpage\u001b[0m  \u001b[0;34m=\u001b[0m \u001b[0mrequests\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwebsite\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0msoupm\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mBeautifulSoup\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontent\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'html.parser'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Python/2.7/site-packages/requests/api.pyc\u001b[0m in \u001b[0;36mget\u001b[0;34m(url, params, **kwargs)\u001b[0m\n\u001b[1;32m     68\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     69\u001b[0m     \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'allow_redirects'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 70\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'get'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     71\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     72\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Python/2.7/site-packages/requests/api.pyc\u001b[0m in \u001b[0;36mrequest\u001b[0;34m(method, url, **kwargs)\u001b[0m\n\u001b[1;32m     54\u001b[0m     \u001b[0;31m# cases, and look like a memory leak in others.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     55\u001b[0m     \u001b[0;32mwith\u001b[0m \u001b[0msessions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSession\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 56\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murl\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     57\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     58\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Python/2.7/site-packages/requests/sessions.pyc\u001b[0m in \u001b[0;36mrequest\u001b[0;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[1;32m    473\u001b[0m         }\n\u001b[1;32m    474\u001b[0m         \u001b[0msend_kwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msettings\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 475\u001b[0;31m         \u001b[0mresp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprep\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0msend_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    476\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    477\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mresp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Python/2.7/site-packages/requests/sessions.pyc\u001b[0m in \u001b[0;36msend\u001b[0;34m(self, request, **kwargs)\u001b[0m\n\u001b[1;32m    594\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    595\u001b[0m         \u001b[0;31m# Send the request\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 596\u001b[0;31m         \u001b[0mr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0madapter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    597\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    598\u001b[0m         \u001b[0;31m# Total elapsed time of the request (approximately)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Python/2.7/site-packages/requests/adapters.pyc\u001b[0m in \u001b[0;36msend\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m    495\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0m_SSLError\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_HTTPError\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    496\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_SSLError\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 497\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mSSLError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    498\u001b[0m             \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mReadTimeoutError\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    499\u001b[0m                 \u001b[0;32mraise\u001b[0m \u001b[0mReadTimeout\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mSSLError\u001b[0m: hostname 'scholar.google.com' doesn't match 'www.google.com'"
     ]
    }
   ],
   "source": [
    "website = link_mer\n",
    "\n",
    "import requests\n",
    "\n",
    "page  = requests.get(website)\n",
    "soupm = BeautifulSoup(page.content, 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 509,
   "metadata": {},
   "outputs": [],
   "source": [
    "#BF gravity and\n",
    "#soupm.prettify()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 510,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_merced = soupm.findAll('a', {'class':\"gsc_a_at\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 511,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20"
      ]
     },
     "execution_count": 511,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(arts_merced)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 512,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([u'BF gravity and the Immirzi parameter',\n",
       "  u'SL (2, R) model with two Hamiltonian constraints',\n",
       "  u'Relational evolution of the degrees of freedom of generally covariant quantum theories',\n",
       "  u'Covariant canonical formalism for four-dimensional BF theory',\n",
       "  u'Statistical mechanics of generally covariant quantum theories: a Boltzmann-like approach',\n",
       "  u'Self-dual gravity with topological terms',\n",
       "  u'Symplectic quantization, inequivalent quantum theories, and Heisenberg\\u2019s principle of uncertainty',\n",
       "  u'Alternative symplectic structures for SO (3, 1) and SO (4) four-dimensional BF theories',\n",
       "  u'Topological limit of gravity admitting an S U (2) connection formulation',\n",
       "  u\"Symmetric energy-momentum tensor in Maxwell, Yang-Mills, and Proca theories obtained using only Noether's theorem\",\n",
       "  u\"Minimal coupling and Feynman's proof\",\n",
       "  u'Geometric thermodynamics: black holes and the meaning of the scalar curvature',\n",
       "  u'Two-dimensional topological field theories coupled to four-dimensional BF theory',\n",
       "  u'Cartan\\u2019s equations define a topological field theory of the B F type',\n",
       "  u'Gauge invariance of complex general relativity',\n",
       "  u'Heisenberg\\u2019s quantization of dissipative systems',\n",
       "  u'Hamilton\\u2013Jacobi theory for Hamiltonian systems with non-canonical symplectic structures',\n",
       "  u'BF gravity with Immirzi parameter and cosmological constant',\n",
       "  u'Unification of cosmological scalar fields',\n",
       "  u'Gauge invariance of the action principle for gauge systems with noncanonical symplectic structures'],\n",
       " 20)"
      ]
     },
     "execution_count": 512,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arts_meche = [i.text for i in all_merced]\n",
    "arts_meche, len(arts_meche)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 513,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "authors_merced = soupm.findAll('div', {'class':\"gs_gray\"})"
   ]
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  {
   "cell_type": "code",
   "execution_count": 514,
   "metadata": {},
   "outputs": [
    {
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       "([u'R Capovilla, M Montesinos, VA Prieto, E Rojas',\n",
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       "  u'M Montesinos, M Vel\\xe1zquez',\n",
       "  u'A P\\xe9rez-Lorenzana, M Montesinos, T Matos',\n",
       "  u'V Cuesta, M Montesinos, JD Vergara'],\n",
       " 20)"
      ]
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     "execution_count": 514,
     "metadata": {},
     "output_type": "execute_result"
    }
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   "source": [
    "authors_meche = [a.text for i, a in enumerate(authors_merced) if i%2==0]\n",
    "authors_meche, len(authors_meche)"
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  {
   "cell_type": "code",
   "execution_count": 515,
   "metadata": {},
   "outputs": [],
   "source": [
    "cites_merced = soupm.findAll('a', {'class':\"gsc_a_ac gs_ibl\"})\n"
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  {
   "cell_type": "code",
   "execution_count": 516,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " 20)"
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     "metadata": {},
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    "cites_meche = [int(c.text) for c in cites_merced]\n",
    "cites_meche, len(cites_meche)"
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   "execution_count": 517,
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       "                                              authors  cites  \\\n",
       "0       R Capovilla, M Montesinos, VA Prieto, E Rojas     72   \n",
       "1                 M Montesinos, C Rovelli, T Thiemann     62   \n",
       "2                                        M Montesinos     36   \n",
       "3                           M Mondragón, M Montesinos     34   \n",
       "4                             M Montesinos, C Rovelli     26   \n",
       "5                                        M Montesinos     24   \n",
       "6                      M Montesinos, GFT del Castillo     22   \n",
       "7                                        M Montesinos     20   \n",
       "8                        L Liu, M Montesinos, A Perez     17   \n",
       "9                              M Montesinos, E Flores     17   \n",
       "10                    M Montesinos, A Pérez-Lorenzana     17   \n",
       "11  MÁ García-Ariza, M Montesinos, GF Torres del C...     14   \n",
       "12                              M Montesinos, A Perez     14   \n",
       "13                             V Cuesta, M Montesinos     14   \n",
       "14                           M Montesinos, JD Vergara     14   \n",
       "15                                       M Montesinos     13   \n",
       "16                   AA Martínez-Merino, M Montesinos     11   \n",
       "17                          M Montesinos, M Velázquez     10   \n",
       "18           A Pérez-Lorenzana, M Montesinos, T Matos     10   \n",
       "19                 V Cuesta, M Montesinos, JD Vergara     10   \n",
       "\n",
       "                                                paper  #authors  effec_cites  \n",
       "0                BF gravity and the Immirzi parameter         4    18.000000  \n",
       "1    SL (2, R) model with two Hamiltonian constraints         3    20.666667  \n",
       "2   Relational evolution of the degrees of freedom...         1    36.000000  \n",
       "3   Covariant canonical formalism for four-dimensi...         2    17.000000  \n",
       "4   Statistical mechanics of generally covariant q...         2    13.000000  \n",
       "5            Self-dual gravity with topological terms         1    24.000000  \n",
       "6   Symplectic quantization, inequivalent quantum ...         2    11.000000  \n",
       "7   Alternative symplectic structures for SO (3, 1...         1    20.000000  \n",
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       "9   Symmetric energy-momentum tensor in Maxwell, Y...         2     8.500000  \n",
       "10               Minimal coupling and Feynman's proof         2     8.500000  \n",
       "11  Geometric thermodynamics: black holes and the ...         3     4.666667  \n",
       "12  Two-dimensional topological field theories cou...         2     7.000000  \n",
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       "18          Unification of cosmological scalar fields         3     3.333333  \n",
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