Tests.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Simple expressions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-13T01:10:44.875642Z",
     "start_time": "2020-09-13T01:10:44.701936Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "11.3.0 for Linux x86 (64-bit) (March 13, 2018)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "$Version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-13T01:10:36.864491Z",
     "start_time": "2020-09-13T01:10:36.656653Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Equivalent[A, B]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A ⧦ B\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-13T00:27:12.835070Z",
     "start_time": "2020-09-13T00:27:11.563970Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "2+2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-13T00:27:13.630039Z",
     "start_time": "2020-09-13T00:27:13.445462Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "/home/mauricio/Projects/iwolfram"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Directory[]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-13T00:27:14.500221Z",
     "start_time": "2020-09-13T00:27:14.326794Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{{1, 1}, {2, 4}, {3, 9}, {4, 16}, {5, 25}}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Table[{i,i^2},{i,5}]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-13T00:27:20.366727Z",
     "start_time": "2020-09-13T00:27:15.748271Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<center><img class='unconfined' 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ARYC1iccr/K63i+O8hztbN5cm+wDp6QBw4FzO8altKb7nz+Xs5zpf1+T7A4XKQQGBSF8sOKqu3t/qfBg2f197XQXZzrR5QBLAyF8gKvl7ftOVvm4O76xJhlOywaTAeYTjqWgtPV/T1b5eTlvXjcdEggmCcwn/ENnipt+vHAn2Je5aVWiA92G6HKAxYLh6OhOX288crE21I/1+spEmJoEJhX8e43iZGHjsUu1Yf6s11cmwsXqwWSD/7CRTvza8POVuvAAl9eyEmHVTmAEEML/8MvV+uNX6yMCXV/LmmZrAwkExgAh/M2JXxuOX63nBLluzJxGgwQCY4FrMdx3srDx5yt1kEBgfNAnRAih09cbj12qjQyEBAICTDyEFtMnPFPcdORibXiAy8YsSCAggLUPR8/daP7xwp0wf9ZrWYlwJAYQwqpDeL6k5fvzt/UdeehGAKJYbwgv3mo9dK4mxJcJHXlALCsN4dXy9rx8QaA3Y9MqOCsNEMwaQ1hU1bnvZJWfp9N/r060hzOzAdGsrkVxs6br618qvd0c31id7GhHI7ocAKysRcGr7fnqZ7470+7NNUnODpBAYBKsaDha3diXe6yc5UT/+9pkphNcpQKYCmsJYV2bZM/hMkd72ptrk10ZdkSXA8BvHrA0mt6BAwccHByWLl1q9PIMo/mu7JMfSum2lM1rkz3gWmnAxJD1S6Nt3rx5y5YtFy5cEAqFI+5RXl7O5/MJKc4gOnr7Pzp0k0QivbE62cvVgehyABhprKXREEJSqfT8+fNPPfUUUfU9oh6xYtfBmzodtmlVop+nE9HlADAK8oil0SQSydA2HMfz8vJWrFhBo5nlgUSRTPnhgZsDg5qNmdNCfJkP/gEAiDDW0mgXLlwIDg4ODAwc9SdNfGm0/gH1roM3pf2DL6UnRAS6El0OAH9orKXRSktLJRLJ1atX1Wo1juM6nS49PX1oqyn3CZUq7UcHb/aIFBuWxcLaScDEUTkcTkFBwYIFCygUCp/Pf+GFFxBCQqHQ1dU1JydHf6fLly9LJBJzOTqq1ug++aG0tVv+7MLo6VwfossB4AHIQ0ujvfvuuzNnzhxaGk0mkxFd20RoddjnR3l1bZIVT0Y8Ee9HdDkAPJhFLY2G4fhXP/NLBF0LU0PS54QTXQ4A42I5Z8zgCO0/XV0i6JqT4L8cEgjMh+WE8OjF2iu89ulcnzVPc0lEFwPA+FlICM8UN52+3hgd4v7CkhgyCTIIzIklzCcsrOj48cKdEDbzpYx4ChkSCMyM2c8n5Nf1fvvvKl93x9fhcmnAPJn3cLSuTfLFMR7Lmb5pVZKDHVyoApglMw5hR2//P368RadR31idBEvJA/NlriEUSgY+OngTw/BNqxJhghIwa2YZQrlC/dGhm/eUmldWJAR6M4guB4BHYn4hHFRrP/6+tFc8kL0khhME0yOA2TOzEGp12OdHeC1dstXzuUkcb6LLAcAAzKlPiOP4Nycqq5v6Fj0+5cnEACPvHYBJYjZ9QhyhHy7cuVF9d1ac39LZYcbcNQCTymyGo2eKms7daI4L91y3IApOigGWxDxCWFTVebjgTqgf669LY+HENGBhzCCE1U19/zpR6evuCCvpAotk6iFs7ZZ/fqTM2cF206okB1hBCVgikw6hUDrw8aFSEom0aVUinJgGLJXphrB/QL37UKliUPNq5jS2B1y3F1gsE+0TqjW6f/x4q0ekyF4SExHgMnk7AoBwptgn1GH4lz+VN3ZIV83jwGkxwOKZ3HAURygvX1Be1/t0SvCfkgKJLgeASWdyITx5reEKr216lE9GGlwxDViFB6xPmJ+ff+PGDYRQZGRkZmYmaZKvoXStouOny3WRga5/+fPUyd4XACaCql+fMCcnh0QiffDBB2FhYe7u9xdvqK+vLy8v37JlC4VCyc3NLS4uTklJmbxSqhqF+05WsT2cXs6Ip1JM7i0agEky1vqEDAYjKyvLxsaGTCaz2Wy5XD55dbR0yT4/wnN2sH19ZaI9NOWBNRlrfUIPD4/g4GCEkEQiKSkpiY2NnaQi+qTKT76/RSZDUx5YI+qI74evT6jX29ubm5ubnp7u5eU1/HZ9n/DRGxUKpWb396X3lOpNq5KgKQ+s0FjrEyKEWlpavvnmm5UrV3K53BE/aZA+oVaH7TlS1tV3b8OSWLhWBbBOZA6HU1lZqVAoBgcH+Xx+VFQUQkgoFGIYJhaL9+7dm52d/fsEGgSO41//UlHbKk6fEz4jGhYSBFaKOrQ+oVarTUtLG1qfcMeOHZcuXZJKpbt379bfdc6cOYsXLzbgvo9erC0RdM1O8F+QGmLAhwXAvBC2PmFBaeuBM4LYMI+XMxJgni6wZsS048prew6erQnyYfx1WRwkEFg5AkLYfFf25U98VwZ9Y9Y0WMIFAGOHUCgd+OSHUhsqedPKRIaDrZH3DoAJMup8QoVS8/H3twYGta9kJni7OU541wBYEuPNJxxqCf5l8dRwf5inC8B9RhqO6i+eXdsqzkgLn86FliAAvzFSCI9drrtRfXd2gv/Tj0FLEID/YIwQXuG1nSpsnDrFfc18LrQjABhh0kNY1SDcf1rg5+kELUEARjW5IWzrkX9xjOfsaPtaVqKd7cgZGwAANKkhFMsHP/n+FkLo9axpMEsQgD8yWX1CpUr7yQ+lsnuq/1oe7+/lPOG9AGDxJqVPqMPw3GPl7T396xZwo6e4T3gXAFgDww9HcYTy8qurGoULHwt5It7f4I8PgIUxfAjzrzde4bUnc72Xz4H1dAF4MAOH8GZN15GLtaF+rL/8OQYuHArAeBgyhPXtkr3HKzxd7F9ZkWBDhQuHAjAuBotKr2Rgz+EyOo36+spEJ3uaoR4WAItnmBDeU6o//r5UqdK+mpng6eJgkMcEwEoYoE+o1WGfHeZ1ixQvLI4J9WMZqDAArMWj9glxhP7178raNnF6WngyF9YSBOChPepw9PiVuuKqu7Pi/BbAHCUAJuSRQnitouPErw3cYLd1C6KgHQHAxEw8hDXNon0nq3zdHV9KjzfrOUoTuFiOKbOkp2NJzwX98dOZeAg/O1LmaEeDOUoAPKKJhFCmUCGEdBi+MWuaG9Nu7DuP88Vs/K95k3FPonZtSc9l/PecjPc3s/43e+gQ6jD80x/LEEJ/XRob5MN4xN0DAMa1FoWFDc0BMAVDkwEJWxAGAKAHp1kDQDAIIQAEgxACQDDravHhOH7kyJHq6moKhbJu3bqgoKDhW3Nzc2/fvk0mkxFCzz33XGxsLEFlPpz9+/dHREQkJycPv7GlpeXgwYNKpZLD4WRlZemflOkrKipqaGhYu3bt8BtxHN+4cSOGYfpvd+7c6eBg6jN18vPzb9y4gRCKjIzMzMwcPsG9qKjo7NmzOp1u3rx5jz/+OLK2EN68eVMkEm3fvr27u/vLL7/ctm3b8P/O9vb23bt30+lmc3VGuVx+6NAhgUAQEREx/HYcx7/99tv169cHBgbu27fv+vXr+j+2KdNqtadOnbp8+XJCQsKITT09PZ6enps3byaksAmor68vLy/fsmULhULJzc0tLi5OSUnRbxKJRKdPn87JySGTyR9++GFYWJinp6d5vEAaSlVVVVJSEolE8vb2ZjAYzc3NQ5vEYrFWq/3iiy9ycnJOnTpFYJHjV1payuFwkpKSRtze29tLoVACAwMRQikpKWVlZQQU95CamprUavXy5ct/v6mlpUWtVm/fvn3btm18Pt/4tT0sBoORlZVlY2NDJpPZbLZcLh/aJBAIuFyuvb09nU6Pj4/n8XjIyOsTEk4qlTKZTP3XDAZDIpEMberv758yZcqLL764efNmPp9fWlpKUI0PIS0tbdasWb+/XSqVMhj3z6NgMBhSqdS4dU1EWFhYRkYGjTbKNRm0Wi2Xy83JyXnuuefy8vJEIpHxy3soHh4ewcHBCCGJRFJSUjL8c41MJvv9f+AEh6OW0SQcPhYNCAjYsGGD/utZs2bV1NQkJiYSVNejGtH7NfcrbqWmpuq/8PPz43A4dXV1M2bMILak8ejt7c3NzU1PT/fy8hq6cdQ/jXUNR5lM5tDYYPhrEkKoqalJIBAMfUuhUIxdnOGwWKzhT5PFMu/LHZSWlvb09Ax9S6WawYGMlpaWPXv2ZGRkjPiIy2QyZTKZ/uuhP411hTAqKqq4uBjDsK6uLrFY7O/vr9FoxGIxQkilUh09elSlUqlUqsLCwri4OKKLnQipVKpSqTw8PLRarf4Tb1FRUVRUFNF1TcTAwEB/fz9C6O7du2fPnsVxXCgU1tfXczgcokt7ALFYvHfv3uzsbC6XO3SjUCjEMIzD4VRXVysUCpVKxePx9H8aM3hRMaDk5OS2trZ33nmHTCavXbuWSqU2NDR899137733XmRkZFJS0vvvv6/T6VJTU4f/+szIvn37UlJSkpOTn3/+eX2LIjg4eNTPjabvypUrfX19a9eunTdv3oEDB95++20SibRmzRrT709cunRJKpXu3r1b/+2cOXMWL168devWHTt2uLm5LVy4cNeuXVqtdvbs2Ww2G0343FEAgKFY13AUABMEIQSAYP8HUVfYZx8911YAAAAASUVORK5CYII=\"></img></center>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "- graphics -\n"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plot[Sin[x],{x,0,2}]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It also supports syntetized sound by means of the Play command."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "-- sound --"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Play[Sin[2 Pi 440 t],{t,0,2}]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Online Help and self completion\n",
    "\n",
    "The interface supports both ? and ?? ways to ask help. Contextual auto-completion is also supported."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-13T00:27:24.534323Z",
     "start_time": "2020-09-13T00:27:24.396472Z"
    }
   },
   "outputs": [],
   "source": [
    "? Graphics3D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "?? Graphics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Graphics                    GraphicsContents\n",
      "Graphics3D                  GraphicsData\n",
      "Graphics3DBox               GraphicsGrid\n",
      "Graphics3DBoxOptions        GraphicsGridBox\n",
      "GraphicsArray               GraphicsGroup\n",
      "GraphicsBaseline            GraphicsGroup3DBox\n",
      "GraphicsBox                 GraphicsGroup3DBoxOptions\n",
      "GraphicsBoxOptions          GraphicsGroupBox\n",
      "GraphicsColumn              GraphicsGroupBoxOptions\n",
      "GraphicsComplex             GraphicsGrouping\n",
      "GraphicsComplex3DBox        GraphicsRow\n",
      "GraphicsComplex3DBoxOptions GraphicsSpacing\n",
      "GraphicsComplexBox          GraphicsStyle\n",
      "GraphicsComplexBoxOptions\n",
      " \n"
     ]
    }
   ],
   "source": [
    "Information[\"Graphics*\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Formatted Input\n",
    "\n",
    "\n",
    "A limited support for mathematical expressions (like in the wolfram's graphic interface) is supported. To insert a unicode character, press [Ctrl] + [Esc], then the (wolfram's) code and then [Ctrl] + [Esc] again to insert them.\n",
    "\n",
    "\n",
    "The proper representation of certain codes like [Ctrl] + [Esc]dd[Ctrl] + [Esc], as well as\n",
    "bidimensional expressions (exponents and indices)is still work in progress."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-13T00:27:29.239619Z",
     "start_time": "2020-09-13T00:27:28.591113Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Integrate[h[x], x]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Integrate[q[x], {q, -Infinity, Infinity}]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<2>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "∫h[x]x \n",
    "\n",
    "\n",
    "Integrate[q[x],{q,-∞,∞}]\n",
    "\n",
    "\"〈2〉\"\n",
    "\n",
    "int"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Formatted output\n",
    "\n",
    "\n",
    "MatrixForm gives the formatted output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\int_0^2 h(t) \\, dt$"
      ],
      "text/plain": [
       "<IPython.core.display.Latex object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MatrixForm[Integrate[h[t],{t,0,2}]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\left( \\begin{array}{c}  1 \\\\  2 \\\\ \\end{array} \\right)$"
      ],
      "text/plain": [
       "<IPython.core.display.Latex object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MatrixForm[{1,2}]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\left( \\begin{array}{cc}  1 & 2 \\\\  3 & 4 \\\\ \\end{array} \\right)$"
      ],
      "text/plain": [
       "<IPython.core.display.Latex object>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MatrixForm[{{1,2},{3,4}}]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$x-\\frac{x^3}{6}+\\frac{x^5}{120}+O\\left(x^7\\right)$"
      ],
      "text/plain": [
       "<IPython.core.display.Latex object>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Series[Sin[x],{x,0,6}]//MatrixForm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TeXForm returns the expression as a latex literal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\\int_0^2 h(t) \\, dt"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "TeXForm[Integrate[h[t],{t,0,2}]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Multiple line checks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Integrate[g[u], {u, 0, 3}]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "asdsa\n",
       "\n",
       "asd\n",
       "\n",
       "\n",
       "dsasd y entonces bla"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "\n",
      "2\n",
      "\n",
      "3\n",
      "\n",
      "4\n",
      "\n",
      "5\n",
      "\n",
      " \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Association[a, b, 4*da, 2]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Multiple line instruction\n",
      "\n",
      " \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "2 + F[{1, 2, 2}]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(**)\n",
    "\n",
    "2 + 2\n",
    "\n",
    "(*Definición\n",
    "de una función*)\n",
    "\n",
    "f[x_]:=Integrate[g[u],\n",
    "        {u,0,x}]\n",
    "\n",
    "f[3]\n",
    "\n",
    "a=2;b=2*a;Print[b];b/2\n",
    "\n",
    "\n",
    "s=\"asdsa\n",
    "\n",
    "asd\n",
    "\n",
    "\n",
    "dsasd y entonces bla\"\n",
    "\n",
    "\n",
    "Do[Print[i];Pause[1],{i,5}]\n",
    "\n",
    "asoc=<|a,b,4\n",
    "\n",
    "da,2\n",
    "\n",
    "|>\n",
    "\n",
    "Print[\"Multiple line instruction\"]\n",
    "\n",
    "2  + F@\n",
    "\n",
    "{1,2,2}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Graphics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All the graphics commands are supported.\n",
    "\n",
    "The format and the size of the graphics can be setted by the internal commands SetImageOutputFormat and \n",
    "SetImageWidth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<center><img class='unconfined' 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Z2R5CKE+ajETaS6r7fyuslWrN62KXbw/PYbN9KR6KEAZ2Ce0tofSwfNCUd+wJnSRz0EBlxsBf7bH2cFy1Hr6hzXnS8QPWuVeHq5vb+NtTFoKL70CEITQOrR6U9Gt1pJ7TzBGW15dlpka5eUB7TPwEwjhwjJjfLuxu+AGtM/Ac0EIF1Bz10h+saizf3QR0/PdnfyE6CBYfYKnQQgXxJT2Gf3NzdGC1yKgfQaeB0I4zwxG8ofq9mt32g0mMiU+NGtztL83tM/Ai8A+4bzBCNWK+r4plQyrtJwl/ocyuMuX+FM9FLADsE84P7r6R88JRc2dI37ebr/aE7+OHwIvvQJmCJajczU2brhc0XKzXkanuexI5uxM5rgz4KsKZgG+XSxHmvGN2s7CytZxnXFlTNCBLbHQPgMWgBBaqKltKF8o6h1SL2F7f5CVyFseSPVEwF5BCGdtYERzoUTc0CL3cnc9/DovbSW0z8CcQAhnQas3Xb0tLb7bYcYofXV45sYobw946RUwVxDCGcEYVz3oKbjRrNLouREBBwXc0EU+VA8FHAT83dGXa5UpzhWLnvSp2P6e+7fErIxdDKtPMI9gn/BFRkZ1l8okNU29bq70fZuiBa9FuBLQPgPzDJajz2YwkcU1HVer2gxGcn3ckn2bo5k+7lQPBRwThHA6jNCP4v4LpeIhpXb5Ev9DAi4nFNpnYAERCKH79+9fuXIFY/z6668nJydPPZ2bm6tQKCaOjx49GhUVRcGMViQbGMsXisRPhqF9BqyGGB0dvXz5ck5ODp1O//Of/8zj8SZfm95kMplMptOnT1M7onWotYZ/V7SW/9hFp7nsWM/ZmQLtM2AlRFNTE5fL9ff3RwglJCQ8ePBg48aNE+fkcjnG+Pjx43q9ft26dRkZGQ55WSDNuLyus/Bmq0ZnTIoOOrA1dhG0z4AVEUqlksX66eUmWSyWUqmcPKfVaiMjI7Ozs0mSPHXqVHBwcEJCAkVzLpTH7UP5QlHPoHoJ2/u/oX0GqDB9xWU2myePORwOh8OZOE5NTRWJRFNDaO9bhXLF+IUScX3zALTPALUIPz+/tra2iTcUCkVg4M+XAplMRqfTQ0JCEEIEQRDELxJrv/HTGUxXq9qKazpIM960aunejSt8PKF9BihD4/P5IpFIo9HodLrGxsa4uDiMcX9/P0mSCoXi7Nmz4+Pjer2+urqaz+dTPe1cYYzvPOz55G+V31e1RYUxjx9J/o9tr0ACAbUIX1/fzMzMv/zlLwihbdu2BQQEGI3GY8eO5eXl8fn8rq6uEydO0Gi01NTU2NhYqqedk/Ye5bliUVuPMtDf48N9SdA+AzbC8u6oHS1HlWp9wY3mqgfdDFf6zmROxtoIBgEvvQJshYNvhZlIs/Bux5XbUp2BXMsPeSs9BtpnwNY4bAgxQo3NA+dLxHLFeESI30EBNyqMSfVQADyDY4awZ1B9vkTU1Dbk5+X23u645LglDlkzAI7B0Z5PqNEaCytbb9R2urigjNcidqZEerg55g8a4DAc5/mEpBnfrO+6XNGi0RoTo4MObIkJYnlRPRQAL+cgVwlRx3C+UNQtHwsJ9H5/bwKfw6Z6IgBmyu5DOKgc/6ZUUifu93AjsgWx6auXQfsM2Bc7DqHOQH5fJb1e00GS5rSVS99Ig/YZsEt2GUKMcU1T78WyZuWYLjqcdUjAXbrYl+qhALCQ/YWwvUd5Tihq61ayfN3/OytxNTcYVp/ArtlTCH9unxH0zI1R29YuZ7hC+wzYPft4fcKp7bM1vOC30mMC/Dys86kBWGi2vk+IEWpoHrhQIpYrxpcu9j2UwY1eyrLC5wXAamx6OdozqD4vFDW1D/l4Mv5rB39DYigN2mfA4dhoCDU6Y+HNn9tnuzdEerq7Uj0UAAvC5kJoxvhmvexyeYtaa4iPWnRga2xwALTPgCOzrRBKngyfE4pkA2PBAV5HMuPjIqF9BhyfrYRwSKn9pkxcK4L2GXA61IdQbySv3Wn7obrdZIL2GXBGVO4TYoTuNvVeLJUooH0GnBhl+4Qdvap8oahVpgjw84D2GXBmFCxHVWp9QXlzVWO3K0HPTI3atg7aZ8CpWTWEJtJccu9J0S2pzmB6lRu8fwu0zwCwVggxQg9a5OdLxAMjGmifATCVNULYN6TOLxE/kg5C+wyApy1sCMd1xu8qpWW1TxBCgtci9kD7DICnLFQIzRhX1ssuV7SMjRv4HHa2IDYk0HuBPhcAdm1B/u6opHMkv1jUNTAaxPLM3sqNX7EIVp8APM887xMOqbTflIprRf3uDOKt9Jita5YRdNocxgPA8c3bctRgJK/dab9W3WY0mVMSQvdtivbzdpuvDw6AA5uHEGKE7j3uvVgqGRnVRYYyD2VwI0L85v5hAXASc10rdvaPfvG/NWcuN2KMfr03IfedtXaXwInHtw7Dke6OI90X9Py7Y/mVcFRjuFzRXFkvIwjarpTIHckcN2ifATB7llwJSTNGCH38t5s362WrucF5v0l9I23F8xI4wx9mM/+ZtxC3pOpTO9J9mfktF+L6ZtffZrO+Epox/p+v7iCEAvw8DmdwY5YFzHECAJzcjPYJHWxpDoAtmNzks3yz3tZenxAAOwU76QBQDEIIAMUghABQDEIIAMWo/5OH1oQxLiwsrK2tdXd3P3z48PLly6eezc3NVSgUE8dHjx6NioqiYsbZwRifOHHi6NGj3t6/eKZYd3f3v/71r9HRUT6fv3//fjrdPnoUly5dioyMTEpKmvqPCoUiJydn8i6cPn2aitFm5+bNm+Xl5VqtNi4uLjs7e+rXv66urqioyGw2CwSCDRs2IGcL4ePHj6VS6eeffy6Tyc6ePfvZZ5+5/P9z/E0mk8lksov/4EkPHz4sLy+XyWTT/h1j/PXXX+/atYvL5Z45c6aurm7NmjWUTDhzfX19169f//HHHyMjI6ed6u/vX7Vq1XvvvUfJYBbo7OwsKSnJyckhCOLvf//7rVu30tLSJk6p1eqCgoJPP/2UwWB88cUXPB4vICDA8uWoPW4e1tfXr1+/niCIiIgId3f3np6eyVNyuRxjfPz48T/84Q/Xr1+3bOfGyphM5saNG728pr9Wh1KpVKlUPB6PRqOlpKTU19dTMt6suLu7JyUlRUREPH1qYGCgr68vNzf3888/f/TokfVnmy2lUpmcnOzj4+Ph4REXFyeXyydPNTU1RUdHM5lMLy+vxMTExsZGZPGV0E43CZVKJYv10x+YYrFYSqUyNDR04k2tVhsZGZmdnU2S5KlTp4KDgxMSEqibdEbCwsLCwsIuXLgw7d8VCgWLxZq4yE/cTSqmmx0mk8lkMp/58wJjzOfzd+zY0dPT89e//vWPf/yjv7+/9Secufj4+Pj4eISQSqW6c+fO/v37J089/R2InG05Oo3ZbJ485nA4HA5n4jg1NVUkEtl+CGdo6t20R5NrufDw8JiYGKlUumrVKmpHeimM8e3bt4uLi/fu3RsTEzP1lMuUv3JGkiRythD6+flN/upFoVAwmczJUzKZjE6nh4SEIIQIgiAIO/7K+Pv7T179lErl1Ltpjx4/fhweHj7xmye7+K/BGH/11VdGo/GTTz7x8/vFM/v8/f0lEsnE8eR3oHNtUSQkJNy7dw9j3Nvbq1arQ0ND9Xr94OAgQkihUJw9e3Z8fFyv11dXV/P5fKqHtcTw8LBWq2WxWJ6enq2trRjjmpqaiaWR3RkbG1OpVAghsVhcVFREkuTQ0JBUKn36Nze25uHDhxqN5v33359MIMa4v7+fJEkejycWi9VqtU6na2homPivsfUfKvMrLi6ura3tT3/6E51Of/fdd11cXKRS6YULF44fP87n87u6uk6cOEGj0VJTU2NjY6ke1hJffvllWlramjVr3nnnnX/+858GgyEqKmrt2rVUz2WJ0tJStVr99ttvb9++PT8/Pzc318PD4/Dhw9M2Y2yQVCptbm7+4IMPJt5MTU3NzMw8duxYXl4ek8nMyso6efIkxlggELDZbGRxgRsAMF+cazkKgA2CEAJAMQghABSDEAJAsf8Dx7OLo6Cg9jYAAAAASUVORK5CYII=\"></img></center>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "- graphics -\n"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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       "<center><img class='unconfined' 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\"></img></center>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "- graphics3D -:- graphics3D -\n"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<center><img class='unconfined' 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\"></img></center>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "- graphics -\n"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[0;31mFileExistsQ::fstr: File specification HoldForm[None] is not a string of one or more characters.\n",
      "\n",
      "\u001b[0m"
     ]
    },
    {
     "data": {
      "text/html": [
       "<center><img class='unconfined' 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\"></img></center>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "- graphics -\n"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<center><img class='unconfined' 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\"></img></center>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "- graphics -\n"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "Plot[x,{x,0,2}]\n",
    "\n",
    "\n",
    "Plot3D[x y,{x,0,2},{y,0,2}]\n",
    "\n",
    "\n",
    "GraphicsArray[{{Plot[x,{x,0,2}],Plot3D[x y,{x,0,2},{y,0,2}]}}]\n",
    "\n",
    "\n",
    "ContourPlot[x y,{x,0,2},{y,0,2}]\n",
    "\n",
    "\n",
    "DensityPlot[x y,{x,0,2},{y,0,2}]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<center><img class='unconfined' 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      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "- graphics -\n"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " \n"
     ]
    },
    {
     "data": {
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       "</g>\n",
       "</svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {},
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Jupyter`SetImageOutputFormat[\"gif\"];\n",
    "Jupyter`SetImageWidth[200];\n",
    "\n",
    "Plot[x,{x,0,2}]\n",
    "\n",
    "Jupyter`SetImageOutputFormat[\"jpg\"];\n",
    "Jupyter`SetImageWidth[400];\n",
    "\n",
    "Plot[x,{x,0,2}]\n",
    "\n",
    "\n",
    "Jupyter`SetImageOutputFormat[\"svg\"];\n",
    "Jupyter`SetImageWidth[300];\n",
    "\n",
    "\n",
    "Plot[x,{x,0,2},Prolog->{Text[\"∫g x\",{1.0,1.0}]}]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Comments and strings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(*assa*)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(*This is a \n",
    "multiple line\n",
    "\n",
    "comment\n",
    "*)\n",
    "\n",
    "(*This is a comment inside a string, followed by a commentted null string *)\n",
    "\n",
    "\"(*assa*)\" (* \"\" *)\n",
    "\n",
    "\n",
    "\n",
    "(*\"*)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Error Handling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[0;31m('Syntax::sntxi', -1, 'sntxi')\n",
      "\u001b[0m"
     ]
    },
    {
     "data": {
      "text/plain": [
       "null:"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "Table[1/(i-3),{i,-4,4}]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "Plot3D[x,{x,0,2}]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "OpenRead[\"unexisting file\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "f'[x]\n",
    "\n",
    "'f[x]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "Table[k,\"string\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "f[x]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "{"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "display_name": "Wolfram Mathematica",
   "language": "mathematica",
   "name": "wolfram_kernel"
  },
  "language_info": {
   "codemirror_mode": "mathematica",
   "exec": "/opt/miniconda3/site-packages/wolfram_kernel/wmath",
   "file_extension": ".m",
   "help_links": [
    {
     "text": "MetaKernel Magics",
     "url": "https://metakernel.readthedocs.io/en/latest/source/README.html"
    }
   ],
   "mimetype": "text/x-mathics",
   "name": "Mathematica",
   "version": "0.0.0"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": false,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
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    "equation": "Ctrl-E",
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