diff --git a/Book/Jupyter_Notebooks/.ipynb_checkpoints/MatplotLib-checkpoint.ipynb b/Book/Jupyter_Notebooks/.ipynb_checkpoints/MatplotLib-checkpoint.ipynb
index fc0905ff7fbc73747a07813adef807c8cc7d1857..eae6f7d5650e16d2bf2f83619119e2c59328907c 100644
--- a/Book/Jupyter_Notebooks/.ipynb_checkpoints/MatplotLib-checkpoint.ipynb
+++ b/Book/Jupyter_Notebooks/.ipynb_checkpoints/MatplotLib-checkpoint.ipynb
@@ -8,7 +8,7 @@
     "<table border = 5  align = center bgcolor=\"white\" cellspacing=\"10px\">\n",
     "\n",
     "<tr>\n",
-    "<td><a href=\"https://drive.google.com/file/d/14zSOmdu6bdqw-uaDRTpgRnSfsDi90DbU/view?usp=sharing\"> <img alt=\"Colaboratory logo\" width=\"150px\"  src=\"https://miro.medium.com/max/986/1*S2AyJcdw8EPcn7gwDVSBCA.png\" align=\"left\" hspace=\"10px\" vspace=\"0px\" /> </a> </td>\n",
+    "<td><a href=\"https://drive.google.com/file/d/15kZRM4sc0be7fZMlmJtmNFiyl4swJqTx/view?usp=sharing\"> <img alt=\"Colaboratory logo\" width=\"150px\"  src=\"https://miro.medium.com/max/986/1*S2AyJcdw8EPcn7gwDVSBCA.png\" align=\"left\" hspace=\"10px\" vspace=\"0px\" /> </a> </td>\n",
     "   \n",
     "    \n",
     " \n",
@@ -23,7 +23,7 @@
     "    \n",
     "<br>\n",
     "\n",
-    "# <strong>Visualización de datos: Introducción básica</strong>\n",
+    "# Visualización de datos: Introducción básica\n",
     "---\n",
     "\n",
     "En este notebook vamos a aprender como usar la libreria ```matplotlib```. Como toda librería de Python lo primero es importarla y definirla:"
@@ -183,8 +183,8 @@
     "\n",
     "Mira la anatomia de una figura:\n",
     "\n",
-    "<img width=\"400px\"  src=\"../images/figure.webp\" align=\"center\">  \n",
-    "\n",
+    "<img width=\"400px\"  src=\"https://gitmilab.redclara.net/halleyUIS/moncora/-/raw/main/Book/images/figure.webp\" align=\"center\">  \n",
+    " \n",
     "```Matplotlib``` nos permite cambiar cada uno de estos parametros. Revisemos con detalle la funcion ```plt.plot()```"
    ]
   },
diff --git a/Book/Jupyter_Notebooks/MatplotLib.ipynb b/Book/Jupyter_Notebooks/MatplotLib.ipynb
index 8ea361f60911de7d10dd078afbf8360620fa245e..eae6f7d5650e16d2bf2f83619119e2c59328907c 100644
--- a/Book/Jupyter_Notebooks/MatplotLib.ipynb
+++ b/Book/Jupyter_Notebooks/MatplotLib.ipynb
@@ -8,7 +8,7 @@
     "<table border = 5  align = center bgcolor=\"white\" cellspacing=\"10px\">\n",
     "\n",
     "<tr>\n",
-    "<td><a href=\"https://drive.google.com/file/d/14zSOmdu6bdqw-uaDRTpgRnSfsDi90DbU/view?usp=sharing\"> <img alt=\"Colaboratory logo\" width=\"150px\"  src=\"https://miro.medium.com/max/986/1*S2AyJcdw8EPcn7gwDVSBCA.png\" align=\"left\" hspace=\"10px\" vspace=\"0px\" /> </a> </td>\n",
+    "<td><a href=\"https://drive.google.com/file/d/15kZRM4sc0be7fZMlmJtmNFiyl4swJqTx/view?usp=sharing\"> <img alt=\"Colaboratory logo\" width=\"150px\"  src=\"https://miro.medium.com/max/986/1*S2AyJcdw8EPcn7gwDVSBCA.png\" align=\"left\" hspace=\"10px\" vspace=\"0px\" /> </a> </td>\n",
     "   \n",
     "    \n",
     " \n",
@@ -183,8 +183,8 @@
     "\n",
     "Mira la anatomia de una figura:\n",
     "\n",
-    "<img width=\"400px\"  src=\"../images/figure.webp\" align=\"center\">  \n",
-    "\n",
+    "<img width=\"400px\"  src=\"https://gitmilab.redclara.net/halleyUIS/moncora/-/raw/main/Book/images/figure.webp\" align=\"center\">  \n",
+    " \n",
     "```Matplotlib``` nos permite cambiar cada uno de estos parametros. Revisemos con detalle la funcion ```plt.plot()```"
    ]
   },