diff --git a/solucion.ipynb b/solucion.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..98199affd559ef56c81be34bec99fe49f659e91a
--- /dev/null
+++ b/solucion.ipynb
@@ -0,0 +1,131 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 294,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "from matplotlib import pyplot as plt\n",
+    "from matplotlib.animation import FuncAnimation\n",
+    "plt.style.use('seaborn-pastel')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 296,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#tabladwarfs = np.loadtxt(\"./data/dwarfs.csv\", skiprows=1,delimiter=',')## delimiter para decir que la separacion entre columnas es ,\n",
+    "\n",
+    "#tablagiants = np.loadtxt(\"./data/giants.txt\", skiprows=1)\n",
+    "\n",
+    "#tablams = np.loadtxt(\"./data/ms.csv\", skiprows=1,delimiter=',')\n",
+    "\n",
+    "#tablasuperg = np.loadtxt(\"./data/supergiants.txt\", skiprows=1)\n",
+    "\n",
+    "## RECORDAR en datos lum,temp,radius\n",
+    "\n",
+    "## Mas facil juntar todo con np.vstack()\n",
+    "\n",
+    "data1 = np.loadtxt(\"./data/dwarfs.csv\", skiprows=1,delimiter=',')\n",
+    "data2 = np.vstack((data1,np.loadtxt(\"./data/giants.txt\", skiprows=1) ) ) \n",
+    "data3 = np.vstack((data2,np.loadtxt(\"./data/ms.csv\", skiprows=1,delimiter=',') ) )\n",
+    "data = np.vstack((data3,np.loadtxt(\"./data/supergiants.txt\", skiprows=1)) ) \n",
+    "\n",
+    "#print(data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 297,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(8,6))\n",
+    "\n",
+    "n = len(lum)\n",
+    "lum = data[:,0]\n",
+    "temp = data[:,1]\n",
+    "radius = data[:,2]\n",
+    "\n",
+    "ax = plt.subplot(111)\n",
+    "\n",
+    "\n",
+    "ax.spines['right'].set_color('none')    \n",
+    "ax.spines['top'].set_color('none')\n",
+    "ax.xaxis.set_ticks_position('bottom')\n",
+    "\n",
+    "\n",
+    "\n",
+    "#plt.axes([0.025,0.025,0.95,0.95])\n",
+    "plt.yscale('log')\n",
+    "plt.xlim(temp.max()*1.1,temp.min()*0.7)#, plt.xticks([])\n",
+    "plt.ylim(lum.min()*0.3,lum.max()*7)#, plt.yticks([])\n",
+    "plt.scatter(temp,lum,s=10*radius, c=temp*0.5 , alpha=.5 , edgecolor='black' ,cmap = 'Spectral' )\n",
+    "#plt.scatter(X1,Y1,s=120, c=T2, alpha=.5)\n",
+    "\n",
+    "plt.text(6500,5E-4,'DWARFS',c='Black'  ,fontsize='large',  fontweight=1000  )\n",
+    "plt.text(11000,65000 ,'Blues gigant',c='Black'  ,fontsize='large',  fontweight=1000  )\n",
+    "\n",
+    "plt.text(6000,25000,'Super red giants',c='Black'  ,fontsize='large',  fontweight=1000  )\n",
+    "plt.text(5900,500,'red giants',c='Black'  ,fontsize='large',  fontweight=1000  )\n",
+    "plt.text(12000,3,'Main sequence',c='Black'  ,fontsize='large',  fontweight=1000  )\n",
+    "plt.text(8000,0.1,'Main sequence',c='Black'  ,fontsize='large',  fontweight=1000  )\n",
+    "\n",
+    "\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}