Ejercicios MatPlotlib

06-MatPlotLib&Statistics.ipynb

@@ -752,7 +752,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -820,7 +820,7 @@
     "    \n",
     "    letra_esp, frec_esp = list(zip(*dist_letras_esp))\n",
     "    letra_fr, frec_fr = list(zip(*dist_letras_fran))\n",
-    "    plt.rcParams['figure.figsize']=[15, 10]\n",
+    "    plt.rcParams['figure.figsize']=[10, 5]\n",
     "    p1 = plt.bar(letra_esp, frec_esp)\n",
     "    p2 = plt.bar(letra_fr, frec_fr, bottom=frec_esp)\n",
     "    plt.xlabel('LETRA')\n",
@@ -850,7 +850,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -864,9 +864,9 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 1080x720 with 1 Axes>"
+       "<Figure size 720x360 with 1 Axes>"
       ]
      },
      "metadata": {