Ejercicios MatPlotlib

parent 292f174c
......@@ -445,14 +445,24 @@
},
{
"cell_type": "code",
"execution_count": 28,
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
"[None, None, None, None]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
......@@ -502,7 +512,7 @@
"ax.set_ylabel('response')\n",
"plt.setp(bp['whiskers'], color='k', linestyle='-')\n",
"plt.setp(bp['fliers'], markersize=3.0)\n",
"plt.show()"
"#plt.show()"
]
},
{
......@@ -752,9 +762,19 @@
},
{
"cell_type": "code",
"execution_count": 11,
"execution_count": 14,
"metadata": {},
"outputs": [],
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"distribución español= [('a', 855), ('b', 90), ('c', 283), ('d', 373), ('e', 846), ('f', 72), ('g', 59), ('h', 44), ('i', 416), ('j', 22), ('l', 414), ('m', 159), ('n', 498), ('o', 521), ('p', 167), ('q', 42), ('r', 461), ('s', 421), ('t', 273), ('u', 221), ('v', 59), ('x', 9), ('y', 57)]\n",
"\n",
"distribución frances= [('a', 455), ('b', 76), ('c', 162), ('d', 289), ('e', 927), ('f', 71), ('g', 52), ('h', 52), ('i', 391), ('j', 21), ('l', 360), ('m', 147), ('n', 445), ('o', 314), ('p', 177), ('q', 64), ('r', 443), ('s', 388), ('t', 400), ('u', 317), ('v', 67), ('x', 23), ('y', 6)]\n"
]
}
],
"source": [
"texto_esp ='''La batalla de Normandía, llamada en clave Operación Overlord, fue la operación militar efectuada por los Aliados durante la Segunda Guerra Mundial que culminó con la liberación de los territorios de la Europa occidental ocupados por la Alemania nazi. La operación dio comienzo el 6 de junio de 1944, más conocido como el Día D, con el desembarco de Normandía; el conjunto de las operaciones navales recibió el nombre clave de Operación Neptuno. Un asalto aerotransportado llevado a cabo por mil doscientas aeronaves precedió al desembarco anfibio, que involucró a cinco mil barcos. El 6 de junio, ciento sesenta mil soldados cruzaron el canal de la Mancha de Inglaterra a Francia y hacia finales de agosto las tropas aliadas en suelo francés eran más de tres millones.\n",
"La decisión de emprender una invasión a través del canal de la Mancha en 1944 se tomó en la Conferencia Trident de Washington D. C., en mayo de 1943. El general estadounidense Dwight D. Eisenhower fue nombrado comandante del Cuartel General Supremo de la Fuerza Expedicionaria Aliada (SHAEF) y el general británico Bernard Montgomery comandante del XXIer Grupo de Ejércitos, que aglutinaba todas las fuerzas terrestres que tomarían parte en la invasión. El lugar elegido fue la costa de la región francesa de Normandía, donde se seleccionaron cinco playas a las que se dieron nombres en clave: Utah y Omaha, que serían atacadas por los estadounidenses, Sword y Gold, objetivo de los británicos, y la playa Juno, lugar de desembarco de los canadienses. Los puertos franceses estaban fuertemente defendidos, lo que motivó la creación de dos muelles artificiales, denominados Mulberry, y para superar las dificultades que se esperaban en las playas se emplearon carros de combate especialmente modificados. En los meses previos a la operación, los Aliados llevaron a cabo una elaborada maniobra de distracción militar, la Operación Bodyguard, usando desinformación tanto electrónica como visual. Con ello consiguieron evitar que los alemanes supieran la fecha y localización de los desembarcos. Adolf Hitler había encargado al reputado mariscal de campo Erwin Rommel la supervisión y mejora de una cadena de fortificaciones costeras conocida como el Muro Atlántico, en previsión del ataque enemigo.\n",
......@@ -845,7 +865,11 @@
" for dist_f in dist_letras_fran:\n",
" if let == dist_f[0] and dist_f[0] == dist_e[0]:\n",
" ndist_esp.append(dist_e)\n",
" ndist_fr.append(dist_f)\n"
" ndist_fr.append(dist_f)\n",
" \n",
"print('distribución español=', ndist_esp)\n",
"print()\n",
"print('distribución frances=', ndist_fr)"
]
},
{
......
Markdown is supported
0% or
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment