diff --git a/Italiano/1_introduction/1-DataScience.ipynb b/Italiano/1_introduction/1-DataScience.ipynb
index 4bdf2fd..d5349c2 100644
--- a/Italiano/1_introduction/1-DataScience.ipynb
+++ b/Italiano/1_introduction/1-DataScience.ipynb
@@ -641,7 +641,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python [default]",
    "language": "python",
    "name": "python3"
   },
@@ -655,7 +655,20 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.9"
+   "version": "3.5.6"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
   },
   "varInspector": {
    "cols": {
diff --git a/Italiano/1_introduction/4-OOP Programming.ipynb b/Italiano/1_introduction/4-OOP Programming.ipynb
index 884758a..fc4610a 100644
--- a/Italiano/1_introduction/4-OOP Programming.ipynb	
+++ b/Italiano/1_introduction/4-OOP Programming.ipynb	
@@ -440,7 +440,7 @@
     "Un concetto simile all'incapsulamento è anche chiamato: occultamento dell'informazione, o meglio: Information Hiding.  \n",
     "L’information hiding, come l’incapsulamento fornisce lo stesso vantaggio: la flessibilità.\n",
     "\n",
-    "### Astrazione\n",
+    "### Ereditarietà\n",
     "L’ereditarietà costituisce il secondo principio fondamentale della programmazione ad oggetti. In generale, essa rappresenta un meccanismo che consente di creare nuovi oggetti che siano basati su altri già definiti.  \n",
     "\n",
     "Si definisce oggetto figlio (child object) quello che eredita tutte o parte delle proprietà e dei metodi definiti nell’oggetto padre (parent object).  \n",
@@ -510,13 +510,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['__class__',\n",
+       "['_Incapsulamento__x',\n",
+       " '__class__',\n",
        " '__delattr__',\n",
        " '__dict__',\n",
        " '__dir__',\n",
@@ -541,23 +542,22 @@
        " '__sizeof__',\n",
        " '__str__',\n",
        " '__subclasshook__',\n",
-       " '__weakref__',\n",
-       " '_incapsulamento__x']"
+       " '__weakref__']"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "class incapsulamento():\n",
+    "class Incapsulamento():\n",
     "    \n",
     "    def __init__(self):\n",
     "        self.__x = 0\n",
     "\n",
-    "myclass = incapsulamento()\n",
-    "dir(myclass)\n"
+    "myclass = Incapsulamento()\n",
+    "dir(myclass)"
    ]
   },
   {
@@ -569,10 +569,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 6,
+   "metadata": {},
    "outputs": [],
    "source": [
     "from math import pi\n",
@@ -585,10 +583,12 @@
     "        self.blue  = blue\n",
     "    \n",
     "class FiguraGeometrica():\n",
+    "    \n",
     "    def __init__(self, x, y, colore):\n",
     "        self.x = x\n",
     "        self.y = y\n",
     "        self.colore = colore\n",
+    "        \n",
     "    def disegna(self):\n",
     "        raise \"Metodo Astratto!\"\n",
     "  \n",
@@ -609,11 +609,11 @@
     "        pass # Esegue il disegno della figura\n",
     "  \n",
     "    def getArea(self):\n",
-    "        return int(pi * self.raggio)\n",
+    "        return int(pi * self.raggio ** 2)\n",
     "    \n",
     "class Rettangolo(FiguraGeometrica):\n",
     "    def __init__(self, x, y, base, altezza, colore):\n",
-    "        Shape.__init__(self, x, y, colore)\n",
+    "        FiguraGeometrica.__init__(self, x, y, colore)\n",
     "        self.base  = base\n",
     "        self.altezza = altezza\n",
     "        \n",
@@ -626,15 +626,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "<__main__.Cerchio object at 0x0000026FA21D67B8>\n",
-      "Area Cerchio: 94\n"
+      "<__main__.Cerchio object at 0x000002181F600F28>\n",
+      "Area Cerchio: 2827\n"
      ]
     }
    ],
@@ -654,10 +654,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 8,
+   "metadata": {},
    "outputs": [],
    "source": [
     "class Impiegato:\n",
@@ -676,6 +674,7 @@
     "    def visualizza(self):\n",
     "        Impiegato.visualizza(self)\n",
     "        print(f'Salario:{self.salario}')\n",
+    "        \n",
     "class Stagista(Impiegato):\n",
     "    '''Classe che rappresenta uno Stagista della azienda.'''\n",
     "    def __init__(self, nome, anni, tesi):\n",
@@ -718,12 +717,24 @@
     "#### Esempio di Polimorfismo"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Il polimorfismo permette al programma di fare uso di oggetti che espongono una stessa interfaccia, ma implementazioni diverse. \n",
+    "Infatti, l'interfaccia del tipo base definisce un contratto generale che sottoclassi diverse possono soddisfare in modi diversi - ma tutti conformi alla specifica comune stabilita dal tipo base. \n",
+    "\n",
+    "Di conseguenza, la parte del programma che fruisce di questa interfaccia - chiamata in gergo client - tratta in modo omogeneo tutti gli oggetti che forniscono un dato insieme di servizi, a prescindere dalle loro implementazioni interne (presumibilmente diverse tra loro) definite dalle rispettive classi. In virtù di questa possibilità, si può utilizzare lo stesso codice personalizzandone o modificandone anche radicalmente il comportamento, senza doverlo riscrivere, ma semplicemente fornendogli in input una differente implementazione del tipo base o dei tipi base.\n",
+    "Se usato bene, il polimorfismo permette di avere una struttura ad oggetti\n",
+    "\n",
+    "- estensibile, in quanto si può indurre il client ad invocare nuovi metodi personalizzati includendoli in una classe apposita;\n",
+    "- resistente, perché eventuali esigenze future nel programma o nella scrittura del codice potranno essere implementate fornendo ad un client già scritto una nuova classe scritta ad hoc."
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 9,
+   "metadata": {},
    "outputs": [],
    "source": [
     "class Animale:\n",
@@ -741,7 +752,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -813,7 +824,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python [default]",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
@@ -827,7 +838,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.6"
+   "version": "3.7.1"
   },
   "latex_envs": {
    "LaTeX_envs_menu_present": true,
diff --git a/Italiano/1_introduction/5-Itertools.ipynb b/Italiano/1_introduction/5-Itertools.ipynb
index 95fe457..a7f7dac 100644
--- a/Italiano/1_introduction/5-Itertools.ipynb
+++ b/Italiano/1_introduction/5-Itertools.ipynb
@@ -11,27 +11,6115 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Gli itertools sono fondamentali\n",
+    "Prima di approfondire il modulo `itertools`, che implementa una serie di funzioni / \"building blocks\" per gestire in modo succinto ed efficace gli iteratori, ovvero tipi di dati che possono essere usati in un ciclo for, conviene approfondire ancora meglio il concetto di **iterator**.\n",
     "\n",
+    "L'iterator più comune (ma ce ne sono molti altri) in Python è la lista `list`, sulla quale è possibile appunto iterare."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n"
+     ]
+    }
+   ],
+   "source": [
+    "colors = ['red', 'orange', 'yellow', 'green']\n",
+    "for each in colors:\n",
+    "    print(each)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Iteratori\n",
+    "\n",
+    "E' possibile creare i propri oggetti `iterable`, da usarsi nei *loops* e per le *list comprehensions*.\n",
+    "\n",
+    "Basta implementare i metodi *magici* necessari:\n",
+    "\n",
+    "- `__iter__` che ritorna l'oggetto iterable, di solito self \n",
+    "- `__next__` che definisce i valori dell'iteratore\n",
+    "\n",
+    "Per esempio, vogliamo un iteratore che ritorni i numeri in ordine ad eccezione dei multipli dei numeri passati al costrutture.\n",
+    "\n",
+    "Per essere sicuri di farlo terminare comunque, rilanceremo l'eccezione `StopIteration` dopo aver raggiunto i 200.\n",
+    "\n",
+    "*Questo è un ottimo esempio di un'eccezione piuttosto comune in Python: gestire un evento che non sia inaspettato ma che richieda una fine; for loops e list comprehensions attendono `StopIteration` exception come segnale di stop.*"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "class NonFattoreIterable(object):\n",
+    "    def __init__(self, *args):\n",
+    "        # List of number for whic avoid multiples\n",
+    "        self.evita_multipli_di = args \n",
+    "        self.x = 0\n",
+    "        \n",
+    "    def __next__(self):\n",
+    "        self.x += 1 \n",
+    "        while True: \n",
+    "            if self.x > 200: \n",
+    "                raise StopIteration \n",
+    "            for y in self.evita_multipli_di: \n",
+    "                if self.x % y == 0: \n",
+    "                    self.x += 1 \n",
+    "                    break \n",
+    "            else: \n",
+    "                return self.x \n",
+    "    \n",
+    "    def __iter__(self): \n",
+    "        return self"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "es = NonFattoreIterable(3, 5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[1,\n",
+       " 2,\n",
+       " 4,\n",
+       " 7,\n",
+       " 8,\n",
+       " 11,\n",
+       " 13,\n",
+       " 14,\n",
+       " 16,\n",
+       " 17,\n",
+       " 19,\n",
+       " 22,\n",
+       " 23,\n",
+       " 26,\n",
+       " 28,\n",
+       " 29,\n",
+       " 31,\n",
+       " 32,\n",
+       " 34,\n",
+       " 37,\n",
+       " 38,\n",
+       " 41,\n",
+       " 43,\n",
+       " 44,\n",
+       " 46,\n",
+       " 47,\n",
+       " 49,\n",
+       " 52,\n",
+       " 53,\n",
+       " 56,\n",
+       " 58,\n",
+       " 59,\n",
+       " 61,\n",
+       " 62,\n",
+       " 64,\n",
+       " 67,\n",
+       " 68,\n",
+       " 71,\n",
+       " 73,\n",
+       " 74,\n",
+       " 76,\n",
+       " 77,\n",
+       " 79,\n",
+       " 82,\n",
+       " 83,\n",
+       " 86,\n",
+       " 88,\n",
+       " 89,\n",
+       " 91,\n",
+       " 92,\n",
+       " 94,\n",
+       " 97,\n",
+       " 98,\n",
+       " 101,\n",
+       " 103,\n",
+       " 104,\n",
+       " 106,\n",
+       " 107,\n",
+       " 109,\n",
+       " 112,\n",
+       " 113,\n",
+       " 116,\n",
+       " 118,\n",
+       " 119,\n",
+       " 121,\n",
+       " 122,\n",
+       " 124,\n",
+       " 127,\n",
+       " 128,\n",
+       " 131,\n",
+       " 133,\n",
+       " 134,\n",
+       " 136,\n",
+       " 137,\n",
+       " 139,\n",
+       " 142,\n",
+       " 143,\n",
+       " 146,\n",
+       " 148,\n",
+       " 149,\n",
+       " 151,\n",
+       " 152,\n",
+       " 154,\n",
+       " 157,\n",
+       " 158,\n",
+       " 161,\n",
+       " 163,\n",
+       " 164,\n",
+       " 166,\n",
+       " 167,\n",
+       " 169,\n",
+       " 172,\n",
+       " 173,\n",
+       " 176,\n",
+       " 178,\n",
+       " 179,\n",
+       " 181,\n",
+       " 182,\n",
+       " 184,\n",
+       " 187,\n",
+       " 188,\n",
+       " 191,\n",
+       " 193,\n",
+       " 194,\n",
+       " 196,\n",
+       " 197,\n",
+       " 199]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "[x for x in es]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "quasi_primi = NonFattoreIterable(2, 3, 5, 7, 11, 13, 17, 19) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[1,\n",
+       " 23,\n",
+       " 29,\n",
+       " 31,\n",
+       " 37,\n",
+       " 41,\n",
+       " 43,\n",
+       " 47,\n",
+       " 53,\n",
+       " 59,\n",
+       " 61,\n",
+       " 67,\n",
+       " 71,\n",
+       " 73,\n",
+       " 79,\n",
+       " 83,\n",
+       " 89,\n",
+       " 97,\n",
+       " 101,\n",
+       " 103,\n",
+       " 107,\n",
+       " 109,\n",
+       " 113,\n",
+       " 127,\n",
+       " 131,\n",
+       " 137,\n",
+       " 139,\n",
+       " 149,\n",
+       " 151,\n",
+       " 157,\n",
+       " 163,\n",
+       " 167,\n",
+       " 173,\n",
+       " 179,\n",
+       " 181,\n",
+       " 191,\n",
+       " 193,\n",
+       " 197,\n",
+       " 199]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "[x for x in quasi_primi]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "somma_parziale = 0\n",
+    "for x in quasi_primi: \n",
+    "    print(x)\n",
+    "    somma_parziale += x\n",
+    "somma_parziale # E' zero perchè l'iterabile è già stato \"consumato\" (da verificare!)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "4151\n"
+     ]
+    }
+   ],
+   "source": [
+    "quasi_primi = NonFattoreIterable(2, 3, 5, 7, 11, 13, 17, 19) \n",
+    "print(sum(quasi_primi))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "199\n"
+     ]
+    }
+   ],
+   "source": [
+    "quasi_primi = NonFattoreIterable(2, 3, 5, 7, 11, 13, 17, 19)\n",
+    "print(max(quasi_primi))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Sembra inutile la presenza del metodo `__iter__`, ma ci sono casi in cui l'iterator di un oggetto non è lo stesso oggetto (occuparsi di questi casi ci farebbe però andare fuori tema).\n",
+    "\n",
+    "### getItem\n",
+    "\n",
+    "C'è un altro metodo che si può implementare un iterator personalizzato: il metodo `__getitem__`.\n",
+    "Questo permette la notazione parentesi quadra [] per ottenere il dato fuori dall'oggetto.\n",
+    "\n",
+    "Comunque dobbiamo ricordarci di rilanciare `StopIteration` per farlo funzionare bene nei for e nelle list comprehensions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "class Quadrati(object): \n",
+    "    def __init__(self, limite=200): \n",
+    "        self.limite = limite \n",
+    "        self.x = 0 \n",
+    "\n",
+    "    def __next__(self): \n",
+    "        self.x += 1 \n",
+    "        if self.x > self.limite: \n",
+    "            raise StopIteration \n",
+    "        return (self.x-1)**2 \n",
+    "\n",
+    "    def __getitem__(self, idx): \n",
+    "        # initialize counter to 0 \n",
+    "        self.x = 0 \n",
+    "        if not isinstance(idx, int): \n",
+    "            raise Exception(\"Solo indici integer sono accettati!\") \n",
+    "        while self.x < idx: \n",
+    "            self.__next__() \n",
+    "        return self.x**2\n",
+    "    \n",
+    "    def __iter__(self): \n",
+    "        return self"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[0,\n",
+       " 1,\n",
+       " 4,\n",
+       " 9,\n",
+       " 16,\n",
+       " 25,\n",
+       " 36,\n",
+       " 49,\n",
+       " 64,\n",
+       " 81,\n",
+       " 100,\n",
+       " 121,\n",
+       " 144,\n",
+       " 169,\n",
+       " 196,\n",
+       " 225,\n",
+       " 256,\n",
+       " 289,\n",
+       " 324,\n",
+       " 361]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "miei_quadrati = Quadrati(limite=20) \n",
+    "[x for x in miei_quadrati]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "25"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "miei_quadrati[5]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "StopIteration",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mStopIteration\u001b[0m                             Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-13-3e516b08c885>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mmiei_quadrati\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m25\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32m<ipython-input-10-566dba4e8133>\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, idx)\u001b[0m\n\u001b[0;32m     16\u001b[0m             \u001b[1;32mraise\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Solo indici integer sono accettati!\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     17\u001b[0m         \u001b[1;32mwhile\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mx\u001b[0m \u001b[1;33m<\u001b[0m \u001b[0midx\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 18\u001b[1;33m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__next__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     19\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m**\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     20\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m<ipython-input-10-566dba4e8133>\u001b[0m in \u001b[0;36m__next__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m      7\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mx\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      8\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mx\u001b[0m \u001b[1;33m>\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlimite\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 9\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mStopIteration\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     10\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m**\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     11\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mStopIteration\u001b[0m: "
+     ]
+    }
+   ],
+   "source": [
+    "miei_quadrati[25]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "\n",
+    "Nell'esempio precedente abbiamo creato un iterator che ritorna quadrati di numeri. \n",
+    "\n",
+    "Nel metodo `__next__` si itera il nostro contatore ( `self.x` ) ritornando il suo quadrato finchè il contatore non supera il limte predefinito ( `self.limit`). \n",
+    "\n",
+    "Il while dell'esempio precedente (NonFattoreIterable) era specifico per quel caso d'uso.\n",
+    "\n",
+    "Nel metodo `__next__` non è solitamente necessario implementare loop perchè normalmente viene richiamato all'interno di un loop sull'iterator.\n",
+    "\n",
+    "Nell'esempio che segue implementiamo il metodo `__getitem__`, che ci permette di reperire un valore dell'iteratore ad una certa posizione di indice. \n",
+    "\n",
+    "Questo semplicemente chiama l'iteratore usando `self.__next__` finchè non arriva all'indice desiderato e restituisce il valore."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Vantaggi degli iterator personalizzati\n",
+    "\n",
+    "Perchè usare *iterator* personalizzati?\n",
+    "\n",
+    "- Codice pulito\n",
+    "- Possibilità di lavorare con sequenze infinite\n",
+    "- Possibilità di usare funzioni built-in (come sum) che lavorano con iterable\n",
+    "- Possibilità di salvare memoria (es. range )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Built-ins \"itertools\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Uno dei tools sugli iterabili, fornito di base (built-in) è \n",
+    "\n",
+    "### zip()\n",
+    "\n",
+    "che prende un numero qualsiasi di iterabili e ritorna un'iteratore di tuple con gli elementi corrispondenti:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[(1, 'a'), (2, 'b'), (3, 'c')]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "list(zip([1, 2, 3], ['a', 'b', 'c']))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Un'altro operatore built-in sugli iteratori è\n",
+    "\n",
+    "### map()  \n",
+    "\n",
+    "che, nella sua forma più semplice, applica una funzione per ciascun elemento di un iterabile."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[3, 2, 4]"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "list(map(len, ['abc', 'de', 'fghi']))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Il modulo itertools\n",
+    "\n",
+    "Una collezione di *funzioni*"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "import itertools\n",
+    "import operator #Utile per alcuni degli esempi"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### accumulate()\n",
+    "\n",
+    "`itertools.accumulate(iterable[, func])`\n",
+    "\n",
+    "Questa funziona crea un iteratore che ritorna il risultato di una funzione (passata come argomento) applicata su un iterabile e restituisce il risultato \"accumulato\".\n",
+    "\n",
+    "I risultati sono contenuti essi stessi in un iterable.\n",
+    "\n",
+    "Gli esempi possono aiutare la comprensione:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1\n",
+      "2\n",
+      "6\n",
+      "24\n",
+      "120\n"
+     ]
+    }
+   ],
+   "source": [
+    "data = [1, 2, 3, 4, 5]\n",
+    "result = itertools.accumulate(data, operator.mul)\n",
+    "for each in result:\n",
+    "    print(each)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "operator.mul(1, 2) # Prende due numeri e li moltiplica"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5\n",
+      "5\n",
+      "6\n",
+      "6\n",
+      "6\n",
+      "9\n",
+      "9\n"
+     ]
+    }
+   ],
+   "source": [
+    "data = [5, 2, 6, 4, 5, 9, 1]\n",
+    "result = itertools.accumulate(data, max)\n",
+    "for each in result:\n",
+    "    print(each)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "5"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "max(5, 2) # Restituisce il massimo tra i due"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Il passaggio di una funzione è opzionale, per default viene usata la somma."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5\n",
+      "7\n",
+      "13\n",
+      "17\n",
+      "22\n",
+      "31\n",
+      "32\n"
+     ]
+    }
+   ],
+   "source": [
+    "data = [5, 2, 6, 4, 5, 9, 1]\n",
+    "result = itertools.accumulate(data)\n",
+    "for each in result:\n",
+    "    print(each)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### combinations()\n",
+    "\n",
+    "`itertools.combinations(iterable, r)`\n",
+    "\n",
+    "Dato un iterable e un intero, crea tutte le combinazioni con r membri."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "('circle', 'triangle')\n",
+      "('circle', 'square')\n",
+      "('triangle', 'square')\n"
+     ]
+    }
+   ],
+   "source": [
+    "shapes = ['circle', 'triangle', 'square',]\n",
+    "result = itertools.combinations(shapes, 2)\n",
+    "for each in result:\n",
+    "    print(each)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### combinations_with_replacement()\n",
+    "\n",
+    "`itertools.combinations_with_replacement(iterable, r)`\n",
+    "\n",
+    "Come **combinations()**, ma ammette ripetizioni.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "('circle', 'circle')\n",
+      "('circle', 'triangle')\n",
+      "('circle', 'square')\n",
+      "('triangle', 'triangle')\n",
+      "('triangle', 'square')\n",
+      "('square', 'square')\n"
+     ]
+    }
+   ],
+   "source": [
+    "shapes = ['circle', 'triangle', 'square',]\n",
+    "result = itertools.combinations_with_replacement(shapes, 2)\n",
+    "for each in result:\n",
+    "    print(each)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### count()\n",
+    "\n",
+    "`itertools.count(start=0, step=1)`\n",
+    "\n",
+    "Crea iterator che ritorna valori partendo dal valore start, applicando lo step desiderato."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "10\n",
+      "13\n",
+      "16\n",
+      "19\n",
+      "22\n"
+     ]
+    }
+   ],
+   "source": [
+    "for i in itertools.count(10,3):\n",
+    "    print(i)\n",
+    "    if i > 20:\n",
+    "        break"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### cycle()\n",
     "\n",
-    "https://medium.com/@jasonrigden/a-guide-to-python-itertools-82e5a306cdf8\n",
+    "`itertools.cycle(iterable)`\n",
     "\n",
-    "https://realpython.com/python-itertools/"
+    "Cicla sull'iteratore all'infinito."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
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+     ]
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+    {
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+     "output_type": "stream",
+     "text": [
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+      "violet\n",
+      "red\n",
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+      "yellow\n",
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+      "blue\n",
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+      "red\n",
+      "orange\n",
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+      "blue\n",
+      "violet\n",
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+      "yellow\n",
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+      "blue\n",
+      "violet\n",
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+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
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+      "violet\n",
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+      "orange\n",
+      "yellow\n",
+      "green\n",
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+      "violet\n",
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+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
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+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
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+      "orange\n",
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+      "green\n",
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+      "violet\n",
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+      "orange\n",
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+      "orange\n",
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+      "green\n",
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+      "orange\n",
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+      "green\n",
+      "blue\n",
+      "violet\n",
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+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "violet\n",
+      "red\n",
+      "orange\n",
+      "yellow\n"
+     ]
+    },
+    {
+     "ename": "KeyboardInterrupt",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-25-a9f8fac05dc5>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[0mcolors\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'red'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'orange'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'yellow'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'green'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'blue'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'violet'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mcolor\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mitertools\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcycle\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolors\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolor\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32mC:\\Anaconda3\\envs\\django\\lib\\site-packages\\ipykernel\\iostream.py\u001b[0m in \u001b[0;36mwrite\u001b[1;34m(self, string)\u001b[0m\n\u001b[0;32m    350\u001b[0m             \u001b[0mis_child\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_is_master_process\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    351\u001b[0m             \u001b[1;31m# only touch the buffer in the IO thread to avoid races\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 352\u001b[1;33m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpub_thread\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mschedule\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[1;33m:\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_buffer\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwrite\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstring\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    353\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mis_child\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    354\u001b[0m                 \u001b[1;31m# newlines imply flush in subprocesses\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mC:\\Anaconda3\\envs\\django\\lib\\site-packages\\ipykernel\\iostream.py\u001b[0m in \u001b[0;36mschedule\u001b[1;34m(self, f)\u001b[0m\n\u001b[0;32m    188\u001b[0m                 \u001b[0mevent_id\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mos\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0murandom\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m16\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    189\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_events\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mevent_id\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 190\u001b[1;33m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_event_pipe\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mevent_id\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    191\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    192\u001b[0m             \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32mzmq/backend/cython/socket.pyx\u001b[0m in \u001b[0;36mzmq.backend.cython.socket.Socket.send (zmq\\backend\\cython\\socket.c:7305)\u001b[1;34m()\u001b[0m\n",
+      "\u001b[1;32mzmq/backend/cython/socket.pyx\u001b[0m in \u001b[0;36mzmq.backend.cython.socket.Socket.send (zmq\\backend\\cython\\socket.c:7048)\u001b[1;34m()\u001b[0m\n",
+      "\u001b[1;32mzmq/backend/cython/socket.pyx\u001b[0m in \u001b[0;36mzmq.backend.cython.socket._send_copy (zmq\\backend\\cython\\socket.c:2920)\u001b[1;34m()\u001b[0m\n",
+      "\u001b[1;32mC:\\Anaconda3\\envs\\django\\lib\\site-packages\\zmq\\backend\\cython\\checkrc.pxd\u001b[0m in \u001b[0;36mzmq.backend.cython.checkrc._check_rc (zmq\\backend\\cython\\socket.c:9621)\u001b[1;34m()\u001b[0m\n",
+      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
+     ]
+    }
+   ],
+   "source": [
+    "colors = ['red', 'orange', 'yellow', 'green', 'blue', 'violet']\n",
+    "for color in itertools.cycle(colors):\n",
+    "    print(color)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### chain()\n",
+    "\n",
+    "`itertools.chain(*iterables)`\n",
+    "\n",
+    "Prende una serie di iterable e ritorna come unico."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "circle\n",
+      "triangle\n",
+      "square\n",
+      "pentagon\n"
+     ]
+    }
+   ],
+   "source": [
+    "colors = ['red', 'orange', 'yellow', 'green', 'blue']\n",
+    "shapes = ['circle', 'triangle', 'square', 'pentagon']\n",
+    "result = itertools.chain(colors, shapes)\n",
+    "for each in result:\n",
+    "    print(each)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### compress()\n",
+    "\n",
+    "`itertools.compress(data, selectors)`\n",
+    "\n",
+    "Filtra un iterable con un altro"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "circle\n",
+      "square\n"
+     ]
+    }
+   ],
+   "source": [
+    "shapes = ['circle', 'triangle', 'square', 'pentagon']\n",
+    "selections = [True, False, True, False]\n",
+    "result = itertools.compress(shapes, selections)\n",
+    "for each in result:\n",
+    "    print(each)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### dropwhile()\n",
+    "\n",
+    "`itertools.dropwhile(predicate, iterable)`\n",
+    "\n",
+    "Crea un iterator che elimina elementi da iterable finchè il predicato è True, dopodichè ritorna tutto il restante"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5\n",
+      "6\n",
+      "7\n",
+      "8\n",
+      "9\n",
+      "10\n",
+      "1\n"
+     ]
+    }
+   ],
+   "source": [
+    "data = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1]\n",
+    "result = itertools.dropwhile(lambda x: x<5, data)\n",
+    "for each in result:\n",
+    "    print(each)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### filterfalse()\n",
+    "\n",
+    "`itertools.filterfalse(predicate, iterable)`\n",
+    "\n",
+    "Crea un iterator che filtra elementi da iterable restituendo solo quelli per i quali il predicato è False."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5\n",
+      "6\n",
+      "7\n",
+      "8\n",
+      "9\n",
+      "10\n"
+     ]
+    }
+   ],
+   "source": [
+    "data = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
+    "result = itertools.filterfalse(lambda x: x<5, data)\n",
+    "for each in result:\n",
+    "    print(each)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### groupby()\n",
+    "\n",
+    "`itertools.groupby(iterable, key=None)`\n",
+    "\n",
+    "Semplicemente raggruppa, ma non è così semplice da spiegare..."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "autobot\n",
+      "[{'name': 'blaster', 'faction': 'autobot'}]\n",
+      "decepticon\n",
+      "[{'name': 'galvatron', 'faction': 'decepticon'}]\n",
+      "autobot\n",
+      "[{'name': 'jazz', 'faction': 'autobot'}, {'name': 'metroplex', 'faction': 'autobot'}]\n",
+      "decepticon\n",
+      "[{'name': 'megatron', 'faction': 'decepticon'}, {'name': 'starcream', 'faction': 'decepticon'}]\n"
+     ]
+    }
+   ],
+   "source": [
+    "robots = [{\n",
+    "    'name': 'blaster',\n",
+    "    'faction': 'autobot'\n",
+    "}, {\n",
+    "    'name': 'galvatron',\n",
+    "    'faction': 'decepticon'\n",
+    "}, {\n",
+    "    'name': 'jazz',\n",
+    "    'faction': 'autobot'\n",
+    "}, {\n",
+    "    'name': 'metroplex',\n",
+    "    'faction': 'autobot'\n",
+    "}, {\n",
+    "    'name': 'megatron',\n",
+    "    'faction': 'decepticon'\n",
+    "}, {\n",
+    "    'name': 'starcream',\n",
+    "    'faction': 'decepticon'\n",
+    "}]\n",
+    "for key, group in itertools.groupby(robots, key=lambda x: x['faction']):\n",
+    "    print(key)\n",
+    "    print(list(group))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### islice()\n",
+    "\n",
+    "`itertools.islice(iterable, start, stop[, step])`\n",
+    "\n",
+    "Molto simile a **slices**, permette di tagliare una fetta di un iterable."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "red\n",
+      "orange\n"
+     ]
+    }
+   ],
+   "source": [
+    "colors = ['red', 'orange', 'yellow', 'green', 'blue',]\n",
+    "few_colors = itertools.islice(colors, 2)\n",
+    "for each in few_colors:\n",
+    "    print(each)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### permutations()\n",
+    "\n",
+    "`itertools.permutations(iterable, r=None)`\n",
+    "\n",
+    "Restituisce un iterabile con tutte le tuple combinazione"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "('a', 'b', 'c')\n",
+      "('a', 'c', 'b')\n",
+      "('b', 'a', 'c')\n",
+      "('b', 'c', 'a')\n",
+      "('c', 'a', 'b')\n",
+      "('c', 'b', 'a')\n"
+     ]
+    }
+   ],
+   "source": [
+    "alpha_data = ['a', 'b', 'c']\n",
+    "result = itertools.permutations(alpha_data)\n",
+    "for each in result:\n",
+    "    print(each)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### product()\n",
+    "\n",
+    "`itertools.product(iterable1, iterable2, ...)`\n",
+    "\n",
+    "Crea un iterable di tuple prodotto cartesiano da una serie di iterabili"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(1, 'a')\n",
+      "(1, 'b')\n",
+      "(1, 'c')\n",
+      "(2, 'a')\n",
+      "(2, 'b')\n",
+      "(2, 'c')\n",
+      "(3, 'a')\n",
+      "(3, 'b')\n",
+      "(3, 'c')\n"
+     ]
+    }
+   ],
+   "source": [
+    "num_data = [1, 2, 3]\n",
+    "alpha_data = ['a', 'b', 'c']\n",
+    "result = itertools.product(num_data, alpha_data)\n",
+    "for each in result:\n",
+    "    print(each)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### repeat()\n",
+    "\n",
+    "`itertools.repeat(object[, times])`\n",
+    "\n",
+    "Ripete un oggetto all'infinito a meno che venga specificato quante (times) volte"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "spam\n",
+      "spam\n",
+      "spam\n",
+      "spam\n",
+      "spam\n",
+      "spam\n",
+      "spam\n",
+      "spam\n",
+      "spam\n",
+      "spam\n"
+     ]
+    }
+   ],
+   "source": [
+    "for i in itertools.repeat(\"spam\",10):\n",
+    "    print(i)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### starmap()\n",
+    "\n",
+    "`itertools.starmap(function, iterable)`\n",
+    "\n",
+    "Crea un iterator che esegue la funzione usando gli argomenti ottenuti da iterable"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "12\n",
+      "32\n",
+      "21\n"
+     ]
+    }
+   ],
+   "source": [
+    "data = [(2, 6), (8, 4), (7, 3)]\n",
+    "result = itertools.starmap(operator.mul, data)\n",
+    "for each in result:\n",
+    "    print(each)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### takewhile()\n",
+    "\n",
+    "`itertools.takewhile(predicate, iterable)`\n",
+    "\n",
+    "Opposto di `dropwhile()`, crea un iterator e restutisce elementi da iterable finchè il predicato è True."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1\n",
+      "2\n",
+      "3\n",
+      "4\n"
+     ]
+    }
+   ],
+   "source": [
+    "data = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 1]\n",
+    "result = itertools.takewhile(lambda x: x<5, data)\n",
+    "for each in result:\n",
+    "    print(each)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### tee()\n",
+    "\n",
+    "`itertools.tee(iterable, n=2)`\n",
+    "\n",
+    "Restituisce n iterators indipendenti da un singolo iterable; default è 2."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n",
+      "..\n",
+      "red\n",
+      "orange\n",
+      "yellow\n",
+      "green\n",
+      "blue\n"
+     ]
+    }
+   ],
+   "source": [
+    "colors = ['red', 'orange', 'yellow', 'green', 'blue']\n",
+    "alpha_colors, beta_colors = itertools.tee(colors)\n",
+    "for each in alpha_colors:\n",
+    "    print(each)\n",
+    "print('..')\n",
+    "for each in beta_colors:\n",
+    "     print(each)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### zip_longest()\n",
+    "\n",
+    "`itertools.zip_longest(*iterables, fillvalue=None)`\n",
+    "\n",
+    "Crea un iterator che aggrega elementi per ciascun iterable. \n",
+    "Se hanno lunghezza differente, i valori mancanti sono riempiti con fillvalue fino all'iterabile più lungo."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "('red', 1)\n",
+      "('orange', 2)\n",
+      "('yellow', 3)\n",
+      "('green', 4)\n",
+      "('blue', 5)\n",
+      "(None, 6)\n",
+      "(None, 7)\n",
+      "(None, 8)\n",
+      "(None, 9)\n",
+      "(None, 10)\n"
+     ]
+    }
+   ],
+   "source": [
+    "colors = ['red', 'orange', 'yellow', 'green', 'blue',]\n",
+    "data = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10,]\n",
+    "for each in itertools.zip_longest(colors, data, fillvalue=None):\n",
+    "    print(each)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Esempi\n",
+    "\n",
+    "### Es. 1\n",
+    "\n",
+    "Avete tre biglietti da 20 EUR, cinque da 10 EUR, due da 5 EUR e cinque monete da 1 EUR.\n",
+    "\n",
+    "In quanti modi potete comporre 100 EUR ?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "soldi = [20, 20, 20, 10, 10, 10, 10, 10, 5, 5, 1, 1, 1, 1, 1]\n",
+    "\n",
+    "# Usiamo le combinazioni\n",
+    "fai_100 = []\n",
+    "for n in range(1, len(soldi) + 1):\n",
+    "    for comb in itertools.combinations(soldi, n):\n",
+    "        if sum(comb) == 100:\n",
+    "            fai_100.append(comb)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[(20, 20, 20, 10, 10, 10, 10),\n",
+       " (20, 20, 20, 10, 10, 10, 10),\n",
+       " (20, 20, 20, 10, 10, 10, 10),\n",
+       " (20, 20, 20, 10, 10, 10, 10),\n",
+       " (20, 20, 20, 10, 10, 10, 10),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 5),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 5),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 5),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 5),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 5),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 5),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 5),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 5),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 5),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 5),\n",
+       " (20, 20, 10, 10, 10, 10, 10, 5, 5),\n",
+       " (20, 20, 10, 10, 10, 10, 10, 5, 5),\n",
+       " (20, 20, 10, 10, 10, 10, 10, 5, 5),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 10, 10, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 10, 10, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 10, 10, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 10, 10, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 10, 10, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 10, 10, 10, 10, 10, 5, 1, 1, 1, 1, 1)]"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "fai_100"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Meglio rimuovere i duplicati"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 41,
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{(20, 20, 10, 10, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 10, 10, 10, 10, 10, 5, 5),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 1, 1, 1, 1, 1),\n",
+       " (20, 20, 20, 10, 10, 10, 5, 5),\n",
+       " (20, 20, 20, 10, 10, 10, 10)}"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "set(fai_100)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Es. 2 - Variazione di 1\n",
+    "\n",
+    "In quanti modi si possono comporre 100 EUR usando un numero qualsiasi di pezzi da 50, 20, 10, 5, e 1 EUR?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {
+    "collapsed": true
+   },
    "outputs": [],
-   "source": []
+   "source": [
+    "# Ci metterà un po' di tempo! 96560645 combinazioni\n",
+    "pezzi = [50, 20, 10, 5, 1]\n",
+    "fa_100 = []\n",
+    "for n in range(1, 101):\n",
+    "     for comb in itertools.combinations_with_replacement(pezzi, n):\n",
+    "        if sum(comb) == 100:\n",
+    "             fa_100.append(comb)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "343"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(fa_100)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Bibliografia\n",
+    "\n",
+    "https://medium.com/@jasonrigden/a-guide-to-python-itertools-82e5a306cdf8\n",
+    "\n",
+    "https://realpython.com/python-itertools/"
+   ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python [conda env:django]",
    "language": "python",
-   "name": "python3"
+   "name": "conda-env-django-py"
   },
   "language_info": {
    "codemirror_mode": {
@@ -43,7 +6131,20 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.9"
+   "version": "3.6.2"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
   }
  },
  "nbformat": 4,
diff --git a/Italiano/1_introduction/6-Errors and Exceptions.ipynb b/Italiano/1_introduction/6-Errors and Exceptions.ipynb
index e22963b..1750511 100644
--- a/Italiano/1_introduction/6-Errors and Exceptions.ipynb	
+++ b/Italiano/1_introduction/6-Errors and Exceptions.ipynb	
@@ -69,7 +69,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -78,10 +78,10 @@
    "outputs": [
     {
      "ename": "SyntaxError",
-     "evalue": "Missing parentheses in call to 'print' (<ipython-input-1-66a718044c8f>, line 1)",
+     "evalue": "Missing parentheses in call to 'print'. Did you mean print(\"ciao mondo\")? (<ipython-input-2-66a718044c8f>, line 1)",
      "output_type": "error",
      "traceback": [
-      "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-1-66a718044c8f>\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m    print \"ciao mondo\"\u001b[0m\n\u001b[0m                     ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m Missing parentheses in call to 'print'\n"
+      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-2-66a718044c8f>\"\u001b[1;36m, line \u001b[1;32m1\u001b[0m\n\u001b[1;33m    print \"ciao mondo\"\u001b[0m\n\u001b[1;37m                     ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m Missing parentheses in call to 'print'. Did you mean print(\"ciao mondo\")?\n"
      ]
     }
    ],
@@ -91,28 +91,50 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {
-    "collapsed": true,
     "slideshow": {
      "slide_type": "fragment"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "ZeroDivisionError",
+     "evalue": "division by zero",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mZeroDivisionError\u001b[0m                         Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-3-497f3d01699c>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m5\u001b[0m \u001b[1;33m/\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mZeroDivisionError\u001b[0m: division by zero"
+     ]
+    }
+   ],
    "source": [
     "x = 5 / 0"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {
-    "collapsed": true,
     "slideshow": {
      "slide_type": "fragment"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "IndexError",
+     "evalue": "list index out of range",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mIndexError\u001b[0m                                Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-4-34b5c7ee20c0>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[0mlst\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlst\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mIndexError\u001b[0m: list index out of range"
+     ]
+    }
+   ],
    "source": [
     "lst = [1,2,3]\n",
     "print(lst[3])"
@@ -120,42 +142,75 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {
-    "collapsed": true,
     "slideshow": {
      "slide_type": "fragment"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "TypeError",
+     "evalue": "can only concatenate list (not \"int\") to list",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-5-091e066849b9>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mlst\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m: can only concatenate list (not \"int\") to list"
+     ]
+    }
+   ],
    "source": [
     "lst + 2"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {
-    "collapsed": true,
     "slideshow": {
      "slide_type": "fragment"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "AttributeError",
+     "evalue": "'list' object has no attribute 'add'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-6-c3b58bf0a1ba>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mlst\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mAttributeError\u001b[0m: 'list' object has no attribute 'add'"
+     ]
+    }
+   ],
    "source": [
     "lst.add"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {
-    "collapsed": true,
     "slideshow": {
      "slide_type": "fragment"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "KeyError",
+     "evalue": "'b'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-7-cd2c5917e161>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[0md\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m{\u001b[0m\u001b[1;34m'a'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;34m'hello'\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0md\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'b'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mKeyError\u001b[0m: 'b'"
+     ]
+    }
+   ],
    "source": [
     "d = {'a': 'hello'}\n",
     "d['b']"
@@ -163,14 +218,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {
-    "collapsed": true,
     "slideshow": {
      "slide_type": "subslide"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'questa_non_e_una_variabile' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-8-fb44369454a9>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mquesta_non_e_una_variabile\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mNameError\u001b[0m: name 'questa_non_e_una_variabile' is not defined"
+     ]
+    }
+   ],
    "source": [
     "print(questa_non_e_una_variabile)\n"
    ]
@@ -187,13 +253,13 @@
    "source": [
     "## Errori e eccezioni\n",
     "\n",
-    "Avrete notato che le precedenti eccezioni finiscono con Error.\n",
+    "Avrete notato che le precedenti eccezioni finiscono con `Error`.\n",
     "\n",
-    "Error e Exception sono quasi intercambiabili.\n",
+    "`Error` e `Exception` sono quasi intercambiabili.\n",
     "\n",
-    "Error è semanticamente un po’ più grave ma il loro comportamente è identico\n",
+    "`Error` è semanticamente un po’ più grave ma il loro comportamente è identico\n",
     "\n",
-    "Exception (che estende BaseException) è la loro classe padre (superclass)"
+    "`Exception` (che estende `BaseException`) è la loro classe padre (superclass)"
    ]
   },
   {
@@ -216,7 +282,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {
     "collapsed": true,
     "slideshow": {
@@ -243,41 +309,65 @@
     }
    },
    "source": [
-    "La classe estende list (oggetto predefinito in Python) e ridefinisce (override) append.\n",
+    "La classe estende `list` (oggetto predefinito in Python) e ridefinisce (override) `append`.\n",
     "\n",
     "Il nuovo metodo append verifica due condizioni:\n",
     "- che l'input sia un integer, altrimenti rilancia TypeError\n",
     "- che l'input sia pari, altrimenti rilancia ValueError\n",
     "\n",
-    "La parola chiave \"raise\" è semplicemente seguita dall'oggetto che viene rilanciato come exception. \n",
+    "La parola chiave `raise` è semplicemente seguita dall'oggetto che viene rilanciato come exception. \n",
     "\n",
-    "I due oggetti sono \"costruiti\" dalle classi built-in TypeError e ValueError ma potevano essere una eccezione creata \"ad-hoc\" (dopo vedremo come farlo)"
+    "I due oggetti sono \"costruiti\" dalle classi built-in `TypeError` e `ValueError` ma potevano essere una eccezione creata \"ad-hoc\" (dopo vedremo come farlo)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {
-    "collapsed": true,
     "slideshow": {
      "slide_type": "fragment"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "ValueError",
+     "evalue": "Possono essere sommati solo numeri pari",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-10-e3fc62c2f5e1>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32m<ipython-input-9-8574cf673cb5>\u001b[0m in \u001b[0;36mappend\u001b[1;34m(self, integer)\u001b[0m\n\u001b[0;32m      4\u001b[0m             \u001b[1;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Possono essere sommati solo numeri interi\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0minteger\u001b[0m \u001b[1;33m%\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Possono essere sommati solo numeri pari\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      7\u001b[0m         \u001b[0msuper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minteger\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      8\u001b[0m \u001b[0me\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mSoloNumeriPariInteri\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mValueError\u001b[0m: Possono essere sommati solo numeri pari"
+     ]
+    }
+   ],
    "source": [
     "e.append(3)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {
-    "collapsed": true,
     "slideshow": {
      "slide_type": "fragment"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "TypeError",
+     "evalue": "Possono essere sommati solo numeri interi",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-11-dfbb1ca3498c>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m3.4\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32m<ipython-input-9-8574cf673cb5>\u001b[0m in \u001b[0;36mappend\u001b[1;34m(self, integer)\u001b[0m\n\u001b[0;32m      2\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minteger\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minteger\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Possono essere sommati solo numeri interi\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      5\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0minteger\u001b[0m \u001b[1;33m%\u001b[0m \u001b[1;36m2\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m             \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Possono essere sommati solo numeri pari\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: Possono essere sommati solo numeri interi"
+     ]
+    }
+   ],
    "source": [
     "e.append(3.4)"
    ]
@@ -304,14 +394,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {
-    "collapsed": true,
     "slideshow": {
      "slide_type": "fragment"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[1]\n"
+     ]
+    }
+   ],
    "source": [
     "e.append(2)\n",
     "e[0] = 1\n",
@@ -335,14 +432,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {
-    "collapsed": true,
     "slideshow": {
      "slide_type": "fragment"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Sto per rilanciare un’eccezione\n"
+     ]
+    },
+    {
+     "ename": "Exception",
+     "evalue": "Questo è sempre rilanciato",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mException\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-13-32c315efa6ff>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      5\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[1;34m\"Non sarò restituito\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m \u001b[0mnessun_ritorno\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32m<ipython-input-13-32c315efa6ff>\u001b[0m in \u001b[0;36mnessun_ritorno\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mnessun_ritorno\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Sto per rilanciare un’eccezione\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m     \u001b[1;32mraise\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Questo è sempre rilanciato\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      4\u001b[0m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Questa linea non sarà mai eseguita\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[1;34m\"Non sarò restituito\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mException\u001b[0m: Questo è sempre rilanciato"
+     ]
+    }
+   ],
    "source": [
     "def nessun_ritorno():\n",
     "    print(\"Sto per rilanciare un’eccezione\")\n",
@@ -369,14 +485,35 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {
-    "collapsed": true,
     "slideshow": {
      "slide_type": "fragment"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "chiama_eccessore inizia qui...\n",
+      "Sto per rilanciare un’eccezione\n"
+     ]
+    },
+    {
+     "ename": "Exception",
+     "evalue": "Questo è sempre rilanciato",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mException\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-14-46ba5c3df948>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      5\u001b[0m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"...quindi queste linee non sono eseguite\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m \u001b[0mchiama_eccessore\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32m<ipython-input-14-46ba5c3df948>\u001b[0m in \u001b[0;36mchiama_eccessore\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mchiama_eccessore\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"chiama_eccessore inizia qui...\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m     \u001b[0mnessun_ritorno\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      4\u001b[0m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"eccezione rilanciata...\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"...quindi queste linee non sono eseguite\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;32m<ipython-input-13-32c315efa6ff>\u001b[0m in \u001b[0;36mnessun_ritorno\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mnessun_ritorno\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Sto per rilanciare un’eccezione\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m     \u001b[1;32mraise\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Questo è sempre rilanciato\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      4\u001b[0m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Questa linea non sarà mai eseguita\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[1;34m\"Non sarò restituito\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mException\u001b[0m: Questo è sempre rilanciato"
+     ]
+    }
+   ],
    "source": [
     "def chiama_eccessore():\n",
     "    print(\"chiama_eccessore inizia qui...\")\n",
@@ -412,19 +549,28 @@
    "source": [
     "# Gestire le eccezioni\n",
     "\n",
-    "Si gestiscono racchiudendo la porzione di codice che potrebbe rilanciarle tra try e catch"
+    "Si gestiscono racchiudendo la porzione di codice che potrebbe rilanciarle tra `try` e `catch`"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {
-    "collapsed": true,
     "slideshow": {
      "slide_type": "fragment"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Sto per rilanciare un’eccezione\n",
+      "Ho catturato un'eccezione\n",
+      "Eseguito dopo l'eccezione\n"
+     ]
+    }
+   ],
    "source": [
     "try:\n",
     "    nessun_ritorno()\n",
@@ -441,25 +587,32 @@
     }
    },
    "source": [
-    "Sapevamo che nessun_ritorno() rilanciava un'eccezione e noi l'abbiamo catturata, continuando poi con l'esecuzione...\n",
+    "Sapevamo che `nessun_ritorno()` rilanciava un'eccezione e noi l'abbiamo catturata, continuando poi con l'esecuzione...\n",
     "\n",
-    "Notare l'indentazione del codice tra try e except\n",
+    "Notare l'indentazione del codice tra `try` e `except`\n",
     "\n",
     "Il difetto del codice precedente è che cattura qualsiasi eccezione...\n",
     "\n",
-    "Cosa fare se volessimo trattare diversamente ad esempio TypeError rispetto a ZeroDivisionError?"
+    "Cosa fare se volessimo trattare diversamente ad esempio `TypeError` rispetto a `ZeroDivisionError` ?"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "metadata": {
-    "collapsed": true,
     "slideshow": {
      "slide_type": "fragment"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Dividere per zero non è una buona idea!\n"
+     ]
+    }
+   ],
    "source": [
     "def cento_diviso(divisore):\n",
     "    try:\n",
@@ -467,8 +620,45 @@
     "    except ZeroDivisionError:\n",
     "        return \"Dividere per zero non è una buona idea!\"\n",
     "\n",
-    "print(cento_diviso(0))\n",
-    "print(cento_diviso(50.0))\n",
+    "print(cento_diviso(0))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(cento_diviso(50.0))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for /: 'int' and 'str'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-18-e59610e5f4a6>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcento_diviso\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"hello\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32m<ipython-input-16-291d325b0bcb>\u001b[0m in \u001b[0;36mcento_diviso\u001b[1;34m(divisore)\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mcento_diviso\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdivisore\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[1;36m100\u001b[0m \u001b[1;33m/\u001b[0m \u001b[0mdivisore\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      4\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[0mZeroDivisionError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[1;34m\"Dividere per zero non è una buona idea!\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for /: 'int' and 'str'"
+     ]
+    }
+   ],
+   "source": [
     "print(cento_diviso(\"hello\"))"
    ]
   },
@@ -485,14 +675,36 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "metadata": {
-    "collapsed": true,
     "slideshow": {
      "slide_type": "fragment"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Testiamo con 0: Inserire un numero, diverso da zero\n",
+      "Testiamo con ciao: Inserire un numero, diverso da zero\n",
+      "Testiamo con 50.0: 2.0\n",
+      "Testiamo con 17: "
+     ]
+    },
+    {
+     "ename": "ValueError",
+     "evalue": "17 è un numero sfortunato",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-19-111a475a34c8>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     10\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     11\u001b[0m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Testiamo con {}:\"\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mval\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mend\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\" \"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 12\u001b[1;33m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcento_diviso_v2\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mval\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32m<ipython-input-19-111a475a34c8>\u001b[0m in \u001b[0;36mcento_diviso_v2\u001b[1;34m(divisore)\u001b[0m\n\u001b[0;32m      2\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mdivisore\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m17\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"17 è un numero sfortunato\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      5\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[1;36m100\u001b[0m \u001b[1;33m/\u001b[0m \u001b[0mdivisore\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mZeroDivisionError\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mValueError\u001b[0m: 17 è un numero sfortunato"
+     ]
+    }
+   ],
    "source": [
     "def cento_diviso_v2(divisore):\n",
     "    try:\n",
@@ -519,21 +731,43 @@
    "source": [
     "L'eccezione derivata dal numero 17 non è lista tra le gestite, quindi non viene gestita.\n",
     "\n",
-    "Quindi se vogliamo gestire e fare cose diverse? (vedi distinzione tra ZeroDivisionError e TypeError sotto)\n",
+    "Quindi se vogliamo gestire e fare cose diverse? (vedi distinzione tra `ZeroDivisionError` e `TypeError` sotto)\n",
     "\n",
-    "O se vogliamo fare in modo di fare qualcosa e poi rilanciarla al chiamante? (vedi ValueError sotto)"
+    "O se vogliamo fare in modo di fare qualcosa e poi rilanciarla al chiamante? (vedi `ValueError` sotto)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "metadata": {
-    "collapsed": true,
     "slideshow": {
      "slide_type": "fragment"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Testiamo con 0: Inserire un numero diverso da zero\n",
+      "Testiamo con ciao: Inserire un numero\n",
+      "Testiamo con 50.0: 2.0\n",
+      "Testiamo con 17: No, no, per favore non 17!\n"
+     ]
+    },
+    {
+     "ename": "ValueError",
+     "evalue": "17 è un numero sfortunato",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-20-ff5e9c25cf53>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     15\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     16\u001b[0m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Testiamo con {}:\"\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mval\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mend\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\" \"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 17\u001b[1;33m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcento_diviso_v3\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mval\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;32m<ipython-input-20-ff5e9c25cf53>\u001b[0m in \u001b[0;36mcento_diviso_v3\u001b[1;34m(divisore)\u001b[0m\n\u001b[0;32m      2\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mdivisore\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m17\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"17 è un numero sfortunato\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      5\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[1;36m100\u001b[0m \u001b[1;33m/\u001b[0m \u001b[0mdivisore\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[0mZeroDivisionError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+      "\u001b[1;31mValueError\u001b[0m: 17 è un numero sfortunato"
+     ]
+    }
+   ],
    "source": [
     "def cento_diviso_v3(divisore):\n",
     "    try:\n",
@@ -565,8 +799,8 @@
     "Mettendo in fila le eccezioni come nell'esempio precedente, solo la prima \"associazione\" viene eseguita, anche nel caso ce ne fossero di più. \n",
     "\n",
     "Ma qual è il caso di più associazioni?\n",
-    "Le eccezioni sono oggetti con una loro gerarchia, la maggior parte deriva da Exception (che a sua volta deriva da BaseException). \n",
-    "Se nel codice gestiamo Exception prima di TypeError, verrà gestita solo Exception perchè TypeError è anche Exception per ereditarietà.\n",
+    "Le eccezioni sono oggetti con una loro gerarchia, la maggior parte deriva da `Exception` (che a sua volta deriva da `BaseException`). \n",
+    "Se nel codice gestiamo `Exception` prima di `TypeError`, verrà gestita solo `Exception` perchè `TypeError` è anche `Exception` per ereditarietà.\n",
     "\n",
     "Questi ragionamenti sono utili quando vogliamo gestire delle eccezioni in modo particolare ma poi proteggerci in modo più generale da quelle rimanenti / generiche.\n",
     "\n",
@@ -591,11 +825,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
-   "outputs": [],
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Gli argomenti dell'eccezione sono  ('Questo è un argomento',)\n"
+     ]
+    }
+   ],
    "source": [
     "try:\n",
     "    raise ValueError(\"Questo è un argomento\")\n",
@@ -613,19 +853,29 @@
    "source": [
     "## finally and else\n",
     "\n",
-    "Ora vediamo come eseguire del codice indipendentemente dall'evento eccezione con le parole chiave finally e else"
+    "Ora vediamo come eseguire del codice indipendentemente dall'evento eccezione con le parole chiave `finally` e `else`"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "metadata": {
-    "collapsed": true,
     "slideshow": {
      "slide_type": "fragment"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Rilancio... <class 'IndexError'>\n",
+      "Gestita eccezione di cui posso sapere il nome: IndexError\n",
+      "... e il messaggio di errore Un errore\n",
+      "Questo codice è eseguito sempre, per pulizia finale\n"
+     ]
+    }
+   ],
    "source": [
     "import random\n",
     "\n",
@@ -643,7 +893,8 @@
     "except TypeError:\n",
     "            print(\"Gestita TypeError\")\n",
     "except Exception as e:\n",
-    "            print(\"Gestita eccezione di cui posso sapere il nome: %s\" %(e.__class__.__name__))          \n",
+    "            print(\"Gestita eccezione di cui posso sapere il nome: %s\" %(e.__class__.__name__))         \n",
+    "            print(f\"... e il messaggio di errore {e}\")\n",
     "else:\n",
     "    print(\"Questo codice è eseguito in assenza di eccezioni\")\n",
     "finally:\n",
@@ -659,15 +910,16 @@
     }
    },
    "source": [
-    "La parte di finally è eseguita in qualsiasi caso ed è da utilizzare per i task da effettuare alla fine dell'esecuzione, qualsiasi cosa accada (es. chisura file, chiusura connessione DB o di rete).\n",
+    "La parte di `finally` è eseguita in qualsiasi caso ed è da utilizzare per i task da effettuare alla fine dell'esecuzione, qualsiasi cosa accada (es. chisura file, chiusura connessione DB o di rete).\n",
+    "\n",
+    "E' importante anche nelle funzioni che hanno un return nella parte `try`. Il codice nella parte `finally` verrà comunque eseguito prima del ritorno.\n",
     "\n",
-    "E' importante anche nelle funzioni che hanno un return nella parte try. Il codice nella parte finally verrà comunque eseguito prima del ritorno.\n",
+    "Se non ci sono eccezioni sono eseguite sia `else` che `finally`\n",
     "\n",
-    "Se non ci sono eccezioni sono eseguite sia else che finally\n",
+    "`except`, `else`, e `finally` possono essere omessi (anche se else da solo non va bene).\n",
+    "Se si mettono: `except` prima, poi `else` e `finally` alla fine.\n",
     "\n",
-    "except, else, e finally possono essere omessi (anche se else da solo non va bene).\n",
-    "Se si mettono: except prima, poi else e finally alla fine.clause at the end. \n",
-    "L'ordine degli except va dall'eccezione più specifica alla più generica."
+    "L'ordine degli `except` va dall'eccezione più specifica alla più generica."
    ]
   },
   {
@@ -681,11 +933,11 @@
    "source": [
     "# La gerarchia delle eccezioni\n",
     "\n",
-    "La maggior parte delle eccezioni derivano da Exception (che però non è la base); eredita infatti da BaseException, come le due speciali SystemExit e KeyboardInterrupt.\n",
+    "La maggior parte delle eccezioni derivano da `Exception` (che però non è la base); eredita infatti da `BaseException`, come le due speciali `SystemExit` e `KeyboardInterrupt`.\n",
     "\n",
-    "SystemExit è rilanciata naturalmente alla fine del programma o dalla funzione sys.exit\n",
+    "`SystemExit` è rilanciata naturalmente alla fine del programma o dalla funzione `sys.exit`\n",
     "\n",
-    "KeyboardInterrupt è rilanciata a terminale dalla sequenza Ctrl+C\n",
+    "`KeyboardInterrupt` è rilanciata a terminale dalla sequenza Ctrl+C\n",
     "\n",
     "![Gerarchia delle eccezioni](./resources/eccezioni.png)"
    ]
@@ -699,13 +951,13 @@
     }
    },
    "source": [
-    "Quando si usa except: senza specificare il tipo di exception, si catturano tutte le sottoclassi di BaseException (comprese le due speciali).\n",
+    "Quando si usa `except`: senza specificare il tipo di exception, si catturano tutte le sottoclassi di `BaseException` (comprese le due speciali).\n",
     "\n",
-    "Poichè normalmente vogliamo escluderle nel loro trattamento speciale meglio usare except con argomenti.\n",
-    "Se vogliamo catturare tutte le exceptions tranne SystemExit e KeyboardInterrupt, esplictamente scriviamo catch Exception.\n",
+    "Poichè normalmente vogliamo escluderle nel loro trattamento speciale meglio usare `except` con argomenti.\n",
+    "Se vogliamo catturare tutte le exceptions tranne `SystemExit` e `KeyboardInterrupt`, esplicitamente scriviamo catch `Exception`.\n",
     "\n",
-    "Se invece vogliamo catturare anche le speciali, per chiarezza sempre consigliato except BaseException: \n",
-    "così da far capire esplicitamente l'intento"
+    "Se invece vogliamo catturare anche le speciali, per chiarezza sempre consigliato `except BaseException:` \n",
+    "così da far capire esplicitamente l'intento."
    ]
   },
   {
@@ -719,19 +971,30 @@
    "source": [
     "# Definire le proprie eccezioni\n",
     "\n",
-    "E' molto semplice, basta estendere Exception e non è neppure necessario specificare altre informazioni"
+    "E' molto semplice, basta estendere `Exception` e non è neppure necessario specificare altre informazioni"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "metadata": {
-    "collapsed": true,
     "slideshow": {
      "slide_type": "fragment"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "PrelievoNonValido",
+     "evalue": "Non hai abbastanza soldi sul conto",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mPrelievoNonValido\u001b[0m                         Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-23-90912d72d9ab>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      2\u001b[0m     \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mPrelievoNonValido\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Non hai abbastanza soldi sul conto\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mPrelievoNonValido\u001b[0m: Non hai abbastanza soldi sul conto"
+     ]
+    }
+   ],
    "source": [
     "class PrelievoNonValido(Exception):\n",
     "    pass\n",
@@ -749,20 +1012,34 @@
    "source": [
     "Ovviemente la classe eccezione può essere più complessa e articolata.\n",
     "\n",
-    "Il metodo di inizializzazione Exception.__init__ method è progettato per accettare qualsiasi argomento e memorizzarlo in una tupla di nome args. \n",
-    "Questo rende semplice la definizione senza la necessità di sovrescrivere (override) __init__"
+    "Il metodo di inizializzazione `Exception`:\n",
+    "\n",
+    "`__init__` method è progettato per accettare qualsiasi argomento e memorizzarlo in una tupla di nome args. \n",
+    "\n",
+    "Questo rende semplice la definizione senza la necessità di sovrescrivere (override) `__init__`"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "metadata": {
-    "collapsed": true,
     "slideshow": {
      "slide_type": "fragment"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "PrelievoNonValido",
+     "evalue": "Il conto non ha EUR 60",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mPrelievoNonValido\u001b[0m                         Traceback (most recent call last)",
+      "\u001b[1;32m<ipython-input-24-4e2f0cf4d53e>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      7\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mimporto\u001b[0m \u001b[1;33m-\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msaldo\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      8\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 9\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mPrelievoNonValido\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m25\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m60\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[1;31mPrelievoNonValido\u001b[0m: Il conto non ha EUR 60"
+     ]
+    }
+   ],
    "source": [
     "class PrelievoNonValido(Exception):\n",
     "    def __init__(self, saldo, importo):\n",
@@ -777,14 +1054,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "metadata": {
-    "collapsed": true,
     "slideshow": {
      "slide_type": "fragment"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Banca Python: ci dispiace ma la sua richiesa è superiore al saldo di EUR 35\n"
+     ]
+    }
+   ],
    "source": [
     "try:\n",
     "    raise PrelievoNonValido(25, 60)\n",
@@ -803,10 +1087,10 @@
     }
    },
    "source": [
-    "Avete visto come è stata gestita l'eccezione PrelievoNonValido.\n",
+    "Avete visto come è stata gestita l'eccezione `PrelievoNonValido`.\n",
     "\n",
-    "E anche l'utilizzo di as seguita dal nome istanza dell'eccezion.\n",
-    "Per convenzione si usa e ma si potrebbe chiamare ex o pippo.\n",
+    "E anche l'utilizzo di as seguita dal nome istanza dell'eccezione.\n",
+    "Per convenzione si usa `e` ma si potrebbe chiamare `ex` o `pippo`.\n",
     "\n",
     "Ci sono molti motivi per definire \"proprie\" eccezioni:\n",
     "- aggiungere info utili all'eccezione\n",
@@ -819,7 +1103,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "metadata": {
     "collapsed": true,
     "slideshow": {
@@ -845,31 +1129,77 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
    "metadata": {
-    "collapsed": true,
     "slideshow": {
      "slide_type": "fragment"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "6 / 2 = 3.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "dividi_con_exception(6,2)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Non puoi dividere per zero!\n"
+     ]
+    }
+   ],
    "source": [
-    "dividi_con_exception(6,2)\n",
     "dividi_con_exception(3,0)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "metadata": {
-    "collapsed": true,
     "slideshow": {
      "slide_type": "fragment"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "6 / 2 = 3.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "dividi_con_if(6,2)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Non puoi dividere per zero!\n"
+     ]
+    }
+   ],
    "source": [
-    "dividi_con_if(6,2)\n",
     "dividi_con_if(3,0)"
    ]
   },
@@ -881,7 +1211,7 @@
     }
    },
    "source": [
-    "Anche negli casi di eccezione si potrebbe \"proteggere\" il codice con tante if, ma a parte la difficoltà di prevedere tutti i casi, il suggerimento è quello di eseguire il codice e gestire la situazione se qualcosa va male, anche per risparmiare codice e cicli CPU inseriti solo per gestire scenari rari"
+    "Anche negli casi di eccezione si potrebbe \"proteggere\" il codice con tante `if`, ma a parte la difficoltà di prevedere tutti i casi, il suggerimento è quello di eseguire il codice e gestire la situazione se qualcosa va male, anche per risparmiare codice e cicli CPU inseriti solo per gestire scenari rari"
    ]
   },
   {
@@ -897,14 +1227,18 @@
     "Immaginiamo di gestire un inventario per un'azienda che vende gadget.\n",
     "Quando un cliente fa un ordine di un prodotto, questo può essere disponibile (e quindi rimosso dall'inventario) oppure non disponibile (e questo evento è tutt'altro che eccezionale).\n",
     "\n",
-    "Cosa dovrebbe restituire la funzione \"ordine\"? -1, una stringa descrittiva, decisamente meglio un'eccezione tipo ProdottoEsauritoException\n",
+    "Cosa dovrebbe restituire la funzione \"ordine\"? \n",
+    "\n",
+    "-1, una stringa descrittiva?\n",
+    "\n",
+    "Decisamente meglio un'eccezione tipo `ProdottoEsauritoException`\n",
     "\n",
     "Definiamo con solo \"docstring\" l'oggetto e vediamo poi come usarlo..."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 34,
    "metadata": {
     "collapsed": true,
     "slideshow": {
@@ -934,14 +1268,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 32,
    "metadata": {
-    "collapsed": true,
     "slideshow": {
      "slide_type": "fragment"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Acquisto completato. Nell'inventario ancora 10 oggetti di tipo portachiave sono disponibili\n"
+     ]
+    }
+   ],
    "source": [
     "tipo_prodotto = 'portachiave'\n",
     "inv = Inventario()\n",
@@ -969,7 +1310,7 @@
    "version": "0.3.2"
   },
   "kernelspec": {
-   "display_name": "Python [default]",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
@@ -983,7 +1324,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.6"
+   "version": "3.6.10"
   },
   "toc": {
    "base_numbering": 1,
@@ -998,7 +1339,7 @@
     "height": "calc(100% - 180px)",
     "left": "10px",
     "top": "150px",
-    "width": "320px"
+    "width": "253px"
    },
    "toc_section_display": true,
    "toc_window_display": true
diff --git a/Italiano/1_introduction/7-Generatori.ipynb b/Italiano/1_introduction/7-Generatori.ipynb
new file mode 100644
index 0000000..9f889fc
--- /dev/null
+++ b/Italiano/1_introduction/7-Generatori.ipynb
@@ -0,0 +1,5092 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Generatori (generators)\n",
+    "\n",
+    "I generators assomigliano alle **list comprehensions**, con la differenza che sono circondati da parantesi tonde `()` anzichè quadre `[]`. \n",
+    "\n",
+    "Generators più *complicati* sono definiti come funzioni con differenza che contengono `yield` anzichè `return`. \n",
+    "\n",
+    "Un generatore ad ogni chiamata restituisce un valore/oggetto costruendolo a partire da una sequenza arbitrariamente complessa di operazioni, senza il vincolo di dover calcolare tutti i valori in una sola volta. Un oggetto generatore è naturalmente iterabile con for.\n",
+    "\n",
+    "Un generator mantiene lo stato durante le chiamate; l'esecuzione riprende immediatamente dopo l'ultimo `yield` e continua fino al `yield` successivo. \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def xsquared(): \n",
+    "    for i in range(30): \n",
+    "        yield i*i "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# Infinite version\n",
+    "def xsquared_inf(): \n",
+    "    x = 0 \n",
+    "    while True: \n",
+    "        yield x*x \n",
+    "        x += 1 "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0, 1, 4, 9, 16, 25, 36, 49, 64, 81, 100, 121, 144, 169, 196, 225, 256, 289, 324, 361, 400, 441, 484, 529, 576, 625, 676, 729, 784, 841]\n"
+     ]
+    }
+   ],
+   "source": [
+    "squares = [x for x in xsquared()] \n",
+    "print(squares)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def a(k):\n",
+    "    for n in range(k):\n",
+    "        yield(n)\n",
+    "\n",
+    "generatore = a(9)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0\n",
+      "1\n",
+      "2\n",
+      "3\n",
+      "4\n",
+      "5\n",
+      "6\n",
+      "7\n",
+      "8\n"
+     ]
+    }
+   ],
+   "source": [
+    "for x in generatore:\n",
+    "    print(x)   #---> stampa i numeri da 0 a 8"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Nell'esempio seguente si vede come da una funzione si possono ricavare più generatori indipendenti.\n",
+    "\n",
+    "I singoli valori possono anche essere ottenuti uno dopo l'altro con `next` (generatore).\n",
+    "Se si tenta di acquisire un ulteriore valore quando sono già stati \"consumati\" tutti, viene sollevata l'eccezione `StopIteration`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def dati(*a):\n",
+    "    for x in a:\n",
+    "        yield(x)   \n",
+    "\n",
+    "g1 = dati(12, 45, 89, 0, 33, 127)\n",
+    "g2 = dati(\"a\", \"b\", \"c\", \"d\", \"e\", \"f\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "12 45 89\n",
+      "a b c\n",
+      "[(0, 'd'), (33, 'e'), (127, 'f')]\n"
+     ]
+    }
+   ],
+   "source": [
+    "v1 = next(g1)\n",
+    "v2 = next(g1)\n",
+    "v3 = next(g1)\n",
+    "v4 = next(g2)\n",
+    "v5 = next(g2)\n",
+    "v6 = next(g2)\n",
+    "\n",
+    "print(v1, v2, v3)  #---> 12 45 89\n",
+    "print(v4, v5, v6)  #---> a b c\n",
+    "\n",
+    "v7 = list(zip(g1, g2))\n",
+    "print(v7) #--> [(0, 'd'), (33, 'e'), (127, 'f')]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Esempi di creazione da \"funzione\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def potenze(base):\n",
+    "    val = base\n",
+    "    while True:\n",
+    "        yield val\n",
+    "        val = val * base\n",
+    "\n",
+    "def linee_numerate(file):\n",
+    "    indice = 0\n",
+    "    for linea in file:\n",
+    "        yield indice, linea\n",
+    "        indice = indice + i"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2\n",
+      "4\n",
+      "8\n",
+      "16\n",
+      "32\n",
+      "64\n",
+      "128\n",
+      "256\n",
+      "512\n",
+      "1024\n",
+      "2048\n",
+      "4096\n",
+      "8192\n",
+      "16384\n",
+      "32768\n",
+      "65536\n",
+      "131072\n",
+      "262144\n",
+      "524288\n",
+      "1048576\n",
+      "2097152\n",
+      "4194304\n",
+      "8388608\n",
+      "16777216\n",
+      "33554432\n",
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+      "557700277789608620901491340043289078762039528602935330467280188676336719512891902101473772471757506327645534991984668550543748783312639521815912541226540607808986305620178396902896039093865253719895871591775556280733247032048871766206227251027352312286391828367336557397298595993344699586644284969093326456437533046043731964059140993357491364157404448600931983438347801343215972668489764874942889690093415147778870465597053870789914931274436645367454575176678443775019883351750172092580084721817116300244376804831341643704681926170678943938594341172386308824478369164693450086794184197027196502683150415003284516454089207957985425332335513685314165328440455209267216387281966140746596239580616771733153611779485107424161917755441920555897614835412940808213033312733745274097820963636694337701110999874830264198869748322895299524394879860798793531555239454714514250280593449112170203210456682700920464346887593473758123463532116367590669364638502132349055560628300152480657760918808220526595215728373550782897461610999274017753716266894496082788373505027883327597060250595216635105832385020876013267087153539635432361187610614032161418606586867514210275076378223689405691209609787346671475217632707528424424584116838022659704591753644727460966019801579000041455182986435144027349796332220181552247503355694398186152795034966032384\n",
+      "1115400555579217241802982680086578157524079057205870660934560377352673439025783804202947544943515012655291069983969337101087497566625279043631825082453081215617972611240356793805792078187730507439791743183551112561466494064097743532412454502054704624572783656734673114794597191986689399173288569938186652912875066092087463928118281986714982728314808897201863966876695602686431945336979529749885779380186830295557740931194107741579829862548873290734909150353356887550039766703500344185160169443634232600488753609662683287409363852341357887877188682344772617648956738329386900173588368394054393005366300830006569032908178415915970850664671027370628330656880910418534432774563932281493192479161233543466307223558970214848323835510883841111795229670825881616426066625467490548195641927273388675402221999749660528397739496645790599048789759721597587063110478909429028500561186898224340406420913365401840928693775186947516246927064232735181338729277004264698111121256600304961315521837616441053190431456747101565794923221998548035507432533788992165576747010055766655194120501190433270211664770041752026534174307079270864722375221228064322837213173735028420550152756447378811382419219574693342950435265415056848849168233676045319409183507289454921932039603158000082910365972870288054699592664440363104495006711388796372305590069932064768"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "IOPub data rate exceeded.\n",
+      "The notebook server will temporarily stop sending output\n",
+      "to the client in order to avoid crashing it.\n",
+      "To change this limit, set the config variable\n",
+      "`--NotebookApp.iopub_data_rate_limit`.\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Stampa le potenze di 2 (ciclo infinito)\n",
+    "for i in potenze(2):\n",
+    "    print(i)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Esempio di creazione da una classe:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "class TreeNode:\n",
+    "    def __iter__(self):\n",
+    "        for node in self.children:\n",
+    "            yield node"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Esempio di creazione \"al volo\":"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<generator object <genexpr> at 0x000001B1EFF64D58>\n",
+      "0\n",
+      "1\n",
+      "4\n",
+      "9\n",
+      "16\n",
+      "25\n",
+      "36\n",
+      "49\n",
+      "64\n",
+      "81\n",
+      "100\n",
+      "121\n",
+      "144\n",
+      "169\n",
+      "196\n",
+      "225\n",
+      "256\n",
+      "289\n",
+      "324\n",
+      "361\n",
+      "400\n",
+      "441\n",
+      "484\n",
+      "529\n",
+      "576\n",
+      "625\n",
+      "676\n",
+      "729\n",
+      "784\n",
+      "841\n"
+     ]
+    }
+   ],
+   "source": [
+    "y = (x*x for x in range(30)) \n",
+    "print(y) # hmm...\n",
+    "for x in y:\n",
+    "    print(x)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Es. 1 - Generatore di giorni della settimana\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<generator object day_of_week at 0x000001B1EFF64C50>"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "def day_of_week(): \n",
+    "    i = 0 \n",
+    "    days = [\"Monday\",\"Tuesday\",\"Wednesday\",\"Thursday\",\"Friday\",\"Saturday\",\"Sunday\"] \n",
+    "    while True: \n",
+    "        yield days[i%7] \n",
+    "        i += 1 \n",
+    "day_of_week()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "import random \n",
+    "def snowday(prob=.01):\n",
+    "    # Randmon between 0 and 1\n",
+    "    r = random.random()\n",
+    "    #print(r)\n",
+    "    if r < prob: \n",
+    "        return \"snowday!\" \n",
+    "    else: \n",
+    "        return \"regular day.\" "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Monday is a regular day.\n",
+      "Tuesday is a regular day.\n",
+      "Wednesday is a regular day.\n",
+      "Thursday is a regular day.\n",
+      "Friday is a regular day.\n",
+      "Saturday is a snowday!\n"
+     ]
+    }
+   ],
+   "source": [
+    "n = 0 \n",
+    "for x in day_of_week(): \n",
+    "    today = snowday() \n",
+    "    print(x + \" is a \" + today) \n",
+    "    n += 1 \n",
+    "    if today == \"snowday!\":\n",
+    "        break "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "weekday = (day for day in day_of_week())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'Monday'"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "next(weekday) "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Es. 2 - Gestione di un gioco di carte (Poker)\n",
+    "\n",
+    "Facciamo finta di voler sviluppare un'app per il gioco del Poker.\n",
+    "\n",
+    "Definiamo liste per punti e semi"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "punti = ['A', 'K', 'Q', 'J', '10', '9', '8', '7', '6', '5', '4', '3', '2']\n",
+    "semi = ['C', 'Q', 'F', 'P']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Un generator sulle carte, come nella realtà che si consumi quando le carte sono usate."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def carte():\n",
+    "    \"\"\"Return a generator that yields playing cards.\"\"\"\n",
+    "    for p in punti:\n",
+    "        for s in semi:\n",
+    "            yield p, s"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<generator object <genexpr> at 0x000001B1EFE796D0>"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "carte = ((p, s) for p in punti for s in semi)\n",
+    "carte"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "import itertools\n",
+    "carte = itertools.product(punti, semi)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "import random\n",
+    "\n",
+    "def mischia(mazzo):\n",
+    "    \"\"\"Restituisce un iteratore sul mazzo mischiato\"\"\"\n",
+    "    mazzo = list(mazzo)\n",
+    "    random.shuffle(mazzo)\n",
+    "    return iter(tuple(mazzo))\n",
+    "\n",
+    "carte = mischia(carte)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def taglia(mazzo, n):\n",
+    "    \"\"\"Restituisce un iteratore su mazzo, tagliato all'indice `n`\"\"\"\n",
+    "    mazzo1, mazzo2 = itertools.tee(mazzo, 2)\n",
+    "    sopra = itertools.islice(mazzo1, n)\n",
+    "    sotto = itertools.islice(mazzo2, n, None)\n",
+    "    return itertools.chain(sopra, sotto)\n",
+    "\n",
+    "carte = taglia(carte, 26)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "def distribuisci(mazzo, num_mani=1, num_persone_giocanti=5):\n",
+    "    iters = [iter(mazzo)] * num_persone_giocanti\n",
+    "    return tuple(zip(*(tuple(itertools.islice(itr, num_mani)) for itr in iters)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(('10', 'P'), ('6', 'F'), ('5', 'P'), ('7', 'Q'), ('A', 'P'))"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "p1_hand, p2_hand, p3_hand = distribuisci(carte, num_mani=3)\n",
+    "p1_hand"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(('2', 'C'), ('9', 'C'), ('7', 'P'), ('K', 'F'), ('6', 'Q'))"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "p2_hand"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(('K', 'P'), ('8', 'F'), ('4', 'P'), ('Q', 'C'), ('3', 'P'))"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "p3_hand"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "37"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(tuple(carte))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Le carte sono \"consumate\"; lo stato dell'iteratore carte riflette il gioco, che è esattamente quello che vogliamo!"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Bibliografia\n",
+    "\n",
+    "https://realpython.com/python-itertools/\n",
+    "\n",
+    "https://docs.python.org/3/library/itertools.html"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python [conda env:django]",
+   "language": "python",
+   "name": "conda-env-django-py"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.2"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}