{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Ancora sulla rappresentazione di tabelle in Python"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ricordiamo che, durante la lezione precedente, abbiamo convenuto che uno dei metodi migliori per rappresentare tabelle in Python è tramite una lista, i cui elementi sono le righe della matrice, a sua volta rappresentate come liste.\n",
"\n",
"Ad esempio, la tabella\n",
"```\n",
"2 3 4 9\n",
"6 -1 0 3\n",
"1 1 -3 4\n",
"```\n",
"la si può rappresentare come segue:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"l = [\n",
" [2, 3, 4, 9],\n",
" [6, -1, 0, 3],\n",
" [1, 1, -3, 4]\n",
"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si noti che la divisione dell'istruzione di assegnamento in righe è solo per comodità di lettura, potrebbe stare tutto in una riga come segue:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"l = [ [2, 3, 4, 9], [6, -1, 0, 3], [1, 1, -3, 4] ]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Gli elementi della matrice `l` sono le righe della tabella:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[6, -1, 0, 3]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# riga n. 1 (cioè seconda) riga della tabella\n",
"l[1]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# elemento della riga n.1 e colonna n. 2\n",
"l[1][2]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"La volta scorsa abbiamo visto una funzione che esegue la somma di tutti i numeri di una tabella rappresentata in questo modo. Questa funzione prende come parametri anche il numero di righe e colonne."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"def somma_tabella(l, num_righe, num_colonne):\n",
" \"\"\"\n",
" Se l è una tabella con numero di righe e colonne specificato nei\n",
" parametri, restituisce la somma di tutti i numeri in essa presenti.\n",
" \"\"\"\n",
" somma = 0\n",
" # il primo for scorre tutti i numeri di riga\n",
" for i in range(num_righe):\n",
" # il secondo for scorre tutti i numeri di colonna\n",
" for j in range(num_colonne):\n",
" somma += l[i][j]\n",
" return somma"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"29"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"somma_tabella(l, 3, 4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Tuttavia, passare esplicitamente il numero di righe e di colonne non è necessario. Infatti, il numero di righe coincide con il numero di elementi di `l`, e quindi lo si può ottenere come `len(l)`, mentre il numero di colonne è uguale al numero di elementi di una delle righe, e quindi lo si può ottenere come `len(l[0])`."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Numero di elementi di l, corrispondenti al numero di righe della tabella\n",
"len(l)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[2, 3, 4, 9]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Prima riga della tabella l\n",
"l[0]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"4"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Numero di elementi della prima riga della tabella, ovvero numero di colonne\n",
"len(l[0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Notare che invece di `len(l[0])` posso usare `len(l[1])`, `len(l[2])` o qualunque altro numero di riga esistente."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"4"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# restituisce comunque il numero di colonne della tabella\n",
"len(l[1])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"ename": "IndexError",
"evalue": "list index out of range",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m/home/amato/Nextcloud/Didattica/programmazione-python/notebooks/programmazione/notebook_231130.ipynb Cell 18\u001b[0m line \u001b[0;36m2\n\u001b[1;32m 1\u001b[0m \u001b[39m# non funziona perché la tabella non ha un numero di righe sufficienti\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[39mlen\u001b[39m(l[\u001b[39m10\u001b[39;49m])\n",
"\u001b[0;31mIndexError\u001b[0m: list index out of range"
]
}
],
"source": [
"# non funziona perché la tabella non ha un numero di righe sufficienti\n",
"len(l[10])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Riscriviamo quindi la funzione in modo che prenda come parametro solo la tabella `l`."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"def somma_tabella2(l):\n",
" \"\"\"\n",
" Se l è una tabella restituisce la somma di tutti i numeri in essa presenti.\n",
" \"\"\"\n",
" somma = 0\n",
" # il primo for scorre tutti i numeri di riga\n",
" for i in range(len(l)):\n",
" # il secondo for scorre tutti i numeri di colonna\n",
" for j in range(len(l[0])):\n",
" somma += l[i][j]\n",
" return somma"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"29"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"somma_tabella2(l)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Tabelle frastagliate (o seghettate)\n",
"\n",
"Usando questa rappresentazione con le liste, è possibile rappresentare facilmente tabelle in cui il numero di colonne è diverso per ogni riga. Supponiamo infatti di voler memorizzare i voti che hanno preso alcuni studenti durante la loro carriera accademica. È ovvio che studenti diversi possono aver superato un numero di esami diverso, per cui la tabella in questione potrebbe essere qualcosa di simile a questa:\n",
"```\n",
"Studente A: 28 29\n",
"Studente B: 20 22 18 27 23\n",
"Studente C:\n",
"```\n",
"È possibile rappresentare questi voti nel seguente modo:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"l_frastagliata = [\n",
" [28, 29],\n",
" [20, 22, 18, 27, 23],\n",
" []\n",
"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Tabelle di questo tipo si chiamato taballe frastagliate o seghettate, in inglese *jagged array*. Ovviamente in un tabella di questo tipo, il fatto che esista l'elemento nella riga i colonna j, non ci assicura che esista l'elemento in colonna j per una riga diversa. Ad esempio:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"27"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"l_frastagliata[1][3]"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"ename": "IndexError",
"evalue": "list index out of range",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m/home/amato/Nextcloud/Didattica/programmazione-python/notebooks/programmazione/notebook_231130.ipynb Cell 26\u001b[0m line \u001b[0;36m1\n\u001b[0;32m----> 1\u001b[0m l_frastagliata[\u001b[39m0\u001b[39;49m][\u001b[39m3\u001b[39;49m]\n",
"\u001b[0;31mIndexError\u001b[0m: list index out of range"
]
}
],
"source": [
"l_frastagliata[0][3]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Se noi proviamo ad eseguire `somma_tabella` su `l_frastagliata` otteniamo un errore, perché il numero di colonne è preso uguale al numero di elementi della prima riga della tabella (ovvero 2), ma la terza riga non ha due elementi (anzi, non ne ha proprio nessuno)."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"ename": "IndexError",
"evalue": "list index out of range",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m/home/amato/Nextcloud/Didattica/programmazione-python/notebooks/programmazione/notebook_231130.ipynb Cell 28\u001b[0m line \u001b[0;36m1\n\u001b[0;32m----> 1\u001b[0m somma_tabella2(l_frastagliata)\n",
"\u001b[1;32m/home/amato/Nextcloud/Didattica/programmazione-python/notebooks/programmazione/notebook_231130.ipynb Cell 28\u001b[0m line \u001b[0;36m8\n\u001b[1;32m 6\u001b[0m \u001b[39mfor\u001b[39;00m i \u001b[39min\u001b[39;00m \u001b[39mrange\u001b[39m(\u001b[39mlen\u001b[39m(l)):\n\u001b[1;32m 7\u001b[0m \u001b[39mfor\u001b[39;00m j \u001b[39min\u001b[39;00m \u001b[39mrange\u001b[39m(\u001b[39mlen\u001b[39m(l[\u001b[39m0\u001b[39m])):\n\u001b[0;32m----> 8\u001b[0m somma \u001b[39m+\u001b[39m\u001b[39m=\u001b[39m l[i][j]\n\u001b[1;32m 9\u001b[0m \u001b[39mreturn\u001b[39;00m somma\n",
"\u001b[0;31mIndexError\u001b[0m: list index out of range"
]
}
],
"source": [
"somma_tabella2(l_frastagliata)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Per poter lavorare sulle tabella frastagliate dobbiamo stare attenti che quando lavoriamo sulla riga i-esima dobbiamo considera la lunghezza proprio di quella riga, perché tutte le righe hanno lunghezza diversa. Fortunatamente, è facile modificare `somma_tabella` per farla funzionare su tabelle frastagliate: basta rimpiazzare `len(l[0])`, che determina la lunghezza della prima riga, con `len(l[i])` che restituisce la lunghezza della riga corrente."
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"def somma_tabella2_bis(l):\n",
" \"\"\"\n",
" Se l è una tabella restituisce la somma di tutti i numeri in essa presenti.\n",
" \"\"\"\n",
" somma = 0\n",
" for i in range(len(l)):\n",
" # uso len(l[i]) in modo che considero il numero di colonne corrette per la riga i\n",
" for j in range(len(l[i])):\n",
" somma += l[i][j]\n",
" return somma"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"La nuova versione funziona correttamente sia con `l` che con `l_frastagliata`."
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"29"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"somma_tabella2_bis(l)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"167"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"somma_tabella2_bis(l_frastagliata)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Estrazione diretta degli elementi della tabella\n",
"\n",
"Sappiamo che per scorrere una lista con `for` possiamo estrarre le posizioni della lista (con `for i in range(len(l))`) o direttamente gli elementi della lista (con `for in l`). Nei programmi precedenti abbiamo usato il primo tipo di `for`, ora usiamo il secondo."
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"def somma_tabella3(l):\n",
" \"\"\"\n",
" Se l è una tabella restituisce la somma di tutti i numeri in essa presenti.\n",
" \"\"\"\n",
" somma = 0\n",
" # il primo for scorre tutte le righe\n",
" for riga in l:\n",
" # il secondo for scorre tutti gli elementi di riga\n",
" for elemento in riga:\n",
" somma += elemento\n",
" return somma"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"29"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"somma_tabella3(l)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"167"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"somma_tabella3(l_frastagliata)"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"Segue un esempio di esecuzione passo passo di questa funzione:\n",
"\n",
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Un altro esercizio"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Consideriamo ora un problema differente: abbiamo un tabella di numeri, frastagliata o meno, e vogliamo calcolare la somma di tutti i numeri ma separatamente riga per riga, e restituire i risultati in una lista.\n",
"\n",
"Ad esempio, data la tabella\n",
"```\n",
"1 2 3\n",
"4 5 6\n",
"```\n",
"vogliamo ottenere la lista `[6, 15]` dove `6` è la somma della prima riga della tabella e `15` la somma della seconda riga. Una possibile soluzione è questa."
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"def somma_righe(l):\n",
" # La variabile risultato conterrà il risultato da restituire. All'inizio è vuota ma\n",
" # verrà riempita mano a mano che prenderemo in considerazione le righe della tabella l.\n",
" risultato = [ ]\n",
" # Scorriamo i numeri di riga della tabella. Per ogni riga dovremo calcolare la somma\n",
" # degli elementi e mettere la somma nella lista risultato.\n",
" for i in range(len(l)):\n",
" # Inizializziamo a 0 la variabile che conterrà la somma degli elementi della riga i.\n",
" somma = 0\n",
" # Scorriamo i numeri di colonna della riga i\n",
" for j in range(len(l[i])):\n",
" # Aggiorniamo somma con il valore nella riga i colonna j\n",
" somma += l[i][j]\n",
" # A questo punto somma contiene la somma degli elementi nella riga i, e mettiamo\n",
" # questo valore in risultato\n",
" risultato.append(somma)\n",
" return risultato"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[6, 15]"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"somma_righe([[ 1,2,3], [4, 5, 6]])"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[1, 5, 60]"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Funziona anche su tabelle frastagliate\n",
"somma_righe([ [1], [2,3], [10, 20, 30] ])"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"Segue un esempio di esecuzione passo passo di questa funzione:\n",
"\n",
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Vediamo qualche variante della funzione `somma_righe`. Prima di tutto, una versione che estrae direttamente gli elementi delle tabella invece che gli indici di riga e colonna."
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"def somma_righe2(l):\n",
" risultato = [ ]\n",
" for riga in l:\n",
" somma = 0\n",
" for elemento in riga:\n",
" somma += elemento\n",
" risultato.append(somma)\n",
" return risultato"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[1, 5, 60]"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"somma_righe2([ [1], [2,3], [10, 20, 30] ])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ora una versione che invece di inizializzare `risultato` alla lista vuota, la inizializza ad una lista della lunghezza corretta ma piena di 0, che poi vengono modificati durante l'esecuzione."
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
"def somma_righe3(l):\n",
" # La lunghezza della lista risultato è uguale al numero di righe di l\n",
" risultato = [ 0 ] * len(l)\n",
" for i in range(len(l)):\n",
" # Non ho bisogno della variabile somma, posso utilizzare direttamente\n",
" # risultato[i] per accumulare le somme.\n",
" for j in range(len(l[i])):\n",
" risultato[i] += l[i][j]\n",
" return risultato"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[1, 5, 60]"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"somma_righe3([ [1], [2,3], [10, 20, 30] ])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Infine una soluzione che non vi spiego per nulla, consideratelo un esempio di quanto le cose possono essere scritte in maniera più compatta conoscendo a fondo il linguaggio. In particolare, qui usiamo una caratteristica di Python nota come [list comprehension](https://www.w3schools.com/python/python_lists_comprehension.asp) e che non fa parte del programma del corso."
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"def somma_righe4(l):\n",
" return [ sum(riga) for riga in l ]"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[1, 5, 60]"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"somma_righe4([ [1], [2,3], [10, 20, 30] ])"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.0"
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},
"nbformat": 4,
"nbformat_minor": 2
}