Redes.ipynb

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   "source": [
    "# Análisis de Redes en *Python*\n",
    "<br>\n",
    "<img src=\"https://miro.medium.com/max/2978/1*rmq7bd3GFjcwfXtkrBQaPQ.png\" alt=\"drawing\" width=\"300\"/>"
   ]
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  {
   "cell_type": "markdown",
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   "source": [
    "## Analisis"
   ]
  },
  {
   "source": [
    "### Caminos más cortos (Geodésica)"
   ],
   "cell_type": "markdown",
   "metadata": {}
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   "source": [
    "### Centralidad: ¿Hay nodos más importantes que otros?\n",
    "\n",
    "En teoría de grafos, la centralidad de un nodo es una medidad que determina su importancia relativa dentro del grafo al que pertenece.\n",
    "\n",
    "Las aplicaciones incluyen la identificación de las personas más influyentes en una red social, los nodos de infraestructura clave en Internet y los superdispersores de enfermedades."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "karate = nx.karate_club_graph()"
   ]
  },
  {
   "source": [
    "#### Degree Centrality"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "La centralidad de grado se define como el número de aristas que inciden en un nodo (es decir, el número de aristas que tiene un nodo). El grado puede interpretarse en términos del riesgo inmediato de un nodo de captar lo que fluye por la red (como un virus o alguna información). En el caso de una red dirigida (en la que los aristas tienen dirección), se suelen definir dos medidas separadas de la centralidad del grado, el ingrado y el exgrado. En consecuencia, el ingrado es un recuento del número de aristas dirigidos al nodo y exgrado es el número de aristas que salen del nodo a otros. "
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     },
     "metadata": {},
     "execution_count": 23
    }
   ],
   "source": [
    "nx.degree_centrality(karate)"
   ]
  },
  {
   "source": [
    "#### Closeness Centrality\n",
    "\n",
    "En un gráfico conectado, la centralidad *closeness* normalizada de un nodo es la longitud media del camino más corto entre el nodo y todos los demás nodos del gráfico. Así, cuanto más central es un nodo, más cerca está de todos los demás nodos."
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     },
     "metadata": {},
     "execution_count": 24
    }
   ],
   "source": [
    "nx.closeness_centrality(karate)"
   ]
  },
  {
   "source": [
    "#### Betweenness Centrality\n",
    "\n",
    "Betweenness es una medida de centralidad de un nodo dentro de un grafo. La centralidad Betweenness cuantifica el número de veces que un nodo actúa como puente a lo largo del camino más corto entre otros dos nodos. Fue introducida como una medida para cuantificar el dominio de un humano sobre la comunicación entre otros humanos en una red social por Linton Freeman. En su concepción, los nodos que tienen una alta probabilidad de existir en el camino más corto escogido al azar entre dos nodos escogidos al azar tienen una alta betweenness."
   ],
   "cell_type": "markdown",
   "metadata": {}
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  {
   "cell_type": "code",
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     "metadata": {},
     "execution_count": 25
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   ],
   "source": [
    "nx.betweenness_centrality(karate)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Construyendo y analizando un grafo: Respuestas a comentarios en Google Classroom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "G = nx.MultiDiGraph() # Grafo dirigido con aristas multiples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "G.add_nodes_from([\"Marisol\",\"Luis\",\"Cristian\",\"Angelica\",\"Samuel\",\"Stephany\",\"Rodrigo\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
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   "source": [
    "G.add_edges_from([(\"Samuel\",\"Marisol\"),(\"Marisol\",\"Samuel\"),(\"Stephany\",\"Luis\"),(\"Angelica\",\"Luis\"),(\"Stephany\",\"Luis\"),(\"Rodrigo\",\"Stephany\"),(\"Rodrigo\",\"Angelica\"),(\"Stephany\",\"Marisol\"),(\"Luis\",\"Stephany\"),(\"Cristian\",\"Marisol\"),(\"Cristian\",\"Stephany\"),(\"Samuel\",\"Marisol\"),(\"Samuel\",\"Marisol\"),(\"Marisol\",\"Samuel\"),(\"Samuel\",\"Marisol\"),(\"Samuel\",\"Marisol\"),(\"Stephany\",\"Marisol\"),(\"Samuel\",\"Stephany\"),(\"Cristian\",\"Samuel\"),(\"Cristian\",\"Samuel\"),(\"Samuel\",\"Cristian\"),(\"Angelica\",\"Marisol\"),(\"Samuel\",\"Marisol\"),(\"Samuel\",\"Luis\"),(\"Samuel\",\"Luis\"),(\"Samuel\",\"Luis\"),(\"Samuel\",\"Marisol\"),(\"Angelica\",\"Marisol\"),(\"Stephany\",\"Marisol\"),(\"Marisol\",\"Angelica\"),(\"Marisol\",\"Stephany\"),(\"Rodrigo\",\"Cristian\")])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "pos = nx.circular_layout(G)\n",
    "nx.draw_networkx_nodes(G,pos,node_size=50)\n",
    "nx.draw_networkx_edges(G,pos,arrowsize=10)\n",
    "nx.draw_networkx_labels(G,pos)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "centrality = {k: v for k, v in sorted(nx.degree_centrality(nx.DiGraph(G)).items(), key=lambda item: item[1],reverse=True)} #Solo funciona con Python>=3.7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "{'Marisol': 1.1666666666666665,\n",
       " 'Stephany': 1.1666666666666665,\n",
       " 'Samuel': 1.0,\n",
       " 'Cristian': 0.8333333333333333,\n",
       " 'Luis': 0.6666666666666666,\n",
       " 'Angelica': 0.6666666666666666,\n",
       " 'Rodrigo': 0.5}"
      ]
     },
     "metadata": {},
     "execution_count": 37
    }
   ],
   "source": [
    "centrality"
   ]
  },
  {
   "source": [
    "¿Qué interpretas de estos resultados?"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "# Ahora es tu turno."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#EuroRoad representa la red de carreteras de Europa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import urllib.request\n",
    "import pandas as pd\n",
    "from io import StringIO"
   ]
  },
  {
   "source": [
    "txt = urllib.request.urlopen(\"https://raw.githubusercontent.com/HumanidadesDigitales/Materiales/main/datasets/euroroad.edges\").read().decode(\"utf-8\") \n",
    "csvfile = StringIO(txt) \n",
    "df = pd.read_csv(csvfile,sep=\" \")\n",
    "df.columns=[\"source\",\"target\"]\n",
    "df"
   ],
   "cell_type": "code",
   "metadata": {},
   "execution_count": 13,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "      source  target\n",
       "0          2       3\n",
       "1          2      17\n",
       "2          3       4\n",
       "3          4       5\n",
       "4          4     855\n",
       "...      ...     ...\n",
       "1411    1167    1168\n",
       "1412    1168    1169\n",
       "1413    1169    1170\n",
       "1414    1171    1172\n",
       "1415    1173    1174\n",
       "\n",
       "[1416 rows x 2 columns]"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>source</th>\n      <th>target</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n      <td>17</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>4</td>\n      <td>855</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>1411</th>\n      <td>1167</td>\n      <td>1168</td>\n    </tr>\n    <tr>\n      <th>1412</th>\n      <td>1168</td>\n      <td>1169</td>\n    </tr>\n    <tr>\n      <th>1413</th>\n      <td>1169</td>\n      <td>1170</td>\n    </tr>\n    <tr>\n      <th>1414</th>\n      <td>1171</td>\n      <td>1172</td>\n    </tr>\n    <tr>\n      <th>1415</th>\n      <td>1173</td>\n      <td>1174</td>\n    </tr>\n  </tbody>\n</table>\n<p>1416 rows × 2 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 13
    }
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "G = nx.from_pandas_edgelist(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "pos = nx.fruchterman_reingold_layout(G) #Toma algo de tiempo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "nx.draw_networkx_nodes(G, pos,node_size=10,node_color=\"red\",alpha=0.2)\n",
    "nx.draw_networkx_edges(G, pos,alpha=0.5)\n",
    "plt.title(\"EuroRoad\")\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "## Reto\n",
    "\n",
    "La famosa compañia de tiendas de conveniencia *XOXO* desea abrir nuevas sucursales y un centro de distribución en Europa y te han contratado como científico de datos para encontrar el mejores lugares en donde abrir las nuevas tiendas y el centro de distribución. ¿Dónde las pondrías y por qué? Utiliza alguno de los métodos anteriormente vistos en el NoteBook para justificar tu respuesta.\n",
    "\n",
    "Tips:\n",
    "\n",
    "* Recuerda presentar tus resultados de manera en que los ejecutivos de grupo *XOXO* puedan entender facilmente.\n",
    "* Se creativo\n",
    "\n",
    "Hints:\n",
    "\n",
    "* ¿Dónde seria un buen lugar para poner una tienda?\n",
    "* ¿Cómo mido que tan importante es un lugar?\n",
    "* ¿Qué quiere decir \"importante\"?  "
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Aquí va tu código"
   ]
  },
  {
   "source": [
    "# Aquí va tu reporte"
   ],
   "cell_type": "code",
   "metadata": {},
   "execution_count": 29,
   "outputs": []
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Aquí van comentarios o dudas"
   ]
  }
 ],
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   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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