diff --git a/create_nb.py b/create_nb.py index d6dd8c5..da9a94c 100644 --- a/create_nb.py +++ b/create_nb.py @@ -175,10 +175,23 @@ for _, row in top_trechos.iterrows(): pos = nx.spring_layout(G, seed=42) plt.figure(figsize=(8, 6)) +# Define o tamanho do nó +tamanho_no = 1500 + # Desenha os nós -nx.draw_networkx_nodes(G, pos, node_size=2000, node_color='skyblue', edgecolors='black') -# Desenha as arestas -nx.draw_networkx_edges(G, pos, edgelist=G.edges(), arrowstyle='-|>', arrowsize=20, edge_color='gray', width=2, connectionstyle='arc3,rad=0.1') +nx.draw_networkx_nodes(G, pos, node_size=tamanho_no, node_color='skyblue', edgecolors='black') +# Desenha as arestas, informando o node_size para que a seta não fique escondida sob o nó +nx.draw_networkx_edges( + G, pos, + edgelist=G.edges(), + arrows=True, + arrowstyle='-|>', + arrowsize=25, + edge_color='gray', + width=2, + node_size=tamanho_no, + connectionstyle='arc3,rad=0.15' +) # Desenha os rótulos (nomes dos aeroportos) nx.draw_networkx_labels(G, pos, font_size=12, font_family='sans-serif', font_weight='bold') diff --git a/modelos.ipynb b/modelos.ipynb index bc9d517..e455af3 100644 --- a/modelos.ipynb +++ b/modelos.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "0d36dff2", + "id": "df5a45f6", "metadata": {}, "source": [ "# Alocação de Frotas (Fleet Scheduling) - Aeronaves C-97\n", @@ -21,13 +21,13 @@ { "cell_type": "code", "execution_count": 1, - "id": "3135eacb", + "id": "58aeb561", "metadata": { "execution": { - "iopub.execute_input": "2026-06-07T23:24:40.349240Z", - "iopub.status.busy": "2026-06-07T23:24:40.348434Z", - "iopub.status.idle": "2026-06-07T23:24:41.354405Z", - "shell.execute_reply": "2026-06-07T23:24:41.353676Z" + "iopub.execute_input": "2026-06-07T23:25:47.665783Z", + "iopub.status.busy": "2026-06-07T23:25:47.665625Z", + "iopub.status.idle": "2026-06-07T23:25:48.273737Z", + "shell.execute_reply": "2026-06-07T23:25:48.273140Z" } }, "outputs": [], @@ -53,7 +53,7 @@ }, { "cell_type": "markdown", - "id": "804eaef2", + "id": "936c8bb7", "metadata": {}, "source": [ "## 1. Leitura e Limpeza dos Dados\n", @@ -63,13 +63,13 @@ { "cell_type": "code", "execution_count": 2, - "id": "dec4d110", + "id": "b61078e4", "metadata": { "execution": { - "iopub.execute_input": "2026-06-07T23:24:41.356324Z", - "iopub.status.busy": "2026-06-07T23:24:41.356081Z", - "iopub.status.idle": "2026-06-07T23:24:41.724748Z", - "shell.execute_reply": "2026-06-07T23:24:41.723972Z" + "iopub.execute_input": "2026-06-07T23:25:48.275586Z", + "iopub.status.busy": "2026-06-07T23:25:48.275378Z", + "iopub.status.idle": "2026-06-07T23:25:48.654221Z", + "shell.execute_reply": "2026-06-07T23:25:48.653363Z" } }, "outputs": [], @@ -101,7 +101,7 @@ }, { "cell_type": "markdown", - "id": "68fc01d6", + "id": "f206cb40", "metadata": {}, "source": [ "## 2. Análise dos Esquadrões e Matrículas (Aeronaves)\n", @@ -111,13 +111,13 @@ { "cell_type": "code", "execution_count": 3, - "id": "fbc5ccec", + "id": "d682a86e", "metadata": { "execution": { - "iopub.execute_input": "2026-06-07T23:24:41.726272Z", - "iopub.status.busy": "2026-06-07T23:24:41.726147Z", - "iopub.status.idle": "2026-06-07T23:24:41.738777Z", - "shell.execute_reply": "2026-06-07T23:24:41.737916Z" + "iopub.execute_input": "2026-06-07T23:25:48.655903Z", + "iopub.status.busy": "2026-06-07T23:25:48.655711Z", + "iopub.status.idle": "2026-06-07T23:25:48.667640Z", + "shell.execute_reply": "2026-06-07T23:25:48.666985Z" } }, "outputs": [ @@ -176,7 +176,7 @@ }, { "cell_type": "markdown", - "id": "875b834d", + "id": "06c21750", "metadata": {}, "source": [ "## 3. Análise Estatística das Demandas Diárias\n", @@ -187,13 +187,13 @@ { "cell_type": "code", "execution_count": 4, - "id": "e97df07a", + "id": "f0802558", "metadata": { "execution": { - "iopub.execute_input": "2026-06-07T23:24:41.740292Z", - "iopub.status.busy": "2026-06-07T23:24:41.740168Z", - "iopub.status.idle": "2026-06-07T23:24:42.004606Z", - "shell.execute_reply": "2026-06-07T23:24:42.003968Z" + "iopub.execute_input": "2026-06-07T23:25:48.669019Z", + "iopub.status.busy": "2026-06-07T23:25:48.668895Z", + "iopub.status.idle": "2026-06-07T23:25:48.964755Z", + "shell.execute_reply": "2026-06-07T23:25:48.964142Z" } }, "outputs": [ @@ -364,7 +364,7 @@ }, { "cell_type": "markdown", - "id": "96d89f3d", + "id": "9797e33b", "metadata": {}, "source": [ "## Diagrama de Rede dos Trechos\n", @@ -374,19 +374,19 @@ { "cell_type": "code", "execution_count": 5, - "id": "b176401f", + "id": "9a44a960", "metadata": { "execution": { - "iopub.execute_input": "2026-06-07T23:24:42.006034Z", - "iopub.status.busy": "2026-06-07T23:24:42.005909Z", - "iopub.status.idle": "2026-06-07T23:24:42.099801Z", - "shell.execute_reply": "2026-06-07T23:24:42.099424Z" + "iopub.execute_input": "2026-06-07T23:25:48.966228Z", + "iopub.status.busy": "2026-06-07T23:25:48.966095Z", + "iopub.status.idle": "2026-06-07T23:25:49.056039Z", + "shell.execute_reply": "2026-06-07T23:25:49.055223Z" } }, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -409,10 +409,23 @@ "pos = nx.spring_layout(G, seed=42)\n", "\n", "plt.figure(figsize=(8, 6))\n", + "# Define o tamanho do nó\n", + "tamanho_no = 1500\n", + "\n", "# Desenha os nós\n", - "nx.draw_networkx_nodes(G, pos, node_size=2000, node_color='skyblue', edgecolors='black')\n", - "# Desenha as arestas\n", - "nx.draw_networkx_edges(G, pos, edgelist=G.edges(), arrowstyle='-|>', arrowsize=20, edge_color='gray', width=2, connectionstyle='arc3,rad=0.1')\n", + "nx.draw_networkx_nodes(G, pos, node_size=tamanho_no, node_color='skyblue', edgecolors='black')\n", + "# Desenha as arestas, informando o node_size para que a seta não fique escondida sob o nó\n", + "nx.draw_networkx_edges(\n", + " G, pos, \n", + " edgelist=G.edges(), \n", + " arrows=True, \n", + " arrowstyle='-|>', \n", + " arrowsize=25, \n", + " edge_color='gray', \n", + " width=2, \n", + " node_size=tamanho_no, \n", + " connectionstyle='arc3,rad=0.15'\n", + ")\n", "# Desenha os rótulos (nomes dos aeroportos)\n", "nx.draw_networkx_labels(G, pos, font_size=12, font_family='sans-serif', font_weight='bold')\n", "\n", @@ -424,7 +437,7 @@ }, { "cell_type": "markdown", - "id": "9af54886", + "id": "1f2831aa", "metadata": {}, "source": [ "## 4. Fleet Assignment Model (FAM)\n", @@ -441,13 +454,13 @@ { "cell_type": "code", "execution_count": 6, - "id": "05dc0200", + "id": "64a99d0d", "metadata": { "execution": { - "iopub.execute_input": "2026-06-07T23:24:42.101381Z", - "iopub.status.busy": "2026-06-07T23:24:42.101256Z", - "iopub.status.idle": "2026-06-07T23:24:42.158882Z", - "shell.execute_reply": "2026-06-07T23:24:42.158241Z" + "iopub.execute_input": "2026-06-07T23:25:49.058344Z", + "iopub.status.busy": "2026-06-07T23:25:49.058189Z", + "iopub.status.idle": "2026-06-07T23:25:49.117064Z", + "shell.execute_reply": "2026-06-07T23:25:49.116212Z" } }, "outputs": [