diff --git a/Exercise sheet 8/exercise_sheet_08.ipynb b/Exercise sheet 8/exercise_sheet_08.ipynb index 3e413bb..897fae4 100644 --- a/Exercise sheet 8/exercise_sheet_08.ipynb +++ b/Exercise sheet 8/exercise_sheet_08.ipynb @@ -501,7 +501,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 115, "id": "ee683060", "metadata": { "deletable": false, @@ -536,7 +536,7 @@ " f.create_dataset(\"N-values\",data=N_space)\n", " \n", " for model in models:\n", - " models_key = \"expectation-graph-distance-{}\".format(model)\n", + " models_key = f\"expectation-graph-distance-{model}\"\n", " if not models_key in f:\n", " graph_distance_expectations = np.zeros((len(N_space), samples))\n", " for idx_N, N in enumerate(N_space):\n", @@ -551,7 +551,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 117, "id": "351f7a01", "metadata": { "deletable": false, @@ -570,7 +570,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -586,38 +586,44 @@ "from matplotlib import pyplot as plt\n", "from scipy.optimize import curve_fit\n", "\n", + "# Define a dictionary of model names for the plot titles.\n", "model_names = {\"U\": \"Uniform triangulations\",\n", " \"W\": \"Schnyder-Wood-decorated triangulations\",\n", " \"S\": \"Spanning-tree decorated triangulations\",\n", " \"B\": \"Bipolar-oriented triangulations\"}\n", "\n", + "d_H_list = {}\n", + "\n", "with h5py.File(\"qgdimension.hdf5\", \"r\") as f:\n", " N_space = np.array(f[\"N-values\"])\n", " V_space = (N_space + 4)/2\n", - " expectations = {model: np.array(f[\"expectation-graph-distance-{}\".format(model)]) for model in models}\n", + " expectations = {model: np.array(f[f\"expectation-graph-distance-{model}\"]) for model in models}\n", " \n", " fig, axs = plt.subplots(2, 2, figsize=(12, 8))\n", " axs = axs.ravel()\n", " fig.suptitle(r\"Graph distance expectation Monte Carlo simulations and Hausdorff dimension $d_H$ fits using $\\mathbb{E}[d_T(X,Y)] \\approx c\\,V^{1/d_H}$ for different triangulation models\")\n", " \n", " for idx_model, model in enumerate(models):\n", + " # Calculate mean and standard deviation of the expectations.\n", " mu = np.mean(expectations[model], 1)\n", " sigma = np.std(expectations[model], 1)\n", "\n", " fitfunc = lambda V, c, d_H: c*V**(1/d_H)\n", " popt, pcov = curve_fit(fitfunc, V_space, mu, sigma=sigma)\n", + " d_H_list[model] = popt[1]\n", " V_space_fit = np.linspace(np.min(V_space)/2, np.max(V_space)*2, 1000)\n", "\n", " ax = axs[idx_model]\n", - " ax.set_title(model_names[model])\n", + " ax.set_title(f\"{model_names[model]} ({model})\")\n", " ax.errorbar(V_space, mu, sigma, label=\"Monte Carlo\",\n", " fmt='.', markersize=10, capsize=4)\n", " ax.plot(V_space_fit, fitfunc(V_space_fit, *popt),\n", " label=r\"fit: $c = {:.2f}$, $d_H = {:.2f}$\".format(*popt))\n", - " ax.set_xlabel(r\"volume $V$\")\n", + " ax.set_xlabel(r\"$V$\")\n", " ax.set_ylabel(r\"$\\mathbb{E}[d_T(X,Y)]$\")\n", " ax.set_yscale(\"log\")\n", " ax.set_xscale(\"log\")\n", + " ax.grid(True, which=\"both\", ls=\"-\")\n", " ax.legend()\n", " \n", " fig.tight_layout()\n", @@ -649,7 +655,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 111, "id": "988bfe95", "metadata": { "deletable": false, @@ -665,10 +671,24 @@ "task": false } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'U': 3.569451122838096,\n", + " 'W': 2.7064403223694575,\n", + " 'S': 3.143472808640101,\n", + " 'B': 2.9010605067214215}" + ] + }, + "execution_count": 111, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# YOUR CODE HERE\n", - "raise NotImplementedError()" + "d_H_list" ] }, {