diff --git a/kotsugi/chapter07/knock68.ipynb b/kotsugi/chapter07/knock68.ipynb new file mode 100644 index 0000000..61d9b21 --- /dev/null +++ b/kotsugi/chapter07/knock68.ipynb @@ -0,0 +1,73 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "from importnb import imports\n", + "\n", + "with imports(\"ipynb\"):\n", + " from knock67 import country_vectors, countries" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.cluster.hierarchy import linkage\n", + "\n", + "link = linkage(country_vectors, 'ward')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from scipy.cluster.hierarchy import dendrogram\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.figure(figsize=(15, 15))\n", + "dendrogram(link, labels=countries, show_leaf_counts=True)\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "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": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/kotsugi/chapter07/knock69.ipynb b/kotsugi/chapter07/knock69.ipynb new file mode 100644 index 0000000..e699f60 --- /dev/null +++ b/kotsugi/chapter07/knock69.ipynb @@ -0,0 +1,78 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "from importnb import imports\n", + "\n", + "with imports(\"ipynb\"):\n", + " from knock67 import country_vectors, countries, kmeans_model" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from sklearn.manifold import TSNE\n", + "\n", + "tsne = TSNE(n_components=2)\n", + "countries_tsne = tsne.fit_transform(np.array(country_vectors))" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "plt.figure(figsize=(10, 10))\n", + "cmap = plt.get_cmap('Dark2')\n", + "\n", + "plt.scatter(tsne.embedding_[:, 0], tsne.embedding_[:, 1])\n", + "for i, ((x, y), name) in enumerate(zip(tsne.embedding_, countries)):\n", + " plt.annotate(name, (x, y), color=cmap(kmeans_model.labels_[i]))\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "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": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}