diff --git a/数据可视化技术/实验1/resource/1.png b/数据可视化技术/实验1/resource/1.png new file mode 100755 index 0000000..c9ecf5f Binary files /dev/null and b/数据可视化技术/实验1/resource/1.png differ diff --git a/数据可视化技术/实验1/resource/1.txt b/数据可视化技术/实验1/resource/1.txt new file mode 100755 index 0000000..dadfe00 --- /dev/null +++ b/数据可视化技术/实验1/resource/1.txt @@ -0,0 +1 @@ +The reason for translating afresh Beccarias Dei Delitti e delle Pene (Crimes and Punishments) is, that it is a classical work of its kind, and that the interest which belongs to it is still far from being merely historical \ No newline at end of file diff --git a/数据可视化技术/实验1/resource/2.png b/数据可视化技术/实验1/resource/2.png new file mode 100755 index 0000000..5aca7c1 Binary files /dev/null and b/数据可视化技术/实验1/resource/2.png differ diff --git a/数据可视化技术/实验1/resource/2.txt b/数据可视化技术/实验1/resource/2.txt new file mode 100755 index 0000000..fb6f2d0 --- /dev/null +++ b/数据可视化技术/实验1/resource/2.txt @@ -0,0 +1,2 @@ +自从1982年这本书的中文版在国内问世以来,《万历十五年》就一直畅销经久不衰,无论是历史学者还是业余爱好者,无论企业老板还是普通白领,都能从中获得一些启发和想法。也难怪,《人民的名义》里的高玉良都拿着本《万历十五年》刻苦专研。这是因为在这本书中,黄仁宇采用了一种新颖的写法,让任何人都可以几乎无障碍地去接触正史,在他的笔下,历史不再是枯燥无味的归总和罗列。这种新颖的写法,被黄仁宇本人称为“大历史观”。 +所谓“大历史观”,既不像编年体史书那样依照时间的脉络叙述一个王朝的兴衰,也不像纪传体史书那样单独介绍每个人物的一生,而是把历史剖开一个横截面,像纪录片导演穿越过去一样,把当时的一位皇帝和五位著名的大臣,以一种群像式的叙事手法缓缓展开,从中折射出16世纪中国社会的完整面貌。并且,如同管中窥豹一样,从各种细节中,观察公元1587年表面一派太平的大明朝,为何会一步一步走向衰落和灭亡。那位皇帝自然就是万历皇帝,五位大臣分别是大学生张居正和申时行,南京督察院都御史海瑞,蓟州总兵官戚继光,以及前云南姚安知府李贽。用黄仁宇的话来说,他们或是身败,或是名裂,没有一个能够功德圆满。从他们身上可以看出,那些隐藏在历史深处的症结已经开始慢慢积累,直至无可逆转。 \ No newline at end of file diff --git a/数据可视化技术/实验1/resource/3.png b/数据可视化技术/实验1/resource/3.png new file mode 100755 index 0000000..0dd85e5 Binary files /dev/null and b/数据可视化技术/实验1/resource/3.png differ diff --git a/数据可视化技术/实验1/resource/4.png b/数据可视化技术/实验1/resource/4.png new file mode 100755 index 0000000..441274b Binary files /dev/null and b/数据可视化技术/实验1/resource/4.png differ diff --git a/数据可视化技术/实验1/task1.ipynb b/数据可视化技术/实验1/task1.ipynb new file mode 100644 index 0000000..f97e0fd --- /dev/null +++ b/数据可视化技术/实验1/task1.ipynb @@ -0,0 +1,418 @@ +{ + "cells": [ + { + "cell_type": "code", + "id": "initial_id", + "metadata": { + "collapsed": true, + "ExecuteTime": { + "end_time": "2025-04-21T00:32:54.213154Z", + "start_time": "2025-04-21T00:32:53.239675Z" + } + }, + "source": [ + "from wordcloud import WordCloud\n", + "import matplotlib.pyplot as plt\n", + "\n", + "with open('./resource/1.txt', 'r', encoding=\"UTF-8\") as f:\n", + " text = f.read()\n", + "\n", + "wordcloud = WordCloud().generate(text)\n", + "\n", + "plt.imshow(wordcloud, interpolation=\"bilinear\")\n", + "\n", + "plt.axis(\"off\")\n", + "\n", + "plt.show()" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "execution_count": 1 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-21T00:33:12.990715Z", + "start_time": "2025-04-21T00:33:12.840103Z" + } + }, + "cell_type": "code", + "source": [ + "from PIL import Image\n", + "from wordcloud import WordCloud\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "image = np.array(Image.open(\"resource/3.png\"))\n", + "\n", + "with open('./resource/1.txt', 'r', encoding=\"UTF-8\") as f:\n", + " text = f.read()\n", + "\n", + "wordcloud = WordCloud(mask=image, background_color='white').generate(text)\n", + "\n", + "plt.imshow(wordcloud, interpolation=\"bilinear\")\n", + "\n", + "plt.axis(\"off\")\n", + "\n", + "plt.show()" + ], + "id": "fa45f7ee96bc1ef7", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "execution_count": 2 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-21T00:33:54.593218Z", + "start_time": "2025-04-21T00:33:54.085137Z" + } + }, + "cell_type": "code", + "source": [ + "from wordcloud import WordCloud\n", + "import matplotlib.pyplot as plt\n", + "import jieba\n", + "\n", + "with open('./resource/2.txt', 'r', encoding=\"UTF-8\") as f:\n", + " text = f.read()\n", + "\n", + "cut_text = \" \".join(jieba.cut(text))\n", + "\n", + "cloud = WordCloud(\n", + " background_color=\"white\",\n", + " max_words=100,\n", + " font_path=\"/System/Library/Fonts/STHeiti Light.ttc\",\n", + " min_font_size=40,\n", + " max_font_size=100,\n", + " width=800,\n", + " height=400\n", + ")\n", + "\n", + "wCloud = cloud.generate(cut_text)\n", + "\n", + "plt.imshow(wCloud, interpolation=\"bilinear\")\n", + "plt.axis(\"off\")\n", + "plt.show()" + ], + "id": "cd013d0ade915b96", + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Building prefix dict from the default dictionary ...\n", + "Dumping model to file cache /var/folders/d0/kmt7kgdx25z7rddmtqzq253w0000gn/T/jieba.cache\n", + "Loading model cost 0.368 seconds.\n", + "Prefix dict has been built successfully.\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "execution_count": 3 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-21T00:34:13.973612Z", + "start_time": "2025-04-21T00:34:13.849073Z" + } + }, + "cell_type": "code", + "source": [ + "from wordcloud import WordCloud\n", + "import matplotlib.pyplot as plt\n", + "import jieba\n", + "from PIL import Image\n", + "\n", + "image = np.array(Image.open(\"resource/4.png\"))\n", + "\n", + "with open('./resource/2.txt', 'r', encoding=\"UTF-8\") as f:\n", + " text = f.read()\n", + "\n", + "cut_text = \" \".join(jieba.cut(text))\n", + "\n", + "cloud = WordCloud(\n", + " mask=image,\n", + " background_color=\"white\",\n", + " max_words=100,\n", + " font_path=\"/System/Library/Fonts/STHeiti Light.ttc\",\n", + " min_font_size=40,\n", + " max_font_size=100,\n", + " width=800,\n", + " height=400\n", + ")\n", + "\n", + "wCloud = cloud.generate(cut_text)\n", + "\n", + "plt.imshow(wCloud, interpolation=\"bilinear\")\n", + "plt.axis(\"off\")\n", + "plt.show()\n" + ], + "id": "43caa47678f6a43f", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "execution_count": 5 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-21T00:34:53.423429Z", + "start_time": "2025-04-21T00:34:53.246830Z" + } + }, + "cell_type": "code", + "source": [ + "from matplotlib import pyplot as plt\n", + "import networkx as nx\n", + "\n", + "G = nx.DiGraph()\n", + "# 节点\n", + "G.add_nodes_from([1, 2, 3, 4, 5, 6, 7])\n", + "# 环\n", + "nx.add_cycle(G, [1, 2, 3])\n", + "# 边\n", + "G.add_edge(1, 4)\n", + "# 多条边\n", + "G.add_edges_from([(3, 5), (3, 6), (6, 7)])\n", + "nx.draw_networkx(G)\n", + "\n", + "plt.show()" + ], + "id": "63a6fa9a4702af92", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 6 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-21T00:35:24.592118Z", + "start_time": "2025-04-21T00:35:24.531970Z" + } + }, + "cell_type": "code", + "source": [ + "from matplotlib import pyplot as plt\n", + "import networkx as nx\n", + "\n", + "G = nx.DiGraph()\n", + "# 节点\n", + "G.add_nodes_from([1, 2, 3, 4, 5, 6, 7])\n", + "# 环\n", + "nx.add_cycle(G, [1, 2, 3])\n", + "# 边\n", + "G.add_edge(1, 4)\n", + "# 多条边\n", + "G.add_edges_from([(3, 5), (3, 6), (6, 7)])\n", + "# nx.draw_networkx(G)\n", + "\n", + "node_color = ['yellow', 'blue', 'pink', 'green', 'gray', 'navy', 'indigo']\n", + "edge_color = ['orange', 'purple', 'orange', 'cyan']\n", + "nx.draw_networkx(G, node_color=node_color, edge_color=edge_color)\n", + "\n", + "plt.show()" + ], + "id": "6b3f8e29c99b061a", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 7 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-21T00:35:38.411590Z", + "start_time": "2025-04-21T00:35:38.332429Z" + } + }, + "cell_type": "code", + "source": [ + "from matplotlib import pyplot as plt\n", + "import networkx as nx\n", + "\n", + "G = nx.Graph()\n", + "G.add_nodes_from([1])\n", + "nx.draw_networkx(G)\n", + "plt.show()\n", + "\n", + "G = nx.Graph()\n", + "G.add_nodes_from([1, 2, 3, 4])\n", + "G.add_edges_from([(1, 2), (1, 3), (1, 4)])\n", + "nx.draw_networkx(G)\n", + "\n", + "plt.show()" + ], + "id": "192d8ad05dbcc473", + "outputs": [ + { + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 8 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-21T00:35:48.005938Z", + "start_time": "2025-04-21T00:35:47.890966Z" + } + }, + "cell_type": "code", + "source": [ + "from matplotlib import pyplot as plt\n", + "import networkx as nx\n", + "\n", + "G = nx.Graph()\n", + "G.add_nodes_from([1])\n", + "nx.draw_networkx(G,node_color='purple')\n", + "plt.show()\n", + "\n", + "G = nx.Graph()\n", + "G.add_nodes_from([1, 2, 3, 4])\n", + "G.add_edges_from([(1, 2), (1, 3), (1, 4)])\n", + "nx.draw_networkx(G,\n", + " node_color=['purple','green','blue','red'],\n", + " edge_color=['pink','orange','navy'])\n", + "\n", + "plt.show()" + ], + "id": "51a6bbfd1186c6fa", + "outputs": [ + { + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 9 + }, + { + "metadata": {}, + "cell_type": "code", + "outputs": [], + "execution_count": null, + "source": "", + "id": "3fdb794e68f86ab3" + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/数据可视化技术/实验1/task2.py b/数据可视化技术/实验1/task2.py new file mode 100644 index 0000000..22c12fb --- /dev/null +++ b/数据可视化技术/实验1/task2.py @@ -0,0 +1,70 @@ +from matplotlib import pyplot as plt +import networkx as nx +import matplotlib +matplotlib.use("Tkagg") + +peple = [ + ("贾宝玉", "林黛玉"),("贾宝玉", "薛宝钗"),("林黛玉", "贾母"),("薛宝钗", "薛姨妈"), + ("王熙凤", "贾琏"),("王熙凤", "贾母"),("贾宝玉", "贾政"),("贾政", "王夫人"), + ("王夫人", "王熙凤"),("史湘云", "贾母"),("李纨", "贾珠"),("贾珠", "王夫人") +] + +peple_set = set() + +for i in peple: + for j in i: + peple_set.add(j) + +people_list = list(peple_set) + +G = nx.Graph() +G.add_nodes_from(people_list) +G.add_edges_from(peple) + +pos = nx.spring_layout(G) +fig, ax = plt.subplots(figsize=(10, 8)) +ax.set_xlim(-1, 1) +ax.set_ylim(-1, 1) + +nx.draw_networkx(G, pos, ax=ax, font_family='STHeiti') + +def is_within_bounds(x, y): + return -1 <= x <= 1 and -1 <= y <= 1 + +dragging_node = None +last_x, last_y = None, None + +def on_press(event): + global dragging_node, last_x, last_y + for node, (x, y) in pos.items(): + if (event.xdata - x) ** 2 + (event.ydata - y) ** 2 < 0.05: + dragging_node = node + last_x, last_y = event.xdata, event.ydata + break + +def on_move(event): + global dragging_node, last_x, last_y + if dragging_node is not None: + dx = event.xdata - last_x + dy = event.ydata - last_y + new_x = pos[dragging_node][0] + dx + new_y = pos[dragging_node][1] + dy + + if is_within_bounds(new_x,new_y): + pos[dragging_node] = (new_x,new_y) + last_x,last_y = event.xdata,event.ydata + + ax.clear() + + nx.draw_networkx(G,pos,ax=ax,font_family='STHeiti') + plt.draw() + +def on_release(event): + global dragging_node + dragging_node = None + +fig.canvas.mpl_connect('button_press_event',on_press) +fig.canvas.mpl_connect('motion_notify_event',on_move) +fig.canvas.mpl_connect('button_release_event',on_release) + +plt.show() \ No newline at end of file