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  1. {
  2. "cells": [
  3. {
  4. "cell_type": "code",
  5. "execution_count": 1,
  6. "metadata": {},
  7. "outputs": [],
  8. "source": [
  9. "import json\n",
  10. "import pandas as pd"
  11. ]
  12. },
  13. {
  14. "cell_type": "code",
  15. "execution_count": 2,
  16. "metadata": {},
  17. "outputs": [],
  18. "source": [
  19. "films=json.load(open(\"shared/sp18-is590dv/data/star_wars/films.json\"))"
  20. ]
  21. },
  22. {
  23. "cell_type": "code",
  24. "execution_count": 3,
  25. "metadata": {},
  26. "outputs": [
  27. {
  28. "name": "stdout",
  29. "output_type": "stream",
  30. "text": [
  31. "dict_keys(['starships', 'edited', 'vehicles', 'planets', 'producer', 'title', 'created', 'episode_id', 'director', 'release_date', 'opening_crawl', 'characters', 'species'])\n",
  32. "dict_keys(['starships', 'edited', 'vehicles', 'planets', 'producer', 'title', 'created', 'episode_id', 'director', 'release_date', 'opening_crawl', 'characters', 'species'])\n",
  33. "dict_keys(['starships', 'edited', 'vehicles', 'planets', 'producer', 'title', 'created', 'episode_id', 'director', 'release_date', 'opening_crawl', 'characters', 'species'])\n",
  34. "dict_keys(['starships', 'edited', 'vehicles', 'planets', 'producer', 'title', 'created', 'episode_id', 'director', 'release_date', 'opening_crawl', 'characters', 'species'])\n",
  35. "dict_keys(['starships', 'edited', 'vehicles', 'planets', 'producer', 'title', 'created', 'episode_id', 'director', 'release_date', 'opening_crawl', 'characters', 'species'])\n",
  36. "dict_keys(['starships', 'edited', 'vehicles', 'planets', 'producer', 'title', 'created', 'episode_id', 'director', 'release_date', 'opening_crawl', 'characters', 'species'])\n"
  37. ]
  38. }
  39. ],
  40. "source": [
  41. "for film in films:\n",
  42. " print(film[\"fields\"].keys())"
  43. ]
  44. },
  45. {
  46. "cell_type": "code",
  47. "execution_count": 4,
  48. "metadata": {},
  49. "outputs": [],
  50. "source": [
  51. "char_input = json.load(open(\"shared/sp18-is590dv/data/star_wars/people.json\"))\n",
  52. "characters = {}\n",
  53. "for character in char_input:\n",
  54. " characters[character['pk']] = character['fields']"
  55. ]
  56. },
  57. {
  58. "cell_type": "code",
  59. "execution_count": 5,
  60. "metadata": {},
  61. "outputs": [],
  62. "source": [
  63. "chars = [\"Boba Fett\", \"Yoda\", \"Jabba Desilijic Tiure\", \"Darth Vader\", \"Obi-Wan Kenobi\",\n",
  64. " \"Beru Whitesun lars\", \"Mon Mothma\"]"
  65. ]
  66. },
  67. {
  68. "cell_type": "code",
  69. "execution_count": 6,
  70. "metadata": {},
  71. "outputs": [],
  72. "source": [
  73. "#create a new dataframe to store the film/characters group data\n",
  74. "data=pd.DataFrame(columns=[\"film_name\",\"char_name\"])\n",
  75. "no=0\n",
  76. "for film in films:\n",
  77. " film_name=film[\"fields\"][\"title\"]\n",
  78. " char_name=str()\n",
  79. " for character in film[\"fields\"][\"characters\"]:\n",
  80. " char_name=char_name+\",\"+characters[character][\"name\"]\n",
  81. " data.loc[no] = [film_name,char_name]\n",
  82. " no=no+1"
  83. ]
  84. },
  85. {
  86. "cell_type": "code",
  87. "execution_count": 7,
  88. "metadata": {},
  89. "outputs": [],
  90. "source": [
  91. "new_data=[]"
  92. ]
  93. },
  94. {
  95. "cell_type": "code",
  96. "execution_count": 8,
  97. "metadata": {},
  98. "outputs": [],
  99. "source": [
  100. "# calculate the times two characters show in the same movie\n",
  101. "for i in range(len(chars)):\n",
  102. " for j in range(i+1,len(chars)): \n",
  103. " show_times=0\n",
  104. " for char_group in data[\"char_name\"]:\n",
  105. " if chars[i] in char_group and chars[j] in char_group:\n",
  106. " show_times=show_times+1\n",
  107. " if show_times>=1:\n",
  108. " new_={\"source\":i,\"target\":j,\"value\":show_times}\n",
  109. " new_data.append(new_)"
  110. ]
  111. },
  112. {
  113. "cell_type": "code",
  114. "execution_count": 9,
  115. "metadata": {},
  116. "outputs": [
  117. {
  118. "data": {
  119. "text/plain": [
  120. "[{'source': 0, 'target': 1, 'value': 3},\n",
  121. " {'source': 0, 'target': 2, 'value': 1},\n",
  122. " {'source': 0, 'target': 3, 'value': 2},\n",
  123. " {'source': 0, 'target': 4, 'value': 3},\n",
  124. " {'source': 0, 'target': 5, 'value': 1},\n",
  125. " {'source': 0, 'target': 6, 'value': 1},\n",
  126. " {'source': 1, 'target': 2, 'value': 2},\n",
  127. " {'source': 1, 'target': 3, 'value': 3},\n",
  128. " {'source': 1, 'target': 4, 'value': 5},\n",
  129. " {'source': 1, 'target': 5, 'value': 2},\n",
  130. " {'source': 1, 'target': 6, 'value': 1},\n",
  131. " {'source': 2, 'target': 3, 'value': 2},\n",
  132. " {'source': 2, 'target': 4, 'value': 3},\n",
  133. " {'source': 2, 'target': 5, 'value': 1},\n",
  134. " {'source': 2, 'target': 6, 'value': 1},\n",
  135. " {'source': 3, 'target': 4, 'value': 4},\n",
  136. " {'source': 3, 'target': 5, 'value': 2},\n",
  137. " {'source': 3, 'target': 6, 'value': 1},\n",
  138. " {'source': 4, 'target': 5, 'value': 3},\n",
  139. " {'source': 4, 'target': 6, 'value': 1}]"
  140. ]
  141. },
  142. "execution_count": 9,
  143. "metadata": {},
  144. "output_type": "execute_result"
  145. }
  146. ],
  147. "source": [
  148. "new_data"
  149. ]
  150. },
  151. {
  152. "cell_type": "code",
  153. "execution_count": 10,
  154. "metadata": {},
  155. "outputs": [],
  156. "source": [
  157. "import bqplot\n",
  158. "import ipywidgets"
  159. ]
  160. },
  161. {
  162. "cell_type": "code",
  163. "execution_count": 11,
  164. "metadata": {},
  165. "outputs": [
  166. {
  167. "data": {
  168. "application/vnd.jupyter.widget-view+json": {
  169. "model_id": "d040fac2bddd413c99a9880795eeb8c2",
  170. "version_major": 2,
  171. "version_minor": 0
  172. },
  173. "text/plain": [
  174. "Figure(fig_margin={'top': 60, 'bottom': 60, 'left': 60, 'right': 60}, layout=Layout(min_width='125px'), marks=…"
  175. ]
  176. },
  177. "metadata": {},
  178. "output_type": "display_data"
  179. }
  180. ],
  181. "source": [
  182. "node_data = chars\n",
  183. "link_data = new_data\n",
  184. "tooltip = bqplot.Tooltip(fields=[\"label\"])\n",
  185. "graph = bqplot.Graph(node_data=node_data, link_data=link_data, tooltip = tooltip)\n",
  186. "fig = bqplot.Figure(marks = [graph])\n",
  187. "display(fig)"
  188. ]
  189. },
  190. {
  191. "cell_type": "code",
  192. "execution_count": 12,
  193. "metadata": {},
  194. "outputs": [
  195. {
  196. "data": {
  197. "application/vnd.jupyter.widget-view+json": {
  198. "model_id": "bbc08acba6b34ad685de789143a1ff44",
  199. "version_major": 2,
  200. "version_minor": 0
  201. },
  202. "text/plain": [
  203. "Figure(fig_margin={'top': 60, 'bottom': 60, 'left': 60, 'right': 60}, layout=Layout(min_width='125px'), marks=…"
  204. ]
  205. },
  206. "metadata": {},
  207. "output_type": "display_data"
  208. }
  209. ],
  210. "source": [
  211. "node_data = chars\n",
  212. "link_data = new_data\n",
  213. "tooltip = bqplot.Tooltip(fields=[\"label\"])\n",
  214. "graph = bqplot.Graph(node_data=node_data, link_data=link_data, tooltip = tooltip)\n",
  215. "fig = bqplot.Figure(marks = [graph])\n",
  216. "\n",
  217. "def show_choose(obj, element):\n",
  218. " show_data=[]\n",
  219. " index=element['data'][\"index\"]\n",
  220. " for new_ in new_data:\n",
  221. " if new_[\"source\"]==index or new_[\"target\"]==index:\n",
  222. " show_data.append(new_)\n",
  223. " link_data=show_data\n",
  224. " graph1=bqplot.Graph(node_data=node_data, link_data=link_data, tooltip = tooltip)\n",
  225. " ipywidgets.link((graph1,\"link_data\"),(graph,\"link_data\"))\n",
  226. " \n",
  227. "\n",
  228. "graph.on_element_click(show_choose)\n",
  229. "display(fig)"
  230. ]
  231. }
  232. ],
  233. "metadata": {
  234. "kernelspec": {
  235. "display_name": "Environment (conda_is590dv-default)",
  236. "language": "python",
  237. "name": "conda_is590dv-default"
  238. },
  239. "language_info": {
  240. "codemirror_mode": {
  241. "name": "ipython",
  242. "version": 3
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  244. "file_extension": ".py",
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  246. "name": "python",
  247. "nbconvert_exporter": "python",
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  272. "#ff7f0e",
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  278. "#7f7f7f",
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  282. "directed": true,
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  286. "hovered_style": {},
  287. "interactions": {
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  308. "link_type": "arc",
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  310. "Boba Fett",
  311. "Yoda",
  312. "Jabba Desilijic Tiure",
  313. "Darth Vader",
  314. "Obi-Wan Kenobi",
  315. "Beru Whitesun lars",
  316. "Mon Mothma"
  317. ],
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  477. "Boba Fett",
  478. "Yoda",
  479. "Jabba Desilijic Tiure",
  480. "Darth Vader",
  481. "Obi-Wan Kenobi",
  482. "Beru Whitesun lars",
  483. "Mon Mothma"
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  593. "Yoda",
  594. "Jabba Desilijic Tiure",
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  597. "Beru Whitesun lars",
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