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{"metadata": {"kernelspec": {"language": "python", "name": "python3", "display_name": "Python 3"}, "language_info": {"name": "python", "version": "3.4.3", "nbconvert_exporter": "python", "codemirror_mode": {"name": "ipython", "version": 3}, "pygments_lexer": "ipython3", "file_extension": ".py", "mimetype": "text/x-python"}}, "nbformat": 4, "cells": [{"metadata": {}, "cell_type": "markdown", "source": "# \uc2a4\ud0c0\uc6cc\uc988 \uc2dc\ub9ac\uc988 \uc601\ud654 \ub300\ubcf8 \ubd84\uc11d\n"}, {"metadata": {}, "cell_type": "markdown", "source": "## \ub370\uc774\ud130 \ub7ad\uae00\ub9c1 \n## startwars\ub300\ubcf8\uc758 \uc2a4\ud06c\ub9bd\ud2b8\ub97c \ud30c\uc2f1\ud55c\ub2e4. \n* script urls \n * ep1: http://www.imsdb.com/scripts/Star-Wars-The-Phantom-Menace.html\n * ep2: http://www.imsdb.com/scripts/Star-Wars-Attack-of-the-Clones.html\n * ep3: http://www.imsdb.com/scripts/Star-Wars-Revenge-of-the-Sith.html\n * ep4: http://www.imsdb.com/scripts/Star-Wars-A-New-Hope.html\n * ep5: http://www.imsdb.com/scripts/Star-Wars-The-Empire-Strikes-Back.html \n * ep6: http://www.imsdb.com/scripts/Star-Wars-Return-of-the-Jedi.html"}, {"execution_count": 2208, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "import pandas as pd\nimport numpy as np\nfrom matplotlib import rcParams\nfrom scipy import stats\n\nfrom matplotlib.pyplot import *\nfrom numpy import sin, exp, absolute, pi, arange\nfrom numpy.random import normal\n\n%matplotlib inline\nrcParams['font.family'] = 'NanumGothic'\nrcParams.update({'font.size': 12})", "outputs": []}, {"execution_count": null, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "!ls /Users/goodvc/Data/Starwars-Analysis/resource/script/episode2\n!head /Users/goodvc/Data/Starwars-Analysis/resource/script/episode2", "outputs": []}, {"execution_count": 354, "metadata": {"trusted": true, "collapsed": true}, "cell_type": "code", "source": "## script meta information \nep1 = { 'path': \"/Users/goodvc/Data/Starwars-Analysis/resource/script/episode1\"\n , 'title' : 'THE PHANTOM MENACE', 'index':1\n , 'parser' : lineParser1}\nep2 = { 'path' : \"/Users/goodvc/Data/Starwars-Analysis/resource/script/episode2\"\n , 'title' : 'Attack of the clones', 'index':2\n , 'parser' : lineParser2}\nep3 = { 'path' : \"/Users/goodvc/Data/Starwars-Analysis/resource/script/episode3\"\n , 'title' : 'Revenge of the Sith', 'index':3 \n , 'parser' : lineParser3}\nep4 = { 'path' : \"/Users/goodvc/Data/Starwars-Analysis/resource/script/episode4\"\n , 'title' : 'A New Hope', 'index':4\n , 'parser' : lineParser4}\nep5 = { 'path' : \"/Users/goodvc/Data/Starwars-Analysis/resource/script/episode5\"\n , 'title' : 'The Empire Strikes Back', 'index':5\n , 'parser' : lineParser5}\nep6 = { 'path' : \"/Users/goodvc/Data/Starwars-Analysis/resource/script/episode6\"\n , 'title' : 'Return of the Jedi', 'index':6\n , 'parser' : lineParser6}\n\nstarwars = [ep1, ep2, ep3, ep4, ep5, ep6]", "outputs": []}, {"execution_count": 90, "metadata": {"trusted": true, "collapsed": true}, "cell_type": "code", "source": "def loadScenario( path ) :\n f = open(path, 'r')\n scenario = []\n while True: \n line = f.readline()\n if not line: break\n if len(line)>1:\n scenario.append(line[:-1])\n\n f.close()\n return scenario", "outputs": []}, {"execution_count": 378, "metadata": {"trusted": true, "collapsed": true}, "cell_type": "code", "source": "## episode1\ndef lineParser1(line, scens_pos=0):\n words = line.split(maxsplit=(scens_pos+1))\n scene_seps = set(['INT.', 'EXT.'])\n if len(words)<(scens_pos+1) :\n return {} \n \n if words[scens_pos] in scene_seps:\n return {'scene': { 'type' : words[scens_pos], 'place' : ' '.join(words[scens_pos+1:]) }}\n \n words = line.split(sep=':', maxsplit=1)\n if len(words)>1:\n return {'actor':words[0].strip(),'wording':words[1].strip() } \n return {}", "outputs": []}, {"execution_count": 379, "metadata": {"trusted": true, "collapsed": true}, "cell_type": "code", "source": "## episode2\ndef lineParser2(line, word_starts='\\t\\t', scens_pos=0):\n words = line.split(maxsplit=(scens_pos+1))\n scene_seps = set(['INT.', 'EXT.'])\n if len(words)<(scens_pos+1) :\n return {} \n \n if words[0] in scene_seps:\n return {'scene': { 'type' : words[scens_pos], 'place' : ' '.join(words[scens_pos+1:]) }}\n \n if line.strip().upper()==line.strip():\n return {'actor':line.strip()}\n \n if line.startswith(word_starts):\n return { 'wording':line.strip() }\n return {}", "outputs": []}, {"execution_count": 369, "metadata": {"trusted": true, "collapsed": true}, "cell_type": "code", "source": "## episode4 \ndef lineParser3(line):\n return lineParser1(line, scens_pos=1)", "outputs": []}, {"execution_count": 370, "metadata": {"trusted": true, "collapsed": true}, "cell_type": "code", "source": "## episode4 \ndef lineParser4(line):\n return lineParser2(line, word_starts=' ')", "outputs": []}, {"execution_count": 371, "metadata": {"trusted": true, "collapsed": true}, "cell_type": "code", "source": "## episode4 \ndef lineParser5(line):\n return lineParser2(line)", "outputs": []}, {"execution_count": 373, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "## episode6\ndef lineParser6(line, word_starts='\\t\\t', scens_pos=1):\n words = line.split(maxsplit=(scens_pos+1))\n scene_seps = set(['INT', 'EXT'])\n \n if len(words)>=(scens_pos+1) and words[scens_pos] in scene_seps:\n return {'scene': { 'type' : words[scens_pos], 'place' : ' '.join(words[scens_pos+1:]) }}\n \n if line.strip().upper()==line.strip():\n return {'actor':line.strip()}\n \n return { 'wording':line.strip() }", "outputs": []}, {"execution_count": 1161, "metadata": {"trusted": true, "collapsed": false, "scrolled": false}, "cell_type": "code", "source": "def parseScenario( scenario, lineParser ):\n scenes, script, wording = [], [], []\n actor = ''\n scene_seps = set(['INT.', 'EXT.'])\n index = 1\n cur = -1\n for line in scenario:\n ## line parse\n parsed = lineParser(line)\n ## affect parsed data \n if 'scene' in parsed:\n data = parsed['scene']\n scene = { 'index': index, 'type' : data['type'], 'place' : data['place'],'script' : [] }\n scenes.append(scene)\n cur = len(scenes)-1\n index += 1\n \n if cur == -1:\n continue\n \n if 'actor' in parsed:\n scenes[cur]['script'].append([parsed['actor'],''])\n \n if 'wording' in parsed and len(scenes[cur]['script'])>0:\n scenes[cur]['script'][-1][1] = scenes[cur]['script'][-1][1]+' '+parsed['wording']\n return scenes\n\nscenario = loadScenario( ep6['path'] )\nscenes = parseScenario(scenario[:], lineParser6 )\n", "outputs": []}, {"execution_count": 1639, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "def lowerCheck(name):\n if name.upper()==name:\n return name\n \n name = name.split()\n pos=len(name)\n for n, w in enumerate(name):\n if w.upper() != w:\n pos = n\n break;\n return ' '.join(name[:n])\n\ndef checkName(name):\n origin = name\n name = lowerCheck(name)\n for ch in '\\t,.(\\'/:':\n name = name.split(ch)[0]\n if len(name)<1 :\n name = origin\n if len(name)>30 :\n name = 'UNKNOWN'\n return name\n\"\"\" \nfor name in sw_ds.groupby(['actor']).count().sort(['type'], ascending=True).index.values.tolist():\n print ( checkName(name),':',name)\n\"\"\"", "outputs": [{"execution_count": 1639, "metadata": {}, "data": {"text/plain": "\" \\nfor name in sw_ds.groupby(['actor']).count().sort(['type'], ascending=True).index.values.tolist():\\n print ( checkName(name),':',name)\\n\""}, "output_type": "execute_result"}]}, {"execution_count": 2192, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "### \ub4f1\uc7a5\uc778\ubb3c \uc774\ub984 \uc624\ud0c0 \uc218\uc815 \ub9ac\uc2a4\ud2b8 \nfix_list = {\"ANAKIN (VADER)\":\"ANAKIN,ANAKN,ANAKNI,ANAKIN,ANAKINN,VADER,DARTH VADER\"\n ,\"QUI-GON\":\"GUI-GON,QUI -GON\"\n ,\"EMPEROR\":\"PALAPATINE,EMPEROR,PALPATINE,DARTH SIDIOUS\"\n ,\"CAPT. PANAKA\":\"CAPTAIN PANAKA\"\n ,\"PADME\":\"PADM\u00c9,PAMDE,AMIDALA\"\n ,\"THREEPIO\":\"C-3PO\"\n ,\"MACE WINDU\":\"MACE,WINDU,MACE-WINDU\"\n ,\"TC-14\":\"TC14\"\n ,\"OBI-WAN\":\"OBI-WAN,OBI-WAM,BEN\"\n ,\"LUKE\":\"LURE\"\n ,\"DARTH SIDIOUS\":\"DABTH SIDIOUS\"\n ,\"A\":\"(O.S) A\"\n ,\"JANGO FETT\":\"JANGO\"\n ,\"DOOKU\":\"COUNT DOOKU\"\n}\nfix_dict = {}\nfor (origin,missed) in fix_list.items():\n for word in missed.split(','):\n if len(word)>0:\n fix_dict[word]=origin", "outputs": []}, {"execution_count": 2193, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "## starwars dataframe \ub9cc\ub4e4\uae30 \ndataset = []\nseq = 1\nfor episode in starwars[:]:\n scenario = loadScenario( episode['path'] )\n scenes = parseScenario(scenario, episode['parser'] )\n episode_idx = episode['index']\n for scene in scenes:\n index = scene['index']\n scene_type = scene['type']\n place = scene['place']\n for s in scene['script']:\n name = checkName(s[0])\n dataset.append([seq,episode_idx, index, scene_type[:3], place, fix_dict.get(name, name), s[1]])\n seq += 1\n\nsw_ds = pd.DataFrame(dataset, columns=['sequence','episode', 'scene_no','type','place','actor', 'script'])", "outputs": []}, {"execution_count": 2194, "metadata": {"trusted": true, "collapsed": true}, "cell_type": "code", "source": "## \ubc30\uc6b0\uc758 \ub300\uc0ac\uac00 2\ud68c \uc774\ud558 \uc2a4\ud06c\ub9bd\ud2b8\ub294 \uc0ad\uc81c \n#sw_ds = sw_ds.groupby(['episode','actor']).filter(lambda x: len(x) > 2)\n## \ub2e8\uc5b4\uc218\nsw_ds['words'] = sw_ds.script.apply(lambda x: len(x.split()) )", "outputs": []}, {"execution_count": 2195, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "## \uc7a5\uc18c \ucd94\ucd9c \n### \ub4f1\uc7a5\uc778\ubb3c \uc774\ub984 \uc624\ud0c0 \uc218\uc815 \ub9ac\uc2a4\ud2b8 \nfix_list = {'TATOOINE':'TATOOINE SEA',\n 'FOREST' : 'FOREST CLEARING,ENDOR FOREST,FOREST LANDING SITE' \n}\nfix_dict = {}\nfor (origin,missed) in fix_list.items():\n for word in missed.split(','):\n if len(word)>0:\n fix_dict[word]=origin\n \ndef extractPlace(place):\n place = place.replace(',','-')\n place = place.split('-')[0].strip()\n return fix_dict.get(place, place)\nsw_ds['place1'] = sw_ds.place.apply(extractPlace)", "outputs": []}, {"execution_count": 2196, "metadata": {"trusted": true, "collapsed": true}, "cell_type": "code", "source": "## add Totally Scene_no\nmax_scene_no = sw_ds.groupby(['episode']).max().reset_index()[['episode','scene_no']]\nmax_scene_no['scene_no'] = max_scene_no['scene_no'].cumsum()", "outputs": []}, {"execution_count": 2197, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "old=0\ndef shiftval(v):\n global old\n tmp_old=old;\n old = v\n return tmp_old\nmax_scene_no['scene_no'] = max_scene_no.scene_no.apply(shiftval)", "outputs": []}, {"execution_count": 2198, "metadata": {"trusted": true, "collapsed": true}, "cell_type": "code", "source": "max_scene_no['episode'] = max_scene_no.episode.apply( lambda x: x+1 if x<6 else 0 )\nmax_scene_no.iloc[5] = 0", "outputs": []}, {"execution_count": 2200, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "tmp_ds = pd.merge( sw_ds, max_scene_no, on='episode', how='inner')\nsw_ds['totally_scene_no'] = tmp_ds.scene_no_x + tmp_ds.scene_no_y\n#draw_ds['scene_no'] = draw_ds.scene_no_x + draw_ds.scene_no_y", "outputs": []}, {"execution_count": 2201, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "sw_ds[['episode','sequence','scene_no', 'place1', 'actor', 'script']][280:290]", "outputs": [{"execution_count": 2201, "metadata": {}, "data": {"text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>episode</th>\n <th>sequence</th>\n <th>scene_no</th>\n <th>place1</th>\n <th>actor</th>\n <th>script</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>280</th>\n <td> 1</td>\n <td> 281</td>\n <td> 48</td>\n <td> TATOOINE</td>\n <td> CAPT</td>\n <td> The Queen wishes it. She is curious about thi...</td>\n </tr>\n <tr>\n <th>281</th>\n <td> 1</td>\n <td> 282</td>\n <td> 48</td>\n <td> TATOOINE</td>\n <td> PADME</td>\n <td> I've been trained in defense... I can take ca...</td>\n </tr>\n <tr>\n <th>282</th>\n <td> 1</td>\n <td> 283</td>\n <td> 48</td>\n <td> TATOOINE</td>\n <td> CAPT</td>\n <td> Don't make me go back and tell her you refuse.</td>\n </tr>\n <tr>\n <th>283</th>\n <td> 1</td>\n <td> 284</td>\n <td> 48</td>\n <td> TATOOINE</td>\n <td> QUI-GON</td>\n <td> I don't have time to argue. But this is not a...</td>\n </tr>\n <tr>\n <th>284</th>\n <td> 1</td>\n <td> 285</td>\n <td> 49</td>\n <td> MOS ESPA</td>\n <td> QUI-GON</td>\n <td> ...moisture farms for the most part, but also...</td>\n </tr>\n <tr>\n <th>285</th>\n <td> 1</td>\n <td> 286</td>\n <td> 49</td>\n <td> MOS ESPA</td>\n <td> PADME</td>\n <td> ....like us. JAR JAR is in a constant state o...</td>\n </tr>\n <tr>\n <th>286</th>\n <td> 1</td>\n <td> 287</td>\n <td> 49</td>\n <td> MOS ESPA</td>\n <td> JAR JAR</td>\n <td> Dissen berry berry bad. (steps in ooze)</td>\n </tr>\n <tr>\n <th>287</th>\n <td> 1</td>\n <td> 288</td>\n <td> 50</td>\n <td> MOS ESPA</td>\n <td> QUI-GON</td>\n <td> We'll try one of the smaller dealers.</td>\n </tr>\n <tr>\n <th>288</th>\n <td> 1</td>\n <td> 289</td>\n <td> 51</td>\n <td> WATTO'S JUNK SHOP</td>\n <td> WATTO</td>\n <td> (subtitled) Hi chuba da naga? (What do you wa...</td>\n </tr>\n <tr>\n <th>289</th>\n <td> 1</td>\n <td> 290</td>\n <td> 51</td>\n <td> WATTO'S JUNK SHOP</td>\n <td> QUI-GON</td>\n <td> I need parts for a J-type 327 Nubian.</td>\n </tr>\n </tbody>\n</table>\n</div>", "text/plain": " episode sequence scene_no place1 actor \\\n280 1 281 48 TATOOINE CAPT \n281 1 282 48 TATOOINE PADME \n282 1 283 48 TATOOINE CAPT \n283 1 284 48 TATOOINE QUI-GON \n284 1 285 49 MOS ESPA QUI-GON \n285 1 286 49 MOS ESPA PADME \n286 1 287 49 MOS ESPA JAR JAR \n287 1 288 50 MOS ESPA QUI-GON \n288 1 289 51 WATTO'S JUNK SHOP WATTO \n289 1 290 51 WATTO'S JUNK SHOP QUI-GON \n\n script \n280 The Queen wishes it. She is curious about thi... \n281 I've been trained in defense... I can take ca... \n282 Don't make me go back and tell her you refuse. \n283 I don't have time to argue. But this is not a... \n284 ...moisture farms for the most part, but also... \n285 ....like us. JAR JAR is in a constant state o... \n286 Dissen berry berry bad. (steps in ooze) \n287 We'll try one of the smaller dealers. \n288 (subtitled) Hi chuba da naga? (What do you wa... \n289 I need parts for a J-type 327 Nubian. "}, "output_type": "execute_result"}]}, {"metadata": {}, "cell_type": "markdown", "source": "## \uc8fc\uc694 \uc778\ubb3c\uacfc \uc8fc\uc694 \uc7a5\uc18c\uc758 \ucd94\ucd9c \n* \ub370\uc774\ud130 \ube44\uc8fc\uc5bc\ub77c\uc774\uc81c\uc774\uc158\uc758 \uc801\uc808\ud55c \ud45c\ud604(\uac00\ub3c5\uc131)\uc744 \uc704\ud574 \uc911\uc694\ud55c \uc778\ubb3c\uacfc \ubc30\uacbd \uc7a5\uc18c \uc911\uc2ec\uc73c\ub85c \ubd84\uc11d(\ud45c\ud604)\ud55c\ub2e4 \n* \uc8fc\uc694 \uc778\ubb3c : \uac01 Episode\ubcc4 \uc8fc\uc694 \ub300\uc0ac\uc758 70%\ub97c \uc810\uc720\ud558\ub294 \uc778\ubb3c\n* \uc8fc\uc694 \uc9c0\uc5ed : \uac01 Episode\ubcc4 \uc601\ud654 \ubc30\uacbd\uc758 60%\ub97c \uc810\uc720\ud558\ub294 \ubc30\uacbd\n\n"}, {"execution_count": 2202, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "## \uc8fc\uc694\uc778\ubb3c \ud544\ud130\ub9c1 \nact_episode_ds = sw_ds.groupby(['episode','actor']).agg({'scene_no':len}).reset_index()\\\n .sort(['episode','actor'], ascending=False)\\\n .pivot(index='actor', columns='episode', values='scene_no').fillna(0)\n\nepisode_sum_ds=act_episode_ds.sum()\nact_episode_ds = (act_episode_ds/episode_sum_ds)\nact_episode_ds['all'] = act_episode_ds.sum(axis=1)\nact_episode_ds.sort('all', ascending=False).cumsum()[[1,2,3,4,5,6]].plot(figsize=(12,6))\n\nactor_list = set()\nfor (idx, ep) in act_episode_ds[[1,2,3,4,5,6]].iteritems():\n ep = ep.sort(ascending=False,inplace=False).cumsum()\n actor_list.update(ep[ep<0.7].index.values)\nprint( actor_list )", "outputs": [{"name": "stdout", "text": "{'JAR JAR', 'THREEPIO', 'OBI-WAN', 'NUTE', 'CAPT', 'PADME', 'YODA', 'ANAKIN (VADER)', 'HAN', 'LANDO', 'LUKE', 'MACE WINDU', 'LEIA', 'DOOKU', 'QUI-GON', 'EMPEROR'}\n", "output_type": "stream"}, {"metadata": {}, "data": {"image/png": 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t2bmVZri2TdpxGO2PW+KZCPKDMNwbB+4xTis81ANBBL+ybW5Beygc5aHyE7iW\nS7uzBhuby1Lb2JRom+PnFhEREbkwKWyfC1EUl3s89wxYHrzDm3/XkDGP9sCBExOPU2nYNFFWYozh\nlXwRx4JtDTlce24zq/hlePnJOGBPlsxAfQuczEN3EY6WICxDez1csubM+42M4SelRwmJuDazh23u\npjkdj4iIiMhKoLC9mIyBXz4OI6dNONPfH7fmsyzYmY6D9vNMdPGb8/6BdCfs3QoNTfFzuRwkJk5j\nX9mjGIR05jK4ts1oP5w6yhlLSorD8YWPDWviG0C6Lq7PHqnAd5+AXB28ZVN8+Fua5zZxy1PeAXrC\nfra7mxS0RUREZNVR2F5MQ4PweNf05y0LLroYXv1ayD0OHIFL3gmXNi36IRzOxwXWm+uzGAPHno/b\n9Z2JbcPGndC6aXqIfugIRAau2gwXz2E0e8xQOMoj5adIW0nelD776dVFRERELjQK24uppzteXvl6\n2LJt4nk3EZd7mBA4yWCljWHfBYpUwpAhz2fUD+Y923otxTCkwU3QnHQZORUH7eb2OEjPxranTuw4\nUIKhEhQ8eKkf1tfBjta5H4cxhvtKvyAk4prMa8nYqTNvJCIiIrLCKGwvprGw3dEJdXU1Vuijr1zH\nw72XYxiZ8krKtrEXoStHNuGws6kOy7I4VS1TWbsZnElnOh8VKZnK1A0NUL0QsuTDf7wAwVj4T8MV\nm+FUNPfjOOyfpDs8xbbERra7mqBGREREVieF7cViTBy20xloaKy5SjE4yS9OXQFY7GppIGnbJCyL\npqRLOrG4faZL+fhix7oWyEzK/SNRgW+N7idk9uRsbQV30uOfGiA/v2NIW0nelFH5iIiIiKxeCtuL\nJT8KxQJs3gKWRV+pQk950uixMfSWG/CiJLub69lanzvrtyyNwsipGQ5nIF6uOW1Q+YnK84REbHc7\nyNWYV70SwnO9kHTg0nULb5piATuSmzUrpIiIiKxqCtuLZayEZN16/DDg0b4+fHP6aHWWzXVDbKlf\nvyhveeQZKM8y2pzKTnQWAchHJZ73XqHBznFt5v9gW9PbAv73AQhPwd4dsGOOU6+LiIiISG0K24tl\nLGyvb+eV/EF808D2+uNszE60AXQsqHcvW5QZE71SHLRzTbBua+11MnVTO4s8WXmBiIjXpC7FtmxK\nPgxUZ4fMe/DSALw8AGtzcNE8LoYUERERkdoUthfCFOG0CxwJT8CmJGHjSQ6ebCBhBexsvBzXWZrh\n4bHykabL571YAAAgAElEQVQ2aJhDMC5GZZ7zXqbOynKxu5nIwHeeibuOTNacgWu2za2HtoiIiIjM\nTmF7QX4AjE596s0ADodH+6lEa9jR4C5Z0IaJsN0wx77XT3kHCAh5dWonjmXz4qk4aG9sgA0N4Nrx\nRDWt2SU7ZBEREZFVZ9mE7fvuu4/PfvazeJ7Hzp07uf3226k7rX3e/v37+eIXv4jjODQ0NHD77bfT\n0XGO28qZkGeH1tJXvgyo9o4OQvAq4LrkSeNYsL2heckOIQzjTiPpung69TPxTcCz3kHSVpJLkluJ\nDDxyDGwLrt0OjbqGUURERGRJTL9C7jwYGBjg1ltv5e6772b//v10dHRw1113TVmnVCrx0Y9+lC99\n6Uvs27ePa665hr/+678+58dqTIGXRjYz5OUY9ZPxLUgyauUYNVkMDjsa60g5i9vKb7L8AJho7qPa\nz3uHqBifK5IXkbAcDpyCwRJcslZBW0RERGQpLYuR7QceeIDdu3fT2dkJwI033si73/1uPvGJT4yv\nY1kWmUyGkZG4VrpQKJBKnftZCUthAYPNxmyJK9dWZ4n8/r0wOAC/+X5ILO5XenIUHjvBlNklmweh\nDniqAF3Pz769IaJ77YtYjsPxwxfRbaAnH49qX7lxUQ9VRERERE6zLMJ2d3c3bW1t44/b2trI5/MU\nCgVyubgfdTqd5mMf+xg33HADTU1NRFHEN77xjXN+rIWgAqTIJaq/FPA8GOiHtesWPWgDPHoMDg+B\nZWCjD1kDqQB84IUCUJy8tsFuOQCJif7eVqKEnSgSDmznyMDEDyevWq9RbREREZGltizCtpk8bDuJ\nM6kU4/HHH+fzn/88//mf/0lHRwdf//rX+fCHP8x3v/vdc3WYABQCnzhsV+dX7O2Jh53b2hf9vcII\njo/EHULe1gLdL0681tIJH9g2df3DwQl+XHly2n5sbK7feDEN1fJ2C0guizMvIiIisrIti8jV3t7O\nk09OhMSenh4aGxtJpyeGXru6unjjG984fkHkb/7mb3LnnXcyNDREU1PTjPvu6upa1GON1ttAHX3H\nu+krdLOh+zjtwIHRUUYW+b2GozqCaCfpSg8nXs5g00BQ/zw4RXpHDb2n5eoX27shB9tPrsMNJ06t\nGzgcCV5Y1GM71xb7PMr5ofO4Mug8rgw6jyuDzuPytyzC9tVXX82nP/1pDh8+zObNm/nmN7/Jtdde\nO2WdV7/61dxzzz309/fT2trKD3/4Qzo6OmYN2gB79uxZ1GN9tPcFCOCy7ZeRcTPwXycA2HHVmyCZ\nXNT3eugIcBxeu62N0V9CtgF2/J9Laq5biEr8YvRl1jrNvO2SvYt6HOdbV1fXop9HOfd0HlcGnceV\nQedxZdB5XF5m+sFnWYTt1tZW7rjjDm6++WZ836ezs5PPfOYzPPXUU9x2223s27ePK6+8kg984AP8\n9m//NolEgqamJr70pS+d82MtBAkcKyTtpCAIoK8PWloXPWgDHB2KL2SsK8OogcZ1M6/7oncYA1zi\nzjCdpIiIiIicc8sibAPs3buXvXunjsju2rWLffv2jT++4YYbuOGGG871oY0zxlAIkmQTFSzbhr4e\niEJoW7/o71XyobcAmxogX53AprGt9rrGGJ73D+Fgc1HyHPcdFxEREZEZLZuwfSHwKkUCkyDnFKHn\nJDz3bPzCEoTto8PxsqMeRg9Aqj7icetpvJI//bhMwHCUZ4fbScpa/BF2EREREVkYhe25KuQpPPjf\nsPMqcvkBuP9n8fOOA+sXrxPJ8REoeHD4MFxcgVwPeAaONr3EwcrsFzlelty+aMchIiIiImdPYXuu\nTvVRrMsCkHWAy66Ie2u3rYf0HOZMn4OhEnznGcDAVcX45HjDEFkhx5oPsCu5g8uS22pum7Rccvbi\nHIeIiIiILA6F7bkaHqaQi8N2bl0bbKkdemcSGcPz3suUjTfjOj0FsFthk5MicWgboy09HNjYRZDw\neFXuIl6XuhzLss7qY4iIiIjIuaOwPVfDQxTW1QGQS8x/6sWjwUl+Vn5s9pVccNrAdF8EQHfjK6zJ\n5bgi9Sq2uppbXURERORCo7A9V8PDFDatAwzZxPzLNU4EfQC8Mf0qWuyGmuv84CUIIrjYb8IH3rr+\nClqr09WLiIiIyIVHYXsujIlHtu0sWaeMba2Z9y5OhH3YWFyW3IZrTf/a8xUoDMHWJoiGwU2joC0i\nIiJygbPP9wFcEEolgjCgQopsogzzbK/nGZ9T4RBrnZaaQRvgxGi83JCC0Ie62SfGFBEREZELgML2\nXIwMM1IXl37k3GDem/cE/RgMGxJrZ1znxEi8bIriZa553m8jIiIiIsuMwvZcDA9xsDPuPtKeKc17\n8xNhXK/d7sxcfnJiFBI22MX4sUa2RURERC58CttzMJovcGJNO43JEdalzby3PxmcwgLWJ2qH7ZIP\n/ihsceO67UQSktmzPGgREREROe90geQcHHAzYFlc3PAKltUxr20DE9IbDrDGaSZpuVNeOzgAT3VD\nehReXQbKEACNbaB22iIiIiIXPoXtGRT8gL5yhcjAsfom6qIC7Zk+YPe89tMbDhAR1Swh+cUx6C3A\nJeX4ca4d6rPQtH4RPoCIiIiInHcK2zN4on+YU5XqbI+2zcXukepoc8u89nPIPw5A+2kXR/ohnCpC\nWw42+IAN2y/TiLaIiIjISqKa7RmM+D5px2ZPJsEbnnyETS09QBas1Jz30RsM8LR3gHorx6ZE29TX\nChAZ2JCBwIu7jyhoi4iIiKwsCts1VMIILzI0Jl02DQ/QVuzFSoXMZ1Q7NCE/KT2KAX4le+W0/to9\n1b7ardXrLXPqPiIiIiKy4qiMpIa8H/fSrn/lIDz7BGwc+5lk9ubXpahCV+VZClGJoikxGI1weXI7\nGxPrpq3bnY+XKQ88FLZFREREViKF7RryQRy26wb7oWMzvDoFHGW2ke1X/BP8tPQLSqYy/lyr3cgb\n0tMvqDQGukch54I3ArYDmbrF/hQiIiIicr4pbNcwNrJdF/rwq78O5mfVV2qPbB8PetlffBAbmzek\nd3OJuwWwSFoudo1C7LwHBR8uaoTKENS1gKWCHhEREZEVR2G7hvGwHVXnTmcQSAK5muu/4p8A4Fez\nV7HZbT/j/rur9dpt1YCt2SJFREREViaF7RpG/QDX90gmHDAeMArMPNNMd3gKG3tKbfZQD4z01d7/\nUAF2ViA5ACGq1xYRERFZqRS2TxMZQzEIaS7msbJpoL/6Su16bc/4nAoHaXNaSVgOAJUiHHkGTFRz\nE5JAGxAGkHAh27jYn0JERERElgOF7dMUghAD1DWXYFc30F19pXa9dk8wgAHWJyZmiDzxYhy0N10K\nzxXh2d7p263JwTsvAceNL5AUERERkZVHYfs0ee8kkKCuoQiFTDzbDElgU831u8NTAOPTsY+cim+5\nJmhuh4NPQOTCmzdP3W5TIyTTS/c5REREROT8U9iexJiQUe8wsB3/2BoOnNoD2doXRY5vE3ZwhVlP\n2WnmgBWXkABs3AmDZRipwEWtcHnbrLsRERERkRVIYXuSwPPIhxkAin3bSQZJGJltC4NLDheLythk\nnBas2wqZenjmePzU1tnnwhERERGRFUphexKv7JP3s1gYXnv469hvewds2Djj+j3BIPcWfsRlyW28\nJbNn2uuvDIIFbFa3EREREZFVSVOpTOKXK+SDHBk8bGMgPXtR9Vi99npnzbTXSn7cT3t9PWTcJTlc\nEREREVnmFLYnqXgBfuSSG5tyfZawbYzhZf8oAO2JtdNef2UIDCohEREREVnNVEYySTn0wEqSDqph\nOzVz2D4R9tETDrAlsYF6O8vRYTg+DD158EIYre5CYVtERERk9VLYnsQLA0gkSfklcF1wZm6A3VV+\nFoDXpi7l2V740cGJ1+zqRJObGqE5s5RHLCIiIiLLmcJ2lTHgVad8TFfKkJ45JZ8MTnEi7KMjsZ41\nTgv/dQwcC95xMbTXQ1o12iIiIiKCwvY4vwKhE4ftVLE4rYTENwE/KT5C0VQYjQpAPKp94FTcS3tX\nG2ytPaO7iIiIiKxSCttVlSIEtgEgWSpDOjvl9aNBNy8HceNsC9iW2MR6Zw0/OR4/fs2Gc3zAIiIi\nIrLsKWxXeUUIbCCCVMmDpqnD1CeCPgDenXsr7Ym41d+hAegvwc410Kip10VERETkNGr9V1UpQlD9\nOlLF8rS2fyeCXhI4rHMmQviL/fFSo9oiIiIiUovCdlWlCL5lAYZk2Z9Ss12KKgxEI7QlWnGsia8s\nX23v15pFRERERGQahe2qShF8kyBp+9jR1NkjT4RxCckGZ92UbQoeZN2JVn8iIiIiIpMpbFNt+1cC\nzyRI2X785OSwHfQCsHHSTJHGQN6DuuQ5PVQRERERuYCs+rAdeFAagcgYfJMgZVXDdmpy2O4jgcPa\nSfXalRBCAzmFbRERERGZwaruRtJ3GE4ciO+HTghAiqkj26WozGA0wqZE25R67YIXLxW2RURERGQm\nqzpsl0bjZcNa8FJxyE6aOEW/bPfzXOGXVKqPNzhrp2yrsC0iIiIiZ7Kqw3YQxMvOy6Hf86APUqGH\nsW0eCp8lTwmABA5b3I1Tts1Xw7ZqtkVERERkJqs6bIc+YIHtQCWKR7ZTfgWTSpKnxLbEJt6afR02\n9pQSEpg0su2e44MWERERkQvGqg/bCRcsCyqlIuCS8stUkg4Ane56XKv2V6QyEhERERE5k1XdjST0\nwUkAvT1Ujh0BIFUqkU8bADoS62fcNq+wLSIiIiJnsGpHto2Ja7aTWWBkmEoyBYDb3Mx9LT6tdiM5\nOzPj9gUPHAvSq/YbFBEREZEzWRYj2/fddx/vete7ePvb385HPvIR8vn8tHVeeOEFbrrpJt7znvdw\n/fXX88wzz5zVe0YhYMBxgUqFSiIeoi5uaKG3yZ51VBvisJ1LxiUoIiIiIiK1nPewPTAwwK233srd\nd9/N/v376ejo4K677pqyTqlU4vd+7/f4/d//fe69917+6I/+iD/5kz85q/cNq+20EwnisO2kcKyQ\nvmgEgA535rAdGSj6KiERERERkdmd97D9wAMPsHv3bjo7OwG48cYb+f73vz9lnQcffJDNmzfzlre8\nBYBrrrmGv/3bvz2r9w2qYdtxIayUqDhJUrbHkepskeudNTNuW/TBoLAtIiIiIrM772G7u7ubtra2\n8cdtbW3k83kKhcL4c4cOHaK1tZW/+Iu/4Prrr+d3f/d3CcPwrN43rPbYdlwolYfxrBRJx2PE+Gxx\nN0xr9TdZQT22RURERGQOzvvlfcaYms87jjN+PwgCfvazn/G1r32N3bt386Mf/YgPfOAD/OQnP8F1\nZ2903dXVVfN5y2vCYTsnTh5hw2ieyLJJ2R7bjm7ALiXoovZ2AANRI3ARg73H6OrvOfOHlLM203mU\nC4vO48qg87gy6DyuDDqPy995D9vt7e08+eST4497enpobGwknU6PP9fW1sa2bdvYvXs3ANdeey1/\n+Zd/ydGjR9m2bdus+9+zZ0/N5/uPwbHnYeu2TsLRxwFIOR6vufSNMENv7TG/7IbnD8El2zZx8ZpN\nc/qcsnBdXV0znke5cOg8rgw6jyuDzuPKoPO4vMz0g895LyO5+uqrefLJJzl8+DAA3/zmN7n22mun\nrPOWt7yF48ePj3cgefTRR7Ftm02bFh50gwD8RMBhM8ora+P9pGwfcGbfEM0eKSIiIiJzc95Htltb\nW7njjju4+eab8X2fzs5OPvOZz/DUU09x2223sW/fPtasWcMXv/hFPvnJT1IqlUgmk3zhC18gmVx4\n0XTow0hzgVG/CGs2AJB1K3Pq5afZI0VERERkLs572AbYu3cve/funfLcrl272Ldv3/jjK6+8km9/\n+9uL9p6hD5ETAfD6Xz5Ccm9EfbZ2/fjpFLZFREREZC6WRdg+H0IfIjcO12uG+rEzLpHVNOP6xsDz\np6DkQ38Rkg64Z644EREREZFVbNWG7SCAKBWPbDtRiJVIEpmZi7CPj8APX5p43Fa31EcoIiIiIhe6\nVRu2Qx+MY3ABa7wcZOa6kIMD8fLqzdCcgXW5pT5CEREREbnQreqwHdkGFwNufFGkbaVqrmsMvDwQ\nl468aj04572Hi4iIiIhcCFZtbIzDdoQbReMD2ha1w/apIuQ92NqsoC0iIiIic7cqR7ajCMLIEFmG\nhF2Gy+KvwaJ2zfZYCcnWlnN1hCIiIiKyEqzKsB36YCwDFripEnSMfQ21r3o8NAC2BZtnblYiIiIi\nIjLNqiyKGKvXBkjYAfywws96M8D0qd+Hy3EZSUdjXLMtIiIiIjJXqzJsB8HEhDauHcCJiAE7U3P2\nyCND8XKbSkhEREREZJ5WZdieMrJtQjBgUrXb/o3NFtmcPldHJyIiIiIrxaoN22YsbEcBXgISdu2L\nI/14AJyESkhEREREZJ5WbdiO7BAANwyoJC0SVu00HVTDtrsqvykRERERORurMkIGARgnDtuJwKec\ntHGt2o1Z/Hg1XI1si4iIiMg8rcqwHfqA6wPgeh4V1yIxQxfE8TKSVflNiYiIiMjZWJURMvSBRACA\n6weUk9aMI9uBRrZFREREZIFWZdgOfDCJahlJxZ+1ZtuPwAKc6V0BRURERERmtSrDdhhMhG234scj\n2zOVkYTxqHaNFtwiIiIiIrNanWHbB1Od1CZRHutGMnPNtjqRiIiIiMhCrMoYGQUTk9q4JZ+ya+PO\n1PovVI9tEREREVmYVRm2wxAiC2wrxK5Es5eRaGRbRERERBZo1cXIKAITQQi4VgAVZiwjMWaiZltE\nREREZL5WX9iOO/4RYJOwA6gY8tnak9pEBgzqsS0iIiIiC7PqYmQ4FraNjWsFjDTXUcjYJJg+fD0+\ne+Sq+5ZEREREZDGsuhgZhWAwRNgkCOje0gpQc2R7bPZIlZGIiIiIyEKsurAdTu5EYkJObqoHqFmz\n7Wv2SBERERE5C6subEchRE5cS5KwDJVENXjX6EYyNrKtmm0RERERWYja/e5WklIJnnoCgjhgh8Fa\n7OQmANyEjU912vYafbYD1WyLiIiIyFlY+WH78CF49unxh1EO2LoOgITrEpjqKHetCyRVsy0iIiIi\nZ2Hlh23fi5dvfBOsbyc8mYLKCACu7eCbgAQOlmVN31RlJCIiIiJyFlZ+jByrBWlohMYmQjcDrg9A\nwrbxCWp2Ipm8qUa2RURERGQhVkHYrjbWTsSBOgqARPycayUITDhj2FYZiYiIiIicjZUftsOpYTsM\nIHLiIWvXTlTLSGYI27pAUkRERETOwsqPkTVGto0TD1kn7CQBAW6NTiSgsC0iIiIiZ2flx8ixsO1U\nR7ZDiOw4bNt2gggz88j22AWSKiMRERERkQVYPWF70sh2VP3UVnVEe8YLJMdqtlf+tyQiIiIiS2Dl\nx8haNdvVLn+mGrZrTdUOmq5dRERERM7Oyg/bQQC2Hd+Iy0hCLMBgiIeu3RoT2oD6bIuIiIjI2Vn5\nMTIIxuu1IS4jCbBJWCGBNTZV++x9tpMa2RYRERGRBVgdYbtaQmIMRCEExsG1w/Gp2mfrs20B9vTJ\nJUVEREREzmjlh+1wImxH1ZHq0Ng4lsE31ZHtmcpIwrheu8ZM7iIiIiIiZ7Tyw/akke34WklDaBwS\ndoTPmUe21YlERERERBZq5UfJSTXbUQDYAaFxcCxzxjKSIFSPbRERERFZuJUftqNoPDGHIVjO2EWR\nBr8atmeb1EYj2yIiIiKyUKsjSk6a0IaED4BjQ0AcvGtN127MRM22iIiIiMhCrKqwHQZgxke2mRjZ\nrlFGEhkwaGRbREREZLn4wAc+wMGDBxdlX3/wB3/Avffeuyj7mk3t+omVxpl0gWQiDtiOBeWxmu0a\nX8PY7JGq2RYRERFZHr785S8v2r4sy8I6By3nlk3Yvu+++/jsZz+L53ns3LmT22+/nbq6uprr/vCH\nP+RjH/sYXV1dc9v55NZ/TjwtpGND3hQBSFnJaZuMzR6pkW0RERGRpfHjH/+Yv/u7v8P3fdLpNB/7\n2Me4//77OXDgAAMDA/T19XHJJZeM58JrrrmGL3zhC2zZsoWPf/zjHDlyBNu2ufzyy/nUpz6FZVl8\n61vf4p/+6Z+wbZs1a9Zw2223sWXLFnp6erjlllvo6+tj/fr1DA4Ojh/HwYMHueOOOxgcHCSKIm66\n6Sauv/76RfmMyyJKDgwMcOutt3L33Xezf/9+Ojo6uOuuu2qu+8orr/DpT38aY8zc32By679qGYlj\nwVG/h3orS4Odm7bJ2Mi2arZFREREFt8rr7zC5z73Of7hH/6Be++9l0996lP88R//MaVSiccff5zP\nf/7z7N+/n0QiwRe/+MUp2/7gBz+gWCyyb98+/vVf/xWAo0eP8vDDD/OVr3yFr33ta3z3u9/lne98\nJx/60IcA+NSnPsVrXvMa/v3f/51PfOITHDp0CIAgCLj55pv50z/9U77zne/w9a9/na985Ss8+eST\ni/I5l0XYfuCBB9i9ezednZ0A3HjjjXz/+9+ftl6pVOKjH/0oH//4xxcUtqNJNdsBPh4+m90NNX+F\nMDaynVgW35CIiIjIyvLggw/S19fH+9//fq677jr+/M//HMdxOHLkCG9/+9tpbW3Fsize97738cAD\nD0zZ9sorr+Sll17ipptu4stf/jLvf//76ezs5P777+fXfu3XaG5uBuA973kPPT09HDt2jIcffpj3\nvOc9AHR0dHD11VcDceg/evQot956K9dddx033XQTnufx3HPPLcrnXBZlJN3d3bS1tY0/bmtrI5/P\nUygUyOUmRp3/6q/+ihtuuIGdO3fO7w3GarZDMHYEOBQpAbDF3VBzk2BsZFthW0RERGTRGWN44xvf\nyOc+97nx506cOMG//Mu/UCqVxp+LoohEYmpk3bRpE//zP//DI488ws9//nN+53d+h9tuuw1jzLQB\nWWMMQRBgWdaU1xzHGd9/Q0MD+/btG3+tr6+PhoaGRfmcyyJKzjRKPfYlAPzzP/8ziUSC9773vfMb\n1YapI9t2PGRdiAokSdDurK25yXjNtspIRERERBbdG97wBh588EFefvllAO6//36uu+46KpUKP/7x\njxkdHSWKIr797W/z1re+dXw7Ywz33HMPH//4x3nTm97En/3Zn/HmN7+ZAwcO8OY3v5n/+q//YmBg\nAIB/+7d/o7m5mc2bN/PmN7+Zb33rW0A80Pvwww8DsHXrVpLJJN/73vcAOHnyJO9+97t59tlnF+Vz\nWmbeyXXxfe9732P//v186UtfAuD48eO8973v5X//93/H1/mN3/gNyuUyjuPg+z6HDh1i586d/P3f\n/z3r1q2rud+uri72PPUYr2zspL9lDfboRUQbBziWTJOsf5rRos/2nraa256Kmv7/9u48PqZ7/+P4\n68xMEluDSBt7VC1pi9b2a9VFRblKpMG9rfihSlVjba1BUBep8KNXldYtWrQSrRshulK32rqK2m61\n1Wq11itRRCQiy8z8/oiMjKzI1sn7+Xj0UXPOme98v3My53zmM5/zPfyUcQ93m09Qy3yu6ActIiIi\nUs7t3r3bkVE2m80MHDiQw4cPc/jwYex2O5cvX8bPz4/Bgwfj5ubG2LFjeeGFF6hduzbLly/n5MmT\neHh44O3tzXPPPUelSpXYunUr27Ztw2634+npyTPPPEOdOnVITExk+fLlxMfH4+Xlhc1mo0OHDnTs\n2JETJ06wZs0akpKSsFqtdO/enS5dutz0eFq3bp1jWZkIts+fP09gYCDr1q3D19eXhQsXcv78ecLD\nw3Pd/vTp0wQEBHDgwIF8280KtunYGRo24uheuOR1jNOWipg9D9G08n00dq+f63N/iIdtv8Bj98C9\nucfyUkL27duX6x+v/LFoP7oG7UfXoP3oGlx1Py5ZsoTff/+dWbNmlXZXbkpe+6NMlJHUqFGD8PBw\nxowZQ48ePTh69CihoaF8++23BAUF5djebrff1LyIW1O/4Y1L73MuLQGrKbMY24aN+m4183xOmubZ\nFhERESlxJTX/dUkpExdIAnTq1IlOnTo5LWvevLlTsXqWunXrsn///kK3nWq2Ud1UHQ+rB+nXvl7U\nd6uV6/zaWTI0z7aIiIhIiRs1alRpd6FIlYtQMsNs0L7ig3jYKsK1b0qNPXIvH8mSrtlIREREROQ2\nlYtQMsMCFrsFqxVs10ZsNvJP6jvm2VYZiYiIiIjcovIRbJsNLHYL2OFaDI2lgGBbZSQiIiIicrvK\nRSiZYTYw267d2IbMMhKzkX/KWrdrFxEREZHbVU6CbTBnXLuxDQZmw4phuOX7nHRltkVERETkNpWL\nUDLDbGC2X89smw0rBQ09Q5ltERERkXLBbrcTGhrKqlWrirztchFs28yG48pIq92ExbA6ZiXJS8JV\nqGABk+tM8ygiIiIiN/jll194+umn+fjjj4tlfu8yM892cckwG1gMN+y2zDfPajfhZk7P9zmJVyEx\nFRp6FRiTi4iIiMgf2Lp16/jLX/5CnTp1KI4bq5eLYNvNsGC/VoOdmdm25fuc04mZ/6/rWcydExER\nESmnvvoNfr5QvK/RyAv+1CD/baZPnw7Arl27iqUPLl9GkmEGN8OCzQZ27NgwYTby/9aSFWzXUbAt\nIiIiIrehHGS2rwXbVrCbMoNsi6ngYLuCBWpUKokeioiIiJQ/f2pQcNbZFbh8ZjvdbGAhs4zEdq18\nJL/Mdla9dm1P1WuLiIiIyO1x+WA7K7NttwHmzPn8LPkE26rXFhERESmfNBvJLciwGNdrti2ZwbY5\nnzIS1WuLiIiIlD8vv/xysbTr+sG2GdzIDLYxZwBgvuFbS1oG7DwBqRlwIkH12iIiIiJSNMpBsH1t\n6j8r2cpInLc5cQkOx11/fN9dqtcWERERkdtXboJtW7aabfMNt4W8cu0eN50bwt3VoZJbCXdSRERE\nRFxSOQi2M8tI7DawmzNnI7kxs50VbFerAJXdS7iDIiIiIuKyysFsJAYWw5x5gWRWZttwHnbKtWC7\nosYiCisAACAASURBVDLaIiIiIlKEXD/Ytlyv2babsjLbzqntrGBb5SMiIiIiUpRcP9jOfrv2a8G2\n2eQ87CvpYAAeLl9UIyIiIiIlqRwE28b1mu2s27XnUkZSwQ1MmoFERERERIqQy+dyszLb6TawX7tz\npNkwO22Tkg5VdGGkiIiISLm0adMmVq1ahWEYVKhQgbCwMJo1a1YkbZeDYNtw3K7dlpXZzlZGYrVB\nqhXuVL22iIiISLlz7NgxFixYQExMDN7e3uzYsYPRo0fzr3/9q0jad/lgO91sYMGCzQq2a2UiZuP6\nsDUTiYiIiEjJ25VyiF/STxXra9zjVpd2FR/IdxsPDw/mzp2Lt7c3AM2aNePcuXNkZGRgsdx+qOzy\nwXaGhWyZ7cxl2Wu2UzLv4K6ZSERERETKoTp16lCnTh0A7HY7L7/8Ml26dCmSQBvKQ7Cd7Q6SmUUk\ndkzZMttXlNkWERERKXHtKj5QYNa5JF25coXQ0FDi4+NZsWJFkbVbLmYjsZAZbNsMMBtWDJWRiIiI\niMg1Z86coV+/fri5ubFmzRqqVKlSZG27fGYbsxmTYWC3gRUDi2El+7B1QxsRERGR8ishIYEBAwbQ\nt29fRo4cWeTtu3ywbb9Wb2OzghUTbqY04PrUfyojERERESm/IiMjiYuLY+vWrWzdutWx/O2336Za\ntWq33b7LB9tY3LDbybxA0m5gziOzXdH13wkRERERuUFISAghISHF1r7L12wb7u7YM6+MxIrpWrB9\nPbOtMhIRERERKS4uH2xnTftnx44dA4vJBsb1+7JfSQezAW7mfBoREREREbkF5SLYtlmv3z3SbNic\n1qdkZNZrZ4u/RURERESKhOsH21zLbGfdqt2wO9bZ7ZllJCohEREREZHi4PrBtpE1x/a1zLbperCd\nboMMm2YiEREREZHi4fLBtiWrZttku/b4erCtG9qIiIiISHFy+WDbDbNTzbbFlDPYVhmJiIiIiBQH\nl59d2i1HZvv6Ot3QRkRERETeeecdoqKiMAyDevXqMWfOHLy8vIqkbdfPbF+r2cacATgH2yojERER\nESnfDh8+zKpVq4iKiiI2NhZfX1/+/ve/F1n7rh9skxls2y1WAMzZRpyV2a7k8vl9EREREclNs2bN\n2Lp1K1WqVCE1NZW4uDiqV69eZO27fJiZdYEkjjKSzNR2hhVOXcrcRpltERERkRK2dzf8dqx4X6NB\nQ2j7UIGbmc1mtm3bRlhYGB4eHowdO7bIuuD6mW3DQnr69cy2gYnLqRDzA5xKhLpVwbtyKXdSRERE\nRErVY489xtdff82oUaMYOnRokbXr8pntC8kW9v8KPt6ZwfYvF0zsP5W5rkkNeKwRmHT3SBEREZGS\n1fahQmWdi9uJEyeIj4+nTZs2APTp04eZM2dy6dIlqlatetvtu3xmOyHZggHYzZllJJXdzDT0gva+\n0K2xcw23iIiIiJQv8fHxjB8/nosXLwIQGxtLkyZNiiTQhnKQ2U5JtWC2Z039Z6ZpDQsP1iztXomI\niIhIWdCmTRuef/55Bg0ahNlsxsfHh6VLlxZZ+y4fbCenWqjE9ZvamE0uP2QRERERuQnBwcEEBwcX\nS9tlpoji888/JzAwkO7duzN27FiSkpJybLNp0yaeeOIJgoKC6NevH4cPHy6w3aSrFiqYwZ51B0lD\nwbaIiIiIlIwyEWxfuHCBqVOn8tprr/Hxxx9Tr149Fi5c6LTNsWPHWLBgAStXriQmJoaQkBBGjx5d\nYNtXrrrjYQKrASZsmAzN8yciIiIiJaNMBNtfffUVLVq0oH79+kBmKj82NtZpGw8PD+bOnYu3tzeQ\nOQH5uXPnyMjIKKB1A3cT2AywmDIABdsiIiIiUjLKRE3F2bNn8fHxcTz28fEhKSmJ5ORkKlfOnAS7\nTp061KlTBwC73c7LL79Mly5dsFgKHoK7ATYMzIaCbREREREpOWUi2Lbb7bkuN5vNOZZduXKF0NBQ\n4uPjWbFiRaHat5jAioG7yYqCbREREREpKWUi2K5VqxaHDh1yPI6Li6Nq1apUqFDBabszZ87w/PPP\n07hxY9asWYO7u3uh2k9NTsKKgcWwsv/AYez2MlE9Izdh3759pd0FKQLaj65B+9E1aD+6Bu3Hsq9M\nBNvt27cnIiKC48eP4+vrS1RUFF26dHHaJiEhgQEDBtC3b19Gjhx5U+3fUbkyZ7iM2WSlVcs2YOiW\nkX8k+/bto3Xr1qXdDblN2o+uQfvRNWg/ugbtx7Ilry8+ZSLFW6NGDcLDwxkzZgw9evTg6NGjhIaG\n8u233xIUFARAZGQkcXFxbN26laCgIMd/CQkJ+bZtMsBO1rR/NgXaIiIiIpKrbdu2FfkXmDKR2Qbo\n1KkTnTp1clrWvHlzYmJiAAgJCSEkJOSm273DHawZWcF27rXhIiIiIlK+/fbbb0REROR5LeGtKhOZ\n7eLkWQGs2ACwmBRsi4iIiIizlJQUJk2axJQpU4o82C4zme3icocHWJOuBduqIBEREREpE84chYS4\n4n2Naj5Qu3HB282YMYN+/frRtGnTIu+D62e2PcBmWAGwmBRti4iIiMh17777LhaLhT59+hR5VhvK\nQWbb0wMSjcy7TJp1caSIiIhImVC7ceGyzsUtJiaGq1evEhQURHp6OqmpqfTu3Zvly5dz11133Xb7\nrh9sV4BL5sxgW5ltEREREcnu/fffd/z79OnTBAQEsHHjxiJr3+XLSO5wB3tWsK3MtoiIiIjkwW63\nYxRxvOjywXYlC9gt12q2DZcfroiIiIjcorp167J///4ibdPlo0+bFeymzNlIzCZzKfdGRERERMoT\nlw+27Tawm7My2wq2RURERKTkuHywbbOB/dqdIy0ml78eVERERETKkHIRbNtMWbdrV7AtIiIiIiXH\n5YNtuw3sJmW2RURERKTkuXywbbOB7doMLmbDrXQ7IyIiIiLlisuneu1WsBoGJqyYDPfS7o6IiIiI\nlCPlI7MNWAwroMy2iIiIiJQc189s28CKoWBbRERERHI1b948PvnkE6pWrQpAw4YNWbRoUZG07fLB\nts0KVky4m9JAd5AUERERkRscPHiQV155hQcffLDI2y4HwbYdq92ExbCVdldEREREJIt9H3CimF+k\nPhit890iLS2N77//npUrV3LixAl8fX2ZMmUKtWrVKpIeuHyqNz0D7JgwX7uxjYiIiIhIlvj4eNq1\na8f48ePZtGkTDzzwACNGjCiy9l0+s52aaoeKKLMtIiIiUpYYrYH8s84loW7duixfvtzxeOjQoSxb\ntozTp09Tp06d227f5TPbaelWACwuP1IRERERuVk//vgjMTExjsd2ux273Y7FUjQ5aZcPQdMz0gEF\n2yIiIiKSk2EYhIeHc+rUKQDWrVuHn58fPj4+RdK+y5eRZNivBdtGKXdERERERMqcJk2aEBYWRkhI\nCFarlVq1ahXZtH9QLoLtDAAsJkXbIiIiIpJTYGAggYGBxdK26xdXWK4F24aCbREREREpWS4fbNvN\nmbOQWEwuP1QRERERKWNcPgK1Wa7NRmKYS7knIiIiIlLeuHywfdkt8/9eHiojEREREZGS5fLBdpLF\nRHX3S1S0VCrtroiIiIhIOePywTYY1KyYCBTNXIkiIiIiIoVVDoJtqFXRGzQbiYiIiIiUMJcPtu+w\nJFPF3be0uyEiIiIiZdSPP/7IwIED6d27N3379uW7774rsrZdPtiumm7C0EwkIiIiIpKLlJQUhg4d\nyrBhw9i4cSMjRoxg3LhxRda+y99BskJizdLugoiIiIiUUTt37sTX15eOHTsC4O/vT926dYusfZcP\ntisbFUu7CyIiIiJyg+8uJnI6+WqxvkadyhW4v7pnvtv8+uuv1KhRg2nTpnHkyBE8PT2ZOHFikfXB\n5ctI3DW/toiIiIjkISMjgy+++IKnnnqKf/7znwwYMIDnnnuO9PT0Imnf5TPbbh6l3QMRERERudH9\n1T0LzDqXBB8fHxo2bEiLFi0A6NKlC2FhYZw8eZKGDRvedvsun9m2KNgWERERkTx07NiR06dPO2Yg\n2bt3LyaTqcjqtpXZFhEREZFyy9vbm6VLlzJr1ixSUlJwd3dnyZIluLu7F0n7CrZFREREpFxr06YN\n7733XrG07fJlJG4VSrsHIiIiIlJeuXywbXL5EYqIiIhIWaVQVERERESkmCjYFhEREREpJgq2RURE\nRESKiYJtEREREZFiomBbRERERKSYlJlg+/PPPycwMJDu3bszduxYkpKSbmkbEREREZGyokwE2xcu\nXGDq1Km89tprfPzxx9SrV4+FCxfe9DYiIiIiImVJmQi2v/rqK1q0aEH9+vUBCA4OJjY29qa3ERER\nEREpS8pEsH327Fl8fHwcj318fEhKSiI5OfmmthERERERKUvKRLBtt9tzXW42m29qGxERERGRssRS\n2h0AqFWrFocOHXI8jouLo2rVqlSoUOGmtsnNvn37ir7DUuK0H12D9qNr0H50DdqPrkH7sewrE8F2\n+/btiYiI4Pjx4/j6+hIVFUWXLl1uepsbtW7duji7LSIiIiKSL8OeV31GCduxYweLFi0iPT2d+vXr\nM3/+fI4fP8706dOJiYnJcxtPT89S7rmIiIiISO7KTLAtIiIiIuJqysQFkiIiIiIirkjBtoiIiIhI\nMVGwLSIiIiJSTAo9G0l6ejqdO3fGz8+PFStWAHDq1Ckee+wxZs+ezV//+lfHtitXruTnn3/m5Zdf\ndizbvn07I0aMYNGiRfTo0cOxfMmSJSQkJDB9+nQA0tLSmDBhAufPn+f111/nhx9+YM6cOcTGxrJ7\n926efvppVq1axSOPPOJo429/+xteXl6MGjUq175PmjSJZ599lhEjRvDiiy/Ss2dPp/WzZ8/GMAzC\nwsJyHWfWWLt27UrTpk0BsNlsWCwWBg0aRFBQEADR0dHMnTuXevXqObXv5+fHvHnzcqy32+0kJSXR\npk0bZs+ejbu7OxEREXTu3Jn/+Z//KeSeKX5+fn7s2rWLdu3a0bhx4xxzmy9btozatWvj5+fnWG8Y\nBikpKVSpUoWXXnqJZs2aOT1n9+7dTvt12LBhNGzY0GkbLy8vVq1alev65ORk7rnnHubNm0e1atVY\nsmQJ69atc9z4KOu97dq1K6GhoY7n7dq1i9dff524uDgqVKhAjRo1GDFiBG3atAHI0U5GRgZ169Yl\nNDSUBg0aFNl7Wtb5+fnx9ddfU61aNcey6OhoPv30U9544w2nf2c3fPhwunfvTu/evRk4cCB79+5l\n69atTp+JPXv2MGjQICZNmsSQIUMcy+fNm8c777zDZ5995nQDq4EDBwKwZs0aDMMA4MKFCzzyyCMc\nOXKkWMbvyqxWK2vWrGHLli1YrVbHMW/MmDFs2bIl1/06cOBABgwYwJ///GdCQ0Np0qQJQ4YMyfF5\nydKxY0fGjRuX5/q5c+dy//33F/tYszt48CCLFi0iISEBu91OzZo1mTx5Mo0aNQJwOn5lt3TpUurU\nqZPv++bu7g5k/l0uWrSIPXv2ULFiRUwmE7169WLw4MGYTKZCnTNv5RgUFxfHK6+8wnfffYfJZMLD\nw4Phw4c7zdhVmGNfZGQkmzdvxtvb2/G8gIAAZsyYwZkzZ3j77bcB+O9//4uHhwdeXl4AhIWFsWvX\nLt59911q1qwJ3N4xOHtMkJ2/vz9LlizJ8bdz4/k5i2EYvP/++5w9ezbH+itXruDj40N4eHiOc3Zp\nym0sdrudQYMG0bdv3xzbjx49mh9//JFKlSoB8PDDDxMaGsqpU6eYOXMmcXFxuLu7M2zYMB5//PES\nG4c4K3SwvXXrVvz8/Pj+++/55ZdfuOeeewAwmUwsWLCAtm3bOg4EWSfE7CIjIwkMDGT16tVOwXb2\nba9cucLo0aOpXLkyb731luMAlp2bmxuTJ09m8+bNVK9ePc/Xy/Lhhx/i6elJkyZN6N+/P//85z+d\ngu2rV6+yZcsW1q9fn+84ASpUqOCYGQXgzJkzDB48mEqVKtGtWzcA2rZtm+NEld2N69PS0ggODmbj\nxo089dRTjBw5kuDgYDZs2ICHh0ee7ZSWtWvXOgVgBa1ftWoVc+bMISoqKt92fX19nd7bgtbbbDZG\njx7NqlWrGDduHIZh0LNnT8LCwhzbJCYmEhgYSIcOHWjfvj2fffYZERERLFiwgAceeACAQ4cO8eKL\nLzJz5kw6deqUazubNm1i8ODBbNmyhSpVquQ7DleW3+cs+zbZt6tduzabN29m5MiRjmUbN27E29vb\nabvU1FQ2bdpE9+7deeeddxg/frxTu4cOHeKNN94gJCSkCEZSvr300ktcvnyZ1atXU6VKFVJSUpgw\nYQJhYWG0a9cuz+dl7a/s+zi3z8uNz8lvfUlJS0tj+PDhvP3229x7770AbN68mWHDhrF9+3bHePI7\nvuX3vs2fP5/ExESCg4N56qmn+Nvf/obJZCIxMZEZM2YwceJEFi5cCBR8zrzZY9CFCxfo168fL774\nIvPmzQPgyJEjDBkyhEqVKtGuXbtCHfsAkpKSmDx5MitXrnTqj2EYBAUFORJLU6ZMoUmTJjzzzDOO\n7b7++msCAgKK5Bh8K248Pxdm/Zw5c/j73//u2DdlxY19jYuLo1evXjRr1izHF4qDBw8SHR3NnXfe\n6bQ8NDSU9u3bExISwqVLl3jyySe5++678fPzK5ExiLNCl5FERkbStWtXHn/8cVavXu1Y7uHhwTPP\nPMO4ceNIT0/P9bknT55kz549hIaG8ttvv3Hw4MEc21y6dIkhQ4bg6+vLq6++mmugDdCgQQM6derE\nlClTCtXv1157jX79+gHQp08fDhw4wJkzZxzrP/roI5o1a+Y46OU1ztzUrl2bMWPGOB2YbtbFixdJ\nSkpyHOCrVKlCq1atHMF/WVPQ5DXZ12dkZHDmzJl8g/NbdfnyZS5cuOBo22635+jbuXPnSElJcUwP\nOX/+fKZPn+44yAM88MADTJ06lQULFuTZzhNPPME999zDli1binwcZdmN78OtTFzUq1cvYmNjHY9T\nUlLYv38/7dq1c2rvgw8+wNfXl8GDB/Pee+9x9epVp3ZGjBjBqlWrnG5sJTfv5MmTbNmyhblz5zqC\ntooVKzJr1iy6du160+3l9nnJbZvSlpKSQlJSEsnJyY5lgYGBzJgxg4yMDMeyvPqa3/uWlWiJjIzk\n/vvvZ8iQIZhMmadWT09P5s+fz9dff823334L5H7OzP66N3sMWrduHW3atCEwMNCxzM/Pj1dffdWR\noS7Msc8wDAIDA4mPj2fVqlX5vp95vVdFdQwuCVevXiU+Pr5Yzk9FzcfHB19fX44fP+60/OTJkyQn\nJzNjxgwCAwOZMmUKly5dAuC7775zfDmqWrUqrVq1Ytu2bSXed8lUqMz2zz//zKFDh1i6dCn33Xcf\nAwcOdMo8Pf/88+zcuZNFixYxefLkHB+WqKgoHn30Uby8vOjZsyerV6/mwQcfdKw/d+4cAwcO5MyZ\nMyxdurTA/kybNo3evXvz7rvv8r//+795bvfTTz9x9epVx8+E1apVo3v37kRHRztKTtavX89zzz2X\n5zjHjRuX74exadOm/PTTT47H33zzjeMPPMvTTz9N7969ndanpaVx8eJFGjRowNChQ/nzn//s2N7f\n358VK1YwaNCgAt+LkjZo0CCnn1nr1avHkiVLnNabTCYuXLiAh4cHnTt3Jjw8vMB2T5w4keN9e/zx\nxxk+fLjTeqvVyvnz56lZsyY9evTg6aefdmz/4Ycfsm/fPlJSUkhISOD+++9n9uzZNG/enIsXL3L8\n+HHatm2b47Uffvhhfv75ZxITE/Ps3437uTy4cV9funQpR1alIPfddx/bt2/nP//5Dy1atODTTz/F\n39+fhIQEp+0iIyMJCgqiWbNm3HnnnWzcuJHg4GDH+rvvvptJkyYxYcIENm7ceHsDK8e+//57GjVq\nROXKlZ2We3t707VrV6Kjo3M9ht14ks8u63OX3cSJE2nfvj12uz3H+m7dujFixIgiGE3hVa1alYkT\nJ/Lss8/i7e1Nq1ateOihh+jZsydubm6O7fI6vuX3vj322GMAHDhwgI4dO+Z4bXd3d1q3bs2+ffsc\n2954ziyMvI5Bhw8fdmSms8sqyyjssc9ut+Ph4cHChQvp378/Dz/8MPfdd1+h+gY47eviOAYXJDU1\nNcffbevWrR3lKFnrbTYb58+fp2rVqnTr1s1xjinLDhw4wIkTJ5y+pEDmvm3fvj0zZ87Ey8uL8PBw\npk6dytKlS2nRogXR0dGMHDmSuLg4du/eTYcOHUppBFKoYDsyMpJHH30UT09PmjdvTt26dYmKiiIg\nIADI/Ea8YMECgoKC6NChg9PPQGlpaURHRzsCrqCgIPr378/Zs2epWbMmdrudzz77jFmzZvGf//yH\nsWPHsnr16hx1c9lVrFiRhQsX8vTTT+db23zs2DF8fX2dlvXv35+xY8cyatQojh49Snx8PJ07d85z\nnOvXr8/3w2gYhtMt49u0aZNvGUnWervdzrJly4iNjcXf399pm7p16/Lrr7/m2UZpKmwZyQ8//MCw\nYcNo2bKlo64vP/Xr18/3J8Ds66Ojo1m0aBGdO3d2/J1k/+k1PT2d2bNn89NPP+U4uGTPYmVJS0tz\ntJGfihUrFjgOV3Ljvt64cSOffPIJgCNzdyObzZZjXVBQEJs3b6ZFixZs2rSJKVOmOGXOvvvuO44c\nOeIo73riiSdYs2aNU7BtGAZ//etf+fLLL5k1a1ahf9kSZ2azGZvNlu82uR3Dsurmc/NHKCMBGDx4\nME8++SR79uxh7969vPnmm7z55pts2LDBka3O6/hWmPcNyPPX3dTUVKfPRX7nzPzkdgwymUyF6lth\nj31NmjThhRdeYPz48URHRxeqX1ltFPcxOD8eHh75nkOyr//qq68cXwjL4nE9+xcHq9VKtWrV+L//\n+78c1z60aNHCKdk1atQo/vSnP5GRkUFERATh4eH06tWLhg0b0qlTp3zjKileBZaRXLlyhZiYGPbv\n34+/vz/+/v6cO3eOd9991+lDU6tWLWbNmsXkyZO5ePGiY/lHH31EYmIis2fPxt/fnxdeeAHIPKhl\n6du3L3/5y18ICwsjKSnJ6cLKvNx///2EhIQwbtw4UlNTcx+cyYTVanVa1rx5c2rUqMG///1v3nvv\nPYKDgzEMI99x3thGdt9+++1NZ/sg86AycuRI6taty7Rp05zW5RawlKTvv//ekUHJ+pUie/anMO69\n916mTJnCtGnTOH36NABffPEFFy5ccLRrsRT6kgEnffr0wd/fn/Hjxzvtm+x9nT59OsnJyY6fJqtX\nr87dd9/N119/naO93bt306hRI+644448X/Pbb7+lSZMmt9RfV5H9F6vq1avnyE4D/P77707BimEY\n9OrVi48//phTp06RlJRE48aNHesg82dwi8Xi2K/vvPMOv/32Gzt27MjR/pw5c9i7dy+bN28u6uGV\nC82bN+fYsWNO5RSQWRP63HPP5XkszYthGH+IMpJ9+/axYsUKKlWqxKOPPsrEiRP54IMPMJlM/Pvf\n/y7w+fm9b8OHDyc1NZVWrVqxZ8+eHM9NTk7m8OHDtGzZ0ml5XufMvOR1DHrwwQdzLc2Miori7bff\nvqVj34ABA/D19WXOnDkF9iu74jwGF6U//elPjlKepKSkEnnNm5H1xSAmJobY2FjWrl1Lhw4dCAsL\nc9TOR0VF8c033/DZZ585nmez2TAMA7PZTGpqKhEREcTGxrJ48WIuXbqUI/koJafAiC42NpYaNWrw\n5Zdfsn37drZv3862bdu4cuUKH374odO23bt3p2PHjk61zpGRkYSEhDieu337dmbNmsX7779PSkoK\ncD2Qc3d3Z/HixY4/sIIMHTqUO++8M88Tb4MGDTh16lSO5f379yc6OpqtW7c6rgi/mXFm+fXXX3n9\n9dedLhK5WTNnzmTXrl1OtVQnT57MMTNHSfr8888dM7EcPnyYGjVqODI/N3Pi7NmzJy1btnT8qrFq\n1Sq2b98OZAb09evXv+U+Tpgwgfj4eN55551c++Xm5sZLL73E+vXr+f7774HMC0bCw8Od6n4PHDhA\nREQEEyZMyPO13n//fU6fPq0rubNp2bIlx48f55tvvnEs2717N6dPn6ZVq1ZO29511100bdqUqVOn\n8sQTTwDX91diYiIffvghy5cvd3zuduzY4biYOkvW9p6enixYsIBXXnnltrJg5ZWPjw+9evVi6tSp\njiAjKSmJl156CS8vL6df6fKSvab4jxBoQ+bMRm+88QZ79+51LIuLiyMlJcUpgM2rv/m9b9WrV8fD\nw4P+/fvzyy+/8I9//MORab506RKhoaG0bduW5s2b52g3t3NmbvI7Bj311FPs2bOH2NhYR/8PHz7M\nkiVLHImgWzn2hYeHs2PHjnxLiLIrzmNwfq9zq4YMGYKnpyevvvpqkbRXEubMmeMIwvv160dycjJz\n58511GmvXLmS7t27YxgGr776KpGRkUDmBbM7d+50XF8gJa/A1GJUVBSDBw92OrHdcccdDBw40Gkq\nrixhYWGO+rwjR47w448/5vhJMigoiNdff53o6OgcsxdkfZueMmUKjRs3LvCEGhER4XRhSHZNmjTB\nw8Mjx6wiPXv2ZP78+Tz66KOOLFxB42zVqpXTTzsmkwl3d3fGjx/vqJczDCPXekeLxcKGDRtyHUu9\nevUYNmwYERERdOzYEXd3d7788stSDewGDBjA+PHjCQgIICMjwym7cWNNI8C4cePo2LFjruObPn06\ngYGB7Ny5k0mTJhEWFsZbb71FlSpVmD9/PpD5vuVWs20YRp4Xn3p6ejJhwgTmzZtHQEBAjr8jyKzX\n69WrF7NnzyYyMpJOnToxf/58Fi9ezNmzZ7Hb7dSqVYv58+c7ypEMw3DUHRqGgc1mo2HDhqxduzbP\ni3ZdUW77MvsyT09PlixZwqJFi0hOTsZqteLl5cWbb76Z64wtQUFBTJs2jddee82prZiYGBo1wtKX\nRgAABL5JREFUapSjHCwkJISAgACOHj2a47Xbtm3LM888w/Lly29/oOXQzJkzWbZsGcHBwZjNZtLS\n0ujatSujRo0q1EXAN85GklvNdu3atVm2bFmun8vScPfdd7N06VIWL17MmTNnqFixInfccQezZ892\nmk4vv+NbXu/b6NGjgcyL29evX8/ixYvp0aOHI4kUGBjI0KFDHe3ld87MWn8zx6CqVauydu1aFixY\nwPLlyzEMg0qVKhEeHu6YXaawx77sffPy8iIiIoJhw4bl+p7eOI6iPAavX7/eqYTFz8/PETgOGDDA\n6XUmTZpEx44dc63ZhswpRatUqZKjbxaLhenTp/Pss8/y5JNPOq7tKgsK+5np1KkTAwYMIDg4GJvN\nRtOmTR3n60mTJjFp0iQ2btyI2Wxm0aJFOcpQpOQY9rKSeigmW7ZsYd++fcycObO0u1Ioly9fdkxR\nWJ6COxERERFX5PJ3kAwICCAhIeEPM5PE0qVLmTp1qgJtERERERfg8pltEREREZHS4vKZbRERERGR\n0qJgW0RERESkmCjYFhEREREpJgq2RUTE4erVq/z++++l3Q0REZehYFtERBz69+/P/v37S7sbIiIu\nQ8G2iIg4JCQklJk7P4qIuAIF2yIiLurjjz+mb9++PPTQQ7Rt25bJkyeTkZHB5cuXmTJlCg899BDt\n2rVjxowZpKen8/zzz/Pf//6XSZMm8Y9//AOAjz76iF69etG6dWv69OnDF1984Wjf39+fGTNm8PDD\nDzNx4sTSGqaISJlW4O3aRUTkj+fUqVOEhoby1ltv0bJlS06cOMGTTz7Jp59+yrZt20hISOCTTz7B\nZDLx3HPPsXz5ct544w38/f0JDQ2lW7du7Ny5kylTprBs2TLatWvH559/zpgxY4iKisLPzw+AEydO\nsGPHDtLT00t5xCIiZZOCbRERF+Tj48OWLVuoW7cuCQkJ/P7771SrVo3Tp0+zdetW3n33XapVqwbA\nK6+8gtVqzdHGpk2bCAgI4JFHHgGgc+fO+Pv7ExMTQ2hoKABdu3bFw8MDDw+PkhuciMgfiIJtEREX\n5ObmxoYNG9iwYQMVK1bk3nvvJS0tjYyMDNLT06lZs6Zj21q1auXaxvnz52nbtq3Tstq1a3Py5EnH\nY29v7+IZgIiIi1CwLSLigmJjY9m8eTPR0dHcddddAAQGBmKxWHBzc+Ps2bOO5QcPHuSHH34gODjY\nqY3atWtz6tQpp2UnT57kzjvvdDw2DKOYRyIi8semCyRFRFxQcnIyZrMZd3d30tPTWbt2LUePHsVu\ntxMQEMDixYtJTEzk4sWLREREcOHCBQDc3d25fPkyAL179+aDDz5g165dWK1Wtm/fzr/+9S8CAwNL\nc2giIn8oymyLiLig3r17s2vXLh577DGqV69Ot27dGDRoEMeOHSMsLIyIiAh69OiBzWajV69ehISE\nANCnTx/mzJnDb7/9xvjx4wkPDyc8PJxTp05Rv359Fi1aRIsWLUp5dCIifxyGXROqioiIiIgUC5WR\niIiIiIgUEwXbIiIiIiLFRMG2iIiIiEgxUbAtIiIiIlJMFGyLiIiIiBQTBdsiIiIiIsVEwbaIiIiI\nSDFRsC0iIiIiUkwUbIuIiIiIFJP/B7Jopf28h3mXAAAAAElFTkSuQmCC\n", "text/plain": "<matplotlib.figure.Figure at 0x14c903b70>"}, "output_type": "display_data"}]}, {"execution_count": 2203, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "## \uc8fc\uc694 \ubc30\uacbd \ud544\ud130\ub9c1 \nplace_episode_ds = sw_ds.groupby(['episode','place1']).agg({'scene_no':len}).reset_index()\\\n .sort(['episode','place1'], ascending=False)\\\n .pivot(index='place1', columns='episode', values='scene_no').fillna(0)\n\nepisode_sum_ds=place_episode_ds.sum()\nplace_episode_ds = (place_episode_ds/episode_sum_ds)\nplace_episode_ds['all'] = place_episode_ds.sum(axis=1)\nplace_episode_ds.sort('all', ascending=False).cumsum()[[1,2,3,4,5,6]].plot(figsize=(12,6))\n\nplace_list = set()\nfor (idx, ep) in place_episode_ds[[1,2,3,4,5,6]].iteritems():\n ep = ep.sort(ascending=False,inplace=False).cumsum()\n place_list.update(ep[ep<0.6].index.values)\nprint(place_list)", "outputs": [{"name": "stdout", "text": "{'MILLENNIUM FALCON', 'CLOUD CITY', 'SKIFF', 'DAGOBAH SWAMP', \"WATTO'S JUNK SHOP\", 'DEATH STAR', 'MUSTAFAR', 'TIPOCA CITY', 'EWOK VILLAGE', 'NABOO SPACECRAFT', 'THEED', \"ANAKIN'S HOVEL\", 'CORUSCANT', 'SENATE BUILDING', 'FEDERATION BATTLESHIP', 'GEONOSIS', \"JABBA'S THRONE ROOM\", 'MOS ESPA', 'JEDI TEMPLE', \"EMPEROR'S TOWER\", 'HOTH', 'TATOOINE', 'TEMPLE OF THE JEDI', 'FOREST', 'HEADQUARTERS FRIGATE'}\n", "output_type": "stream"}, {"metadata": {}, "data": {"image/png": 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bUNcEOxZdE+kbw0tjU7jGcF97Mw3hdfqnaXoKfvxsUA/9gd+AFk1FERGR8ihE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\nAAAAAElFTkSuQmCC\n", "text/plain": "<matplotlib.figure.Figure at 0x141c639e8>"}, "output_type": "display_data"}]}, {"execution_count": 2317, "metadata": {"trusted": true, "collapsed": false, "scrolled": false}, "cell_type": "code", "source": "## \uc8fc\uc694 \uc778\ubb3c\uacfc \uc7a5\uc18c\ub9cc \ubaa8\uc74c \n## \uc8fc\uc694 \uc778\ubb3c\uacfc \uc7a5\uc18c\ub97c \uc81c\uc678\ud55c \ud56d\ubaa9\uc740 *EXTRA, *ETC PLACE\ub85c \uba85\uc2dc\ud55c \nsw_ds['top_actor'] = sw_ds.actor.apply(lambda x : x if x in actor_list else '*EXTRA' )\nsw_ds['top_place'] = sw_ds.place1.apply(lambda x : x if x in place_list else '*ETC PLACE' )", "outputs": []}, {"metadata": {}, "cell_type": "markdown", "source": "---\n## \uae30\ubcf8\uc801\uc778 \ud1b5\uacc4 \ub370\uc774\ud130\ub97c \ubcf4\uc790 "}, {"metadata": {}, "cell_type": "markdown", "source": "* \uae30\ubcf8\uc801\uc778 \uc2a4\ud0ef \uc815\ubcf4"}, {"execution_count": 2206, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "print( \"\ucd9c\uc5f0 \ubc30\uc6b0 \uc218(\ub300\uc0ac\uac00\uc788\ub294) = \",sw_ds.actor.nunique())\nprint( \"\ucd1d \uc7a5\uba74(Scene) \uc218 = \",len(sw_ds.groupby(['scene_no','episode']).count()) ) \nprint( \"\ubc30\uc6b0\uc758 \uc804\uccb4 \ub300\uc0ac(script)\uc218 = \",len(sw_ds))\nprint( \"\ubc30\uc6b0\ub2f9 \ud3c9\uade0 \ub300\uc0ac(script)\uc218 = \",round(sw_ds.groupby('actor').count().mean()[0]))\nprint( \"\ucd1d \ubc30\uacbd \uc218 = \",len(sw_ds.groupby(['place1']).count()) ) \n", "outputs": [{"name": "stdout", "text": "\ucd9c\uc5f0 \ubc30\uc6b0 \uc218(\ub300\uc0ac\uac00\uc788\ub294) = 295\n\ucd1d \uc7a5\uba74(Scene) \uc218 = 872\n\ubc30\uc6b0\uc758 \uc804\uccb4 \ub300\uc0ac(script)\uc218 = 5595\n\ubc30\uc6b0\ub2f9 \ud3c9\uade0 \ub300\uc0ac(script)\uc218 = 19.0\n\ucd1d \ubc30\uacbd \uc218 = 192\n", "output_type": "stream"}]}, {"metadata": {}, "cell_type": "markdown", "source": "### episode\ubcc4 \uc7a5\uba74\uc218, \ub4f1\uc7a5\uc778\ubb3c\uc218, \ubc30\uacbd\uc218 \ud1b5\uacc4\n* Episode\ubcc4 Scene\uc218\ub97c \ubcf4\uba74 \ucd5c\ucd08\uc5d0 \uc81c\uc791\ub41c Episode4(A New Hope) \uac00 \uc7a5\uba74\uc218\uac00 478\uac1c\ub85c \uac00\uc7a5\ub9ce\ub2e4. "}, {"execution_count": 2209, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "ep_stats = sw_ds.groupby('episode').agg({ 'scene_no':np.max, 'actor':pd.Series.nunique , 'place1':pd.Series.nunique })\nep_stats.columns = ['\uc7a5\uba74\uc218(Scene)', '\ub4f1\uc7a5\uc778\ubb3c\uc218', '\ubc30\uacbd\uc218']\nep_stats.plot(kind='bar', subplots=True, figsize=(10,8))\nplt.show()", "outputs": [{"metadata": {}, "data": {"image/png": 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wLsYR8dfAGZn5qsoalCRJ6kCVrcEqZ69OAg4tk6aOOCLiFmB6Ve1JkiR1qioX\nuR8H/KBm35p6U2ONpt4BGBgYcHGoJEnqGn19fXXXe1YSYEXEZGAu8MKa5AciYlpm3ldezwBWjFVX\no442o7e3dwotnD1bsGBBzpkzZ9xHgGyEWwcHBx9tYf2Vc8w3PwMDA0Ot+P9nN/P3fPPj73n7dfOY\njzYxVNUM1huBn2TmvTVpF1MsdP9QRPSUnxdV1N5ETX/jeW/LHZ+6S0sqv4EVvOPy03LsnBN37x2r\nWPjWLwdPfLuq0znm2hL4ey6prqYDrDJ4ejfwihG35gNnRcQSim0argIWNtvextrxqbuwy/TdN1Xz\nWyTHXFsCf88l1dN0gJWZQ9TZ4TgzH6V4bChJkrRFcSd3aTPRhvVA9Pf3z2xV/bgeSNJmxABL2ny4\nHkiSOoQBlrQZcT2QJHWGSZu6A5IkSZsbAyxJkqSKGWBJkiRVzDVYkiR1gVa/KVzybd6KGGBJktQd\nWvqmsG/zVssAS5KkLtFpbwpHxACwBqh3Jt+JmfnbiHgt8L6a9L2A/5uZl0XEsccddxx9fY/vVx4R\nrwA+SBGj3AmcnJm3l/cuK8sOltdPBc7IzOPr9O2azDx0lL5fB8zOzPUT+9bjY4AlSZI21pTMfMJp\nLrUy8zvAd4avI+I/gN+Vl5PXr388vomIp1EEVy/LzPsioo/iHOODyixbUxy/N2xHYEqDpndu1KeI\nOJricetrgW+P1v+NVUmAVXb0rRRf8mHgDODfgXOBWRSDsTgz51XRniRJ6ggTelkuIt4C3JOZNzTI\n8kJgUWbeB5CZAxGxKiL2zczf1Mn/EHBQRJxf596TG/ThxcAHgGcDX42I7TPzgol8j/Go4rDnvwcO\nBl6RmQ/XpJ8GrMzMk8rrCyLi2My8sNk2JUlSR/hlRPx7g3vvzcylwxdlYPN54KM1eXquvPJKLrro\nomuBd1EETH8xop5pwL31GsjMmyPiAGDbOrf/sfYiIvYE3g/MBF6SmX+MiNcAZ0TET4CvAxeWZyw3\nrYoZrLcDFwFXRMQk4NLM/DxwFHBITb75FDNbBliSJG0GMvOEsfJExGTg3cAJwGzgveWM00eAoZe8\n5CV85CMfObDM+3vgmoj4KfDfZZk/Z+b/1Kn3UqB3jLYBfpSZHy/rWpyZc2v6vwZ4X0T8JdA/1neZ\niKYCrIjYBvgb4AeZeXhETAEuioj7gKmZubom+y20/vVSSZLUYuVTqleNI+ufgKnAMuDAzLwfOD4i\nXk6xhGjQnVdpAAAgAElEQVQDmXlPuSj+Q8DeFMuN/r5exZn5+hF9ehJFAHVAg/yfbNTJzFwJnDeO\n7zNuPUNDGz8TFhF/ASzLzD1q0voopuD6MnNGTfqTgKWZ+YQBHTYwMFDJtNxIg4OD3LD3io5682K8\nVt16F/vdtie9vaMG6R3HMW8/x7z9HHO10+DgIP82+Ve0cpuGg9ftX/nvxIMPPsj222/PqlWrWLx4\nMbfffjvr1q1jjz32YK+99mK33Xbj2c9+9gZlli1bxowZM5g6deoG6fPnz+eEE05gt912A+D222/n\n/POL5VdDQ0OsXLmSpzzlKQDssssuzJ1bTFZ997vf5frrr9+grjvuuIOnPvWpG6RNmzaNU045ZULf\nr6+vr6deerMB1iTg9sx8ak3acylex9wXOGR4oVpEzKJ4lfKVjeobGBgYatTRZvT29s58x+WnZbf+\nEfziyz8Vg4ODXbUviWPefo55+znmm59W/TtUhU7caLTm3/y9eXyrhgeAL2fmpTX5/gK4kmL91U+B\ntRSPCz/9kY985PnHHHNMz4h6zwfOzcyBEenfptim4c5x9O2mzHzmKPd/CRyUmRu9sepovy9NPSLM\nzPURcW1EvC0zvxwRWwGnULzyOBM4FfhQRPSUnxc1054kSVuqMvDpmIA4IrYFvgn0Z+Zva9J3AxZF\nxGBmDi+A/1vgmsz8Xk0VP4uIz1x33XXfOuaYY8bVZma+bkQfZgJXAE9YowUM1EkbqWXBdBWL3N8J\nfDkiji2vv52Zl5Trsc6KiCUU2zRcBSysoD1JkrTprQH+DDw3Iu7l8fVW+5f/e3dN3muBj0TEK4Gf\nAeuA5wHvmj17dr26bwO+ERH317l3bmZeVH5eSxFjjNwstAfYOyKeURv8jbC2TrnKNB1gZeafgCPr\npD8KzH1iCUmS1O0yc11EvBB4C/AlYFeKgGsZcGxm/q4m758i4tXAO8qfrYHfAG+bOXPmr+vU/THg\nY+Pow0a/QNdoMXxV3MldkiRtlMy8h2IbpvnjyHsHcNrI9IGB8TzJ6z4T2oFVkiRJYzPAkiRJqpgB\nliRJUsVcgyVJkhpq9f5bCxYsoL+/f2ar6meCe3tVxQBLkiSNZvobz3tbtmoH+RtYwTsuPy1bUfe9\nd6xi4Vu/HGyC/cMMsCRJ0qh2fOouXXkk1KbkGixJkqSKGWBJkiRVzEeEkqSu4YJrdYumAqyI+Crw\nXODeMmkN8LKy3nOBWRRnBC3OzHnNtCVJEi64VpdodgZrEvDuzLymNjEi3g+szMyTyusLIuLYzLyw\nyfYkSVs4F1yrGzS7Bms98OGIuCYiFkfES8r0o9jwXKL5wNFNtiVJktQVmp3BmpOZjwJExNOAf42I\n1wNTM3N1Tb6NPu1akiSp2/QMDQ1VVllEvJdiHdbJmTmjJv1JwNLMnDVa+YGBgeo6U2NwcJAb9l7R\nlVPKq269i/1u25Pe3t5N3ZUJcczbzzFvP8e8/Rzz9nPMR9fX19dTL73qtwgnAfcBD0TEtMy8r0yf\nAawYTwWNOtqM/v7+ma1atNgOc+bMicHBwa5aFOmYt59j3n6Oefs55u3nmDc22sRQU2uwImK7ms97\nU6yzugK4GDi1TO8pPy9qpi1JkqRu0ewM1scj4gCKx4KPAidl5h8jYj5wVkQsodim4SpgYZNtSZIk\ndYWmAqzMfF+D9EeBuc3ULUmS1K08KkeSJKliBliSJEkVM8CSJEmqmAGWJElSxQywJEmSKmaAJUmS\nVDEDLEmSpIoZYEmSJFXMAEuSJKliBliSJEkVa/YsQgAiYhpwNXB9Zp4UEdsA5wKzKM4iXJyZ86po\nS5IkqdM1PYMVET3AOcAXeDxgOwVYmZmzM7MP6I2IY5ttS5IkqRtU8YhwHvAt4OaatKOA+TXX84Gj\nK2hLkiSp4zUVYEXEEcDkzLxixK2pmbm65voWYHozbUmSJHWLnqGhoY0qGBF7AZ8ETsjMoYg4DDg+\nM0+MiJszc0ZN3icBSzNz1mh1DgwMbFxnxjA4OMgNe69gl+m7t6L6llp1613sd9ue9Pb2buquTIhj\n3n6Oefs55u3nmLefYz66vr6+nnrpzSxyfx2wN3B5RADsTLHW6lLgzxExLTPvK/POAFY009Fm9Pf3\nz3zH5adl1fW2y5w5c2JwcHD5pu7HRDjm7eeYt59j3n6Oefs55o2NNjG00QFWZp4NnD18HRGHUsxm\nnRgRHwROBT5ULoI/FVi0sW1JkiR1kyr3wVoLrCk/zwd2jIglwM8pFsAvrLAtSZKkjlXJPlgAmbkU\nWFp+fhSYW1XdkiRJ3cSd3CVJkipmgCVJklQxAyxJkqSKGWBJkiRVzABLkiSpYgZYkiRJFTPAkiRJ\nqpgBliRJUsUMsCRJkirW9E7uEXEmcBCwHtge+EZmfiEitgHOBWYBk4HFmTmv2fYkSZI6XRUzWKdn\n5iGZeRhwKHBCRARwCrAyM2dnZh/QGxHHVtCeJElSR2s6wMrMB2ou9wEeBFYCR1Ec+jxsPnB0s+1J\nkiR1ukoOe46I7wH7A0PAyzPzvoiYmpmra7LdAkyvoj1JkqRO1jM0NFRZZRHxHODLwCHAjZk5o+be\nk4ClmTmrUfmBgYHqOlNjcHCQG/ZewS7Td29F9S216ta72O+2Pent7d3UXZkQx7z9HPP2c8zbzzFv\nP8d8dH19fT310iuZwRqWmcsi4g7g2cADETEtM+8rb88AVoxVR6OONqO/v3/mOy4/Lauut13mzJkT\ng4ODyzd1PybCMW8/x7z9HPP2c8zbzzFvbLSJoabWYEXEpIiYUnO9P7AvsBy4GDi1TO8pPy9qpj1J\nkqRu0OwM1p7AJRHxELAOuB84MjNXR8R84KyIWEKxTcNVwMIm25MkSep4TQVYmXkbMLvBvUeBuc3U\nL0mS1I3cyV2SJKliBliSJEkVM8CSJEmqmAGWJElSxQywJEmSKmaAJUmSVDEDLEmSpIoZYEmSJFXM\nAEuSJKliBliSJEkVa/YsQiLidOBgYAjoAeZk5k0RsQ1wLjCL4izCxZk5r9n2JEmSOl0VM1gXZuah\nmXkYcAZFUAVwCrAyM2dnZh/QGxHHVtCeJElSR2s6wMrM39ZcLqup8yhgfs29+cDRzbYnSZLU6ape\ng/UB4Mzy89TMXF1z7xZgesXtSZIkdZyeoaGhSiqKiOOBvTLzk+X1zZk5o+b+k4ClmTmrUR0DAwPV\ndGaEwcFBbth7BbtM370V1bfUqlvvYr/b9qS3t3dTd2VCHPP2c8zbzzFvP8e8/Rzz0fX19fXUS296\nkTtARBwHTM/Mj9ckPxAR0zLzvvJ6BrBirLoadbQZ/f39M99x+WlZdb3tMmfOnBgcHFy+qfsxEY55\n+znm7eeYt59j3n6OeWOjTQw1/YgwIt4K7D0iuAK4GDi1zNNTfl7UbHuSJEmdrqkZrIiYDZwN/GdE\nvLBMHgJeTbGo/ayIWEKxTcNVwMJm2pMkSeoGTQVYmfkLYIdRssxtpn5JkqRu5E7ukiRJFTPAkiRJ\nqpgBliRJUsUMsCRJkipmgCVJklQxAyxJkqSKGWBJkiRVzABLkiSpYgZYkiRJFTPAkiRJqlhTR+UM\ni4jpwLeA72XmGWXaNsC5wCyKswgXZ+a8KtqTJEnqZE3PYEXEHsAXgEvZMGA7BViZmbMzsw/ojYhj\nm21PkiSp0zUdYGXmnZn5CuCPI24dBcyvuZ4PHN1se5IkSZ2ulWuwpmbm6prrW4DpLWxPkiSpI/QM\nDQ1VUlFEHA9Mz8yPl9c3Z+aMmvtPApZm5qxGdQwMDFTTmREGBwe5Ye8V7DJ991ZU31Krbr2L/W7b\nk97e3k3dlQlxzNvPMW8/x7z9HPP2c8xH19fX11MvvZJF7g08EBHTMvO+8noGsGKsQo062oz+/v6Z\n77j8tKy63naZM2dODA4OLt/U/ZgIx7z9HPP2c8zbzzFvP8e8sdEmhlr5iPBi4FSAiOgpPy9qYXuS\nJEkdocoAay2wpuZ6PrBjRCwBfg7cDCyssD1JkqSOVNkjwsy8aMT1o8DcquqXJEnqFu7kLkmSVDED\nLEmSpIoZYEmSJFXMAEuSJKliBliSJEkVM8CSJEmqmAGWJElSxQywJEmSKmaAJUmSVDEDLEmSpIpV\ndlROPRGxF3AeMA2YAszPzG+2sk1JkqRNrdUzWF+hCKoOAA4H5kXE01rcpiRJ0ibVsgArInYFds7M\nnwBk5mrga8CRrWpTkiSpE7TyEeF04JYRaTcDLx2tUG9v760j0wYHB6ePN2+j/PfesYoLTvhC3TaP\n+/o766Z3Qv5771j12OeJfN9OyF/bd+iM8RxP/led/oa66Zt6PMeRf6tvHPc5jr/g5HrZO3r8169b\nB3B1b2/v2g4az/Hk3+obx32OSZMnP5beCeM5nvzfOO5zUI55bXo3jL9/z9uf37/n9fN///vfr1s/\nQM/Q0FDDm82IiOcC8zLzqJq0VwAvzsx31SszMDDQms5IkiS1QF9fX0+99FbOYK0AZoxI2we4vVGB\nRp2UJEnqJi1bg5WZfwJWRcSLACJiGvAm4JJWtSlJktQJWvaIECAi9gC+RLFNw9bAP2XmZS1rUJIk\nqQO0NMCSJEnaErmTuyRJUsUMsCRJkipmgCVJklQxAyxJkqSKGWBJkiRVzABLUleJiH+OiP7y828j\nYuoEyi6PiKeMkWdxRMxutp+Stmyt3MldkjZKRNwMHJiZfyyv/wF4YWa+heLv1vDfrm2GP0fEecDB\nNdX0AHsAf5OZWaZtXf40aveZwOFAH/CLyr6QpC2OAZakTjQJmDzK9RNk5ltrryNiJ+AO4DsRsa5M\n3qNR+YjYFbgYeAfw7ohYnpk/2Yi+S5KPCCV1rJ4Gn8frXOCUzHxmZu6XmfsBd9bLGBEHAr8EvpqZ\n5wGvBM6KiE9P5BGkJA1zBktSp7osIh4tP+8GXFtzr2HAFRGTgHOAqcCXR2sgIvYHPkFxMP0JmXkN\nQGbeEhEHAO8HboqIq4G3ZeZDG/tlJG1ZDLAkdarXZuadABFxDPCiMr0H+GxEnA701haIiGcAC4CV\nwOuBL0bE39VkGfmIcCvg/Mz8zsjGM/NB4KMR8SngUIMrSRNhgCWp2wwBJ2fmZRHxB4CI2Br4F2AW\n8LHM/FaZd05tweH8wzLzOuC60RrLzEeAH1fUd0lbCAMsSZ1q3GuwMnNNRHwFuDozRzvBfhnwAEBE\nzAXeOYH+DAEHZ+aqCZSRtIUywJLUif4AXBMRw4/ldga+NFqB4Tf+IuLJwKnAq4ApFMHZI8C/AicN\nB0iZeS7FQvgNRMRi4MzMvLqaryJpS2SAJanjZOYLNqZcucD9J8CVwGGZeV+ZvhMwF1gaEbPKx36j\n2Zi3FiXpMQZYkjYnTwGemZkb7MSemfcAn4yIo4FnAP81Rj2jPWaUpDEZYEnqNmvKn3ruBG6MiA8C\nn8vM+wHKvayGNyK9qfVdlLSlqyzAiohpwNXA9Zl5UkQcR7G/zK012d6Tmb+qqk1JW54RO7Y/DKyt\nuTcUEUcA76NYw1W7BuuHwCGZ2Sg4G7a2tk5J2hg9Q0PNz4RHRA/wNeDfKN6yOTEijgemZ+bHm25A\nkiSpi1Q1gzUP+BbwII8ftroeeE25yd92wLcz8+yK2pMkSepYTZ9FWE7HT87MK0bcWpSZz8nMI4CX\nAYdExJubbU+SJKnTNTWDFRF7AccCJ5RJj73anJm16yLuj4gzgNOArzaqb2BgwDd3JElS1+jr66u7\nrUuzjwhfB+wNXB4RUGwG2BsRl2Tm34/IOxlYvbEd7WQDAwND3djvbuaYt59j3n6Oefs55u3XzWM+\n2sRQUwFWuabqsXVVEXEoxYn0J0bEdsOHo0bEDsAHgc83054kSVI3qHofrLU8vj/NqyPiZIrXoycD\nX8zMxRW3J0mS1HEqDbAycymwtPz8TeCbVdYvSZLUDZp+i1CSJEkbMsCSJEmqmAGWJElSxQywJEmS\nKmaAJUmSVLFK3iKMiGnA1cD1mXlSRGwDnAvMotiiYXFmzquiLUmSVK3e3t4pwPQWN3Pr4ODgoy1u\no2M0HWBFRA9wDvAFHj/o+RRgZWaeVOa5ICKOzcwLm21PkjpFq/9RWrBgAf39/TNbVT9b2D94GtX0\ni044NvfcaceWVL7inns55usXBrC8JQ10oCpmsOYB3wIe5PEA6yjgkJo884EzAAMsSZuTlv6jxPIb\nWfKeudmKqrfEf/A0uj132pEZu+66qbtBREwFLsvMF5XXhwD9wAeAH2XmCyPix8CrKZ6UnV1TfGfg\n25l5Wln2l5n5Nw3aOQr4q8z8dCu+R7OHPR8BTM7MK8pjcoZNzczacwdvofVTj5LUdp3yj5K0GZlE\nsbxoWE95PQmYUqZtDfRk5n8ABwxnjIi/Z8MJnm3rNRAR21I8bXsoIj6TmWvq5WvGRgdYEbEXcCxw\nQplUe1BjvcMP129sW5IkqetN7+3tfULiyEfhkydPfvK22267XW9v70yAbbfdds9Jkybt+NBDD+2z\n/fbbb9fb2ztzhx122O6hhx7ap7e39+HaunbYYYdjgafPnDlzWZn05N7e3im1j8LL85EvAC4CbgW+\nGxEnZuZdVX7ZnqGhhgdBjyoi3kMxPfdQmbQz0Av8B/B04JDMvK/MOws4IzNfOVqdo51KLUmdZnBw\nkGctv7ErZ7Buvvtubpz5LOr9g6ctT6t/l2+++25W3HMPe+6005h5//zII5z4zUuZXuZ9YM0a9t/j\nKZw4u4/Tfngl8/tfzrx//REfe+mL2Harx+eJ/vvO/+H8Xw5wVv8r6Okp5nzecvFlvOfDH6a3t5eh\noSF+8Ytf8IMf/IAXvehFHHbYYQD87ne/Y+HChTz96U/n8MMP5ylPecqEvltfX19PvfSNDrBGKh8R\nnpCZJ0bEB4HtMvND5SL4C4ArMvOi0eoYGBgYatTRZrRhIWrOmTMnWlU/LkR9glb9rqgxx/yJent7\nZy55z9zs1gDrkLPPjcHBQddg1dhSf89b/bt88913A4wrgFv98MO889vf44JjjgbgF7ev4Krlv+e9\nhx3MAZ/7Ivvssgu/X7WKn//fOWy39dYA/OR3v+dzS5byyZe9mE//5GeP1XXn6tX87s7/icHBweUR\nsS9wInBWZq4c2W657OnB8lzlcRnt96XKw57XAsPPMOcDZ0XEEornplcBCytsa6JciCpJUpeL3XZj\n4XH/wHEXXQzA8j/9ibN+9nO233pr/uWNRzNtu21ZeNw/PJb/xV/6ymOfM/M3wPsa1Z2Zi6vsa2UB\nVhnxLS0/PwrMraruKrgQVZKkztdDD+vWP75se+269dSbIhoaGuKeBx/iXYccxMzdduU7N9zIv93y\nB/73wYfYbYcdeMHTZ/Dcp/Zy44o7iIi/BC5jw/XiOwJPBlaMqPrMzPx+s9+jyhksSZLUpVbcc29L\n6x7vU6QdtpnCDlOmcPQ3ilVFPT09nDj7eU/I19PTw/P33guA0374I3bZYXvmvfAwdt1hB+68bzX/\nct31PLpuHQDlI8EDa8tHxCuAg4a3dKiaAZYkSbq1XI5Sz/SLTjjmyvEsUG9kz512ZM8dxxdgTerp\n4Z+Pft0T0h9Zu7ZhmX+/9TZ++s63PXa998478aEjXsDBn//SaE31QN3JsUoYYEmStIUrX6Squ9a3\nt7eXPXfaaZMvs+np6WHKVsX2WFMmT2ZSz+Ox0YFPm85nl/ycNzxnf3befjtW3n8/F1y3jAOm78Uf\n/vjHRlWuK39awgBLkiR1vCmTJ/P1fzgKgK++4fUb3PvES4/gOzfcyBlXXc09Dz7Erjtsz4tmPp1n\n7L4rC//zl3Xry8wrgCta1V8DLEmS1NUmT5rE62ftx+tn7bdB+vD2EJvCpE3WsiRJ0maq6RmsiDgT\nOIjiKJztgW9k5hci4jjgExTb0A97T2b+qtk2JT1RGzbU3eA4ixZwQ11Jm40qHhGenpkPAETEdsCS\niLiKYnbs65n58QrakDQ2N9SVpA7RdIA1HFyV9gEeBP6HYkbrNRHxd8B2wLcz8+xm25PUmBvqSlJn\nqGSRe0R8D9gfGAJekZmrI2JRZl5Q3n8y8C8RsTozv1pFm5IkSZ2qssOeASLiOcCXgUMy8+ER954H\nnJaZRzYqPzAwUF1nanjivbYE/p63n2OuLYG/56Nrx2HPZOayiLgDeDZw3Yjbk4HVY9XRilPM+/v7\nZ7Zq7Ug7zJkzxxPvR9hST7wfjb/n7eeYb3782/JE/p43NtrEUFPbNETEpIiYUnO9P7AvkOWC9+H0\nHYAPAhc1054kSVI3aHYGa0/gkoh4iGK7+fuBIzPz/og4OiLeBTxCMXv1xcxc3GR7kiRJHa+pACsz\nbwNmN7h3MXBxM/VLkiR1I3dylyRJqpgBliRJUsUMsCRJkipmgCVJklQxAyxJkqSKGWBJkiRVrOmd\n3CPiTOAgisOdtwe+kZlfiIhtgHOBWRT7YC3OzHnNtidJktTpqpjBOj0zD8nMw4BDgRMiIoBTgJWZ\nOTsz+4DeiDi2gvYkSZI6WtMBVmY+UHO5D/AgsBI4Cphfc28+cHSz7UmSJHW6Sg57jojvAfsDQ8DL\nM/O+iJiambWHO98CTK+iPUmSpE7WMzTU8CDoCYuI5wBfBg4BbszMGTX3ngQszcxZjcqPdip1MwYH\nB3nW8huZseuurai+pW6++25unPksent7N3VX1OH8PW8/x1xbAn/PR9fX19dTL72SGaxhmbksIu4A\nng08EBHTMvO+8vYMYMVYdTTqaDP6+/tnLnnP3Ky63naZM2dODA4OLt/U/egkAwMDQ634Xelm/p63\nn2O++fFvyxP5e97YaBNDTa3BiohJETGl5np/YF9gOcVBz6eW6T3l50XNtCdJktQNmp3B2hO4JCIe\nAtYB9wNHZubqiJgPnBURSyi2abgKWNhke5IkSR2vqQArM28DZje49ygwt5n6JUmSulGla7AkSWql\n3t7eKbTwjfQFCxbQ398/s1X1A7cODg4+2sL61SEMsCRJ3WT6RSccm3vutGNral9+I61a0L3inns5\n5usXBsU6ZW3mDLDUEv5XpqRW2XOnHbtyywBtWQyw1Cr+V6Yk6f9v796D7arqA45/LwRIDBJs08dw\nW4hNJz8kUh7XBmjloRSqxrlAZEKrYFoZcG6LQIoPntMJiK/wsDVYJ0gThpdQtAVbpwULJUhH+KOJ\n0wb5pRMKxENFUuVRoCQht3+cDZxc7rnkevbe59x7v5+ZO+y91jprrfz+uPzO2vuuNWWZYKkyfsuU\nJE1VHSdYEfFZ4Eiax+T0AUOZ+XBEnAZcCjzW0nxpZq7rdExJkqReVsYK1o2ZeTFARBwPrADeS3Pv\nq9WZuayEMSRJkiaMjhOszHyk5XYtzcQKmhuPnhgR7wZmAN/MzKs7HU+SJKnXdXRUziguAD5XXN+S\nmYdk5nHA+4GjIuL0kseTJEnqOX3Dw23PKRyXiFgC7JuZl7WpfxdwYWYuatfHWIcmdsKTwOtnzOtn\nzOtnzOtnzOtnzMfW7nDwUv6KsHihfc6bvG+1K/Dcm/VVxSnmngReP2NeP2NeP2NeP2NeP2Pe3lgL\nQx0/IoyIM4H9RiZXETGj5XomcBFwU6fjSZIk9bqOVrAiYgFwNfBgRBxbFG8HTgI+EBFnAy/TXL36\nambe3cl4kiRJE0FHCVZmPgTMbFP9jeJHkiRpSin7rwglSZKmPBMsSZKkkplgSZIklcwES5IkqWQm\nWJIkSSUzwZIkSSpZxzu5R8RngSOBYaAPGMrMhyNiD2AFcBDNfbDuzszzOx1PkiSp15WxgnVjZh6d\nmccAl9NMqgDOA36cmQsycwDoj4hTSxhPkiSpp3WcYGXmIy23a1v6XAwsb6lbDpzS6XiSJEm9rux3\nsC4APl9c75WZrYc7PwrMKXk8SZKkntM3PNz2IOhxiYglwL6ZeVlxvzEz57bU7wk8kJkHtetjrFOp\nO9FoNJi/YT1zZ8+uovtKbdy8mfXz5tPf39/tqYyLMa+fMa+fMa+fMa+fMR/bwMBA32jlHb/kDhAR\npwFzMnNZS/ELETErM58t7ucCm96sr3YT7cTg4OC8NUvPyrL7rcvQ0FA0Go0N3Z7HeBjz+hnz+hnz\n+hnz+hnz9sZaGOr4EWFEnAnsNyK5ArgV+FTRpq+4vqXT8SRJknpdRytYEbEAuBp4MCKOLYqHgRNo\nvtR+VUSsoblNw3eBmzsZT5IkaSLoKMHKzIeAmWM0OauT/iVJkiYid3KXJEkqmQmWJElSyUywJEmS\nSmaCJUmSVDITLEmSpJKVtdHoHOA24I7MvLwoOw24FHispenSzFxXxpiSJEm9quMEKyL2Aa4Bbgdm\ntFTtAqweZQNSSZKkSa3jR4SZ+WRmLgSeGlG1HTgxIu6OiO9FxNJOx5IkSZoIqnwH65bMPCQzjwPe\nDxwVEadXOJ4kSVJPqCzBysxtLdfPA5cDC6saT5IkqVf0DQ+3PQh6XCJiCTCn3TtXEXEYMJSZf9Su\nj7FOpe5Eo9Fg/ob1zJ09u4ruK7Vx82bWz5tPf39/t6cyLsa8fsa8fsa8fsa8fsZ8bAMDA32jlZfy\nV4SjiYgZmflScT0TuAj4ypt9rt1EOzE4ODhvzdKzsux+6zI0NBSNRmNDt+cxHsa8fsa8fsa8fsa8\nfsa8vbEWhspMsLYBW1vuByPiHOBlYFfgq5l5d4njSZIk9aTSEqzMvGnE/a3ArWX1L0mSNFG4k7sk\nSVLJTLAkSZJKZoIlSZJUMhMsSZKkkplgSZIklcwES5IkqWSlbNMQEXOA24A7MvPyomwPYAVwEM19\nsO7OzPPLGE+SJKmXdbyCFRH7ANcAt7NjwnYe8OPMXJCZA0B/RJza6XiSJEm9ruMEKzOfzMyFwFMj\nqhYDy1vulwOndDqeJElSr6vyHay9MvO5lvtHgTkVjidJktQT+oaH255TOC4RsQSYk5nLivuNmTm3\npX5P4IHMPKhdH2MdmtgJTwKvnzGvnzGvnzGvnzGvnzEf28DAQN9o5WUe9jzSCxExKzOfLe7nApve\n7LxJGxkAAAkMSURBVEPtJtoJTwKvnzGvnzGvnzGvnzGvnzFvb6yFoSofEd4KfAogIvqK61sqHE+S\nJKknlJlgbQO2ttwvB/aOiDXA94CNwM0ljidJktSTSntEmJk3jbjfApxVVv+SJEkThTu5S5IklcwE\nS5IkqWQmWJIkSSUzwZIkSSqZCZYkSVLJTLAkSZJKVuVO7kTEdcChwDNF0VbgA5m5rcpxJUmSuqnS\nBIvmCtm5mXlfxeNIkiT1jKoTrO3AJRFxKbAFuCIz/6niMSVJkrqq6gRrqNjRnYh4O/D3EXFyZv6w\n4nElSZK6pm94uO1B0KWLiE8CWzLzL0erH+tU6k40Gg3mb1jP3Nmzq+i+Uhs3b2b9vPn09/d3eyrj\nYszrZ8zrZ8zrZ8zrZ8zHNjAw0DdaedUrWCPtCjw7VoN2E+3E4ODgvDVLz8qy+63L0NBQNBqNDd2e\nx3gY8/oZ8/oZ8/oZ8/oZ8/bGWhiqdJuGiJjRcr0fsBj4xyrHlCRJ6raqV7CWRcQRNLdn2AKckZlP\nVTymJElSV1WaYGXmp6vsX5IkqRe5k7skSVLJTLAkSZJKZoIlSZJUMhMsSZKkkplgSZIklazSvyKM\niH2BlcAsYHdgeWZ+o8oxJUmSuq3qFayv00yqjgDeA5xfnEkoSZI0aVWWYEXEbOAXMvOfATLzOeCv\ngUVVjSlJktQLqnxEOAd4dETZRuB9Y32ov7//sZFljUZjzs62bdd+08+eYfF114865m2nLxm1vBfa\nb/rZM69dj+ff2wvtW+cOvRHPnWl/5aITRi3vdjx3ov20RStX8a0z/3i05j0d/22vbAe4p7+/f1sP\nxXNn2k9btHIV03Z9/btqL8RzZ9ovWrkKipi3lk+E+Pv7vP72/j4fvf2dd945av8AfcPDbc8p7EhE\nHAqcn5mLW8oWAsdn5jmjfWasQxMlSZJ6zcDAQN9o5VWuYG0C5o4o+03giXYfaDdJSZKkiaSyd7Ay\n82ngfyLi9wAiYhbwMeBvqhpTkiSpF1T2iBAgIvYBvkZzm4bdgCsy81uVDShJktQDKk2wJEmSpiJ3\ncpckSSqZCZYkSVLJKj0qZzKKiItoH7etmfm5Oucz1UXEXsUmtipZRMwDfpyZz0XEdOCdQGbm812e\nmqQJKiLek5n3FtenAR8EhoFvZuak+iM4V7DG7wTgJeCxUX4e786UJreIOCAi7omI+yLi90dU/11X\nJjXJRcSfAjcB346I+cAa4ELgoYh4R1cnN4VExKT6H06viYhpLdfviIizI2JJRPxKN+c1yV0IEBGf\nAAaBLxU/J0bEud2cWNlcwRq/xcA1mbmw2xOZQv4KuBxYC1wQEQsy87Kizr3TqrEEOIrm3nX/AJyU\nmWsj4mDgCzS/aKhEEXEtb/ydfERErKK5On5mF6Y12X0HOL744nYVsAr4VeA7EXFGZv5bV2c3OU0v\n/nsycFxmbgGIiCXAvcCXuzWxsrmCNU6Z+RhwRrfnMcUMZ+Zdmfl0Zv4Z8ERE/Hm3JzXJvZiZL2Xm\nvwN9mbkWIDPXAW/t7tQmrUOB+4HVxc/1QKPlWuXbrfjvJ4EPZuYVmflFmmfm+rpHNbYUrxxsfzW5\nAsjMbWN8ZkIywfo5ZOaT3Z7DFLPDKlVmXg88GhEX03x2r/K1/m5YN6Ju1zonMoW8FzgSeEtm3peZ\n/wL8tLh+oLtTm/R2z8z/evUmMx8Hdu/ifCazlcAVwA2tjwQj4uPA012bVQVMsDQR3B8R+7cWZOYN\nwE+Aw7ozpUnvgYiYCZCZrz0OjIjdgRldm9UklpnP0jzt4uCIuDgifPxdvb0j4mhg6yh1u41Spg5l\n5q3AfcBHgEsj4smI+BFwLPDxrk6uZG40qgmteB/roW7PY6qIiF2AXy++4asiEXEccCqwX2Ye0+Xp\nTFoRcR3NhYbtwFDL+0AzgGWZ+eluzm+yi4g9gL2BpzNze7fnUzYTLEnqQRGxL/ChzLy623ORNH4m\nWJIkSSXzHSxJkqSSmWBJkiSVzARLkiSpZCZYkia8iDgxIv6kgn6vjYjfKbtfSZOfR+VImvAys6oz\nKafhfkiSfg6uYEmSJJXMFSxJPSMi9qR5uPdv0zwG6euZeWVErAT+Ffgo8DaaxyctycwfFJ/7MHBY\nZp4TEbOAG4FfA14BVmTm6mJn9EuA04ryBvCJzHy46KMPWAacSPM4oDXAHiPmdyHNg7CHi/kMZebL\nVcVD0sTlCpakXnIl8GBm7g8cAgxGxDE0H9N9BvhoZh4CLAW+HRGvfkncjdfPjjsXuDszD8nMd2Xm\n6pbyw4HfKvr/fNHH9KL+VODdwILMnA88DJxMcd5lRPwhcCBwQPH5zcAFFcRA0iRggiWpJ0TEW4Gj\nM3MFQGb+H7ACWFw0uS4zf1TU3Qv8ADiuqGs9t28aI1aeCktprji9VPTxXeB+4MNF/SnAF4txycyv\nAE+0fP5s4DOZ+Upxv7xlbpK0Ax8RSuoVc4F9ImJtS9nuwIPF9foR7dcDvzFKP38B3BwRvwtcnJn/\nUTw2nDbKGYrfB95ZXO8LPDKifl3L9f7AHRHRWu+XVEmjMsGS1CumA+sz84iRFRGxitcfAba2f3Fk\n28zcDBwfEcfTfAR4LnBPmzF3AbYW19vZcSUMdvwdOR043HeuJO0Mv31J6hWPAhERM9rUHzji/mDg\nh8X1Gw5Vzcy7gI8AF2Tm88CLEfH2Ec0O5/VVqv8EDni1oni/a0FL243AoTvx75AkEyxJvSEzf0Lz\nceDyiNgFICJ+OSL2oLmy9LGImFOUDwKzMvP7xcdfW3mKiLe1dHsgsKm4/jLwtYiYWbR7H80E6/ai\n/lrg/Ih4S3F/CTu+y3UDcMWr/UfE9Ij4pY7/4ZImJR8RSuolf0AzEVofES8BzwMn0Vyhuormu1W/\nCPwUGGz53MvFD8BFEfEh4H+B/wZOB8jMFcU2EGsjYjvwOLAwM7cW9XdFxEHAuoh4AbgL+Ftef4T4\nJZrbN9wfEVuL8vOAp8sPg6SJrm94+A0r65LUU4p3sFZn5n3dnosk7QwfEUqaCF4BtnR7EpK0s1zB\nkiRJKpkrWJIkSSUzwZIkSSqZCZYkSVLJTLAkSZJKZoIlSZJUMhMsSZKkkv0/KeLsF81F5QMAAAAA\nSUVORK5CYII=\n", "text/plain": "<matplotlib.figure.Figure at 0x12f5ae550>"}, "output_type": "display_data"}]}, {"metadata": {}, "cell_type": "markdown", "source": "### episode\ubcc4 INT/EXT Scene \ube44\uc728 \n"}, {"execution_count": 2210, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "tmp_ds = sw_ds.groupby(['episode','type']).agg({'scene_no': pd.Series.nunique }).reset_index()\ntmp_ds = tmp_ds.pivot(index='episode', columns='type', values='scene_no')\ntmp_ds['\uc2e4\ub0b4\uc7a5\uba74'] = tmp_ds.INT*100 / (tmp_ds.EXT+tmp_ds.INT)\ntmp_ds['\uc2e4\uc678\uc7a5\uba74'] = tmp_ds.EXT*100 / (tmp_ds.EXT+tmp_ds.INT)\ntmp_ds[['\uc2e4\ub0b4\uc7a5\uba74','\uc2e4\uc678\uc7a5\uba74']].plot(kind='bar', stacked=True, figsize=(10,4))\nylabel('\ube44\uc728(%)')\nplt.show()", "outputs": [{"metadata": {}, "data": {"image/png": 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"text/plain": "<matplotlib.figure.Figure at 0x14c90f390>"}, "output_type": "display_data"}]}, {"metadata": {}, "cell_type": "markdown", "source": "### \uc601\ud654\uac00 \uc5b4\ub5a4 \uacf3\uc5d0\uc11c \uac00\uc7a5 \ub9ce\uc774 \uc804\uac1c \ub418\uc5c8\ub294\uac00? ( Scene Place \ud1b5\uacc4 ) \n * \uc804\uccb4 \uc601\ud654 \ubc30\uacbd"}, {"execution_count": 2211, "metadata": {"trusted": true, "collapsed": false, "scrolled": false}, "cell_type": "code", "source": "place_stat = sw_ds.groupby(['place1']).agg( { 'scene_no': pd.Series.nunique, 'script': len, 'episode': lambda x: stats.mode(x)[0][0] } )\nplace_stat.columns = ['\uc7a5\uba74\uc218','Episode','\ub300\uc0ac\uc218'] \nplace_stat.sort(['\uc7a5\uba74\uc218'], ascending=False).head(30)['\uc7a5\uba74\uc218']\\\n .plot(kind='bar', title = '\uc804\uccb4 Episode\uc758 \uc601\ud654\ubc30\uacbd Top 20', figsize=(10,4) )\nplace_list = place_stat.sort(['\uc7a5\uba74\uc218'], ascending=False).head(20).sort(['Episode']).index.values.tolist()", "outputs": [{"metadata": {}, "data": {"image/png": 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emY/d2rj7NfQoJWBmZma2Opk3Pj4+8A6SHghcERGbNY4tBA4DFkbEVo3jGwDfi4ht+rW3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"text/plain": "<matplotlib.figure.Figure at 0x14e9578d0>"}, "output_type": "display_data"}]}, {"metadata": {}, "cell_type": "markdown", "source": " * episode\ubcc4 \ubc30\uacbd \ube44\uc728"}, {"execution_count": 2212, "metadata": {"trusted": true, "collapsed": false, "scrolled": false}, "cell_type": "code", "source": "place_stat = sw_ds.groupby(['episode','top_place']).agg( { 'scene_no': pd.Series.nunique, 'script': len } ).reset_index()\nplace_stat = pd.pivot_table( place_stat,index='episode', columns='top_place', values='script', aggfunc=np.sum )\\\n .fillna(0)\n\nplace_stat.plot(kind='barh', stacked=True, figsize=(15,10) )\nplt.show()", "outputs": [{"metadata": {}, "data": {"image/png": 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3yBWPBg7Nx5A0GLgb2CPX7tMU4zGyTWD+0NQYJT0K1AJ7NXIdvXOf+wDrAR80FbsBp5Al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"text/plain": "<matplotlib.figure.Figure at 0x12dfded68>"}, "output_type": "display_data"}]}, {"metadata": {}, "cell_type": "markdown", "source": "### \ubc30\uacbd Top20\uc758 \uc601\ud654\ub0b4 \ubd84\ud3ec\ub3c4 "}, {"execution_count": 2213, "metadata": {"trusted": true, "collapsed": false, "scrolled": false}, "cell_type": "code", "source": "x_index = sw_ds.groupby('episode').max()['sequence'].values.tolist()\nx_label = ['Ep-1','Ep-2','Ep-3','Ep-4','Ep-5','Ep-6']\n\ndef drawVlinePlot(x, t):\n ax = plt.figure(figsize=(10,1.5))\n vlines(x, [0], 1, alpha=0.7, linewidth=1.5, color='k')\n vlines([np.median(x)], [0], 1, alpha=1, linewidth=2, color='r')\n plt.xticks(x_index, x_label)\n plt.yticks([])\n size = len(x)\n #ylabel('{0}'.format(size))\n title(t)\n show()\n\ntotal = sw_ds.count()[0]\nfor place in place_list:\n tmp_place_ds = sw_ds[sw_ds.place1==place][['sequence','scene_no']]\n x = [0]+tmp_place_ds.sequence.apply(lambda x: x+random.random()*0.001).values.tolist()+[6000]\n p = \"{p} ({n}%)\".format(p=place, n=round((tmp_place_ds.count()[0]*100./ total),1))\n drawVlinePlot(x,p)", "outputs": [{"metadata": {}, "data": {"image/png": 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8yg+NG4DnRMTbaH44HpGZa+auytNn4Fl4PhERnS7FizLzCODxwNGZ+eaI2Bz4SkR8BUjg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\nJEnVM/BIkqTqGXgkSVL1DDySJKl6/w9aUHWDgwNplwAAAABJRU5ErkJggg==\n", "text/plain": "<matplotlib.figure.Figure at 0x14c65a710>"}, "output_type": "display_data"}, {"metadata": {}, "data": {"image/png": 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"text/plain": "<matplotlib.figure.Figure at 0x136d88fd0>"}, "output_type": "display_data"}]}, {"metadata": {}, "cell_type": "markdown", "source": "---\n## \ub4f1\uc7a5 \uc778\ubb3c\ubcc4 \ub300\uc0ac \ube48\ub3c4 \ucd94\ucd9c\n\n* \uac01 \uc52c\ubcc4 \ub300\uc0ac \ud69f\uc218 \ubd84\ud3ec\n* "}, {"execution_count": 534, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "sw_ds['words'] = sw_ds.script.apply( lambda x: len(x.split()))", "outputs": []}, {"execution_count": 2281, "metadata": {"trusted": true, "collapsed": true}, "cell_type": "code", "source": "import seaborn as sns\n\ndef drawTimeline(ds, x, y) :\n sns.set(style=\"whitegrid\", palette=\"pastel\", color_codes=True,font_scale=1.4)\n rcParams['font.family'] = 'NanumGothic'\n plt.figure(figsize=(14,10))\n \n ## ploting\n g = sns.violinplot(data=ds, x=x, y=y, scale=\"width\", orient='h'\n , cut=1, bw=.03\n , order=sw_ds.groupby(y).mean().sort('episode').index.tolist())\n ## x ticks\n x_index = (ds.groupby('episode').max()[x]).values.tolist()\n x_label = ['Ep-1','Ep-2','Ep-3[\uae30\uc900\uc810]','Ep-4','Ep-5','Ep-6']\n plt.xticks(x_index, x_label)\n plt.xlabel('')\n plt.ylabel('')\n plt.xlim(0,5700)\n\n ## font size restore\n sns.set(style=\"whitegrid\", palette=\"pastel\", color_codes=True, font_scale=1 )", "outputs": []}, {"metadata": {}, "cell_type": "markdown", "source": "### \uc778\ubb3c\ubcc4 \ud0c0\uc784\ub77c\uc778"}, {"execution_count": 2282, "metadata": {"trusted": true, "collapsed": false, "scrolled": false}, "cell_type": "code", "source": "drawTimeline( ds=sw_ds, x='sequence', y='top_actor') ", "outputs": [{"metadata": {}, "data": {"image/png": 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DISIiIqIewEd8BNjdd9+NxsZGrFu3DoIguMtdLhfGjh2L/fv344svvsCuXbvw17/+1av/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MON9+qrr+aZZ57hb3/7G6tWreLo0aNkZ2dP+PQendgNZh5dcgfPHdnGn49smzCuBGkGczLZ9jll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SPV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\nILl9+/ZOPYS1uUKzE/9n5l3ImjwobXU26nZlNIMqAOg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PHpy0HRzOSkRxSZIUMyfKZrNh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\nYII=\n", "text/plain": "<matplotlib.figure.Figure at 0x14a4af6d8>"}, "output_type": "display_data"}]}, {"metadata": {}, "cell_type": "markdown", "source": "### \uc601\ud654 \ubc30\uacbd\ubcc4 \ud0c0\uc784\ub77c\uc778"}, {"execution_count": 2283, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "drawTimeline( ds=sw_ds, x='sequence', y='top_place') ", "outputs": [{"metadata": {}, "data": {"image/png": 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DYykwrkqwfL/1iYiIiIgq64EOlqtrxIgROHToEAoKCiTpp0+fhrOzM3x9fSts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ziC02gh3WTDbbI2WW/qgBGMz8jlua8+5N1vdpJjdXHPlDkMcWa2un2tRkOa2XbC13jJ4DNIN9v4\n78/eJNBMFvq5+WfzX2dMa3fiPCGEEL2DBMtCCCFEL3JO9jBWzL2tyfRhriyuHX0uu6uK2VL2DUc8\nlRz1VHPEU0U43nXjdTsMJuYPn8jlw77VatCbbXVx1+RLO7wfp9HMtweMOHF5jGbumDiLq0ZOJtNs\n79Ih4wAm9BvM0tmLOVhbweHaCg7VVVDmr2NG3ljOGzC8S/clhBCiZ5FgWQghhOgjFEVhdHoOoxs0\nwY+rKsFoBJIDrbXWpLgleo0WnUaDVtH02CSLuQ2G/OpqZp2BMek50rVBCCFOMxIsCyGEEH2YRlGw\n6CVDsxBCCNFeEiwLIYQQQnTS9vJiCr2N+4trFA3nZA/CYTQB4AmH+Kz4MBoUpuTkyUUMIYTo4SRY\nFkIIIYTohDKfh59/9Gaz86YNHMr1Z0wmqsZZumMTHx09AMD84eO4YfyUU1lMIYQQ7STBshBCCCFE\nJxyorWxx3t6qcv7r7WUADLQ7U9P3V1ec9HIJIYToHE13F0AIIYQQojcr93tbnFcXDjZYzpd6XBHw\nNbe4EEKIHkRqlnuBe++9l+XLl7N8+XLGjh3b7DK33nora9eu5cMPP6Rfv36MHz+erVu3Nsla+swz\nzxCLxbjlllsAKCoq4oknnuDgwYPE43G0Wi3Lli3jq6++4te//jUAfr+f8vJy8vLyABg0aBBPPfUU\nAIWFhcycOZNbbrmFH/3oR432VVxczIwZM8jPz09NUxSF559/HrfbDYCqqsyePZvs7Gyef/75Zl/7\np59+itPpJBQKYTabefDBBxk/fnxH3kohhBCiReFYlGe3rGfu8LGYtHrcJjMG7YlPlfzRSIvzAg3m\nhWLHhvDyNzNusxBCiJ5FguVeIB6PM27cOF599VV+9atfNZlfUVHBzp07ycrKIhaLARAOh1FVtUmw\nHIvFiEYTB+tIJMKNN97IT37yEy666CIgERjr9XrOPvtsVq1aBcDnn3/Ok08+ySuvvNJk3ytWrGD2\n7NksX768SbAci8VIT09Pbac5n3/+OdnZ2Rw4cIDCwkIGDBjQ5LUvWbKEK6+8EoCdO3dy0003sXr1\nahwOR6vvmxBCCNEeb329izWHdrPm0G4Azu43kF99exY/eW8l+a5Mbpswrdn1/JH2B74dWUcIIcSp\nJc2we4lLL72U999/n2Aw2GTeG2+8wZw5c9o99uWuXbsAUoEygMViabKc2sKYnPF4nDfeeIM777wT\nu93Oxo0b27V/gIKCAr773e8ye/bsFoPqhvsfM2YMU6ZM4b333mv3voQQQojWeMKhRs83lx7FGw5x\noKaSNYd2E1Pjza4XiLRcs9ySSDxOJHmBWwghRM8kwXIvYbVamTZtGm+//XaTeatWreKKK65o9zaz\nsrI4evQoO3bs6FCZPv30U4YNG0ZWVhZz585lxYoV7Vrf4/Hw+eefc9FFFzF37lxef/31Nq2XmZlJ\naWlpR4oshBBCtCjezMVhT4M+x97jgul6DZtUq/4gqsfX9OZverG7tebbQgghup8Ey73Id7/7XV57\n7bVG07766itcLhe5ubnt3l7//v257777WLRoES+99FKqCXdbFRQUpIL0OXPm8O677zZb892S1atX\nM2PGDPR6PaNGjcJisTRbO318jfmuXbsYNGhQu8oqhBBCnIhW0/S0qCoYSD2uDTV/jKsM+FGraoks\n+z/O+OoIj064iEcnXMQZO4uIvvJW4rZ0NZFl/4dadWws5pZqqoUQQvQM0me5l1AUhTPPPBOPx8PB\ngwcZMmQIACtXrkz15+2IK664guHDh3P//ffz2muv8fjjjzN8+PATrlddXc2XX37JE088AUBaWhqT\nJk3i7bffZt68eanlKisrGz1PT0/nb3/7GwDLly/n4YcfTs1bsGABK1asYOLEiY32Vd8MOxwOs3Tp\nUqqqqpgxY0aHX7MQQgjRnOY6M93dYPzkm9YWNLtebP1W4l/tA1Vl4cKFjBs3DoCFCxeyZcuWYwvW\neokWrAWrGc3QgXDptV1ZfCGEEF1MguVe5qqrrqKgoICf/exnhMNhPvroI+6+++5ObXP8+PGsXLmS\nF198keuuu46CgoIT1lS//vrrzJo1C61Wm5o2b948XnrppSbBcXN9kXfv3o2qqowaNSo17bLLLuNP\nf/oTwWAQk8kEJALlp59+mpdffhmfz4fX6+Wtt95Cp5OPrhBCiJ5BjcWghfweTRdW276sEEKIbiUR\nRy9RX7t6+eWXM3/+fG6//Xbeffddpk2bhsFgaLK8yWTC6/U2yRjt9XpJS0trsrxGo2HRokWUlpZS\nUFDA7bff3mp5li9fTm1tLWvXrm00vaKiguLiYrKzs1td/7XXXqOwsJALL7yw0fRwOMyaNWuYO3cu\nkKhRb5gN+7rrrmPbtm1ccMEFrW5fCCGE6AoPT5vNvR+/BcCfLr6Cwc6mx9A7099g29F/QK2XpUuX\nsnDhQgCWLl3adIMuO/qrZ53MIgshhOgiEiz3Mk6nkwkTJvDBBx+wcuVKbr311maXGzFiBJs3b2b6\n9OmNpm/bto0bb7yxxe07HA7q6upaLcO2bduwWq2sXr26ybxHH32UlStXcvPNN7e4figUYu3atbz7\n7rvYbLZG8z744AP+8Y9/pIJlaJwN+2c/+xn33HMPU6dObVSrLYQQQnRWNN60D3G6yZp67DCaml0v\n02xFd8l5RNeuZ8uWLY2bXjfksqObcW7qqabZht9CCCF6CgmWe6GrrrqKxx57jEgkkuoXdbwbb7yR\n//7v/yY3N5dhw4YRj8d59tlnCYVCnH/++QBEo1EOHjyY6qN88OBBVq1axdNPP93q/gsKCliwYEGz\n8+bNm8ett97aarC8du1aJk2a1CRQBpg6dSr33Xdfi7XTZ555JsOGDWPZsmVce6309RJCCNF1NM0M\nwegwGo89NjQfLFv0BpQ0J/qrZyWyXjeXMFOrRbGYjltP37kCCyGEOKkkWO4F9Hp9o6bWkydPxuPx\npJp51TMYDKm+vBdddBEGg4H77rsPr9dLPB5nypQpPP/886ns0j6fj/vvvx+Px4PRaMThcPDII48w\nbNiwJtut3384HObdd9/lzjvvbLasI0eOxGq1snXrVvr3799sE/FVq1bxn//5n82ur9PpuPTSS1m9\nejWLFy9Gr9ejP+5k4sc//jHXX3898+fPb3ZcaCGEEKIj9Me1WMq2OrAZjFj0BnKsDnTNZMsGsOiO\nHeuOD4hbolU06DXSQkoIIXoyRVUly4TomzZt2sSECRO6uxiiD5LP1ulD/tenF284xMMb3uHaMWeD\nCnlON3aDiWA0kghuW+j+889dm3lp56Z27cthMPLPOc1fOJbPnWgr+az0HfK/7LyOvoetrSc1y0II\nIYQQgM1g5L/Pv7TJdJOu9ebSDWuWj2fU6gjFogDoNRoiyX7RFn3L6wghhOgZmm9PJIQQQggh2iTN\n3HKXIGeDpGAZ5mO5Otwm6UYkhBA9ndQsCyGEEEJ0wmBH0+Gk6uXaXdwz5WLCsRiv7dlCsS8x4sSQ\nVtYRQgjRM0iwLIQQQgjRCbkOFz+ZcAGF3ppG0zWKwoy8kWTbHACkm88j//A+FGDmkFHdUFIhhBDt\nIcGyEEIIIUQnzRg84oTL9Lc6uG6MJPARQojeQvosCyGEEEIIIYQQx5GaZSGEEEKIXqTM7+O5rZuI\nqyr57jTyXWnku9Nxmdo2xnNXqA0FWXNwP+8dPohRqyXfnZ4qy2Cnq8VhtoQQojeRYFkIIUS321tV\nyWOffUJ1MIBOo0Gv0aDTatBptOg1GoxaHdNy8/iPofmYTzCMjxB92a7Kch769CNqQ0EANhQdTc1L\nN5nJd6czPC2NmUPycZvMXb7//dVVvLl/Dx8cOUQ0OQwWwIGaatYcTDzWKgp5Thcj3OksGDmGHJu9\ny8shhBCnggTLQgghutWGoiP8bsMnhOOxxIRY88vtq67k1V3bmZM/kjn5I3EYjaeukEL0AO9/c5A/\nbNzQKEhtqDIYoLL4KJ8VH2XV3t3c9K1JnJ+bh6IorW43rqp8cvQb9lRVYDcYcRqNOIwmHKnHRraW\nlbB6/152VZafsJwxVeXrmmq+rqnmwyOH+Onk85iSk9uh1yyEEN1JguVe7IknnuDjjz8GoLi4GIvF\ngtPpBGDRokXMmzePv/zlLzz11FOsWbOGAQMGAHD06FFuueUWACKRCIcPHyY/Px8Ak8nEsmXLAFi/\nfj3PPvss1dXVqKpKTk4Ot956K2eccUaTsrRl2dWrV7N+/Xp++9vfAjBmzBiuueYa7rvvvkbb+vzz\nz/nzn//M3/72NwDuv/9+1q1bl3ptAOPGjeM3v/lN599EIUS3emPfbv66dRNqG5f3RsL8c9dXrNi7\nk/8YOpx5I0aT0coYt0L0BXFV5aUdW3l19442r+ONhHns80/4+Ohhlpw9ucVa5i9Li/n7V1/ydU11\nVxW3kUA0ykOffsSVI8ewcOyZaDWSLkcI0XtIsNyL/fSnP+WnP/0pAL/4xS+YMGECV155ZWq+qqoU\nFBQwa9YsVq5cmQqQBw4cyKpVqwAoLCzkmmuuST2v9/rrr/OnP/2JP/zhD4wePRqAzz77jFtuuYVH\nHnmEKVOmtHvZaDRKJBJJrRePx3nvvfe49tprGTJkSGp6NBolHA43er5kyZJGr00I0bvF1DjPb/2S\n1/fv7tD6oViMVft28+b+vVw0eCjzho8i1+E88YpC9DLBaJT/74tP+bTwSIfW31B0lO3lZU1qmfdV\nVfKPr75ka3lpVxa3RQV7drK3qpK7zpl6SvtWCyFEZ8jlvT5EVRvXzWzYsIEhQ4awePFiXn/99Tat\nA+DxeHjooYd46qmnUsEvwDnnnMOvf/1r7rvvvtR6bVm2tX0tWbKExx57rN2vTQjRewWjUR5Zv67D\ngXJDUTXOmoP7uenfb/LAx++xqaSIuPxeiD6iwu/nrg/+3eFAuV59LfPD6z9iV2U5j25Yx+3vvX3K\nAuV628pLue2dt9rUlFsIIXoCqVnuwwoKCliwYAEjRozAarWyceNGJk6ceML13n33XcaPH8+oUaOa\nzDv//PMxGo1s2rSJiRMntmnZ1vZ7+eWXs3TpUr744gsmTZrUYplO1N9KnBqVAT87KsrYWVFOZSCA\n3WDAZjBgNxiTjxP3/aw2+lms8n8TTdQEg/z60w/YW1XZ5dveXFrM5tJiBtodXJ4/kgvzhmLSyWFO\n9C4xNc6BgI/3PvuE9YVHjvXl7wIbio42SgjWHaqCAX7+wVp+MP5sLhkyTBL2CSF6NDmL6KNqa2vZ\nuHEjjz76KADz589nxYoVbQqWd+3axZlnntni/PHjx7N9+3YmTpzYrmWbo9Vqueuuu3j00UcpKCho\ncTu9tWY5Go9TEwpSFwpSGwpRm7yvCwXxRsLY9AZcJjNukwmXMXHvNpkx63TdHmhG43GKvR52VJSz\ns7KMHeVllPp9bV7fpjcw3J3GMHdaakgRCaBPP+FYjL1VlWyvKGVHeRk7K8sJxdp38q/6A9COdY54\nvPypqIjndR8zJSeXwU4XuXYH2XY7Bk37hrOprq6mpKSkXesI0RGlPi+fFH7DJ4XfUBMMdXdxWqfV\nolg6nmk7rqr8desmnt+2mVHpGZyZ1Z+zsvozIi0DnfRpFqLN4qpKLB5Hp9HI+dVJIsFyH7V69Wpm\nzpyJLlmrMmfOHJ5++mmCwSCmE/QV8vl8DBo0qMX5GRkZeL3edi/bkvPOO4+///3vvPnmm1x22WVN\n5quqytNPP83LL7+cmnbFFVewcOHCVrfb3QLRCD/8vzeoSQ7v0R56jQa7wZistTVg0elRFAUVqP8p\nVFBQk2mRFNr2A9nc8ipq6mJEnMTYmRV+P7WhYJuTLjXHGwnzZVkJX5YdCzRsegNZVit2gxFDcgzO\nhiVv7XX0pGNATU0N//dp65/r00HDa1hqg0+LgkIwFiUYjfB1TTWRFjL3nki8qpro2g+gtq5D60eA\nf3doTSF6h7POOit1LFy6dClbtmw5dTt3OtDNmI4mzd3hTcRUlR0V5eyoKOeVnTCH17oAACAASURB\nVF9h0uoY6nJjNRjQJI8H6nFHot5ynDhV5HjUd1TX1PDWJ4n/5fHna2r9FFUlqqrUhYJUB4PUhoLE\nVBUF0Gu0GLRajFotBp0Oo1bL9NzBXDlqbPe8oD5CguU+qqCggEceeST1PC0tjUmTJrFmzRrmzp3b\n6ro2m43y8pb7E5WVlaX6J7dn2db87Gc/Y8mSJVxyySVN5imK0isTfNUEg00C5eiGjcS/PnTCdcNA\n2+twe4+q5E2INvH5G0fkQohGFi5cyLhx41KPT2mwXFtHdPlqsHZdNvowcApfgRB9SgjQDB2Mbsqx\n1pxrYgckWO4kCZb7oO3bt3PgwAFuvvnmRtNDoRBer/eEwfLIkSNZvXp1q9u//PLL271sa0aMGME5\n55zDiy++yNixTb/UvbEZttNowqLT449GTrxwMxRFQYNyyq+Uq0A8rja5mt8VFBQ0yql/TV1NVVVp\n7tSAAk0+LWryT0ztWK0yqiqBshA9Xf33tIt+DxVAo2iabK7+qfwiNCXHo76juf9lS599lUQT7OPP\njzWASatL1DDrtJw/sOXWn6JtJFjuQ+q/YAUFBTzwwANcddVVjebH43EuuOACiouLyc7ObnE7F154\nIb/5zW/YvXt3k8RdH374ITU1NZxzzjntXvZEbrvtNq688kruvvvuFl9bb2LR63nhsvmUJ5s014ZC\n1H1rUqrvsjcSxm4w4jKakn2WTQ36L5vQa9vXt7IrqaqKNxKm0ONhZ0Win+mOijI8DYb0OhG9RsMQ\np5t8d1rqNsjh6hP90TZt2sSECRO6uxi9gjccZmdFGdsrytheXsb+mqo2Z6sO/+/KDjfBFuJ0sHTp\n0kbNsE85pwPD1fM7tYnBThdnJfssj83MkoRf7STHo76jI//LYDRKMBpNNb+Wccy7ngTLfUwwGOSd\nd97hzjvvbDJPo9Fw6aWXsnLlyia1zg05nU7uuecelixZwu9//3vGjx8PJIaiuvfee/nlL3+Z6gvd\nnmVPJCsriyuvvJJnnnkGl8vVaF5vrFkGMOv0DHI4gd41/quiKNgNRkalGxmVnsECElcwCz117Kgo\nY0dFWTIbtjGVEdthMDbIhm3tM4Gx6BybwcDknIFMzhkIQLnfx4Pr3udwXe0J19XNmN6pPstC9HVb\ntmw5tU2vG0r2We4IBfj+mHHMHjpCxlwWohNMOp2M+nCSybvbR+j1evR6Pe+++y6TJk3CZrM1u9y8\nefO4/fbbU8GyXq/HYDA0We7KK68kPT2dRx55BI/HQywWIyMjg8cee4xzzz23Q8saDIZG+zKbzU1q\njG+44QZee+01srKyUtO0Wm2TBF8Oh4MXX3yxHe+Q6CyNopDrcJLrcDJr6PDuLo7opTItVn73nUv4\n7/Ufs6Ws9SzTmjQ3hqvntzkb9jCnmxlDhnF2v+wuu7q+fft2zjjjjC7ZlhBtVf+5K/V5+cPGDe0a\niaA1o9Iy+I+h+aw9dIDtFZ0Y67gT2bDtBgM/P2cqZ/VruYWbEEL0FIraW6vshDgBaZokThb5bHVe\nNB7nfzZ/xjuHvu7UdhTg2wMHMX/4aEamZ3RN4RqQ/7XoDg0/d95wmEc2nPjiUmuMWi0/GH82s4YO\nR5O8SL21rIR/fPUl+6pPXdrFEe507j53GlkW6ynbZ18nv1F9h/wvO6+j72Fr60nNshBCiFNOp9Hw\n4wlT6G+18dKObe1eX6soXDR4KFeMGMMAu+MklFCInsFmMPCrqd/hr1s38eaBve1ef3xmP348cQr9\nrI1bnJ2Z1Z//78JZfFJ4hBe3b6HI6+mqIjdr9tDh/PDMCd2aj0MIIdpLgmUhhBDdQlEUvjd6HP0s\nNp7cuJ5YGxo6GbRa/mPIcOaPGE2GpeuGrBGiJ9NqNPzoW5MY5HDy7JaNbUqS11xt8vEURWHqwEFM\nyRnIO4e+Zk9VBXaDAafRhNNoxGk04TAasRuMbCsrZfX+3W3KN9CQQaPllgmTuTBvaLvWE0KInkCC\nZSGEEN3qO3lDSDdbePSzddSGgmgUBZ2iQafRoNdq0Gm0mLRapuXmMSd/JE6jJAQSp6fZw0aQY7Pz\n2w0f4480HZbQrNOR705nuDuN2cNG0N/afP6S4+k0GmYNzWfW0PwWl8mx2Zk5ZBhflZfx5oE9rC88\n0upQTv2tNoa70/nuqLEMcbnbVA4hhOhpJFgWQgjR7cZn9WPpZQtQUdEqkkVdiJac1S+b3184i2e+\n/IK4qpLvTmOYO418VxrZNnuLtchdQVEUxmf1Y3xWP8r8Pt46sJd3Dn2NSadjeKoc6eS73dgMxpNW\nDiGEOFUkWBZCCNEjJE7ye9+Y6kKcagPsDh46/6JuLUOWxcqicd9i0bhvdWs5hBDiZJLL90IIIYQQ\nQgghxHGkZlkIIYTopOpgkHK/n1AsTjgWIxyLEUreJ25xDFoNbpMpeTPiNpkw6eQwLIQQQvRUcpQW\nQggh2iGmqnxTW8euykp2VVaxq6KSUr+/Q9sy63SpwHlUehrfGTSIPKcMhSVEXxRTVfZVVbGppAxP\nOIxWUdAoClqNglbRoG3weJDDzhmZGVj0+u4uthCnNQmWhThOXFU5XFvH1rJyqoIBBjudDHO5GGi3\nodVIzwUhTjexeJxdlVVsKytnV2UVe6qqCESjXbLtQDRKwBulyOtjR0Uly/fsY4jTyYV5uZyfm0ua\nWTJ/C9Gb1YZCfFlaxsbiEjaVlOJtJot5S7SKwog0N2dlZXFmv0xGpqWhO8nnIZ5wmH1V1dSGQtSG\nwtSFQtSFw8nnIepCYbQahdHp6ZyRmcGYjHSyTtIwfqqqUhsKc8Tj4UhdHUc8Hoo8PnQaBZtBj1Vv\nwKrXJx8nbg6DgSEup1xkEF1GgmVx2lNVlUKvl21l5YlbeTmecNODmV6jYYjTyTC3i6GuRAA92OlA\nr9V2Q6n7ngp/gB0VFeyoqGRvVTVmnY5ch52BdhsD7XYG2u1kWMxdluk1rqpE43Ei8XjiPpa8j8eI\nJJ9HkvMjsVijx4VeH87qGgbabV3SjFZVVTzhMMVeH6V+P2kmE/lu1yltohuNx/GEwwQiDYJApdEd\nCgpGnRan0XhSM+72BLWhEJtLSllTVsFjq9/C144T3M46WFvL37bV8vy27ZyZlcV38nI5d0AOZmmy\nfVoIx2LURqMcqK7BGw6TabWQbbWidOFvnz8SoS4UJhKPk2O3oZcLwV3qSF0dnxwtYmNJCXurqlsd\nYqs1MVVNtF6prOKfu3Zj0mo5IzODs/plMSm7Pzm2tg0NdiJVgSAbiopYX1jEtvKKNo3j/U2dhzUH\nDwGQaTFzRkYGYzMzGJuRzgCbrV2f10g8TqnPR5HHS5HXx1GPhyN1Ho546po9HzsRjaIwzOVkbEZG\nKqC3Gwzt3o4QAIqqtuEbIXqEkpISLr74YvLzG4+D+PDDD+NyuViyZAkAkUiEw4cPp5YzmUwsW7YM\ngK+//po///nP7Ny5E41GQzAYJDc3l+eee67Z/c2YMYNhw4ah0WjQaDRMmTKF2267DYPBQGlpKdde\ney3vvPNOq+XevHkz1157Lb/73e+YM2dOs8vU1tby3HPPsW7dOlRVJRQKEYvFePXVV3G5XFx//fUc\nPXoUS4OrlxdddBG33npri/vdtGkTEyZMaHZeLB5nY0kp644Wsq2snKpgsNXX0BKjVsuE/v2YkpPN\npOz+2OTHuE1UVeWox8OOikp2VFSys6KSsjY0YzVqtQyw2xhgSwSpGkVBURJBnCbZnK3+8ByMRfFH\nogSiUfyRSOreF4kSjEaJddFPX6bZzECHPRnQJwJ7p9FIXFWJqXFicZWYmrjF43Giqkp1MEiR10uJ\n10dx8gTBf1xNpUZRyHM4GJnuZmRaGiPT3Aywt29YGFVV8UYilPn8lPkTtwp/gLpwonbAEw6nag6O\n339rdBqFTLOFLKuFLIuFTIuFLIuZLIuFgQ47blPvqg1VVZVwPE6Rx8sXxSV8UVzCnqqqDp/gngwG\nrZapAwcwc8hgRqendVngJLpHTFXZWVHJ+sIiir3e1PewNhQiGIs1Wd6q1zMizc1wtzt1f3yrg1g8\nTmUgSJnfT7nfT5k/QEXA36h2sC4UwhOONAqG9BoNQ11OhrvdDE9zM9ztavdvjUj8jiRah+xlY0np\nKdlnnsNBngYWTJjAUJezXb8LJV4f64uK+LSwiD2VXft7Z9BocJqMOI3Hbi6jEafRgMNoxB+JUuz1\nUpS8lfkDbQrQOyPP4WBsZjpj0tPJczrIsdkw9LDKjtbOW4+nJi/4B2MxAtHEeU0oGkMFNAokzoxI\nnSMpSqKlgs1gwG4wnPQWCt2lPe9hW9eTYLkXOXr0KNdeey0ffvhhq8sVFhZyzTXXNFnuk08+4aGH\nHuLee+9l6tSpqemBQACz2dym/d1///243W7uuOOONpfn7rvvBqCoqIgXX3yxyfzi4mJuuOEGrrnm\nGq666ioMyYAzHA6j1+tRFIWFCxdy8803c+6557a6r4aa++CXeH38+9Ah3jl0mOpgqM3baguNojAu\nM4MpOdmck5NN5klqltRbqarKnqpqPjpylHVHj3b5+386sOh0DE9zYzMYUn3dNIrS6DFARSCQCpC7\nqrlwe2RbrYzJSGdsRjpjMtLJaWctQ1eIJy9KNLxQUBkI4g2H8UYieMNhfJEI3nAEbyRMNN57DoW5\ndjuXDBnMhXm5OIwylm1LQrEYtaEQvmTNVH3f0OO/NyadDuspaLIZV1V2VVSy7mgh644WUhPq3G9g\nmsnEUJeTQDRKmc9PZTDYZQGHWacj3+0i3+1iiNPJYKeTgQ671EA3I6aqfFZUxPI9+9hbVd1t5ciy\nWJiSk825A3IYnZEOQG0wREUgQGXylngc5FBtLYdq67qtrD2BQuI9G1B/odthZ6Atce8yGk/ZMSsY\njVLk9VLo8fLFnr04MjMIxWIEozFC0WjqcTCWfByJEozFOn3R36zT4TAkLl7YDQYcRgM2gx6zTodZ\np8Oi02PSaTHrdZh1esw6LUat7rgKisTY65pkMB6Lq/giEfzJygl/o8dRtBoFl9GEy5S4eOJKXlCx\nGwxddnHuZATL0qarD2ru+kdtbS333nsvL774IoMGDWo0r7lAuSU/+tGPWLhwIXfccUeblvd6vWzY\nsIG33nqLSy65hKKiInJychotc9ddd3HTTTdx2WWXNZpu6KJa2kgsxvqiYv598BBby8q7ZJvNiasq\nW8vK2VpWzp+3bCPf5eJb/bLIT3OR73KTaTGfdrVBqqpysLaWj44c5aMjRyn3B7q7SL2aPxo9qZ/h\nrlLsS9SYv3v4GwAcBkMqcB7mdjPQbuuSk5FIPE5x8iTjqMeTqKFIBsfl/kCXtR7oaY54PPxt21e8\nsH075w0YwCVDBjMuM6NH1QRG43FqQyFqgiFqkjWmNcFQovY0XP/4WD9IFdBpNOg1GgxaDXqNFr1W\n02CaFn3ysb7+cXI5raLgi0SoCYVStbM1weZraFuSZjIx2OlksNNBntPBEKeTgXZbp7vZxFWV3ZVV\nrDtayCdHCzvciqk5VcEgVSVdt72GAtEoX5VX8FV5RWqaVlEYaLczxJV4nwY7nfSzWtApmmMJqjRK\nMkmVBp2ioNNo+uxxLxyL8d7hb1ixdx/FXl93F4cyv5839h/gjf0HMGm1ROLxPvsb2BVUoNTvp9Tv\nZ3Np45YAdoMh9Vsw2JG4H+RwdLgfdFxVKfP7OVrnoTB5zCr0eCn0eqgMHPcdrqnt4Ctqn0A00fKu\no8kpu5JWUXAYDaSbzWRaLGTW3ydbrGVaLDiNhm77LZFguQcqKirif/7nf/jtb3/bZdtcuXIlF1xw\nQZNAub2ysrIoLW1786J//etfXHTRRVgsFmbPns3KlStTzcUBdu3aRUVFRZNAuav8dcs23v/mmw71\neems/TU17K+pST23GwwMd7sY5nYx3O1mmNtFprnrAuhIPE6J10eh10Ohx0upL/EDeHzNY/3NqNWS\nk2zSnGO3Yeyi5kjecJgir5dNJaV8dOQoRz3eLtmu6DzV74fYqa9prgU+razg0z3Hppl1erKtFvrZ\nbGRbLfS3WelvtaLXaJNDLUUJ1w/DFI8TiiWuspf7AxT7vJR4/ZQHuv8g350iwIe1tXy4cycZZjMj\n09MYaLeTm6wpOVndQuqb95f4/JR6vZT4/FQFg8lAONHU91T28e4KlZ46KsvL2NRgmqIo9LdYybFZ\nSbeYyTCbSTeZSDObybCYG/Uhj6sq5YEAJR5v6mJRcbL/ZbAbvnMnQxQ4VFfLocKj7VrPoNGi12ox\nahMXPQxaLQaNFoNOS5rJSLbNRo7VSo7dhttk6lEXfRqKxuMUerwcqavjmzoPX5SU4AmHu7tYzerS\ny9JaHcpp1lLOEw43uVgEib7Z9V2tnEYDDsOxpuX108KxOEc9nuTNy5G6xONIPN5Nr6bni6kq1cEQ\n1cEQ+6trml1Gr9GQZjKRZjaRZjLhrr83mVLTM8zmZisMO0uC5R5ky5YtFBYWMmrUKFRV5cCBA3z8\n8ccsWrSoS7Z9ySWXdHo7hYWF9O/fv83LL1++nAcffBCABQsWcNtttzUKljdv3szkyZM7Xa6WvLH/\nwEnbdnt5wmE2l5axubQsNU2nUXAaE8PGNGySUt9MRafREFdV4qqKWn9P4sTsWHDspdDjocTn73AT\nvPrmSAMddgYkmyH1s1jQaTTJW6LWIPVYoyEQOdZ0qL7fUaHHS10PPXk4ncWrKomuXYNae2quWLdF\nmEQQvbu7C9JHFCVv4pizzjqLhQsXArB06VK2bNnS7m0cTt5Ex8kRofdTnE50M2aiSUvv7qJ0q3J/\nQFrIdZNIPJ5qCdAag6LQr7KGTMux2ukMc+Iix4g0d4cqqCRY7kHS09PZsGEDL7zwAl9//TVarZZp\n06Y1WqayspJ58+alnmu1Wl5++WVMJ0ioU1dXh8PRubE7S0tL+fWvf81NN93UpuX37t1LJBJhzJgx\nAIwaNQqr1crGjRuZOHEiAB6Pp83l+uUvf9kowddNN93EzJkzW10n9MpLbdp2dwkBPnrGSe43yZvo\ng3xekOZ44jSzcOFCxo0bl3rckWBZCAFqbS2R5QVgtXZ3UYRoVXToUI5MOY8jHk+TeQ+dP5UzszLb\nvU0JlnuQ3NxcrrnmGj744AMuu+wyBg8e3CQYTE9PZ9WqVe3ett1up7YDtUr1wXk0GsXlcnHVVVcx\nd+7cNq372muvMX/+/EbT5s2bx8qVK1PBst1up6iobaHir371q3Yl+BJCkAiSJVAWQgjRGWo8cSzp\noc3khTiRjn5yJVjuYV599VUWLlzIzJkzufHGG5k/fz5Op7PT2x0/fjxffPEFl156abvW62hwHg6H\nefPNNzEajfzjH/9ITY/H4/h8Pu6//35MJhPjx4/n5Zdfbvf228p4zXUnbdtdwajVpppfu+qbYjdo\njl3fDFsl0U8wlmyOrZJIXFbi81OY7BdT7PN2OKOvRlHob7WSa7elMkNmWSzotImEOsc3wdYpGvzR\nSKL5tcdLoddLkSfRX1qyXPc84f99pUc1wRbiVFi6dGmjZthCiI5TnC4MV3+/u4shRKtMGoVsu4MM\niznRFNtsIcNiZqDdRr7b3aFtSrDcw9xwww2px3/729+6bLvz58/n8ssv5wc/+AG5ubldtt2WvPPO\nO3z729/m8ccfbzLvtttuY82aNcydO5dx48Zht9t56623mD17dpeXY/6IfN47/A21oe7vNeUyGhme\n5ibf5UoOydF0nMzOiKkqZT5fMjOwlzK/HxUVDY2HS6lP+GXQasmxJcYF7m+zdmBIEDODmmlC749E\nkgm+yvjoyBG+qWvaFEacWroZM4mu/TdqbfOJM4Toi7Zs2SJNr4XoAorThW5G5/Pe9GYK0N9qZYDd\n1mD86MbJvRxGI+FYLJHcqy4xSsMRj4ejdZ52ZecXTRm1WjLM5kRCr4bJvRo8zrCY2bl1a4eGjmqN\nBMunibS0NB566CEWL17MAw88wJQpU1Kd3IPB4An7PLfX8uXLuf7665udN2/ePF588cVUc+7HH3+c\nH/7wh3g8HubPn99onOXODh91/fhxLDxjLJ8XFfPvg4f5srSUU9UgdWSam7P6ZTEimfk6vR1DdHWE\nVlHIttnIttmYmH1Sd9Uqi15PvttNvtvN1aNHcri2LjV0VImv+4fXOB1p0tIxXP39bsuG7TAaGOFO\nY3iam0EOB9lWS5dkao7H45QHgpR4vZT4/ZT6fFQEglT6E2OKRtW+nX1Up2iYmN2fC3IHku929agh\neuJqYrzNulAiO3ZdOIyn4S0Upi4cxhuOUBcOo6pqaqio+uGidBoNekWDTnvctGSLF12yxYtGoxBI\n7ssTjuAJJ7YdiLY9I3eayUSuw55sWZNIdNjfakHbyXGFVVXlUG0tXxSX8kVJCdVdOHTUqaZTNOTY\nExdYE1nXbaRbzOiSQ0VpkkNFNTf2e18Ujcf5rKiY//v6YI87tpl1eiKxWNf8Bp6G2bDdJiN5jmND\nyeU5HOQ67Jh0bQubBjkcMODYc1VVqQwEOeLxpFrjFXoSI5ckKjZOb3qNBqfRSIbZ3CgxV6bFkhw6\nyoxVr++2Y5yinowc2+KkKCkp4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16wgYULFzJu3LjU4/YEy2ptNcHlL6JYbY2mv93MshpF\n4fjhnlUVVFRUFRRFQQEUpfn3S1ESyzdHO3QkhinTsWoV7OXrUvs7fn3R/Y7/H6rJ9hThWJzKQKjF\n9cr9QR76ZAuZFlPis0Tj//HJ+P+29HmLJbuEVgfDROJx7AY9Vr0uVQZVbfr5qxeIRgnH4vgiJ85I\nXxMKs2rvYVbtPYxOo5BuNqFRIPHqjwnFYlQFQk0y4ju0Gv56VqxLa+QlWO6B4vE4dXV1qczRABdc\ncEGrCb5ee+01rrjiitRznU7H7NmzWbVqFTfffHOb9tswkVZDF1xwQavraTQaFi1axKWXXsrdd9/N\nbbfd1qjPdUsKCgp45JFHUs/T0tKYNGkSa9asYe7cuanp9UF8KBSitLSUBx54gLPPPrtNr0kIIYQQ\nnRNvY9Abi5/aWk5VVdsdKHfNjuOoqopygmglnoiMW96MmgybWlimLW+7L6bi8538HDWi+5T7g91d\nhCY84QieLshb0JpoXKW0nZ/tulicmlCYfjrziRduIwmWe6Dt27eTl5fXaPio1q7OVlRU8Omnn7J7\n924efvjh1PRoNIrZbG5zsNxZmZmZPPPMM8yYMYPDhw+32lR6+/btHDhwoEnZQqEQXq+3UbDcMIhf\nvnw5H3zwwUlvXi6EEEKIhIZNIQ1TpsOU6U2WSTMZGZHuRKcoqECJ18+BGs9JL1vgf59rVxNsSDS9\nbtgMu70UZxrmq3/Q6jJ2g54hLjs2vQ5FUQjFYvjCUUKxGMFojEg8jlmnxazTodMo1IYiVAdD+CJR\nTP8/e3ceF3WdP3D8NSfXcAoKKooHnoHlUZqmlZmGpqBSa4WZmWaWR5bVbppXW+t2mKXiltrK5s9N\nEM00zUorV8vUiPIsxRvlkmO45vz9QYyMM8MlCur7+XjwiPkc38/n+52xB+/5XCoVOq0ajUpFXqmB\nIhcjcgogWKuiZVCjsh17FQrZubeBqjgCW/4XvcFs5ufz2ZUuM1AAtzVpZBspLR9hvprK+2qxlrVv\npWxkudho4py+iBKTmQAPN/zctH+OLpf9m1eU/1w2I6LIZCKvxMDx3ILKvjty4O+upX2An23GSsU2\nCgxGjuTkUWK6tE9B+b+HgDo+A12C5Xp2+beSVquV999/n9GjR1f7GsnJyTz++ONMmzbNIW/EiBHV\n2jSrrmi1Wtzd3TEYnO9oWS4xMZFZs2YRGxtrl26xWOjXrx/p6emEhIQ41IuJieHjjz9m3759tqOx\nhBBCCHH1PNY5nLd/TEXvJGgL89UxskMrejVvguqyv2lyikv4KT2LjMJitCoVbmolBzIv8lN6VqXt\nNfH0wN9Di6dGzeHsPJfBIoDbgGGUbvsMa151J26XLemqydTrihS+AbgNGGqX5qVRM6BVM1r5edPY\n04MmXh74u2urHHl2xmK1OkxnLZ9ymlFYzPnCYvJKDbTx86FjoB+HUn+hW7cutboXUf/O64v4+Nff\n+eFshkNeaz9vnunakbYBvk5qXn9ySwysTD3Ct6fOuyzTwseL+8Ka0TU4kGbenpX+GzJbLBzPLSCz\nqISmOk9CvD35LSWlRhsOVocEy/Ws4ojxkSNHePfdd2t8hvC6detYunSp07zo6GiSk5OvWrB89uxZ\nvL29bWurP/nkE4KDgwkPD3dZp6SkhK+++sp2BnNFSqWSwYMHk5yc7HREXKlU8vzzz/Pmm2+ydu3a\nursRIYQQQjh1W3Aj3h94J0v3H2LPuUwAGnu689gtbekTGuxyrWKAhzsDWze3S4tuF8aJvAKSj5zg\nx7OZlFTYwbqRhxujI8LpGxps+yM5t6SUf//6O9tPOj+mSRkQhMfDT9bLbtieahV/6dSGAa2b4aGu\nmz+pnT1LN5WKEJ0nITpPJCy+sQTrPHm5VxeOZOeyPfUAvo2Dy3bD9vPmvrCmqBrYztBXws9dy7Tb\nI7i9aWOW7jto+/Ktqc6TjoF+3BfWjA6NfKv9JZNKqSQ8wJfwq/xlggTL9UitVrNkyRJWr16NxWIh\nNDSUhx9+mHvuuceh3OUbfAEsWrSI7OxsvL29CQsLc9rG4MGDWbp0KUajEY1GA4CHh4fDB1Gr1brc\nlMvNzc22CdflUlNTWbJkCQAajYbIyEjef/99h3IajcZ2/a+++ooePXqg0+kcykFZgD9t2jSeeeYZ\nNBqNrd/l7rnnHlasWMGmTZsYPHiw02sIIYQQou74u7vxSq8u7D6bQYHByL0tm9Z6BCfM15tpt0dg\ntlg4kafnYFYuKoWC/mFNHTbm8XN3Y0qPW7grNJi/70rB5GJdtMJTd9Wnp9q1B0y/I5JuIYHXsFVx\no2rfyA+9jzvdOrep765cdb2bNyEiyJ9z+iJa+Ojw1DTscFRhlT3nxQ1KpmqLq0U+WzcPea9FfZDP\nnXN7zmXw5u5fuMb7iDk1qlNrHu5U/4GNfFZuHPJeXrnaPsPK6t04Y/tCCCGEEOKGdXvTxjzbrXN9\nd4PuIYHEdmxd390QQlwDDXvcWwghhBBCiD/dG9aUUrOZFb8cxWhxfWxUEy8PYtq15ESenl8yckjX\nF9VJ+x0a+TK1xy0u12kLIW4sEiwLIYQQQojrxgNtQukWHEjCb7/z/ekLDvlRbUIZHRGO+5/rn61W\nK/vPZ7My9ShnCgpr1aZWqeSxW9oyOLyFw67fQogblwTLQgghhBDiutLYy4Ppd0TyYNs8DmRdRKdV\n463V0lTnSQtf+w1EFQoF3UICubVJAF+fOMeP5zIpMBgpKDVQZLp0LJXVeumMWaVCgZdGg06rJsjT\ng1GdWtPU2+ta3qIQogGQYFkIIYQQQlyX2jXypV2j6h0do1Iqub91c+6/7DgrIYRwRTb4EkIIIYQQ\nQgghLiMjy0IIIYQQosE4ry8h5UIeJouVns38CfR0q+8uCSFuUhIsCyGEEEKIevf1iUySDp/jQmGp\nLe3j1FN0CvQmun0IXYP96rF3oqaKjWb+89tpmnq7c0/LIDw1qvrukhA1JsGyEEIIIYSoN0aLhRUp\np/gyLcMhzwocyCrgUHYBM/u0J7Jx9dYnXwsWqxWzxYrFasVNLYFgRUaLhQU//E5qRj4Aqw+coX9Y\nELEdmuLtpqnn3glRfRIsCyGEEEKIepFTbODtH//gcLa+0nIWKyzY/Tt/v6cTLXw8r1HvnCswmJj7\n/WGO55ad3awAhrULIS4itF771VBYrFaW7EuzBcoAJSYLm/64wE/nLvLyne1o6Vv5e3heX4KXRlVn\ngbXRYiGn2MjFEgPFRjMdA71tR4tdSxarlUNZBXx7Kps95y7Sq1kAT97aArVStpFqqBrMO/O3v/2N\nDh06cODAAZdlnnvuOTp06MCFC2Vn6l24cIH77rvPlj9z5kzWr1/vtO7YsWPZu3ev07yBAwcyePBg\noqOjbT9r1qyx5Xfq1In58+c71NuzZw9PPvmk7fWYMWOIjo7GarXalTObzXTp0sX2Oj4+nsWLF9te\nR0ZGOtQBWLp0KR988IHt9YABA+jVqxcGg8HpfRiNRvr06cP999/vNB9gyZIl9OnTx+5e582bZ1dm\n//79dOzYkY0bNzrUv/yZO3PhwgXmzJnDsGHDGDZsGIMGDeLBBx+0K5Odnc2sWbMYMmQIw4YNY/jw\n4XzyyScOz6G6z14IIYQQ15f/nc5m6rZfqwyUyxWbLLy+8ygXS5z/HXQtmK1WFv74hy1QhrLR7/VH\n09lxMqve+tWQfPLbGb47le00L6PIwCvbD/LD2RyHvPxSI5//fp4Xv/6NSVtTef6r38gsKnVyleqz\nWK1sS8tg7Oc/88yWX/jbjkPM/99RXtl+8IqvXVP5pUZe+Po3Zn13mK9PZFJgMPFlWgbzdx5FbzBV\nfQFRLxrMyLLFYiEiIoJPP/2UOXPmOORnZWVx8OBBGjdujNlsBsqCQ6PRaCtjMpkwmZx/2C4ve3ne\nRx99RGio828ELRYL33zzDY8++iitWrWya69i4Go2m7l48SJJSUmMHDnSlm61WiktLbWrV7GfBoMB\nq9WK4rJD7s1ms105s9lMaGgoX331FVFRUQ793L59O8HBwVy8eNHpfZTfS2xsLFOmTHFZ5tNPP2XY\nsGGsXbvWIcit7DkCHDp0iKlTpzJlyhRmzpyJ8s9vyoqLi21lMjIyGDVqFE888QSzZ89GqVSSk5PD\nK6+8wqFDh+yC4+o+eyGEEEJcHwqNJpbtP8H/zjgGTFXJKjYw9/sjzO7bAd96mM776cGzpFQYMa0o\nfn8aLXw8aO1/857HvP1kJuuPpldaptRs4Z8//EH3ED8e7tiMYJ07n/2ezmdHz1NqttjK5ZQYmfP9\nYV7v1wlf95q91yUmM6fyi0n49TQHswoc8k/lF/PSNwd45c52hAfonFyhbpWazPz9f0c5mVfskPdr\nZj6vbD/IMF/HgTNR/xrMyDLA4MGD2b59OyUlJQ55n332GQ8++KBDQHk5ZyO0dWHSpEn885//rLLc\n008/zZIlS5zeQ10YOXIkiYmJTvPWrVvHyJEjq3wGleXr9Xp++OEHZs2axfHjxzl37ly1+2YymZg2\nbRpvvPEGUVFRtkAZwMPDw/b7O++8w4ABA3jsscdsZQICAnj//ffZtWsXe/bssbtudZ+9EEIIIRq2\nM/nFvPzNwVoFyuVO5Rcz+7vD5Je6/vL+avjp3EUSD7v+u8hosfKP3b+TW3Jt+9VQ/J6jJ37/iWqX\n35uey4vfHOCpzT+z9tA5u0C5XLq+lLk7j1BYjZHXvBIjy/af4KnNP/Pohn28sv2g00DZVr7UxMxv\nD/H9qas7I8BssfLunmP8frHQZZlz+hISzls4ne8YTN+oSs0Wfs3IZ/Mf51n16yne+fEP/vnD7yz6\n6RjL9qfxzZ+j7/WtwYwsA3h5eXHXXXexZcsWoqOj7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f0RQgghhBDicllFJoc0K1BktODj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\nYII=\n", "text/plain": "<matplotlib.figure.Figure at 0x14a489320>"}, "output_type": "display_data"}]}, {"metadata": {}, "cell_type": "markdown", "source": "### Sankey chart(https://my.infocaptor.com/free_data_visualization.php) \uc5d0 \ub123\uc744 \ub370\uc774\ud130 \ucd94\ucd9c\n* \uc544\ub798 \uacb0\uacfc \ub370\uc774\ud130\ub97c \uac04\ub2e8\ud788 \ub370\uc774\ud130 \ube44\uc8fc\uc5bc\ub77c\uc774\uc81c\uc774\uc158\uc744 \ud574\uc8fc\ub294 \uc544\ub798 \uc0ac\uc774\ud2b8\uc5d0 \ub123\uace0 \uacb0\uacfc \ucd9c\ub825"}, {"execution_count": 2320, "metadata": {"trusted": true, "collapsed": true}, "cell_type": "code", "source": "## dataset for https://my.infocaptor.com/free_data_visualization.php\nsw_ds['trilogy'] = sw_ds.episode.apply(lambda x : 'Original(EP-1~3) Trilogy' if x>3 else 'Prequel(EP-4~6) Trilogy')\ntmp_ds = sw_ds.groupby(['trilogy','top_place','top_actor']).count()[['scene_no']].reset_index()\npd.options.display.max_rows=10000\n\ntmp_ds\n#pd.options.display.max_rows=15", "outputs": [{"execution_count": 2320, "metadata": {}, "data": {"text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>trilogy</th>\n <th>top_place</th>\n <th>top_actor</th>\n <th>scene_no</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> *EXTRA</td>\n <td> 257</td>\n </tr>\n <tr>\n <th>1 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> ANAKIN (VADER)</td>\n <td> 50</td>\n </tr>\n <tr>\n <th>2 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> EMPEROR</td>\n <td> 18</td>\n </tr>\n <tr>\n <th>3 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> HAN</td>\n <td> 129</td>\n </tr>\n <tr>\n <th>4 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> LANDO</td>\n <td> 24</td>\n </tr>\n <tr>\n <th>5 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> LEIA</td>\n <td> 62</td>\n </tr>\n <tr>\n <th>6 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> LUKE</td>\n <td> 217</td>\n </tr>\n <tr>\n <th>7 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> OBI-WAN</td>\n <td> 43</td>\n </tr>\n <tr>\n <th>8 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> THREEPIO</td>\n <td> 124</td>\n </tr>\n <tr>\n <th>9 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> YODA</td>\n <td> 46</td>\n </tr>\n <tr>\n <th>10 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> CLOUD CITY</td>\n <td> *EXTRA</td>\n <td> 7</td>\n </tr>\n <tr>\n <th>11 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> CLOUD CITY</td>\n <td> ANAKIN (VADER)</td>\n <td> 22</td>\n </tr>\n <tr>\n <th>12 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> CLOUD CITY</td>\n <td> HAN</td>\n <td> 28</td>\n </tr>\n <tr>\n <th>13 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> CLOUD CITY</td>\n <td> LANDO</td>\n <td> 46</td>\n </tr>\n <tr>\n <th>14 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> CLOUD CITY</td>\n <td> LEIA</td>\n <td> 24</td>\n </tr>\n <tr>\n <th>15 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> CLOUD CITY</td>\n <td> LUKE</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>16 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> CLOUD CITY</td>\n <td> THREEPIO</td>\n <td> 25</td>\n </tr>\n <tr>\n <th>17 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> DEATH STAR</td>\n <td> *EXTRA</td>\n <td> 87</td>\n </tr>\n <tr>\n <th>18 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> DEATH STAR</td>\n <td> ANAKIN (VADER)</td>\n <td> 36</td>\n </tr>\n <tr>\n <th>19 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> DEATH STAR</td>\n <td> EMPEROR</td>\n <td> 13</td>\n </tr>\n <tr>\n <th>20 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> DEATH STAR</td>\n <td> HAN</td>\n <td> 59</td>\n </tr>\n <tr>\n <th>21 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> DEATH STAR</td>\n <td> LEIA</td>\n <td> 35</td>\n </tr>\n <tr>\n <th>22 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> DEATH STAR</td>\n <td> LUKE</td>\n <td> 72</td>\n </tr>\n <tr>\n <th>23 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> DEATH STAR</td>\n <td> OBI-WAN</td>\n <td> 7</td>\n </tr>\n <tr>\n <th>24 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> DEATH STAR</td>\n <td> THREEPIO</td>\n <td> 25</td>\n </tr>\n <tr>\n <th>25 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> FOREST</td>\n <td> *EXTRA</td>\n <td> 12</td>\n </tr>\n <tr>\n <th>26 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> FOREST</td>\n <td> HAN</td>\n <td> 26</td>\n </tr>\n <tr>\n <th>27 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> FOREST</td>\n <td> LEIA</td>\n <td> 19</td>\n </tr>\n <tr>\n <th>28 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> FOREST</td>\n <td> LUKE</td>\n <td> 11</td>\n </tr>\n <tr>\n <th>29 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> FOREST</td>\n <td> THREEPIO</td>\n <td> 20</td>\n </tr>\n <tr>\n <th>30 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> HOTH</td>\n <td> *EXTRA</td>\n <td> 24</td>\n </tr>\n <tr>\n <th>31 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> HOTH</td>\n <td> HAN</td>\n <td> 47</td>\n </tr>\n <tr>\n <th>32 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> HOTH</td>\n <td> LEIA</td>\n <td> 13</td>\n </tr>\n <tr>\n <th>33 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> HOTH</td>\n <td> LUKE</td>\n <td> 9</td>\n </tr>\n <tr>\n <th>34 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> HOTH</td>\n <td> OBI-WAN</td>\n <td> 3</td>\n </tr>\n <tr>\n <th>35 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> HOTH</td>\n <td> THREEPIO</td>\n <td> 18</td>\n </tr>\n <tr>\n <th>36 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> LUKE'S SNOWSPEEDER</td>\n <td> *EXTRA</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>37 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> LUKE'S SNOWSPEEDER</td>\n <td> LUKE</td>\n <td> 16</td>\n </tr>\n <tr>\n <th>38 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> LUKE'S X</td>\n <td> *EXTRA</td>\n <td> 12</td>\n </tr>\n <tr>\n <th>39 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> LUKE'S X</td>\n <td> LUKE</td>\n <td> 32</td>\n </tr>\n <tr>\n <th>40 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> LUKE'S X</td>\n <td> OBI-WAN</td>\n <td> 4</td>\n </tr>\n <tr>\n <th>41 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> MASSASSI OUTPOST</td>\n <td> *EXTRA</td>\n <td> 27</td>\n </tr>\n <tr>\n <th>42 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> MASSASSI OUTPOST</td>\n <td> HAN</td>\n <td> 7</td>\n </tr>\n <tr>\n <th>43 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> MASSASSI OUTPOST</td>\n <td> LEIA</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>44 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> MASSASSI OUTPOST</td>\n <td> LUKE</td>\n <td> 9</td>\n </tr>\n <tr>\n <th>45 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> MASSASSI OUTPOST</td>\n <td> THREEPIO</td>\n <td> 3</td>\n </tr>\n <tr>\n <th>46 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> MILLENNIUM FALCON</td>\n <td> *EXTRA</td>\n <td> 20</td>\n </tr>\n <tr>\n <th>47 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> MILLENNIUM FALCON</td>\n <td> HAN</td>\n <td> 116</td>\n </tr>\n <tr>\n <th>48 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> MILLENNIUM FALCON</td>\n <td> LANDO</td>\n <td> 26</td>\n </tr>\n <tr>\n <th>49 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> MILLENNIUM FALCON</td>\n <td> LEIA</td>\n <td> 58</td>\n </tr>\n <tr>\n <th>50 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> MILLENNIUM FALCON</td>\n <td> LUKE</td>\n <td> 34</td>\n </tr>\n <tr>\n <th>51 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> MILLENNIUM FALCON</td>\n <td> OBI-WAN</td>\n <td> 21</td>\n </tr>\n <tr>\n <th>52 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> MILLENNIUM FALCON</td>\n <td> THREEPIO</td>\n <td> 34</td>\n </tr>\n <tr>\n <th>53 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> REBEL BASE</td>\n <td> *EXTRA</td>\n <td> 23</td>\n </tr>\n <tr>\n <th>54 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> REBEL BASE</td>\n <td> HAN</td>\n <td> 15</td>\n </tr>\n <tr>\n <th>55 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> REBEL BASE</td>\n <td> LEIA</td>\n <td> 13</td>\n </tr>\n <tr>\n <th>56 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> REBEL BASE</td>\n <td> LUKE</td>\n <td> 8</td>\n </tr>\n <tr>\n <th>57 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> REBEL BASE</td>\n <td> THREEPIO</td>\n <td> 9</td>\n </tr>\n <tr>\n <th>58 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> RED LEADER'S COCKPIT</td>\n <td> *EXTRA</td>\n <td> 16</td>\n </tr>\n <tr>\n <th>59 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> RED LEADER'S COCKPIT</td>\n <td> LUKE</td>\n <td> 1</td>\n </tr>\n <tr>\n <th>60 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> TATOOINE</td>\n <td> *EXTRA</td>\n <td> 54</td>\n </tr>\n <tr>\n <th>61 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> TATOOINE</td>\n <td> HAN</td>\n <td> 14</td>\n </tr>\n <tr>\n <th>62 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> TATOOINE</td>\n <td> LUKE</td>\n <td> 70</td>\n </tr>\n <tr>\n <th>63 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> TATOOINE</td>\n <td> OBI-WAN</td>\n <td> 33</td>\n </tr>\n <tr>\n <th>64 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> TATOOINE</td>\n <td> THREEPIO</td>\n <td> 37</td>\n </tr>\n <tr>\n <th>65 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> VADER'S STAR DESTROYER</td>\n <td> *EXTRA</td>\n <td> 32</td>\n </tr>\n <tr>\n <th>66 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> VADER'S STAR DESTROYER</td>\n <td> ANAKIN (VADER)</td>\n <td> 28</td>\n </tr>\n <tr>\n <th>67 </th>\n <td> Original(EP-1~3) Trilogy</td>\n <td> VADER'S STAR DESTROYER</td>\n <td> EMPEROR</td>\n <td> 5</td>\n </tr>\n <tr>\n <th>68 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> *EXTRA</td>\n <td> 328</td>\n </tr>\n <tr>\n <th>69 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> ANAKIN (VADER)</td>\n <td> 383</td>\n </tr>\n <tr>\n <th>70 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> CAPT</td>\n <td> 21</td>\n </tr>\n <tr>\n <th>71 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> DOOKU</td>\n <td> 33</td>\n </tr>\n <tr>\n <th>72 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> EMPEROR</td>\n <td> 52</td>\n </tr>\n <tr>\n <th>73 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> JAR JAR</td>\n <td> 65</td>\n </tr>\n <tr>\n <th>74 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> MACE WINDU</td>\n <td> 50</td>\n </tr>\n <tr>\n <th>75 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> NUTE</td>\n <td> 12</td>\n </tr>\n <tr>\n <th>76 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> OBI-WAN</td>\n <td> 272</td>\n </tr>\n <tr>\n <th>77 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> PADME</td>\n <td> 200</td>\n </tr>\n <tr>\n <th>78 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> QUI-GON</td>\n <td> 122</td>\n </tr>\n <tr>\n <th>79 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> THREEPIO</td>\n <td> 13</td>\n </tr>\n <tr>\n <th>80 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> *ETC PLACE</td>\n <td> YODA</td>\n <td> 87</td>\n </tr>\n <tr>\n <th>81 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> CORUSCANT</td>\n <td> *EXTRA</td>\n <td> 111</td>\n </tr>\n <tr>\n <th>82 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> CORUSCANT</td>\n <td> ANAKIN (VADER)</td>\n <td> 188</td>\n </tr>\n <tr>\n <th>83 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> CORUSCANT</td>\n <td> DOOKU</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>84 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> CORUSCANT</td>\n <td> EMPEROR</td>\n <td> 117</td>\n </tr>\n <tr>\n <th>85 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> CORUSCANT</td>\n <td> JAR JAR</td>\n <td> 9</td>\n </tr>\n <tr>\n <th>86 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> CORUSCANT</td>\n <td> MACE WINDU</td>\n <td> 38</td>\n </tr>\n <tr>\n <th>87 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> CORUSCANT</td>\n <td> OBI-WAN</td>\n <td> 104</td>\n </tr>\n <tr>\n <th>88 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> CORUSCANT</td>\n <td> PADME</td>\n <td> 123</td>\n </tr>\n <tr>\n <th>89 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> CORUSCANT</td>\n <td> QUI-GON</td>\n <td> 11</td>\n </tr>\n <tr>\n <th>90 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> CORUSCANT</td>\n <td> THREEPIO</td>\n <td> 19</td>\n </tr>\n <tr>\n <th>91 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> CORUSCANT</td>\n <td> YODA</td>\n <td> 31</td>\n </tr>\n <tr>\n <th>92 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> FEDERATION BATTLESHIP</td>\n <td> *EXTRA</td>\n <td> 25</td>\n </tr>\n <tr>\n <th>93 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> FEDERATION BATTLESHIP</td>\n <td> EMPEROR</td>\n <td> 6</td>\n </tr>\n <tr>\n <th>94 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> FEDERATION BATTLESHIP</td>\n <td> NUTE</td>\n <td> 24</td>\n </tr>\n <tr>\n <th>95 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> FEDERATION BATTLESHIP</td>\n <td> OBI-WAN</td>\n <td> 8</td>\n </tr>\n <tr>\n <th>96 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> FEDERATION BATTLESHIP</td>\n <td> PADME</td>\n <td> 5</td>\n </tr>\n <tr>\n <th>97 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> FEDERATION BATTLESHIP</td>\n <td> QUI-GON</td>\n <td> 8</td>\n </tr>\n <tr>\n <th>98 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> MOS ESPA</td>\n <td> *EXTRA</td>\n <td> 96</td>\n </tr>\n <tr>\n <th>99 </th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> MOS ESPA</td>\n <td> ANAKIN (VADER)</td>\n <td> 37</td>\n </tr>\n <tr>\n <th>100</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> MOS ESPA</td>\n <td> JAR JAR</td>\n <td> 11</td>\n </tr>\n <tr>\n <th>101</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> MOS ESPA</td>\n <td> OBI-WAN</td>\n <td> 1</td>\n </tr>\n <tr>\n <th>102</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> MOS ESPA</td>\n <td> PADME</td>\n <td> 16</td>\n </tr>\n <tr>\n <th>103</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> MOS ESPA</td>\n <td> QUI-GON</td>\n <td> 27</td>\n </tr>\n <tr>\n <th>104</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> MOS ESPA</td>\n <td> THREEPIO</td>\n <td> 3</td>\n </tr>\n <tr>\n <th>105</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> MUSTAFAR</td>\n <td> *EXTRA</td>\n <td> 6</td>\n </tr>\n <tr>\n <th>106</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> MUSTAFAR</td>\n <td> ANAKIN (VADER)</td>\n <td> 29</td>\n </tr>\n <tr>\n <th>107</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> MUSTAFAR</td>\n <td> EMPEROR</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>108</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> MUSTAFAR</td>\n <td> OBI-WAN</td>\n <td> 17</td>\n </tr>\n <tr>\n <th>109</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> MUSTAFAR</td>\n <td> PADME</td>\n <td> 14</td>\n </tr>\n <tr>\n <th>110</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> MUSTAFAR</td>\n <td> THREEPIO</td>\n <td> 3</td>\n </tr>\n <tr>\n <th>111</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> NABOO SPACECRAFT</td>\n <td> *EXTRA</td>\n <td> 12</td>\n </tr>\n <tr>\n <th>112</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> NABOO SPACECRAFT</td>\n <td> ANAKIN (VADER)</td>\n <td> 14</td>\n </tr>\n <tr>\n <th>113</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> NABOO SPACECRAFT</td>\n <td> CAPT</td>\n <td> 9</td>\n </tr>\n <tr>\n <th>114</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> NABOO SPACECRAFT</td>\n <td> JAR JAR</td>\n <td> 10</td>\n </tr>\n <tr>\n <th>115</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> NABOO SPACECRAFT</td>\n <td> OBI-WAN</td>\n <td> 10</td>\n </tr>\n <tr>\n <th>116</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> NABOO SPACECRAFT</td>\n <td> PADME</td>\n <td> 17</td>\n </tr>\n <tr>\n <th>117</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> NABOO SPACECRAFT</td>\n <td> QUI-GON</td>\n <td> 18</td>\n </tr>\n <tr>\n <th>118</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> TATOOINE</td>\n <td> *EXTRA</td>\n <td> 36</td>\n </tr>\n <tr>\n <th>119</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> TATOOINE</td>\n <td> ANAKIN (VADER)</td>\n <td> 27</td>\n </tr>\n <tr>\n <th>120</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> TATOOINE</td>\n <td> CAPT</td>\n <td> 6</td>\n </tr>\n <tr>\n <th>121</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> TATOOINE</td>\n <td> JAR JAR</td>\n <td> 1</td>\n </tr>\n <tr>\n <th>122</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> TATOOINE</td>\n <td> OBI-WAN</td>\n <td> 3</td>\n </tr>\n <tr>\n <th>123</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> TATOOINE</td>\n <td> PADME</td>\n <td> 18</td>\n </tr>\n <tr>\n <th>124</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> TATOOINE</td>\n <td> QUI-GON</td>\n <td> 12</td>\n </tr>\n <tr>\n <th>125</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> TATOOINE</td>\n <td> THREEPIO</td>\n <td> 19</td>\n </tr>\n <tr>\n <th>126</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> THEED</td>\n <td> *EXTRA</td>\n <td> 16</td>\n </tr>\n <tr>\n <th>127</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> THEED</td>\n <td> ANAKIN (VADER)</td>\n <td> 16</td>\n </tr>\n <tr>\n <th>128</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> THEED</td>\n <td> CAPT</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>129</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> THEED</td>\n <td> EMPEROR</td>\n <td> 3</td>\n </tr>\n <tr>\n <th>130</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> THEED</td>\n <td> JAR JAR</td>\n <td> 8</td>\n </tr>\n <tr>\n <th>131</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> THEED</td>\n <td> MACE WINDU</td>\n <td> 2</td>\n </tr>\n <tr>\n <th>132</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> THEED</td>\n <td> NUTE</td>\n <td> 5</td>\n </tr>\n <tr>\n <th>133</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> THEED</td>\n <td> OBI-WAN</td>\n <td> 8</td>\n </tr>\n <tr>\n <th>134</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> THEED</td>\n <td> PADME</td>\n <td> 10</td>\n </tr>\n <tr>\n <th>135</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> THEED</td>\n <td> QUI-GON</td>\n <td> 12</td>\n </tr>\n <tr>\n <th>136</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> THEED</td>\n <td> YODA</td>\n <td> 1</td>\n </tr>\n <tr>\n <th>137</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> TIPOCA CITY</td>\n <td> *EXTRA</td>\n <td> 45</td>\n </tr>\n <tr>\n <th>138</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> TIPOCA CITY</td>\n <td> OBI-WAN</td>\n <td> 29</td>\n </tr>\n <tr>\n <th>139</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> UTAPAU</td>\n <td> *EXTRA</td>\n <td> 38</td>\n </tr>\n <tr>\n <th>140</th>\n <td> Prequel(EP-4~6) Trilogy</td>\n <td> UTAPAU</td>\n <td> OBI-WAN</td>\n <td> 18</td>\n </tr>\n </tbody>\n</table>\n</div>", "text/plain": " trilogy top_place top_actor \\\n0 Original(EP-1~3) Trilogy *ETC PLACE *EXTRA \n1 Original(EP-1~3) Trilogy *ETC PLACE ANAKIN (VADER) \n2 Original(EP-1~3) Trilogy *ETC PLACE EMPEROR \n3 Original(EP-1~3) Trilogy *ETC PLACE HAN \n4 Original(EP-1~3) Trilogy *ETC PLACE LANDO \n5 Original(EP-1~3) Trilogy *ETC PLACE LEIA \n6 Original(EP-1~3) Trilogy *ETC PLACE LUKE \n7 Original(EP-1~3) Trilogy *ETC PLACE OBI-WAN \n8 Original(EP-1~3) Trilogy *ETC PLACE THREEPIO \n9 Original(EP-1~3) Trilogy *ETC PLACE YODA \n10 Original(EP-1~3) Trilogy CLOUD CITY *EXTRA \n11 Original(EP-1~3) Trilogy CLOUD CITY ANAKIN (VADER) \n12 Original(EP-1~3) Trilogy CLOUD CITY HAN \n13 Original(EP-1~3) Trilogy CLOUD CITY LANDO \n14 Original(EP-1~3) Trilogy CLOUD CITY LEIA \n15 Original(EP-1~3) Trilogy CLOUD CITY LUKE \n16 Original(EP-1~3) Trilogy CLOUD CITY THREEPIO \n17 Original(EP-1~3) Trilogy DEATH STAR *EXTRA \n18 Original(EP-1~3) Trilogy DEATH STAR ANAKIN (VADER) \n19 Original(EP-1~3) Trilogy DEATH STAR EMPEROR \n20 Original(EP-1~3) Trilogy DEATH STAR HAN \n21 Original(EP-1~3) Trilogy DEATH STAR LEIA \n22 Original(EP-1~3) Trilogy DEATH STAR LUKE \n23 Original(EP-1~3) Trilogy DEATH STAR OBI-WAN \n24 Original(EP-1~3) Trilogy DEATH STAR THREEPIO \n25 Original(EP-1~3) Trilogy FOREST *EXTRA \n26 Original(EP-1~3) Trilogy FOREST HAN \n27 Original(EP-1~3) Trilogy FOREST LEIA \n28 Original(EP-1~3) Trilogy FOREST LUKE \n29 Original(EP-1~3) Trilogy FOREST THREEPIO \n30 Original(EP-1~3) Trilogy HOTH *EXTRA \n31 Original(EP-1~3) Trilogy HOTH HAN \n32 Original(EP-1~3) Trilogy HOTH LEIA \n33 Original(EP-1~3) Trilogy HOTH LUKE \n34 Original(EP-1~3) Trilogy HOTH OBI-WAN \n35 Original(EP-1~3) Trilogy HOTH THREEPIO \n36 Original(EP-1~3) Trilogy LUKE'S SNOWSPEEDER *EXTRA \n37 Original(EP-1~3) Trilogy LUKE'S SNOWSPEEDER LUKE \n38 Original(EP-1~3) Trilogy LUKE'S X *EXTRA \n39 Original(EP-1~3) Trilogy LUKE'S X LUKE \n40 Original(EP-1~3) Trilogy LUKE'S X OBI-WAN \n41 Original(EP-1~3) Trilogy MASSASSI OUTPOST *EXTRA \n42 Original(EP-1~3) Trilogy MASSASSI OUTPOST HAN \n43 Original(EP-1~3) Trilogy MASSASSI OUTPOST LEIA \n44 Original(EP-1~3) Trilogy MASSASSI OUTPOST LUKE \n45 Original(EP-1~3) Trilogy MASSASSI OUTPOST THREEPIO \n46 Original(EP-1~3) Trilogy MILLENNIUM FALCON *EXTRA \n47 Original(EP-1~3) Trilogy MILLENNIUM FALCON HAN \n48 Original(EP-1~3) Trilogy MILLENNIUM FALCON LANDO \n49 Original(EP-1~3) Trilogy MILLENNIUM FALCON LEIA \n50 Original(EP-1~3) Trilogy MILLENNIUM FALCON LUKE \n51 Original(EP-1~3) Trilogy MILLENNIUM FALCON OBI-WAN \n52 Original(EP-1~3) Trilogy MILLENNIUM FALCON THREEPIO \n53 Original(EP-1~3) Trilogy REBEL BASE *EXTRA \n54 Original(EP-1~3) Trilogy REBEL BASE HAN \n55 Original(EP-1~3) Trilogy REBEL BASE LEIA \n56 Original(EP-1~3) Trilogy REBEL BASE LUKE \n57 Original(EP-1~3) Trilogy REBEL BASE THREEPIO \n58 Original(EP-1~3) Trilogy RED LEADER'S COCKPIT *EXTRA \n59 Original(EP-1~3) Trilogy RED LEADER'S COCKPIT LUKE \n60 Original(EP-1~3) Trilogy TATOOINE *EXTRA \n61 Original(EP-1~3) Trilogy TATOOINE HAN \n62 Original(EP-1~3) Trilogy TATOOINE LUKE \n63 Original(EP-1~3) Trilogy TATOOINE OBI-WAN \n64 Original(EP-1~3) Trilogy TATOOINE THREEPIO \n65 Original(EP-1~3) Trilogy VADER'S STAR DESTROYER *EXTRA \n66 Original(EP-1~3) Trilogy VADER'S STAR DESTROYER ANAKIN (VADER) \n67 Original(EP-1~3) Trilogy VADER'S STAR DESTROYER EMPEROR \n68 Prequel(EP-4~6) Trilogy *ETC PLACE *EXTRA \n69 Prequel(EP-4~6) Trilogy *ETC PLACE ANAKIN (VADER) \n70 Prequel(EP-4~6) Trilogy *ETC PLACE CAPT \n71 Prequel(EP-4~6) Trilogy *ETC PLACE DOOKU \n72 Prequel(EP-4~6) Trilogy *ETC PLACE EMPEROR \n73 Prequel(EP-4~6) Trilogy *ETC PLACE JAR JAR \n74 Prequel(EP-4~6) Trilogy *ETC PLACE MACE WINDU \n75 Prequel(EP-4~6) Trilogy *ETC PLACE NUTE \n76 Prequel(EP-4~6) Trilogy *ETC PLACE OBI-WAN \n77 Prequel(EP-4~6) Trilogy *ETC PLACE PADME \n78 Prequel(EP-4~6) Trilogy *ETC PLACE QUI-GON \n79 Prequel(EP-4~6) Trilogy *ETC PLACE THREEPIO \n80 Prequel(EP-4~6) Trilogy *ETC PLACE YODA \n81 Prequel(EP-4~6) Trilogy CORUSCANT *EXTRA \n82 Prequel(EP-4~6) Trilogy CORUSCANT ANAKIN (VADER) \n83 Prequel(EP-4~6) Trilogy CORUSCANT DOOKU \n84 Prequel(EP-4~6) Trilogy CORUSCANT EMPEROR \n85 Prequel(EP-4~6) Trilogy CORUSCANT JAR JAR \n86 Prequel(EP-4~6) Trilogy CORUSCANT MACE WINDU \n87 Prequel(EP-4~6) Trilogy CORUSCANT OBI-WAN \n88 Prequel(EP-4~6) Trilogy CORUSCANT PADME \n89 Prequel(EP-4~6) Trilogy CORUSCANT QUI-GON \n90 Prequel(EP-4~6) Trilogy CORUSCANT THREEPIO \n91 Prequel(EP-4~6) Trilogy CORUSCANT YODA \n92 Prequel(EP-4~6) Trilogy FEDERATION BATTLESHIP *EXTRA \n93 Prequel(EP-4~6) Trilogy FEDERATION BATTLESHIP EMPEROR \n94 Prequel(EP-4~6) Trilogy FEDERATION BATTLESHIP NUTE \n95 Prequel(EP-4~6) Trilogy FEDERATION BATTLESHIP OBI-WAN \n96 Prequel(EP-4~6) Trilogy FEDERATION BATTLESHIP PADME \n97 Prequel(EP-4~6) Trilogy FEDERATION BATTLESHIP QUI-GON \n98 Prequel(EP-4~6) Trilogy MOS ESPA *EXTRA \n99 Prequel(EP-4~6) Trilogy MOS ESPA ANAKIN (VADER) \n100 Prequel(EP-4~6) Trilogy MOS ESPA JAR JAR \n101 Prequel(EP-4~6) Trilogy MOS ESPA OBI-WAN \n102 Prequel(EP-4~6) Trilogy MOS ESPA PADME \n103 Prequel(EP-4~6) Trilogy MOS ESPA QUI-GON \n104 Prequel(EP-4~6) Trilogy MOS ESPA THREEPIO \n105 Prequel(EP-4~6) Trilogy MUSTAFAR *EXTRA \n106 Prequel(EP-4~6) Trilogy MUSTAFAR ANAKIN (VADER) \n107 Prequel(EP-4~6) Trilogy MUSTAFAR EMPEROR \n108 Prequel(EP-4~6) Trilogy MUSTAFAR OBI-WAN \n109 Prequel(EP-4~6) Trilogy MUSTAFAR PADME \n110 Prequel(EP-4~6) Trilogy MUSTAFAR THREEPIO \n111 Prequel(EP-4~6) Trilogy NABOO SPACECRAFT *EXTRA \n112 Prequel(EP-4~6) Trilogy NABOO SPACECRAFT ANAKIN (VADER) \n113 Prequel(EP-4~6) Trilogy NABOO SPACECRAFT CAPT \n114 Prequel(EP-4~6) Trilogy NABOO SPACECRAFT JAR JAR \n115 Prequel(EP-4~6) Trilogy NABOO SPACECRAFT OBI-WAN \n116 Prequel(EP-4~6) Trilogy NABOO SPACECRAFT PADME \n117 Prequel(EP-4~6) Trilogy NABOO SPACECRAFT QUI-GON \n118 Prequel(EP-4~6) Trilogy TATOOINE *EXTRA \n119 Prequel(EP-4~6) Trilogy TATOOINE ANAKIN (VADER) \n120 Prequel(EP-4~6) Trilogy TATOOINE CAPT \n121 Prequel(EP-4~6) Trilogy TATOOINE JAR JAR \n122 Prequel(EP-4~6) Trilogy TATOOINE OBI-WAN \n123 Prequel(EP-4~6) Trilogy TATOOINE PADME \n124 Prequel(EP-4~6) Trilogy TATOOINE QUI-GON \n125 Prequel(EP-4~6) Trilogy TATOOINE THREEPIO \n126 Prequel(EP-4~6) Trilogy THEED *EXTRA \n127 Prequel(EP-4~6) Trilogy THEED ANAKIN (VADER) \n128 Prequel(EP-4~6) Trilogy THEED CAPT \n129 Prequel(EP-4~6) Trilogy THEED EMPEROR \n130 Prequel(EP-4~6) Trilogy THEED JAR JAR \n131 Prequel(EP-4~6) Trilogy THEED MACE WINDU \n132 Prequel(EP-4~6) Trilogy THEED NUTE \n133 Prequel(EP-4~6) Trilogy THEED OBI-WAN \n134 Prequel(EP-4~6) Trilogy THEED PADME \n135 Prequel(EP-4~6) Trilogy THEED QUI-GON \n136 Prequel(EP-4~6) Trilogy THEED YODA \n137 Prequel(EP-4~6) Trilogy TIPOCA CITY *EXTRA \n138 Prequel(EP-4~6) Trilogy TIPOCA CITY OBI-WAN \n139 Prequel(EP-4~6) Trilogy UTAPAU *EXTRA \n140 Prequel(EP-4~6) Trilogy UTAPAU OBI-WAN \n\n scene_no \n0 257 \n1 50 \n2 18 \n3 129 \n4 24 \n5 62 \n6 217 \n7 43 \n8 124 \n9 46 \n10 7 \n11 22 \n12 28 \n13 46 \n14 24 \n15 2 \n16 25 \n17 87 \n18 36 \n19 13 \n20 59 \n21 35 \n22 72 \n23 7 \n24 25 \n25 12 \n26 26 \n27 19 \n28 11 \n29 20 \n30 24 \n31 47 \n32 13 \n33 9 \n34 3 \n35 18 \n36 2 \n37 16 \n38 12 \n39 32 \n40 4 \n41 27 \n42 7 \n43 2 \n44 9 \n45 3 \n46 20 \n47 116 \n48 26 \n49 58 \n50 34 \n51 21 \n52 34 \n53 23 \n54 15 \n55 13 \n56 8 \n57 9 \n58 16 \n59 1 \n60 54 \n61 14 \n62 70 \n63 33 \n64 37 \n65 32 \n66 28 \n67 5 \n68 328 \n69 383 \n70 21 \n71 33 \n72 52 \n73 65 \n74 50 \n75 12 \n76 272 \n77 200 \n78 122 \n79 13 \n80 87 \n81 111 \n82 188 \n83 2 \n84 117 \n85 9 \n86 38 \n87 104 \n88 123 \n89 11 \n90 19 \n91 31 \n92 25 \n93 6 \n94 24 \n95 8 \n96 5 \n97 8 \n98 96 \n99 37 \n100 11 \n101 1 \n102 16 \n103 27 \n104 3 \n105 6 \n106 29 \n107 2 \n108 17 \n109 14 \n110 3 \n111 12 \n112 14 \n113 9 \n114 10 \n115 10 \n116 17 \n117 18 \n118 36 \n119 27 \n120 6 \n121 1 \n122 3 \n123 18 \n124 12 \n125 19 \n126 16 \n127 16 \n128 2 \n129 3 \n130 8 \n131 2 \n132 5 \n133 8 \n134 10 \n135 12 \n136 1 \n137 45 \n138 29 \n139 38 \n140 18 "}, "output_type": "execute_result"}]}, {"metadata": {}, "cell_type": "markdown", "source": "### trilogy\uc758 \uc778\ubb3c, \ubc30\uacbd \n\n<img src='./resource/image/trilogy-sankey-chart.png'/>"}, {"metadata": {}, "cell_type": "markdown", "source": "### \ub2e4\uc591\ud55c \uc720\uc0ac\ub3c4 Matrix \ucd9c\ub825 \n* \uc778\ubb3c\ubcc4 \uc720\uc0ac\ub3c4\n* \uc7a5\uba74\ubcc4 \uc720\uc0ac\ub3c4\n* \ubc30\uacbd\ubcc4 \uc720\uc0ac\ub3c4"}, {"execution_count": 1999, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "from scipy.spatial import distance \n\ndef cos_cdist(matrix, vector):\n \"\"\"\n Compute the cosine distances between each row of matrix and vector.\n \"\"\"\n v = vector.reshape(1, -1)\n return scipy.spatial.distance.cdist(matrix, v, 'cosine').reshape(-1)\n\ndef matrix_similarity( matrix_ds, dist='cosine'):\n \n sim_mat = []\n name = []\n for idx, row in matrix_ds.iterrows():\n name.append(idx)\n sim_mat.append(cos_cdist( matrix_ds, row ).tolist())\n ds = 1-pd.DataFrame(sim_mat, columns=name, index=name)\n return ds\n\n", "outputs": []}, {"execution_count": 2216, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "actor_ds = pd.pivot_table( sw_ds, index='top_actor', columns='totally_scene_no', values='type', aggfunc=len, fill_value=0)\nds = matrix_similarity( actor_ds )\nsns.set(style=\"whitegrid\", palette=\"pastel\", color_codes=True,font_scale=1.2)\ncmap = sns.cubehelix_palette(as_cmap=True, rot=-.3, light=1)\nax = sns.clustermap(ds, cmap=cmap, linewidths=.5)", "outputs": [{"metadata": {}, "data": {"image/png": 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+iZlRAAAAmCbA7AZgnMioLh6vUbB7vSRpcEamx2tJ0oJRD0qSpq5+35B6Kb3jJUmvb9lg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"text/plain": "<matplotlib.figure.Figure at 0x14736efd0>"}, "output_type": "display_data"}]}, {"execution_count": 2217, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "place_ds = pd.pivot_table( sw_ds, index='top_place', columns='actor', values='type', aggfunc=len, fill_value=0)\nds = matrix_similarity(place_ds)\ncmap = sns.cubehelix_palette(as_cmap=True, rot=.3, light=1)\nax = sns.clustermap(ds, cmap=cmap, linewidths=.5 )", "outputs": [{"metadata": {}, "data": {"image/png": 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vb2+LbU2aNCEuLs5qGxGRkuxunCXoJtX0i4gUTIlMukVESqO7eSYW1fSLiBSMkm4RERGx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\n", "text/plain": "<matplotlib.figure.Figure at 0x14a49a7f0>"}, "output_type": "display_data"}]}, {"metadata": {}, "cell_type": "markdown", "source": "### \uc778\ubb3c-\ubc30\uacbd\uc758 network \uadf8\ub798\ud504 "}, {"execution_count": 2218, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "\ndef extractNetwork( ds, name1, name2, min_edge=0, min_node=0):\n ## make graph data \n edges = defaultdict(int)\n nodes = defaultdict(int)\n for (idx, row) in ds.iterrows():\n\n if row[name1].startswith('*') or row[name2].startswith('*'):\n continue\n\n ## sort ascending\n n1,n2 = (row[name1], row[name2]) if row[name1] < row[name2] else (row[name2], row[name1])\n edges[(n1,n2)] += 1\n nodes[n1] += 1\n nodes[n2] += 1\n \n nodes = { n:v for (n,v) in nodes.items() if v>min_node }\n edges = { (n1,n2):v for ((n1,n2),v) in edges.items() if v>min_edge and n1 in nodes and n2 in nodes }\n return (edges, nodes)\n", "outputs": []}, {"execution_count": 2286, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "def drawSWNetwork( edges, nodes, title, min_display=0 ) :\n # draw graph\n G=nx.Graph()\n for (n,v) in edges.items():\n G.add_edge(n[0],n[1],weight=v)\n\n pos=nx.spring_layout(G, k=0.3) # positions for all nodes\n plt.figure(3,figsize=(17,12))\n plt.xlim(-.02,1.02)\n plt.ylim(-.05,1.05)\n plt.title(title, fontsize=14)\n ax = nx.draw_networkx_nodes(G, pos,\n nodelist=nodes.keys(),\n node_color='rgbcmy',\n node_size=[v*4 for v in nodes.values()],\n alpha=0.8)\n\n nx.draw_networkx_edges(G, pos, alpha=0.4, edgelist=edges.keys(), width=[n/15 for n in edges.values()])\n \n \n labels = {} \n for (n,v) in nodes.items():\n labels[n] = '' if v<min_display else n.replace(' ','\\n')\n ax = nx.draw_networkx_labels(G, pos, labels, font_size=12, font_color=\"k\")\n #nx.draw(G, fontsize=10)", "outputs": []}, {"metadata": {}, "cell_type": "markdown", "source": "### \ub9e4\uac1c \uc911\uc2ec\uc131(betweeness centrality) \uce21\uc815"}, {"execution_count": 2316, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "(edges, nodes) = extractNetwork(ds=sw_ds[sw_ds.episode>0], name1='actor', name2='place1', min_node=15)\nG=nx.Graph()\nfor (n,v) in edges.items():\n G.add_edge(n[0],n[1],weight=v)\n\n#dc = nx.betweenness_centrality(G)\n#dc = nx.degree_centrality(G)\ndc = nx.betweenness.betweenness_centrality(G)\n\nimport operator\nsorted_x = sorted(dc.items(), key=operator.itemgetter(1))\nsorted_x.reverse()\n\n\nfor n,c in sorted_x[:20]:\n print(n,'\\t',round(c,3))", "outputs": [{"name": "stdout", "text": "OBI-WAN \t 0.307\nANAKIN (VADER) \t 0.247\nLUKE \t 0.117\nTHREEPIO \t 0.103\nTATOOINE \t 0.102\nPADME \t 0.092\nMOS ESPA \t 0.06\nDEATH STAR \t 0.053\nCORUSCANT \t 0.045\nQUI-GON \t 0.035\nEMPEROR \t 0.035\nMILLENNIUM FALCON \t 0.031\nHAN \t 0.03\nTHEED \t 0.028\nLEIA \t 0.027\nYODA \t 0.024\nTIPOCA CITY \t 0.023\nSPACE \t 0.022\nVADER'S STAR DESTROYER \t 0.02\nNABOO EDGE OF SWAMP/ GRASS PLAINS \t 0.02\n", "output_type": "stream"}]}, {"metadata": {}, "cell_type": "markdown", "source": "### \uc2a4\ud0c0\uc6cc\uc988 \uc804\uccb4(EP1~6) \uc778\ubb3c-\ubc30\uacbd \ub124\ud06c\uc6cc\ud06c"}, {"execution_count": 2288, "metadata": {"trusted": true, "collapsed": false}, "cell_type": "code", "source": "(edges, nodes) = extractNetwork(ds=sw_ds, name1='actor', name2='place1', min_node=15)\ndrawSWNetwork( edges, nodes, '', min_display=40)", "outputs": [{"metadata": {}, "data": {"image/png": 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9Z6uu2Oy1VCpFZmZmwm3GXr58KRbALS0tKCoqemebsVgY4ezsbELtqGQyGcrL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FAAAg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\ne8q1JBH9bhXBIENDQ6xd
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