{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Film Script Analysis -- Case Study 10 -- Badlands.\n",
"\n",
"\n",
"\n",
"\n",
"-----20 Movies Script Visualizations will be done------This could be done for the 1000+ movie script I segmented--- I just randomly chose 20 movie scripts from the segmented movies....\n",
"\n",
"\n",
"\n",
"#### The aim of this project is to provide detailed insights into different movies analyzed focusing on the characters, their dialogues, scene locations, emotional and sentiment analysis of the whole movie and the individual characters, character's interaction with one another and finally gender distribution in the each movie analyzed.\n",
"\n",
"\n",
"### To execute this project, the following objectives were done:\n",
"\n",
"\n",
"1. Web scraping of the movie scripts (Over 1000+ movies were scraped from imsdb website)\n",
"\n",
"\n",
"2. Movies segmentation into Scenes --> **Scene Location, Scene Action/Description, Scene Dialogues, Scene Characters (All the movies scraped were segmented except those that do not follow the \"Screenplay format i.e. INT / EXT)\"**\n",
"\n",
"\n",
"3. Character extraction and appearances plot ---> Here, characters were plotted based on how many times they appeared and spoke in each scene and across the movie.\n",
"\n",
"\n",
"4. Character Interaction Mapping --> We mapped out the connection between all the characters in the movie and also the interaction between the Top 10 characters in the movie.\n",
"\n",
"\n",
"5. Here, we looked at the **Most mentioned character based on the Scene dialogues and also the characters each character mention the most in their conversation.**\n",
"\n",
"\n",
"6. Similar to Number 5., Here looked at who a specific character talks with the most in the Movie.\n",
"\n",
"\n",
"7. **Emotional and Sentiment Analysis across the whole movie and for each individual character**, However for this project we limited it to only the Top 10 characters. ---> This gives us the character's emotion when he/she appears in the movie.\n",
"\n",
"\n",
"8. Additional Scene Informations --> Exact Scene Locations, Scenes with dialogs and no dialogs, Scenes that occurred during the Day or in the Night, Scenes location based on Outdoor or Indoor appearances.\n",
"\n",
"\n",
"9. Gender Distribution in the movie\n",
"\n",
"\n",
"***(python Code) Modules for this project: imsbd_moviescript_scraper_AND_Scene_Segmentation.py, dialogue_appearance.py, characters_extract.py, xter_interaction.py, characters_mt.py, emotions.py, movie_info.py, gend_distribution_plot.py***\n",
"\n",
"\n",
"\n",
"\n",
"Tools: Python libraries"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <script type=\"text/javascript\">\n",
" window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
" if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
" if (typeof require !== 'undefined') {\n",
" require.undef(\"plotly\");\n",
" requirejs.config({\n",
" paths: {\n",
" 'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
" }\n",
" });\n",
" require(['plotly'], function(Plotly) {\n",
" window._Plotly = Plotly;\n",
" });\n",
" }\n",
" </script>\n",
" "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
" <script type=\"text/javascript\">\n",
" window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
" if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
" if (typeof require !== 'undefined') {\n",
" require.undef(\"plotly\");\n",
" requirejs.config({\n",
" paths: {\n",
" 'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
" }\n",
" });\n",
" require(['plotly'], function(Plotly) {\n",
" window._Plotly = Plotly;\n",
" });\n",
" }\n",
" </script>\n",
" "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
" <script type=\"text/javascript\">\n",
" window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
" if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
" if (typeof require !== 'undefined') {\n",
" require.undef(\"plotly\");\n",
" requirejs.config({\n",
" paths: {\n",
" 'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
" }\n",
" });\n",
" require(['plotly'], function(Plotly) {\n",
" window._Plotly = Plotly;\n",
" });\n",
" }\n",
" </script>\n",
" "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
" <script type=\"text/javascript\">\n",
" window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
" if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
" if (typeof require !== 'undefined') {\n",
" require.undef(\"plotly\");\n",
" requirejs.config({\n",
" paths: {\n",
" 'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
" }\n",
" });\n",
" require(['plotly'], function(Plotly) {\n",
" window._Plotly = Plotly;\n",
" });\n",
" }\n",
" </script>\n",
" "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
" <script type=\"text/javascript\">\n",
" window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
" if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
" if (typeof require !== 'undefined') {\n",
" require.undef(\"plotly\");\n",
" requirejs.config({\n",
" paths: {\n",
" 'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
" }\n",
" });\n",
" require(['plotly'], function(Plotly) {\n",
" window._Plotly = Plotly;\n",
" });\n",
" }\n",
" </script>\n",
" "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
" <script type=\"text/javascript\">\n",
" window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
" if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
" if (typeof require !== 'undefined') {\n",
" require.undef(\"plotly\");\n",
" requirejs.config({\n",
" paths: {\n",
" 'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
" }\n",
" });\n",
" require(['plotly'], function(Plotly) {\n",
" window._Plotly = Plotly;\n",
" });\n",
" }\n",
" </script>\n",
" "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Import all the necessary python modules needed for this analysis\n",
"\n",
"from characters_extract import extract_characters\n",
"from dialogue_appearance import scene_dialogues\n",
"from xter_interaction import interaction\n",
"from emotions import emotions_sentiments\n",
"from characters_mt import character_mentions\n",
"from gend_distribution_plot import gender\n",
"from movie_info import scene_info_plots"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <script type=\"text/javascript\">\n",
" window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
" if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
" if (typeof require !== 'undefined') {\n",
" require.undef(\"plotly\");\n",
" requirejs.config({\n",
" paths: {\n",
" 'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
" }\n",
" });\n",
" require(['plotly'], function(Plotly) {\n",
" window._Plotly = Plotly;\n",
" });\n",
" }\n",
" </script>\n",
" "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import glob\n",
"import random\n",
"import secrets\n",
"import re\n",
"\n",
"import cufflinks as cf\n",
"import networkx as net\n",
"import itertools\n",
"# plotly\n",
"from plotly.subplots import make_subplots\n",
"import plotly.graph_objects as go\n",
"import pandas as pd\n",
"import chart_studio.plotly as py\n",
"import plotly.graph_objs as go\n",
"from plotly import tools\n",
"from plotly.offline import init_notebook_mode, iplot\n",
"init_notebook_mode(connected=True)\n",
"import plotly.express as px"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1. Load in the Segmented Movie scripts stored in .pkl format"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"films = []\n",
"for f in glob.glob('Films/*'):\n",
" film_name = re.sub(r'.pkl|Films\\\\', '', f)\n",
" films.append(film_name)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of films available for Analysis: 1037 Movies\n"
]
}
],
"source": [
"#Number of Films we segmented into scenes, scene_actions, characters, and characters dialogue\n",
"print('Number of films available for Analysis: ', len(films), ' Movies')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"#Random 10 films from the 1000 films scraped from the internet\n",
"films_list = random.sample(films, 10)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Badlands\n"
]
}
],
"source": [
"#Randomly select film to analyze\n",
"film = secrets.choice(films_list)\n",
"print(film)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"##load the scenes, dialogues, characters into dataframe\n",
"\n",
"df_film = pd.read_pickle('Films/' + film + '.pkl')\n",
"df_film_dialogue = pd.read_pickle('Dialogues/' + film + '.pkl')\n",
"df_film_characters = pd.read_pickle('Characters/' + film + '.pkl')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Scene_Names</th>\n",
" <th>Scene_action</th>\n",
" <th>Scene_Characters</th>\n",
" <th>Scene_Dialogue</th>\n",
" <th>Contents</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>55</th>\n",
" <td>EXT. RIVER</td>\n",
" <td>Kit is fishing with his crude net. He stops br...</td>\n",
" <td>[HOLLY, KIT]</td>\n",
" <td>[For days afterward I lived in dread. At times...</td>\n",
" <td>Kit is fishing with his crude net. He stops b...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>EXT. TREEHOUSE SERIES OF ANGLES</td>\n",
" <td>Details of Kit and Holly building the treehous...</td>\n",
" <td>[HOLLY]</td>\n",
" <td>[We planned a huge network of tunnels under th...</td>\n",
" <td>Details of Kit and Holly building the treehou...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>110</th>\n",
" <td>EXT. MOUNTAINS THEIR POV</td>\n",
" <td>Mountains in the distance closer now than ever...</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Mountains in the distance closer now than eve...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>108</th>\n",
" <td>EXT. CADILLAC ON PLAINS DAY</td>\n",
" <td>Two shots of the Cadillac heading across the B...</td>\n",
" <td>[HOLLY]</td>\n",
" <td>[Kit knew the end was coming. He wondered if h...</td>\n",
" <td>Two shots of the Cadillac heading across the ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>EXT. FRONT LAWN</td>\n",
" <td></td>\n",
" <td>[KIT, HOLLY, KIT, HOLLY, KIT, HOLLY, KIT]</td>\n",
" <td>[Hi, I am Kit. I am not keeping you from anyth...</td>\n",
" <td>KIT Hi, I am Kit. I am not keeping you from a...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>EXT. FEEDLOT</td>\n",
" <td>Kit steps on top of a dead cow, as though to c...</td>\n",
" <td>[HOLLY]</td>\n",
" <td>[For instance,. he faked his signature wheneve...</td>\n",
" <td>Kit steps on top of a dead cow, as though to ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>85</th>\n",
" <td>EXT. BADLANDS EXTREME LONG SHOT</td>\n",
" <td>The car races across the open prairie.</td>\n",
" <td>[HOLLY]</td>\n",
" <td>[Fearing there had be roadblocks on the highwa...</td>\n",
" <td>The car races across the open prairie. HOLLY...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>EXT. HOLLY'S HOUSE NIGHT</td>\n",
" <td>The house by night.</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>The house by night.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>61</th>\n",
" <td>INT. BEDROOM</td>\n",
" <td>Cato falls on his bed and rolls over to face K...</td>\n",
" <td>[HOLLY, KIT]</td>\n",
" <td>[Kit never let on why he had shot Cato. He sai...</td>\n",
" <td>Cato falls on his bed and rolls over to face ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>EXT. RIVERBANK</td>\n",
" <td>Kit puts on his jacket and heads down a riverb...</td>\n",
" <td>[HOLLY, KIT, HOLLY, KIT, HOLLY, KIT, HOLLY, KI...</td>\n",
" <td>[Did it go the way it 'uz supposed to?, Yeah.,...</td>\n",
" <td>Kit puts on his jacket and heads down a river...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Scene_Names \\\n",
"55 EXT. RIVER \n",
"43 EXT. TREEHOUSE SERIES OF ANGLES \n",
"110 EXT. MOUNTAINS THEIR POV \n",
"108 EXT. CADILLAC ON PLAINS DAY \n",
"5 EXT. FRONT LAWN \n",
"16 EXT. FEEDLOT \n",
"85 EXT. BADLANDS EXTREME LONG SHOT \n",
"33 EXT. HOLLY'S HOUSE NIGHT \n",
"61 INT. BEDROOM \n",
"18 EXT. RIVERBANK \n",
"\n",
" Scene_action \\\n",
"55 Kit is fishing with his crude net. He stops br... \n",
"43 Details of Kit and Holly building the treehous... \n",
"110 Mountains in the distance closer now than ever... \n",
"108 Two shots of the Cadillac heading across the B... \n",
"5 \n",
"16 Kit steps on top of a dead cow, as though to c... \n",
"85 The car races across the open prairie. \n",
"33 The house by night. \n",
"61 Cato falls on his bed and rolls over to face K... \n",
"18 Kit puts on his jacket and heads down a riverb... \n",
"\n",
" Scene_Characters \\\n",
"55 [HOLLY, KIT] \n",
"43 [HOLLY] \n",
"110 None \n",
"108 [HOLLY] \n",
"5 [KIT, HOLLY, KIT, HOLLY, KIT, HOLLY, KIT] \n",
"16 [HOLLY] \n",
"85 [HOLLY] \n",
"33 None \n",
"61 [HOLLY, KIT] \n",
"18 [HOLLY, KIT, HOLLY, KIT, HOLLY, KIT, HOLLY, KI... \n",
"\n",
" Scene_Dialogue \\\n",
"55 [For days afterward I lived in dread. At times... \n",
"43 [We planned a huge network of tunnels under th... \n",
"110 None \n",
"108 [Kit knew the end was coming. He wondered if h... \n",
"5 [Hi, I am Kit. I am not keeping you from anyth... \n",
"16 [For instance,. he faked his signature wheneve... \n",
"85 [Fearing there had be roadblocks on the highwa... \n",
"33 None \n",
"61 [Kit never let on why he had shot Cato. He sai... \n",
"18 [Did it go the way it 'uz supposed to?, Yeah.,... \n",
"\n",
" Contents \n",
"55 Kit is fishing with his crude net. He stops b... \n",
"43 Details of Kit and Holly building the treehou... \n",
"110 Mountains in the distance closer now than eve... \n",
"108 Two shots of the Cadillac heading across the ... \n",
"5 KIT Hi, I am Kit. I am not keeping you from a... \n",
"16 Kit steps on top of a dead cow, as though to ... \n",
"85 The car races across the open prairie. HOLLY... \n",
"33 The house by night. \n",
"61 Cato falls on his bed and rolls over to face ... \n",
"18 Kit puts on his jacket and heads down a river... "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Randomly generate 10 scenes from the movie script\n",
"df_film.sample(10)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(125, 5)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#check how many scenes the movie script has\n",
"df_film.shape"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>characters</th>\n",
" <th>Character_dialogue</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>220</th>\n",
" <td>CATO</td>\n",
" <td>I will catch up with you.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>224</th>\n",
" <td>HOLLY</td>\n",
" <td>Hey, you are throwing big ones Suddenly, Kit s...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>125</th>\n",
" <td>KIT</td>\n",
" <td>You know, before I met her, nobody could ask m...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>237</th>\n",
" <td>HOLLY</td>\n",
" <td>Just looking.</td>\n",
" </tr>\n",
" <tr>\n",
" <th>457</th>\n",
" <td>KIT</td>\n",
" <td>You ever had to open it up like that before?</td>\n",
" </tr>\n",
" <tr>\n",
" <th>450</th>\n",
" <td>KIT</td>\n",
" <td>You are going to give me a cauliflower ear, Sh...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>178</th>\n",
" <td>HOLLY</td>\n",
" <td>They hadn't found but one set of bones in the ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>359</th>\n",
" <td>HOLLY</td>\n",
" <td>Through desert and mesa, across the endless mi...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184</th>\n",
" <td>HOLLY</td>\n",
" <td>One of the chickens died last night. She pats ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>115</th>\n",
" <td>HOLLY</td>\n",
" <td>Don't call me stupid.</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" characters Character_dialogue\n",
"220 CATO I will catch up with you.\n",
"224 HOLLY Hey, you are throwing big ones Suddenly, Kit s...\n",
"125 KIT You know, before I met her, nobody could ask m...\n",
"237 HOLLY Just looking. \n",
"457 KIT You ever had to open it up like that before?\n",
"450 KIT You are going to give me a cauliflower ear, Sh...\n",
"178 HOLLY They hadn't found but one set of bones in the ...\n",
"359 HOLLY Through desert and mesa, across the endless mi...\n",
"184 HOLLY One of the chickens died last night. She pats ...\n",
"115 HOLLY Don't call me stupid."
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Randomly select characters and their corresponding dialogues\n",
"df_film_dialogue.sample(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2. Character appearance plots"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"ext = extract_characters(df_film, df_film_dialogue, df_film_characters, film)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"linkText": "Export to plot.ly",
"plotlyServerURL": "https://plot.ly",
"showLink": false
},
"data": [
{
"alignmentgroup": "True",
"customdata": [
[
"BUM",
2
],
[
"MECHANIC",
2
],
[
"TROOPER",
3
],
[
"CLERK",
4
],
[
"VISITOR",
4
],
[
"GIRL",
5
],
[
"ROUGHNECK",
5
],
[
"SHERIFF",
6
],
[
"BOY",
8
],
[
"RICH MAN",
10
],
[
"FATHER",
12
],
[
"CATO",
15
],
[
"DEPUTY",
18
],
[
"HOLLY",
161
],
[
"KIT",
261
]
],
"hovertemplate": "<b> Character Counts <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>",
"legendgroup": "",
"marker": {
"color": [
2,
2,
3,
4,
4,
5,
5,
6,
8,
10,
12,
15,
18,
161,
261
],
"coloraxis": "coloraxis"
},
"name": "",
"offsetgroup": "",
"orientation": "h",
"showlegend": false,
"textposition": "auto",
"type": "bar",
"x": [
2,
2,
3,
4,
4,
5,
5,
6,
8,
10,
12,
15,
18,
161,
261
],
"xaxis": "x",
"y": [
"BUM",
"MECHANIC",
"TROOPER",
"CLERK",
"VISITOR",
"GIRL",
"ROUGHNECK",
"SHERIFF",
"BOY",
"RICH MAN",
"FATHER",
"CATO",
"DEPUTY",
"HOLLY",
"KIT"
],
"yaxis": "y"
}
],
"layout": {
"barmode": "relative",
"coloraxis": {
"colorbar": {
"title": {
"text": "<b> Character Counts <b>"
}
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"height": 1000,
"legend": {
"tracegroupgap": 0
},
"margin": {
"t": 60
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "<b> Number of Times Characters appeared in the Badlands Movie <b>"
},
"width": 1000,
"xaxis": {
"anchor": "y",
"domain": [
0,
1
],
"title": {
"text": "<b> Counts <b>"
}
},
"yaxis": {
"anchor": "x",
"domain": [
0,
1
],
"title": {
"text": "<b> Characters <b>"
}
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"b4a856a2-f07a-4619-ada4-8c3cb97d5b54\" class=\"plotly-graph-div\" style=\"height:1000px; width:1000px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"b4a856a2-f07a-4619-ada4-8c3cb97d5b54\")) {\n",
" Plotly.newPlot(\n",
" 'b4a856a2-f07a-4619-ada4-8c3cb97d5b54',\n",
" [{\"alignmentgroup\": \"True\", \"customdata\": [[\"BUM\", 2], [\"MECHANIC\", 2], [\"TROOPER\", 3], [\"CLERK\", 4], [\"VISITOR\", 4], [\"GIRL\", 5], [\"ROUGHNECK\", 5], [\"SHERIFF\", 6], [\"BOY\", 8], [\"RICH MAN\", 10], [\"FATHER\", 12], [\"CATO\", 15], [\"DEPUTY\", 18], [\"HOLLY\", 161], [\"KIT\", 261]], \"hovertemplate\": \"<b> Character Counts <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": [2, 2, 3, 4, 4, 5, 5, 6, 8, 10, 12, 15, 18, 161, 261], \"coloraxis\": \"coloraxis\"}, \"name\": \"\", \"offsetgroup\": \"\", \"orientation\": \"h\", \"showlegend\": false, \"textposition\": \"auto\", \"type\": \"bar\", \"x\": [2, 2, 3, 4, 4, 5, 5, 6, 8, 10, 12, 15, 18, 161, 261], \"xaxis\": \"x\", \"y\": [\"BUM\", \"MECHANIC\", \"TROOPER\", \"CLERK\", \"VISITOR\", \"GIRL\", \"ROUGHNECK\", \"SHERIFF\", \"BOY\", \"RICH MAN\", \"FATHER\", \"CATO\", \"DEPUTY\", \"HOLLY\", \"KIT\"], \"yaxis\": \"y\"}],\n",
" {\"barmode\": \"relative\", \"coloraxis\": {\"colorbar\": {\"title\": {\"text\": \"<b> Character Counts <b>\"}}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"height\": 1000, \"legend\": {\"tracegroupgap\": 0}, \"margin\": {\"t\": 60}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"<b> Number of Times Characters appeared in the Badlands Movie <b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Counts <b>\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Characters <b>\"}}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('b4a856a2-f07a-4619-ada4-8c3cb97d5b54');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"linkText": "Export to plot.ly",
"plotlyServerURL": "https://plot.ly",
"showLink": false
},
"data": [
{
"alignmentgroup": "True",
"customdata": [
[
"GIRL",
1
],
[
"ROUGHNECK",
1
],
[
"CLERK",
1
],
[
"VISITOR",
1
],
[
"BUM",
1
],
[
"MECHANIC",
1
],
[
"BOY",
2
],
[
"SHERIFF",
2
],
[
"TROOPER",
2
],
[
"FATHER",
3
],
[
"DEPUTY",
4
],
[
"RICH MAN",
4
],
[
"CATO",
6
],
[
"KIT",
62
],
[
"HOLLY",
80
]
],
"hovertemplate": "<b> Scene Counts <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>",
"legendgroup": "",
"marker": {
"color": [
1,
1,
1,
1,
1,
1,
2,
2,
2,
3,
4,
4,
6,
62,
80
],
"coloraxis": "coloraxis"
},
"name": "",
"offsetgroup": "",
"orientation": "h",
"showlegend": false,
"textposition": "auto",
"type": "bar",
"x": [
1,
1,
1,
1,
1,
1,
2,
2,
2,
3,
4,
4,
6,
62,
80
],
"xaxis": "x",
"y": [
"GIRL",
"ROUGHNECK",
"CLERK",
"VISITOR",
"BUM",
"MECHANIC",
"BOY",
"SHERIFF",
"TROOPER",
"FATHER",
"DEPUTY",
"RICH MAN",
"CATO",
"KIT",
"HOLLY"
],
"yaxis": "y"
}
],
"layout": {
"barmode": "relative",
"coloraxis": {
"colorbar": {
"title": {
"text": "<b> Scene Counts <b>"
}
},
"colorscale": [
[
0,
"rgb(254, 252, 205)"
],
[
0.09090909090909091,
"rgb(239, 225, 156)"
],
[
0.18181818181818182,
"rgb(221, 201, 106)"
],
[
0.2727272727272727,
"rgb(194, 182, 59)"
],
[
0.36363636363636365,
"rgb(157, 167, 21)"
],
[
0.45454545454545453,
"rgb(116, 153, 5)"
],
[
0.5454545454545454,
"rgb(75, 138, 20)"
],
[
0.6363636363636364,
"rgb(35, 121, 36)"
],
[
0.7272727272727273,
"rgb(11, 100, 44)"
],
[
0.8181818181818182,
"rgb(18, 78, 43)"
],
[
0.9090909090909091,
"rgb(25, 56, 34)"
],
[
1,
"rgb(23, 35, 18)"
]
]
},
"height": 900,
"legend": {
"tracegroupgap": 0
},
"margin": {
"t": 60
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "<b> Number of Scenes Each Character Spoke In, in the Badlands movie <b>"
},
"width": 1000,
"xaxis": {
"anchor": "y",
"domain": [
0,
1
],
"title": {
"text": "<b> Scene counts <b>"
}
},
"yaxis": {
"anchor": "x",
"domain": [
0,
1
],
"title": {
"text": "<b> Characters <b>"
}
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"d49ecc2a-4d39-4023-85ff-a1a9334f5987\" class=\"plotly-graph-div\" style=\"height:900px; width:1000px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"d49ecc2a-4d39-4023-85ff-a1a9334f5987\")) {\n",
" Plotly.newPlot(\n",
" 'd49ecc2a-4d39-4023-85ff-a1a9334f5987',\n",
" [{\"alignmentgroup\": \"True\", \"customdata\": [[\"GIRL\", 1], [\"ROUGHNECK\", 1], [\"CLERK\", 1], [\"VISITOR\", 1], [\"BUM\", 1], [\"MECHANIC\", 1], [\"BOY\", 2], [\"SHERIFF\", 2], [\"TROOPER\", 2], [\"FATHER\", 3], [\"DEPUTY\", 4], [\"RICH MAN\", 4], [\"CATO\", 6], [\"KIT\", 62], [\"HOLLY\", 80]], \"hovertemplate\": \"<b> Scene Counts <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": [1, 1, 1, 1, 1, 1, 2, 2, 2, 3, 4, 4, 6, 62, 80], \"coloraxis\": \"coloraxis\"}, \"name\": \"\", \"offsetgroup\": \"\", \"orientation\": \"h\", \"showlegend\": false, \"textposition\": \"auto\", \"type\": \"bar\", \"x\": [1, 1, 1, 1, 1, 1, 2, 2, 2, 3, 4, 4, 6, 62, 80], \"xaxis\": \"x\", \"y\": [\"GIRL\", \"ROUGHNECK\", \"CLERK\", \"VISITOR\", \"BUM\", \"MECHANIC\", \"BOY\", \"SHERIFF\", \"TROOPER\", \"FATHER\", \"DEPUTY\", \"RICH MAN\", \"CATO\", \"KIT\", \"HOLLY\"], \"yaxis\": \"y\"}],\n",
" {\"barmode\": \"relative\", \"coloraxis\": {\"colorbar\": {\"title\": {\"text\": \"<b> Scene Counts <b>\"}}, \"colorscale\": [[0.0, \"rgb(254, 252, 205)\"], [0.09090909090909091, \"rgb(239, 225, 156)\"], [0.18181818181818182, \"rgb(221, 201, 106)\"], [0.2727272727272727, \"rgb(194, 182, 59)\"], [0.36363636363636365, \"rgb(157, 167, 21)\"], [0.45454545454545453, \"rgb(116, 153, 5)\"], [0.5454545454545454, \"rgb(75, 138, 20)\"], [0.6363636363636364, \"rgb(35, 121, 36)\"], [0.7272727272727273, \"rgb(11, 100, 44)\"], [0.8181818181818182, \"rgb(18, 78, 43)\"], [0.9090909090909091, \"rgb(25, 56, 34)\"], [1.0, \"rgb(23, 35, 18)\"]]}, \"height\": 900, \"legend\": {\"tracegroupgap\": 0}, \"margin\": {\"t\": 60}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"<b> Number of Scenes Each Character Spoke In, in the Badlands movie <b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Scene counts <b>\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Characters <b>\"}}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('d49ecc2a-4d39-4023-85ff-a1a9334f5987');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"movie_characters = ext.extract_character_plot()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"dia = scene_dialogues(df_film, film)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"linkText": "Export to plot.ly",
"plotlyServerURL": "https://plot.ly",
"showLink": false
},
"data": [
{
"alignmentgroup": "True",
"boxpoints": "all",
"customdata": [
[
"HOLLY",
1
],
[
"HOLLY",
3
],
[
"HOLLY",
6
],
[
"HOLLY",
7
],
[
"HOLLY",
8
],
[
"HOLLY",
10
],
[
"HOLLY",
11
],
[
"HOLLY",
12
],
[
"HOLLY",
13
],
[
"HOLLY",
14
],
[
"HOLLY",
15
],
[
"HOLLY",
16
],
[
"HOLLY",
17
],
[
"HOLLY",
18
],
[
"HOLLY",
19
],
[
"HOLLY",
20
],
[
"HOLLY",
21
],
[
"HOLLY",
22
],
[
"HOLLY",
24
],
[
"HOLLY",
27
],
[
"HOLLY",
28
],
[
"HOLLY",
29
],
[
"HOLLY",
33
],
[
"HOLLY",
38
],
[
"HOLLY",
40
],
[
"HOLLY",
41
],
[
"HOLLY",
42
],
[
"HOLLY",
43
],
[
"HOLLY",
44
],
[
"HOLLY",
46
],
[
"HOLLY",
47
],
[
"HOLLY",
48
],
[
"HOLLY",
50
],
[
"HOLLY",
51
],
[
"HOLLY",
52
],
[
"HOLLY",
54
],
[
"HOLLY",
55
],
[
"HOLLY",
56
],
[
"HOLLY",
58
],
[
"HOLLY",
60
],
[
"HOLLY",
61
],
[
"HOLLY",
62
],
[
"HOLLY",
63
],
[
"HOLLY",
64
],
[
"HOLLY",
65
],
[
"HOLLY",
66
],
[
"HOLLY",
67
],
[
"HOLLY",
68
],
[
"HOLLY",
69
],
[
"HOLLY",
70
],
[
"HOLLY",
71
],
[
"HOLLY",
72
],
[
"HOLLY",
76
],
[
"HOLLY",
78
],
[
"HOLLY",
84
],
[
"HOLLY",
85
],
[
"HOLLY",
86
],
[
"HOLLY",
87
],
[
"HOLLY",
88
],
[
"HOLLY",
90
],
[
"HOLLY",
92
],
[
"HOLLY",
93
],
[
"HOLLY",
94
],
[
"HOLLY",
95
],
[
"HOLLY",
96
],
[
"HOLLY",
97
],
[
"HOLLY",
98
],
[
"HOLLY",
100
],
[
"HOLLY",
101
],
[
"HOLLY",
102
],
[
"HOLLY",
103
],
[
"HOLLY",
104
],
[
"HOLLY",
105
],
[
"HOLLY",
107
],
[
"HOLLY",
109
],
[
"HOLLY",
110
],
[
"HOLLY",
112
],
[
"HOLLY",
113
],
[
"HOLLY",
120
],
[
"HOLLY",
123
]
],
"fillcolor": "rgba(255,255,255,0)",
"hoveron": "points",
"hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
"legendgroup": "HOLLY",
"line": {
"color": "rgba(255,255,255,0)"
},
"marker": {
"color": "#636efa"
},
"name": "HOLLY",
"offsetgroup": "HOLLY",
"orientation": "v",
"pointpos": 0,
"showlegend": true,
"type": "box",
"x": [
1,
3,
6,
7,
8,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
24,
27,
28,
29,
33,
38,
40,
41,
42,
43,
44,
46,
47,
48,
50,
51,
52,
54,
55,
56,
58,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
76,
78,
84,
85,
86,
87,
88,
90,
92,
93,
94,
95,
96,
97,
98,
100,
101,
102,
103,
104,
105,
107,
109,
110,
112,
113,
120,
123
],
"x0": " ",
"xaxis": "x",
"y": [
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY",
"HOLLY"
],
"y0": " ",
"yaxis": "y"
},
{
"alignmentgroup": "True",
"boxpoints": "all",
"customdata": [
[
"KIT",
2
],
[
"KIT",
4
],
[
"KIT",
6
],
[
"KIT",
7
],
[
"KIT",
9
],
[
"KIT",
10
],
[
"KIT",
11
],
[
"KIT",
13
],
[
"KIT",
14
],
[
"KIT",
19
],
[
"KIT",
20
],
[
"KIT",
25
],
[
"KIT",
26
],
[
"KIT",
27
],
[
"KIT",
28
],
[
"KIT",
29
],
[
"KIT",
32
],
[
"KIT",
33
],
[
"KIT",
36
],
[
"KIT",
42
],
[
"KIT",
50
],
[
"KIT",
52
],
[
"KIT",
56
],
[
"KIT",
57
],
[
"KIT",
59
],
[
"KIT",
60
],
[
"KIT",
61
],
[
"KIT",
62
],
[
"KIT",
63
],
[
"KIT",
64
],
[
"KIT",
65
],
[
"KIT",
67
],
[
"KIT",
69
],
[
"KIT",
71
],
[
"KIT",
72
],
[
"KIT",
73
],
[
"KIT",
74
],
[
"KIT",
77
],
[
"KIT",
80
],
[
"KIT",
81
],
[
"KIT",
82
],
[
"KIT",
83
],
[
"KIT",
84
],
[
"KIT",
85
],
[
"KIT",
87
],
[
"KIT",
94
],
[
"KIT",
96
],
[
"KIT",
100
],
[
"KIT",
101
],
[
"KIT",
107
],
[
"KIT",
108
],
[
"KIT",
110
],
[
"KIT",
112
],
[
"KIT",
113
],
[
"KIT",
114
],
[
"KIT",
116
],
[
"KIT",
117
],
[
"KIT",
118
],
[
"KIT",
119
],
[
"KIT",
120
],
[
"KIT",
122
],
[
"KIT",
124
]
],
"fillcolor": "rgba(255,255,255,0)",
"hoveron": "points",
"hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
"legendgroup": "KIT",
"line": {
"color": "rgba(255,255,255,0)"
},
"marker": {
"color": "#EF553B"
},
"name": "KIT",
"offsetgroup": "KIT",
"orientation": "v",
"pointpos": 0,
"showlegend": true,
"type": "box",
"x": [
2,
4,
6,
7,
9,
10,
11,
13,
14,
19,
20,
25,
26,
27,
28,
29,
32,
33,
36,
42,
50,
52,
56,
57,
59,
60,
61,
62,
63,
64,
65,
67,
69,
71,
72,
73,
74,
77,
80,
81,
82,
83,
84,
85,
87,
94,
96,
100,
101,
107,
108,
110,
112,
113,
114,
116,
117,
118,
119,
120,
122,
124
],
"x0": " ",
"xaxis": "x",
"y": [
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT",
"KIT"
],
"y0": " ",
"yaxis": "y"
},
{
"alignmentgroup": "True",
"boxpoints": "all",
"customdata": [
[
"CATO",
2
],
[
"CATO",
4
],
[
"CATO",
59
],
[
"CATO",
60
],
[
"CATO",
61
],
[
"CATO",
64
]
],
"fillcolor": "rgba(255,255,255,0)",
"hoveron": "points",
"hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
"legendgroup": "CATO",
"line": {
"color": "rgba(255,255,255,0)"
},
"marker": {
"color": "#00cc96"
},
"name": "CATO",
"offsetgroup": "CATO",
"orientation": "v",
"pointpos": 0,
"showlegend": true,
"type": "box",
"x": [
2,
4,
59,
60,
61,
64
],
"x0": " ",
"xaxis": "x",
"y": [
"CATO",
"CATO",
"CATO",
"CATO",
"CATO",
"CATO"
],
"y0": " ",
"yaxis": "y"
},
{
"alignmentgroup": "True",
"boxpoints": "all",
"customdata": [
[
"BUM",
4
]
],
"fillcolor": "rgba(255,255,255,0)",
"hoveron": "points",
"hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
"legendgroup": "BUM",
"line": {
"color": "rgba(255,255,255,0)"
},
"marker": {
"color": "#ab63fa"
},
"name": "BUM",
"offsetgroup": "BUM",
"orientation": "v",
"pointpos": 0,
"showlegend": true,
"type": "box",
"x": [
4
],
"x0": " ",
"xaxis": "x",
"y": [
"BUM"
],
"y0": " ",
"yaxis": "y"
},
{
"alignmentgroup": "True",
"boxpoints": "all",
"customdata": [
[
"FATHER",
8
],
[
"FATHER",
25
],
[
"FATHER",
26
]
],
"fillcolor": "rgba(255,255,255,0)",
"hoveron": "points",
"hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
"legendgroup": "FATHER",
"line": {
"color": "rgba(255,255,255,0)"
},
"marker": {
"color": "#FFA15A"
},
"name": "FATHER",
"offsetgroup": "FATHER",
"orientation": "v",
"pointpos": 0,
"showlegend": true,
"type": "box",
"x": [
8,
25,
26
],
"x0": " ",
"xaxis": "x",
"y": [
"FATHER",
"FATHER",
"FATHER"
],
"y0": " ",
"yaxis": "y"
},
{
"alignmentgroup": "True",
"boxpoints": "all",
"customdata": [
[
"CLERK",
9
]
],
"fillcolor": "rgba(255,255,255,0)",
"hoveron": "points",
"hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
"legendgroup": "CLERK",
"line": {
"color": "rgba(255,255,255,0)"
},
"marker": {
"color": "#19d3f3"
},
"name": "CLERK",
"offsetgroup": "CLERK",
"orientation": "v",
"pointpos": 0,
"showlegend": true,
"type": "box",
"x": [
9
],
"x0": " ",
"xaxis": "x",
"y": [
"CLERK"
],
"y0": " ",
"yaxis": "y"
},
{
"alignmentgroup": "True",
"boxpoints": "all",
"customdata": [
[
"BOY",
65
],
[
"BOY",
67
]
],
"fillcolor": "rgba(255,255,255,0)",
"hoveron": "points",
"hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
"legendgroup": "BOY",
"line": {
"color": "rgba(255,255,255,0)"
},
"marker": {
"color": "#FF6692"
},
"name": "BOY",
"offsetgroup": "BOY",
"orientation": "v",
"pointpos": 0,
"showlegend": true,
"type": "box",
"x": [
65,
67
],
"x0": " ",
"xaxis": "x",
"y": [
"BOY",
"BOY"
],
"y0": " ",
"yaxis": "y"
},
{
"alignmentgroup": "True",
"boxpoints": "all",
"customdata": [
[
"GIRL",
66
]
],
"fillcolor": "rgba(255,255,255,0)",
"hoveron": "points",
"hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
"legendgroup": "GIRL",
"line": {
"color": "rgba(255,255,255,0)"
},
"marker": {
"color": "#B6E880"
},
"name": "GIRL",
"offsetgroup": "GIRL",
"orientation": "v",
"pointpos": 0,
"showlegend": true,
"type": "box",
"x": [
66
],
"x0": " ",
"xaxis": "x",
"y": [
"GIRL"
],
"y0": " ",
"yaxis": "y"
},
{
"alignmentgroup": "True",
"boxpoints": "all",
"customdata": [
[
"RICH MAN",
73
],
[
"RICH MAN",
78
],
[
"RICH MAN",
82
],
[
"RICH MAN",
83
]
],
"fillcolor": "rgba(255,255,255,0)",
"hoveron": "points",
"hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
"legendgroup": "RICH MAN",
"line": {
"color": "rgba(255,255,255,0)"
},
"marker": {
"color": "#FF97FF"
},
"name": "RICH MAN",
"offsetgroup": "RICH MAN",
"orientation": "v",
"pointpos": 0,
"showlegend": true,
"type": "box",
"x": [
73,
78,
82,
83
],
"x0": " ",
"xaxis": "x",
"y": [
"RICH MAN",
"RICH MAN",
"RICH MAN",
"RICH MAN"
],
"y0": " ",
"yaxis": "y"
},
{
"alignmentgroup": "True",
"boxpoints": "all",
"customdata": [
[
"VISITOR",
80
]
],
"fillcolor": "rgba(255,255,255,0)",
"hoveron": "points",
"hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
"legendgroup": "VISITOR",
"line": {
"color": "rgba(255,255,255,0)"
},
"marker": {
"color": "#FECB52"
},
"name": "VISITOR",
"offsetgroup": "VISITOR",
"orientation": "v",
"pointpos": 0,
"showlegend": true,
"type": "box",
"x": [
80
],
"x0": " ",
"xaxis": "x",
"y": [
"VISITOR"
],
"y0": " ",
"yaxis": "y"
},
{
"alignmentgroup": "True",
"boxpoints": "all",
"customdata": [
[
"ROUGHNECK",
112
]
],
"fillcolor": "rgba(255,255,255,0)",
"hoveron": "points",
"hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
"legendgroup": "ROUGHNECK",
"line": {
"color": "rgba(255,255,255,0)"
},
"marker": {
"color": "#636efa"
},
"name": "ROUGHNECK",
"offsetgroup": "ROUGHNECK",
"orientation": "v",
"pointpos": 0,
"showlegend": true,
"type": "box",
"x": [
112
],
"x0": " ",
"xaxis": "x",
"y": [
"ROUGHNECK"
],
"y0": " ",
"yaxis": "y"
},
{
"alignmentgroup": "True",
"boxpoints": "all",
"customdata": [
[
"DEPUTY",
114
],
[
"DEPUTY",
116
],
[
"DEPUTY",
119
],
[
"DEPUTY",
122
]
],
"fillcolor": "rgba(255,255,255,0)",
"hoveron": "points",
"hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
"legendgroup": "DEPUTY",
"line": {
"color": "rgba(255,255,255,0)"
},
"marker": {
"color": "#EF553B"
},
"name": "DEPUTY",
"offsetgroup": "DEPUTY",
"orientation": "v",
"pointpos": 0,
"showlegend": true,
"type": "box",
"x": [
114,
116,
119,
122
],
"x0": " ",
"xaxis": "x",
"y": [
"DEPUTY",
"DEPUTY",
"DEPUTY",
"DEPUTY"
],
"y0": " ",
"yaxis": "y"
},
{
"alignmentgroup": "True",
"boxpoints": "all",
"customdata": [
[
"SHERIFF",
114
],
[
"SHERIFF",
116
]
],
"fillcolor": "rgba(255,255,255,0)",
"hoveron": "points",
"hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
"legendgroup": "SHERIFF",
"line": {
"color": "rgba(255,255,255,0)"
},
"marker": {
"color": "#00cc96"
},
"name": "SHERIFF",
"offsetgroup": "SHERIFF",
"orientation": "v",
"pointpos": 0,
"showlegend": true,
"type": "box",
"x": [
114,
116
],
"x0": " ",
"xaxis": "x",
"y": [
"SHERIFF",
"SHERIFF"
],
"y0": " ",
"yaxis": "y"
},
{
"alignmentgroup": "True",
"boxpoints": "all",
"customdata": [
[
"MECHANIC",
117
]
],
"fillcolor": "rgba(255,255,255,0)",
"hoveron": "points",
"hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
"legendgroup": "MECHANIC",
"line": {
"color": "rgba(255,255,255,0)"
},
"marker": {
"color": "#ab63fa"
},
"name": "MECHANIC",
"offsetgroup": "MECHANIC",
"orientation": "v",
"pointpos": 0,
"showlegend": true,
"type": "box",
"x": [
117
],
"x0": " ",
"xaxis": "x",
"y": [
"MECHANIC"
],
"y0": " ",
"yaxis": "y"
},
{
"alignmentgroup": "True",
"boxpoints": "all",
"customdata": [
[
"TROOPER",
122
],
[
"TROOPER",
124
]
],
"fillcolor": "rgba(255,255,255,0)",
"hoveron": "points",
"hovertemplate": "<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>",
"legendgroup": "TROOPER",
"line": {
"color": "rgba(255,255,255,0)"
},
"marker": {
"color": "#FFA15A"
},
"name": "TROOPER",
"offsetgroup": "TROOPER",
"orientation": "v",
"pointpos": 0,
"showlegend": true,
"type": "box",
"x": [
122,
124
],
"x0": " ",
"xaxis": "x",
"y": [
"TROOPER",
"TROOPER"
],
"y0": " ",
"yaxis": "y"
}
],
"layout": {
"boxmode": "group",
"height": 800,
"legend": {
"title": {
"text": "<b> Scene Characters <b>"
},
"tracegroupgap": 0
},
"margin": {
"t": 60
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "<b> Appearances of characters ordered by their first appearance, in the Badlands movie <b>"
},
"width": 1000,
"xaxis": {
"anchor": "y",
"domain": [
0,
1
],
"title": {
"text": "<b> Scene Numbers <b>"
}
},
"yaxis": {
"anchor": "x",
"categoryarray": [
"TROOPER",
"MECHANIC",
"SHERIFF",
"DEPUTY",
"ROUGHNECK",
"VISITOR",
"RICH MAN",
"GIRL",
"BOY",
"CLERK",
"FATHER",
"BUM",
"CATO",
"KIT",
"HOLLY"
],
"categoryorder": "array",
"domain": [
0,
1
],
"title": {
"text": "<b> Scene Characters <b>"
}
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"e1fd9c0e-6fc2-4275-b2fb-de4ced76d2d5\" class=\"plotly-graph-div\" style=\"height:800px; width:1000px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"e1fd9c0e-6fc2-4275-b2fb-de4ced76d2d5\")) {\n",
" Plotly.newPlot(\n",
" 'e1fd9c0e-6fc2-4275-b2fb-de4ced76d2d5',\n",
" [{\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"HOLLY\", 1], [\"HOLLY\", 3], [\"HOLLY\", 6], [\"HOLLY\", 7], [\"HOLLY\", 8], [\"HOLLY\", 10], [\"HOLLY\", 11], [\"HOLLY\", 12], [\"HOLLY\", 13], [\"HOLLY\", 14], [\"HOLLY\", 15], [\"HOLLY\", 16], [\"HOLLY\", 17], [\"HOLLY\", 18], [\"HOLLY\", 19], [\"HOLLY\", 20], [\"HOLLY\", 21], [\"HOLLY\", 22], [\"HOLLY\", 24], [\"HOLLY\", 27], [\"HOLLY\", 28], [\"HOLLY\", 29], [\"HOLLY\", 33], [\"HOLLY\", 38], [\"HOLLY\", 40], [\"HOLLY\", 41], [\"HOLLY\", 42], [\"HOLLY\", 43], [\"HOLLY\", 44], [\"HOLLY\", 46], [\"HOLLY\", 47], [\"HOLLY\", 48], [\"HOLLY\", 50], [\"HOLLY\", 51], [\"HOLLY\", 52], [\"HOLLY\", 54], [\"HOLLY\", 55], [\"HOLLY\", 56], [\"HOLLY\", 58], [\"HOLLY\", 60], [\"HOLLY\", 61], [\"HOLLY\", 62], [\"HOLLY\", 63], [\"HOLLY\", 64], [\"HOLLY\", 65], [\"HOLLY\", 66], [\"HOLLY\", 67], [\"HOLLY\", 68], [\"HOLLY\", 69], [\"HOLLY\", 70], [\"HOLLY\", 71], [\"HOLLY\", 72], [\"HOLLY\", 76], [\"HOLLY\", 78], [\"HOLLY\", 84], [\"HOLLY\", 85], [\"HOLLY\", 86], [\"HOLLY\", 87], [\"HOLLY\", 88], [\"HOLLY\", 90], [\"HOLLY\", 92], [\"HOLLY\", 93], [\"HOLLY\", 94], [\"HOLLY\", 95], [\"HOLLY\", 96], [\"HOLLY\", 97], [\"HOLLY\", 98], [\"HOLLY\", 100], [\"HOLLY\", 101], [\"HOLLY\", 102], [\"HOLLY\", 103], [\"HOLLY\", 104], [\"HOLLY\", 105], [\"HOLLY\", 107], [\"HOLLY\", 109], [\"HOLLY\", 110], [\"HOLLY\", 112], [\"HOLLY\", 113], [\"HOLLY\", 120], [\"HOLLY\", 123]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"HOLLY\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#636efa\"}, \"name\": \"HOLLY\", \"offsetgroup\": \"HOLLY\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [1, 3, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 24, 27, 28, 29, 33, 38, 40, 41, 42, 43, 44, 46, 47, 48, 50, 51, 52, 54, 55, 56, 58, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 76, 78, 84, 85, 86, 87, 88, 90, 92, 93, 94, 95, 96, 97, 98, 100, 101, 102, 103, 104, 105, 107, 109, 110, 112, 113, 120, 123], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\", \"HOLLY\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"KIT\", 2], [\"KIT\", 4], [\"KIT\", 6], [\"KIT\", 7], [\"KIT\", 9], [\"KIT\", 10], [\"KIT\", 11], [\"KIT\", 13], [\"KIT\", 14], [\"KIT\", 19], [\"KIT\", 20], [\"KIT\", 25], [\"KIT\", 26], [\"KIT\", 27], [\"KIT\", 28], [\"KIT\", 29], [\"KIT\", 32], [\"KIT\", 33], [\"KIT\", 36], [\"KIT\", 42], [\"KIT\", 50], [\"KIT\", 52], [\"KIT\", 56], [\"KIT\", 57], [\"KIT\", 59], [\"KIT\", 60], [\"KIT\", 61], [\"KIT\", 62], [\"KIT\", 63], [\"KIT\", 64], [\"KIT\", 65], [\"KIT\", 67], [\"KIT\", 69], [\"KIT\", 71], [\"KIT\", 72], [\"KIT\", 73], [\"KIT\", 74], [\"KIT\", 77], [\"KIT\", 80], [\"KIT\", 81], [\"KIT\", 82], [\"KIT\", 83], [\"KIT\", 84], [\"KIT\", 85], [\"KIT\", 87], [\"KIT\", 94], [\"KIT\", 96], [\"KIT\", 100], [\"KIT\", 101], [\"KIT\", 107], [\"KIT\", 108], [\"KIT\", 110], [\"KIT\", 112], [\"KIT\", 113], [\"KIT\", 114], [\"KIT\", 116], [\"KIT\", 117], [\"KIT\", 118], [\"KIT\", 119], [\"KIT\", 120], [\"KIT\", 122], [\"KIT\", 124]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"KIT\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#EF553B\"}, \"name\": \"KIT\", \"offsetgroup\": \"KIT\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [2, 4, 6, 7, 9, 10, 11, 13, 14, 19, 20, 25, 26, 27, 28, 29, 32, 33, 36, 42, 50, 52, 56, 57, 59, 60, 61, 62, 63, 64, 65, 67, 69, 71, 72, 73, 74, 77, 80, 81, 82, 83, 84, 85, 87, 94, 96, 100, 101, 107, 108, 110, 112, 113, 114, 116, 117, 118, 119, 120, 122, 124], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\", \"KIT\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"CATO\", 2], [\"CATO\", 4], [\"CATO\", 59], [\"CATO\", 60], [\"CATO\", 61], [\"CATO\", 64]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"CATO\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#00cc96\"}, \"name\": \"CATO\", \"offsetgroup\": \"CATO\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [2, 4, 59, 60, 61, 64], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"CATO\", \"CATO\", \"CATO\", \"CATO\", \"CATO\", \"CATO\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"BUM\", 4]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"BUM\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#ab63fa\"}, \"name\": \"BUM\", \"offsetgroup\": \"BUM\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [4], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"BUM\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"FATHER\", 8], [\"FATHER\", 25], [\"FATHER\", 26]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"FATHER\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#FFA15A\"}, \"name\": \"FATHER\", \"offsetgroup\": \"FATHER\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [8, 25, 26], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"FATHER\", \"FATHER\", \"FATHER\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"CLERK\", 9]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"CLERK\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#19d3f3\"}, \"name\": \"CLERK\", \"offsetgroup\": \"CLERK\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [9], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"CLERK\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"BOY\", 65], [\"BOY\", 67]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"BOY\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#FF6692\"}, \"name\": \"BOY\", \"offsetgroup\": \"BOY\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [65, 67], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"BOY\", \"BOY\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"GIRL\", 66]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"GIRL\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#B6E880\"}, \"name\": \"GIRL\", \"offsetgroup\": \"GIRL\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [66], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"GIRL\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"RICH MAN\", 73], [\"RICH MAN\", 78], [\"RICH MAN\", 82], [\"RICH MAN\", 83]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"RICH MAN\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#FF97FF\"}, \"name\": \"RICH MAN\", \"offsetgroup\": \"RICH MAN\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [73, 78, 82, 83], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"RICH MAN\", \"RICH MAN\", \"RICH MAN\", \"RICH MAN\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"VISITOR\", 80]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"VISITOR\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#FECB52\"}, \"name\": \"VISITOR\", \"offsetgroup\": \"VISITOR\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [80], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"VISITOR\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"ROUGHNECK\", 112]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"ROUGHNECK\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#636efa\"}, \"name\": \"ROUGHNECK\", \"offsetgroup\": \"ROUGHNECK\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [112], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"ROUGHNECK\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"DEPUTY\", 114], [\"DEPUTY\", 116], [\"DEPUTY\", 119], [\"DEPUTY\", 122]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"DEPUTY\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#EF553B\"}, \"name\": \"DEPUTY\", \"offsetgroup\": \"DEPUTY\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [114, 116, 119, 122], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"DEPUTY\", \"DEPUTY\", \"DEPUTY\", \"DEPUTY\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"SHERIFF\", 114], [\"SHERIFF\", 116]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"SHERIFF\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#00cc96\"}, \"name\": \"SHERIFF\", \"offsetgroup\": \"SHERIFF\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [114, 116], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"SHERIFF\", \"SHERIFF\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"MECHANIC\", 117]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"MECHANIC\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#ab63fa\"}, \"name\": \"MECHANIC\", \"offsetgroup\": \"MECHANIC\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [117], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"MECHANIC\"], \"y0\": \" \", \"yaxis\": \"y\"}, {\"alignmentgroup\": \"True\", \"boxpoints\": \"all\", \"customdata\": [[\"TROOPER\", 122], [\"TROOPER\", 124]], \"fillcolor\": \"rgba(255,255,255,0)\", \"hoveron\": \"points\", \"hovertemplate\": \"<b> Scene Characters <b>=%{customdata[0]}<br>Scene Numbers=%{customdata[1]}<extra></extra>\", \"legendgroup\": \"TROOPER\", \"line\": {\"color\": \"rgba(255,255,255,0)\"}, \"marker\": {\"color\": \"#FFA15A\"}, \"name\": \"TROOPER\", \"offsetgroup\": \"TROOPER\", \"orientation\": \"v\", \"pointpos\": 0, \"showlegend\": true, \"type\": \"box\", \"x\": [122, 124], \"x0\": \" \", \"xaxis\": \"x\", \"y\": [\"TROOPER\", \"TROOPER\"], \"y0\": \" \", \"yaxis\": \"y\"}],\n",
" {\"boxmode\": \"group\", \"height\": 800, \"legend\": {\"title\": {\"text\": \"<b> Scene Characters <b>\"}, \"tracegroupgap\": 0}, \"margin\": {\"t\": 60}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"<b> Appearances of characters ordered by their first appearance, in the Badlands movie <b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Scene Numbers <b>\"}}, \"yaxis\": {\"anchor\": \"x\", \"categoryarray\": [\"TROOPER\", \"MECHANIC\", \"SHERIFF\", \"DEPUTY\", \"ROUGHNECK\", \"VISITOR\", \"RICH MAN\", \"GIRL\", \"BOY\", \"CLERK\", \"FATHER\", \"BUM\", \"CATO\", \"KIT\", \"HOLLY\"], \"categoryorder\": \"array\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Scene Characters <b>\"}}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('e1fd9c0e-6fc2-4275-b2fb-de4ced76d2d5');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_xter_app = dia.character_appearances(movie_characters)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Lets check the appearance of the top 3 characters across the Movie"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Movie Characters: \n",
" ['KIT', 'HOLLY', 'DEPUTY', 'CATO', 'FATHER', 'RICH MAN', 'BOY', 'SHERIFF', 'GIRL', 'ROUGHNECK', 'CLERK', 'VISITOR', 'TROOPER', 'BUM', 'MECHANIC']\n"
]
}
],
"source": [
"#Movie characters \n",
"print('Movie Characters: \\n', movie_characters)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"df_1st_count, df_1st_dialogue = dia.xter_count_perscene(movie_characters[0])"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"linkText": "Export to plot.ly",
"plotlyServerURL": "https://plot.ly",
"showLink": false
},
"data": [
{
"marker": {
"color": "rgba(255, 153, 51, 0.6)",
"line": {
"color": "rgba(255, 153, 51, 1.0)",
"width": 1
}
},
"name": "KIT",
"orientation": "v",
"text": "",
"type": "bar",
"x": [
1,
3,
5,
6,
8,
9,
10,
12,
13,
18,
19,
24,
25,
26,
27,
28,
31,
32,
35,
41,
49,
51,
55,
56,
58,
59,
60,
61,
62,
63,
64,
66,
68,
70,
71,
72,
73,
76,
79,
80,
81,
82,
83,
84,
86,
93,
95,
99,
100,
106,
107,
109,
111,
112,
113,
115,
116,
117,
118,
119,
121,
123
],
"y": [
4,
6,
4,
10,
4,
8,
7,
2,
3,
4,
5,
9,
9,
1,
3,
2,
2,
4,
2,
2,
1,
1,
1,
2,
6,
4,
5,
1,
6,
1,
9,
6,
1,
4,
3,
4,
1,
1,
7,
1,
6,
3,
5,
2,
1,
1,
3,
3,
4,
7,
1,
1,
19,
4,
5,
9,
11,
1,
4,
6,
6,
3
]
}
],
"layout": {
"legend": {
"bgcolor": "#F5F6F9",
"font": {
"color": "#4D5663"
}
},
"paper_bgcolor": "#F5F6F9",
"plot_bgcolor": "#F5F6F9",
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "<b> Appearances of KIT dialogues per scene across Badlands Movie <b>"
},
"width": 1000,
"xaxis": {
"dtick": 10,
"gridcolor": "#E1E5ED",
"showgrid": true,
"tickfont": {
"color": "#4D5663"
},
"title": {
"text": "<b> Scenes <b>"
},
"zerolinecolor": "#E1E5ED"
},
"yaxis": {
"gridcolor": "#E1E5ED",
"showgrid": true,
"tickfont": {
"color": "#4D5663"
},
"title": {
"text": "<b> Amount of Dialogue <b>"
},
"zerolinecolor": "#E1E5ED"
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"7634a636-6a5d-41de-97ff-8e948d4d4e0d\" class=\"plotly-graph-div\" style=\"height:525px; width:1000px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"7634a636-6a5d-41de-97ff-8e948d4d4e0d\")) {\n",
" Plotly.newPlot(\n",
" '7634a636-6a5d-41de-97ff-8e948d4d4e0d',\n",
" [{\"marker\": {\"color\": \"rgba(255, 153, 51, 0.6)\", \"line\": {\"color\": \"rgba(255, 153, 51, 1.0)\", \"width\": 1}}, \"name\": \"KIT\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [1, 3, 5, 6, 8, 9, 10, 12, 13, 18, 19, 24, 25, 26, 27, 28, 31, 32, 35, 41, 49, 51, 55, 56, 58, 59, 60, 61, 62, 63, 64, 66, 68, 70, 71, 72, 73, 76, 79, 80, 81, 82, 83, 84, 86, 93, 95, 99, 100, 106, 107, 109, 111, 112, 113, 115, 116, 117, 118, 119, 121, 123], \"y\": [4.0, 6.0, 4.0, 10.0, 4.0, 8.0, 7.0, 2.0, 3.0, 4.0, 5.0, 9.0, 9.0, 1.0, 3.0, 2.0, 2.0, 4.0, 2.0, 2.0, 1.0, 1.0, 1.0, 2.0, 6.0, 4.0, 5.0, 1.0, 6.0, 1.0, 9.0, 6.0, 1.0, 4.0, 3.0, 4.0, 1.0, 1.0, 7.0, 1.0, 6.0, 3.0, 5.0, 2.0, 1.0, 1.0, 3.0, 3.0, 4.0, 7.0, 1.0, 1.0, 19.0, 4.0, 5.0, 9.0, 11.0, 1.0, 4.0, 6.0, 6.0, 3.0]}],\n",
" {\"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"<b> Appearances of KIT dialogues per scene across Badlands Movie <b>\"}, \"width\": 1000, \"xaxis\": {\"dtick\": 10, \"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Scenes <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Amount of Dialogue <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('7634a636-6a5d-41de-97ff-8e948d4d4e0d');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dia.scene_dialogue_plot(df_1st_count)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"linkText": "Export to plot.ly",
"plotlyServerURL": "https://plot.ly",
"showLink": false
},
"data": [
{
"marker": {
"color": "rgba(255, 153, 51, 0.6)",
"line": {
"color": "rgba(255, 153, 51, 1.0)",
"width": 1
}
},
"name": "HOLLY",
"orientation": "v",
"text": "",
"type": "bar",
"x": [
0,
2,
5,
6,
7,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
23,
26,
27,
28,
32,
37,
39,
40,
41,
42,
43,
45,
46,
47,
49,
50,
51,
53,
54,
55,
57,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
75,
77,
83,
84,
85,
86,
87,
89,
91,
92,
93,
94,
95,
96,
97,
99,
100,
101,
102,
103,
104,
106,
108,
109,
111,
112,
119,
122
],
"y": [
1,
1,
3,
10,
4,
7,
4,
2,
3,
4,
1,
1,
1,
1,
5,
3,
1,
1,
1,
1,
2,
1,
3,
1,
1,
1,
1,
1,
1,
1,
1,
1,
2,
2,
2,
1,
2,
1,
1,
3,
2,
1,
3,
4,
1,
5,
1,
1,
3,
1,
3,
2,
2,
5,
4,
1,
1,
2,
1,
1,
1,
1,
2,
1,
2,
1,
2,
4,
2,
1,
1,
1,
1,
4,
1,
1,
4,
1,
1,
1
]
}
],
"layout": {
"legend": {
"bgcolor": "#F5F6F9",
"font": {
"color": "#4D5663"
}
},
"paper_bgcolor": "#F5F6F9",
"plot_bgcolor": "#F5F6F9",
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "<b> Appearances of HOLLY dialogues per scene across Badlands Movie <b>"
},
"width": 1000,
"xaxis": {
"dtick": 10,
"gridcolor": "#E1E5ED",
"showgrid": true,
"tickfont": {
"color": "#4D5663"
},
"title": {
"text": "<b> Scenes <b>"
},
"zerolinecolor": "#E1E5ED"
},
"yaxis": {
"gridcolor": "#E1E5ED",
"showgrid": true,
"tickfont": {
"color": "#4D5663"
},
"title": {
"text": "<b> Amount of Dialogue <b>"
},
"zerolinecolor": "#E1E5ED"
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"f4c3ad45-10f0-48e8-9dd8-238e937f2d7e\" class=\"plotly-graph-div\" style=\"height:525px; width:1000px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"f4c3ad45-10f0-48e8-9dd8-238e937f2d7e\")) {\n",
" Plotly.newPlot(\n",
" 'f4c3ad45-10f0-48e8-9dd8-238e937f2d7e',\n",
" [{\"marker\": {\"color\": \"rgba(255, 153, 51, 0.6)\", \"line\": {\"color\": \"rgba(255, 153, 51, 1.0)\", \"width\": 1}}, \"name\": \"HOLLY\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [0, 2, 5, 6, 7, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 26, 27, 28, 32, 37, 39, 40, 41, 42, 43, 45, 46, 47, 49, 50, 51, 53, 54, 55, 57, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 75, 77, 83, 84, 85, 86, 87, 89, 91, 92, 93, 94, 95, 96, 97, 99, 100, 101, 102, 103, 104, 106, 108, 109, 111, 112, 119, 122], \"y\": [1.0, 1.0, 3.0, 10.0, 4.0, 7.0, 4.0, 2.0, 3.0, 4.0, 1.0, 1.0, 1.0, 1.0, 5.0, 3.0, 1.0, 1.0, 1.0, 1.0, 2.0, 1.0, 3.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 2.0, 2.0, 2.0, 1.0, 2.0, 1.0, 1.0, 3.0, 2.0, 1.0, 3.0, 4.0, 1.0, 5.0, 1.0, 1.0, 3.0, 1.0, 3.0, 2.0, 2.0, 5.0, 4.0, 1.0, 1.0, 2.0, 1.0, 1.0, 1.0, 1.0, 2.0, 1.0, 2.0, 1.0, 2.0, 4.0, 2.0, 1.0, 1.0, 1.0, 1.0, 4.0, 1.0, 1.0, 4.0, 1.0, 1.0, 1.0]}],\n",
" {\"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"<b> Appearances of HOLLY dialogues per scene across Badlands Movie <b>\"}, \"width\": 1000, \"xaxis\": {\"dtick\": 10, \"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Scenes <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Amount of Dialogue <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('f4c3ad45-10f0-48e8-9dd8-238e937f2d7e');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_2nd_count, df_2nd_dialogue = dia.xter_count_perscene(movie_characters[1])\n",
"dia.scene_dialogue_plot(df_2nd_count)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"linkText": "Export to plot.ly",
"plotlyServerURL": "https://plot.ly",
"showLink": false
},
"data": [
{
"marker": {
"color": "rgba(255, 153, 51, 0.6)",
"line": {
"color": "rgba(255, 153, 51, 1.0)",
"width": 1
}
},
"name": "DEPUTY",
"orientation": "v",
"text": "",
"type": "bar",
"x": [
113,
115,
118,
121
],
"y": [
5,
7,
3,
3
]
}
],
"layout": {
"legend": {
"bgcolor": "#F5F6F9",
"font": {
"color": "#4D5663"
}
},
"paper_bgcolor": "#F5F6F9",
"plot_bgcolor": "#F5F6F9",
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "<b> Appearances of DEPUTY dialogues per scene across Badlands Movie <b>"
},
"width": 1000,
"xaxis": {
"dtick": 10,
"gridcolor": "#E1E5ED",
"showgrid": true,
"tickfont": {
"color": "#4D5663"
},
"title": {
"text": "<b> Scenes <b>"
},
"zerolinecolor": "#E1E5ED"
},
"yaxis": {
"gridcolor": "#E1E5ED",
"showgrid": true,
"tickfont": {
"color": "#4D5663"
},
"title": {
"text": "<b> Amount of Dialogue <b>"
},
"zerolinecolor": "#E1E5ED"
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"59adab32-7d27-462c-9335-dfc8d4ce5230\" class=\"plotly-graph-div\" style=\"height:525px; width:1000px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"59adab32-7d27-462c-9335-dfc8d4ce5230\")) {\n",
" Plotly.newPlot(\n",
" '59adab32-7d27-462c-9335-dfc8d4ce5230',\n",
" [{\"marker\": {\"color\": \"rgba(255, 153, 51, 0.6)\", \"line\": {\"color\": \"rgba(255, 153, 51, 1.0)\", \"width\": 1}}, \"name\": \"DEPUTY\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [113, 115, 118, 121], \"y\": [5.0, 7.0, 3.0, 3.0]}],\n",
" {\"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"<b> Appearances of DEPUTY dialogues per scene across Badlands Movie <b>\"}, \"width\": 1000, \"xaxis\": {\"dtick\": 10, \"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Scenes <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Amount of Dialogue <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('59adab32-7d27-462c-9335-dfc8d4ce5230');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_third_count, df_third_dialogue = dia.xter_count_perscene(movie_characters[2])\n",
"dia.scene_dialogue_plot(df_third_count)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"linkText": "Export to plot.ly",
"plotlyServerURL": "https://plot.ly",
"showLink": false
},
"data": [
{
"marker": {
"color": "rgba(255, 153, 51, 0.6)",
"line": {
"color": "rgba(255, 153, 51, 1.0)",
"width": 1
}
},
"name": "HOLLY",
"orientation": "v",
"text": "",
"type": "bar",
"x": [
5,
6,
9,
10,
12,
13,
18,
19,
26,
27,
28,
32,
41,
49,
51,
55,
59,
60,
61,
62,
63,
64,
66,
68,
70,
71,
83,
84,
86,
93,
95,
99,
100,
106,
109,
111,
112,
119
],
"y": [
3,
10,
7,
4,
3,
4,
5,
3,
1,
2,
1,
3,
1,
2,
2,
1,
3,
2,
1,
3,
4,
1,
1,
3,
3,
2,
4,
1,
2,
2,
2,
4,
2,
4,
1,
4,
1,
1
]
},
{
"marker": {
"color": "rgba(55, 128, 191, 0.6)",
"line": {
"color": "rgba(55, 128, 191, 1.0)",
"width": 1
}
},
"name": "KIT",
"orientation": "v",
"text": "",
"type": "bar",
"x": [
5,
6,
9,
10,
12,
13,
18,
19,
26,
27,
28,
32,
41,
49,
51,
55,
59,
60,
61,
62,
63,
64,
66,
68,
70,
71,
83,
84,
86,
93,
95,
99,
100,
106,
109,
111,
112,
119
],
"y": [
4,
10,
8,
7,
2,
3,
4,
5,
1,
3,
2,
4,
2,
1,
1,
1,
4,
5,
1,
6,
1,
9,
6,
1,
4,
3,
5,
2,
1,
1,
3,
3,
4,
7,
1,
19,
4,
6
]
}
],
"layout": {
"legend": {
"bgcolor": "#F5F6F9",
"font": {
"color": "#4D5663"
}
},
"paper_bgcolor": "#F5F6F9",
"plot_bgcolor": "#F5F6F9",
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "<b> Appearances of HOLLY and KIT dialogues per scene across Badlands Movie <b>"
},
"width": 1000,
"xaxis": {
"dtick": 10,
"gridcolor": "#E1E5ED",
"showgrid": true,
"tickfont": {
"color": "#4D5663"
},
"title": {
"text": "<b> Scenes <b>"
},
"zerolinecolor": "#E1E5ED"
},
"yaxis": {
"gridcolor": "#E1E5ED",
"showgrid": true,
"tickfont": {
"color": "#4D5663"
},
"title": {
"text": "<b> Amount of Dialogue <b>"
},
"zerolinecolor": "#E1E5ED"
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"7296d6bc-ef85-4ffc-81bf-97cdabb0a885\" class=\"plotly-graph-div\" style=\"height:525px; width:1000px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"7296d6bc-ef85-4ffc-81bf-97cdabb0a885\")) {\n",
" Plotly.newPlot(\n",
" '7296d6bc-ef85-4ffc-81bf-97cdabb0a885',\n",
" [{\"marker\": {\"color\": \"rgba(255, 153, 51, 0.6)\", \"line\": {\"color\": \"rgba(255, 153, 51, 1.0)\", \"width\": 1}}, \"name\": \"HOLLY\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [5, 6, 9, 10, 12, 13, 18, 19, 26, 27, 28, 32, 41, 49, 51, 55, 59, 60, 61, 62, 63, 64, 66, 68, 70, 71, 83, 84, 86, 93, 95, 99, 100, 106, 109, 111, 112, 119], \"y\": [3.0, 10.0, 7.0, 4.0, 3.0, 4.0, 5.0, 3.0, 1.0, 2.0, 1.0, 3.0, 1.0, 2.0, 2.0, 1.0, 3.0, 2.0, 1.0, 3.0, 4.0, 1.0, 1.0, 3.0, 3.0, 2.0, 4.0, 1.0, 2.0, 2.0, 2.0, 4.0, 2.0, 4.0, 1.0, 4.0, 1.0, 1.0]}, {\"marker\": {\"color\": \"rgba(55, 128, 191, 0.6)\", \"line\": {\"color\": \"rgba(55, 128, 191, 1.0)\", \"width\": 1}}, \"name\": \"KIT\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [5, 6, 9, 10, 12, 13, 18, 19, 26, 27, 28, 32, 41, 49, 51, 55, 59, 60, 61, 62, 63, 64, 66, 68, 70, 71, 83, 84, 86, 93, 95, 99, 100, 106, 109, 111, 112, 119], \"y\": [4.0, 10.0, 8.0, 7.0, 2.0, 3.0, 4.0, 5.0, 1.0, 3.0, 2.0, 4.0, 2.0, 1.0, 1.0, 1.0, 4.0, 5.0, 1.0, 6.0, 1.0, 9.0, 6.0, 1.0, 4.0, 3.0, 5.0, 2.0, 1.0, 1.0, 3.0, 3.0, 4.0, 7.0, 1.0, 19.0, 4.0, 6.0]}],\n",
" {\"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"<b> Appearances of HOLLY and KIT dialogues per scene across Badlands Movie <b>\"}, \"width\": 1000, \"xaxis\": {\"dtick\": 10, \"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Scenes <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Amount of Dialogue <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('7296d6bc-ef85-4ffc-81bf-97cdabb0a885');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_2_count, df_2_dialogue = dia.xter_count_perscene(movie_characters[:2])\n",
"dia.scene_dialogue_plot(df_2_count)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"linkText": "Export to plot.ly",
"plotlyServerURL": "https://plot.ly",
"showLink": false
},
"data": [
{
"marker": {
"color": "rgba(255, 153, 51, 0.6)",
"line": {
"color": "rgba(255, 153, 51, 1.0)",
"width": 1
}
},
"name": "KIT",
"orientation": "v",
"text": "",
"type": "bar",
"x": [
113,
115,
118,
121
],
"y": [
5,
9,
4,
6
]
},
{
"marker": {
"color": "rgba(55, 128, 191, 0.6)",
"line": {
"color": "rgba(55, 128, 191, 1.0)",
"width": 1
}
},
"name": "DEPUTY",
"orientation": "v",
"text": "",
"type": "bar",
"x": [
113,
115,
118,
121
],
"y": [
5,
7,
3,
3
]
}
],
"layout": {
"legend": {
"bgcolor": "#F5F6F9",
"font": {
"color": "#4D5663"
}
},
"paper_bgcolor": "#F5F6F9",
"plot_bgcolor": "#F5F6F9",
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "<b> Appearances of KIT and DEPUTY dialogues per scene across Badlands Movie <b>"
},
"width": 1000,
"xaxis": {
"dtick": 10,
"gridcolor": "#E1E5ED",
"showgrid": true,
"tickfont": {
"color": "#4D5663"
},
"title": {
"text": "<b> Scenes <b>"
},
"zerolinecolor": "#E1E5ED"
},
"yaxis": {
"gridcolor": "#E1E5ED",
"showgrid": true,
"tickfont": {
"color": "#4D5663"
},
"title": {
"text": "<b> Amount of Dialogue <b>"
},
"zerolinecolor": "#E1E5ED"
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"cb8a0c75-bd0a-4db4-ba3a-641a7ff5e20a\" class=\"plotly-graph-div\" style=\"height:525px; width:1000px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"cb8a0c75-bd0a-4db4-ba3a-641a7ff5e20a\")) {\n",
" Plotly.newPlot(\n",
" 'cb8a0c75-bd0a-4db4-ba3a-641a7ff5e20a',\n",
" [{\"marker\": {\"color\": \"rgba(255, 153, 51, 0.6)\", \"line\": {\"color\": \"rgba(255, 153, 51, 1.0)\", \"width\": 1}}, \"name\": \"KIT\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [113, 115, 118, 121], \"y\": [5.0, 9.0, 4.0, 6.0]}, {\"marker\": {\"color\": \"rgba(55, 128, 191, 0.6)\", \"line\": {\"color\": \"rgba(55, 128, 191, 1.0)\", \"width\": 1}}, \"name\": \"DEPUTY\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [113, 115, 118, 121], \"y\": [5.0, 7.0, 3.0, 3.0]}],\n",
" {\"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"<b> Appearances of KIT and DEPUTY dialogues per scene across Badlands Movie <b>\"}, \"width\": 1000, \"xaxis\": {\"dtick\": 10, \"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Scenes <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Amount of Dialogue <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('cb8a0c75-bd0a-4db4-ba3a-641a7ff5e20a');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_3_count, df_3_dialogue = dia.xter_count_perscene(['KIT', 'DEPUTY'])\n",
"dia.scene_dialogue_plot(df_3_count)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3. Character Interaction Mapping"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"interact = interaction(df_film, film)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"graph_list = interact.character_interaction()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Note the Net.MultiGraph code below will throw an error, BUT this does not stop it from displaying the Character Network Multigraph figure, \n",
"\n",
"#### To run it, remove the hashtags i.e. comment it out"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"# G = net.MultiGraph()\n",
"# for scene in graph_list:\n",
"# nodes = list(itertools.combinations(scene,2))\n",
"# for pair in nodes:\n",
"# G.add_edges_from([pair])\n",
"# page_ranked_nodes = net.pagerank_numpy(G,0.95)\n",
"# net.enumerate_all_cliques(G)\n",
"# between_nodes = net.betweenness_centrality(G, normalized=True, endpoints=True)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"interact.character_interaction_plot(G, page_ranked_nodes)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Let break it down to the Top 10 Characters"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"#Remember to Re-run the above multigraph code aafter running this code line\n",
"graph_list = interact.top10_character_interaction(movie_characters[:10])"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"interact.character_interaction_plot(G, page_ranked_nodes)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4. Characters mentioned the most in Scene Dialogues (Most-talked about characters in the movie.......) and who each character mention the most in their specific dialogue"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"xtr = character_mentions(df_film, movie_characters, film)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"linkText": "Export to plot.ly",
"plotlyServerURL": "https://plot.ly",
"showLink": false
},
"data": [
{
"alignmentgroup": "True",
"customdata": [
[
"Bum",
1
],
[
"Father",
1
],
[
"Clerk",
2
],
[
"Girl",
2
],
[
"Visitor",
2
],
[
"Roughneck",
2
],
[
"Rich Man",
5
],
[
"Trooper",
6
],
[
"Deputy",
9
],
[
"Boy",
10
],
[
"Sheriff",
10
],
[
"Cato",
31
],
[
"Holly",
106
],
[
"Kit",
157
]
],
"hovertemplate": "<b> Number of Mentions <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>",
"legendgroup": "",
"marker": {
"color": [
1,
1,
2,
2,
2,
2,
5,
6,
9,
10,
10,
31,
106,
157
],
"coloraxis": "coloraxis"
},
"name": "",
"offsetgroup": "",
"orientation": "h",
"showlegend": false,
"textposition": "auto",
"type": "bar",
"x": [
1,
1,
2,
2,
2,
2,
5,
6,
9,
10,
10,
31,
106,
157
],
"xaxis": "x",
"y": [
"Bum",
"Father",
"Clerk",
"Girl",
"Visitor",
"Roughneck",
"Rich Man",
"Trooper",
"Deputy",
"Boy",
"Sheriff",
"Cato",
"Holly",
"Kit"
],
"yaxis": "y"
}
],
"layout": {
"barmode": "relative",
"coloraxis": {
"colorbar": {
"title": {
"text": "<b> Number of Mentions <b>"
}
},
"colorscale": [
[
0,
"#313131"
],
[
0.0625,
"#3d019d"
],
[
0.125,
"#3810dc"
],
[
0.1875,
"#2d47f9"
],
[
0.25,
"#2593ff"
],
[
0.3125,
"#2adef6"
],
[
0.375,
"#60fdfa"
],
[
0.4375,
"#aefdff"
],
[
0.5,
"#f3f3f1"
],
[
0.5625,
"#fffda9"
],
[
0.625,
"#fafd5b"
],
[
0.6875,
"#f7da29"
],
[
0.75,
"#ff8e25"
],
[
0.8125,
"#f8432d"
],
[
0.875,
"#d90d39"
],
[
0.9375,
"#97023d"
],
[
1,
"#313131"
]
]
},
"height": 800,
"legend": {
"tracegroupgap": 0
},
"margin": {
"t": 60
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "<b> Most mentioned characters in the Badlands movie based on the scene dialogues<b>"
},
"width": 1000,
"xaxis": {
"anchor": "y",
"domain": [
0,
1
],
"title": {
"text": "<b> Number of Mentions <b>"
}
},
"yaxis": {
"anchor": "x",
"domain": [
0,
1
],
"title": {
"text": "<b> Characters <b>"
}
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"e6ef84ff-6f3e-4844-b8df-387ef54bb025\" class=\"plotly-graph-div\" style=\"height:800px; width:1000px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"e6ef84ff-6f3e-4844-b8df-387ef54bb025\")) {\n",
" Plotly.newPlot(\n",
" 'e6ef84ff-6f3e-4844-b8df-387ef54bb025',\n",
" [{\"alignmentgroup\": \"True\", \"customdata\": [[\"Bum\", 1], [\"Father\", 1], [\"Clerk\", 2], [\"Girl\", 2], [\"Visitor\", 2], [\"Roughneck\", 2], [\"Rich Man\", 5], [\"Trooper\", 6], [\"Deputy\", 9], [\"Boy\", 10], [\"Sheriff\", 10], [\"Cato\", 31], [\"Holly\", 106], [\"Kit\", 157]], \"hovertemplate\": \"<b> Number of Mentions <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": [1, 1, 2, 2, 2, 2, 5, 6, 9, 10, 10, 31, 106, 157], \"coloraxis\": \"coloraxis\"}, \"name\": \"\", \"offsetgroup\": \"\", \"orientation\": \"h\", \"showlegend\": false, \"textposition\": \"auto\", \"type\": \"bar\", \"x\": [1, 1, 2, 2, 2, 2, 5, 6, 9, 10, 10, 31, 106, 157], \"xaxis\": \"x\", \"y\": [\"Bum\", \"Father\", \"Clerk\", \"Girl\", \"Visitor\", \"Roughneck\", \"Rich Man\", \"Trooper\", \"Deputy\", \"Boy\", \"Sheriff\", \"Cato\", \"Holly\", \"Kit\"], \"yaxis\": \"y\"}],\n",
" {\"barmode\": \"relative\", \"coloraxis\": {\"colorbar\": {\"title\": {\"text\": \"<b> Number of Mentions <b>\"}}, \"colorscale\": [[0.0, \"#313131\"], [0.0625, \"#3d019d\"], [0.125, \"#3810dc\"], [0.1875, \"#2d47f9\"], [0.25, \"#2593ff\"], [0.3125, \"#2adef6\"], [0.375, \"#60fdfa\"], [0.4375, \"#aefdff\"], [0.5, \"#f3f3f1\"], [0.5625, \"#fffda9\"], [0.625, \"#fafd5b\"], [0.6875, \"#f7da29\"], [0.75, \"#ff8e25\"], [0.8125, \"#f8432d\"], [0.875, \"#d90d39\"], [0.9375, \"#97023d\"], [1.0, \"#313131\"]]}, \"height\": 800, \"legend\": {\"tracegroupgap\": 0}, \"margin\": {\"t\": 60}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"<b> Most mentioned characters in the Badlands movie based on the scene dialogues<b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Number of Mentions <b>\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Characters <b>\"}}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('e6ef84ff-6f3e-4844-b8df-387ef54bb025');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"xter_mentions = xtr.most_mentioned()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Lets the check the appearance of the 5 most mentioned characters in the Movie"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"linkText": "Export to plot.ly",
"plotlyServerURL": "https://plot.ly",
"showLink": false
},
"data": [
{
"marker": {
"color": "rgba(255, 153, 51, 0.6)",
"line": {
"color": "rgba(255, 153, 51, 1.0)",
"width": 1
}
},
"name": "Cato",
"orientation": "v",
"text": "",
"type": "bar",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"y": [
"",
3,
"",
7,
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
6,
2,
8,
1,
1,
"",
1,
"",
"",
"",
2,
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
""
]
},
{
"marker": {
"color": "rgba(55, 128, 191, 0.6)",
"line": {
"color": "rgba(55, 128, 191, 1.0)",
"width": 1
}
},
"name": "Kit",
"orientation": "v",
"text": "",
"type": "bar",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"y": [
"",
1,
"",
3,
"",
1,
1,
"",
1,
1,
"",
2,
2,
2,
1,
1,
"",
"",
1,
"",
1,
"",
"",
"",
7,
4,
3,
"",
"",
"",
"",
"",
1,
"",
"",
"",
"",
3,
"",
1,
1,
"",
"",
"",
"",
1,
"",
"",
"",
2,
"",
"",
"",
"",
2,
7,
1,
1,
3,
3,
5,
2,
2,
"",
2,
2,
5,
"",
5,
"",
3,
2,
2,
2,
"",
1,
"",
1,
"",
3,
"",
"",
"",
1,
3,
1,
1,
"",
"",
"",
"",
"",
1,
"",
1,
1,
1,
1,
"",
2,
1,
1,
"",
"",
"",
"",
"",
"",
1,
1,
"",
8,
9,
6,
"",
8,
2,
"",
4,
2,
"",
2,
2,
2,
""
]
},
{
"marker": {
"color": "rgba(50, 171, 96, 0.6)",
"line": {
"color": "rgba(50, 171, 96, 1.0)",
"width": 1
}
},
"name": "Holly",
"orientation": "v",
"text": "",
"type": "bar",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"y": [
"",
"",
"",
"",
"",
3,
3,
"",
"",
"",
"",
1,
2,
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
7,
6,
3,
1,
1,
"",
"",
2,
2,
"",
"",
1,
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
2,
"",
2,
"",
1,
"",
"",
2,
5,
2,
"",
2,
3,
3,
"",
3,
2,
1,
1,
5,
"",
3,
"",
1,
3,
"",
2,
"",
"",
1,
"",
"",
"",
"",
1,
"",
1,
1,
"",
1,
"",
"",
"",
"",
"",
"",
1,
"",
1,
"",
1,
"",
1,
"",
"",
"",
"",
"",
"",
2,
"",
"",
"",
"",
8,
3,
"",
"",
"",
"",
"",
1,
4,
"",
1,
1,
2,
""
]
},
{
"marker": {
"color": "rgba(128, 0, 128, 0.6)",
"line": {
"color": "rgba(128, 0, 128, 1.0)",
"width": 1
}
},
"name": "Boy",
"orientation": "v",
"text": "",
"type": "bar",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"y": [
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
2,
"",
3,
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
1,
"",
"",
"",
2,
"",
"",
"",
"",
"",
"",
"",
1,
"",
"",
"",
1,
""
]
},
{
"marker": {
"color": "rgba(219, 64, 82, 0.6)",
"line": {
"color": "rgba(219, 64, 82, 1.0)",
"width": 1
}
},
"name": "Sheriff",
"orientation": "v",
"text": "",
"type": "bar",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"y": [
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
"",
7,
"",
3,
"",
"",
"",
"",
"",
"",
"",
"",
""
]
}
],
"layout": {
"legend": {
"bgcolor": "#F5F6F9",
"font": {
"color": "#4D5663"
},
"title": {
"text": "<b> 5 Most-talked about Xters <b>"
}
},
"paper_bgcolor": "#F5F6F9",
"plot_bgcolor": "#F5F6F9",
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "<b> Appearance of the 5 most-mentioned characters in Scene Dialogues across Badlands Movie <b>"
},
"width": 1000,
"xaxis": {
"dtick": 10,
"gridcolor": "#E1E5ED",
"showgrid": true,
"tickfont": {
"color": "#4D5663"
},
"title": {
"text": "<b> Scenes <b>"
},
"zerolinecolor": "#E1E5ED"
},
"yaxis": {
"gridcolor": "#E1E5ED",
"showgrid": true,
"tickfont": {
"color": "#4D5663"
},
"title": {
"text": "<b> Number of mentions <b>"
},
"zerolinecolor": "#E1E5ED"
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"51a0e30c-7bc1-4295-83c6-e64dfc50e93f\" class=\"plotly-graph-div\" style=\"height:525px; width:1000px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"51a0e30c-7bc1-4295-83c6-e64dfc50e93f\")) {\n",
" Plotly.newPlot(\n",
" '51a0e30c-7bc1-4295-83c6-e64dfc50e93f',\n",
" [{\"marker\": {\"color\": \"rgba(255, 153, 51, 0.6)\", \"line\": {\"color\": \"rgba(255, 153, 51, 1.0)\", \"width\": 1}}, \"name\": \"Cato\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"y\": [\"\", 3.0, \"\", 7.0, \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", 6.0, 2.0, 8.0, 1.0, 1.0, \"\", 1.0, \"\", \"\", \"\", 2.0, \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\"]}, {\"marker\": {\"color\": \"rgba(55, 128, 191, 0.6)\", \"line\": {\"color\": \"rgba(55, 128, 191, 1.0)\", \"width\": 1}}, \"name\": \"Kit\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"y\": [\"\", 1.0, \"\", 3.0, \"\", 1.0, 1.0, \"\", 1.0, 1.0, \"\", 2.0, 2.0, 2.0, 1.0, 1.0, \"\", \"\", 1.0, \"\", 1.0, \"\", \"\", \"\", 7.0, 4.0, 3.0, \"\", \"\", \"\", \"\", \"\", 1.0, \"\", \"\", \"\", \"\", 3.0, \"\", 1.0, 1.0, \"\", \"\", \"\", \"\", 1.0, \"\", \"\", \"\", 2.0, \"\", \"\", \"\", \"\", 2.0, 7.0, 1.0, 1.0, 3.0, 3.0, 5.0, 2.0, 2.0, \"\", 2.0, 2.0, 5.0, \"\", 5.0, \"\", 3.0, 2.0, 2.0, 2.0, \"\", 1.0, \"\", 1.0, \"\", 3.0, \"\", \"\", \"\", 1.0, 3.0, 1.0, 1.0, \"\", \"\", \"\", \"\", \"\", 1.0, \"\", 1.0, 1.0, 1.0, 1.0, \"\", 2.0, 1.0, 1.0, \"\", \"\", \"\", \"\", \"\", \"\", 1.0, 1.0, \"\", 8.0, 9.0, 6.0, \"\", 8.0, 2.0, \"\", 4.0, 2.0, \"\", 2.0, 2.0, 2.0, \"\"]}, {\"marker\": {\"color\": \"rgba(50, 171, 96, 0.6)\", \"line\": {\"color\": \"rgba(50, 171, 96, 1.0)\", \"width\": 1}}, \"name\": \"Holly\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"y\": [\"\", \"\", \"\", \"\", \"\", 3.0, 3.0, \"\", \"\", \"\", \"\", 1.0, 2.0, \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", 7.0, 6.0, 3.0, 1.0, 1.0, \"\", \"\", 2.0, 2.0, \"\", \"\", 1.0, \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", 2.0, \"\", 2.0, \"\", 1.0, \"\", \"\", 2.0, 5.0, 2.0, \"\", 2.0, 3.0, 3.0, \"\", 3.0, 2.0, 1.0, 1.0, 5.0, \"\", 3.0, \"\", 1.0, 3.0, \"\", 2.0, \"\", \"\", 1.0, \"\", \"\", \"\", \"\", 1.0, \"\", 1.0, 1.0, \"\", 1.0, \"\", \"\", \"\", \"\", \"\", \"\", 1.0, \"\", 1.0, \"\", 1.0, \"\", 1.0, \"\", \"\", \"\", \"\", \"\", \"\", 2.0, \"\", \"\", \"\", \"\", 8.0, 3.0, \"\", \"\", \"\", \"\", \"\", 1.0, 4.0, \"\", 1.0, 1.0, 2.0, \"\"]}, {\"marker\": {\"color\": \"rgba(128, 0, 128, 0.6)\", \"line\": {\"color\": \"rgba(128, 0, 128, 1.0)\", \"width\": 1}}, \"name\": \"Boy\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"y\": [\"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", 2.0, \"\", 3.0, \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", 1.0, \"\", \"\", \"\", 2.0, \"\", \"\", \"\", \"\", \"\", \"\", \"\", 1.0, \"\", \"\", \"\", 1.0, \"\"]}, {\"marker\": {\"color\": \"rgba(219, 64, 82, 0.6)\", \"line\": {\"color\": \"rgba(219, 64, 82, 1.0)\", \"width\": 1}}, \"name\": \"Sheriff\", \"orientation\": \"v\", \"text\": \"\", \"type\": \"bar\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"y\": [\"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", 7.0, \"\", 3.0, \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\", \"\"]}],\n",
" {\"legend\": {\"bgcolor\": \"#F5F6F9\", \"font\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> 5 Most-talked about Xters <b>\"}}, \"paper_bgcolor\": \"#F5F6F9\", \"plot_bgcolor\": \"#F5F6F9\", \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"<b> Appearance of the 5 most-mentioned characters in Scene Dialogues across Badlands Movie <b>\"}, \"width\": 1000, \"xaxis\": {\"dtick\": 10, \"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Scenes <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}, \"yaxis\": {\"gridcolor\": \"#E1E5ED\", \"showgrid\": true, \"tickfont\": {\"color\": \"#4D5663\"}, \"title\": {\"text\": \"<b> Number of mentions <b>\"}, \"zerolinecolor\": \"#E1E5ED\"}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('51a0e30c-7bc1-4295-83c6-e64dfc50e93f');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"xtr.top_xters_mentions(xter_mentions, 5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Lets check who specific characters mention the most in their dialogues in the movie"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['KIT', 'HOLLY', 'DEPUTY', 'CATO', 'FATHER', 'RICH MAN', 'BOY', 'SHERIFF', 'GIRL', 'ROUGHNECK', 'CLERK', 'VISITOR', 'TROOPER', 'BUM', 'MECHANIC']\n"
]
}
],
"source": [
"print(movie_characters)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"linkText": "Export to plot.ly",
"plotlyServerURL": "https://plot.ly",
"showLink": false
},
"data": [
{
"alignmentgroup": "True",
"customdata": [
[
"Bum",
1
],
[
"Father",
1
],
[
"Clerk",
2
],
[
"Girl",
2
],
[
"Rich Man",
2
],
[
"Visitor",
2
],
[
"Roughneck",
2
],
[
"Deputy",
4
],
[
"Trooper",
5
],
[
"Sheriff",
6
],
[
"Boy",
8
],
[
"Cato",
21
],
[
"Holly",
81
]
],
"hovertemplate": "<b> Number of Mentions <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>",
"legendgroup": "",
"marker": {
"color": [
1,
1,
2,
2,
2,
2,
2,
4,
5,
6,
8,
21,
81
],
"coloraxis": "coloraxis"
},
"name": "",
"offsetgroup": "",
"orientation": "h",
"showlegend": false,
"textposition": "auto",
"type": "bar",
"x": [
1,
1,
2,
2,
2,
2,
2,
4,
5,
6,
8,
21,
81
],
"xaxis": "x",
"y": [
"Bum",
"Father",
"Clerk",
"Girl",
"Rich Man",
"Visitor",
"Roughneck",
"Deputy",
"Trooper",
"Sheriff",
"Boy",
"Cato",
"Holly"
],
"yaxis": "y"
}
],
"layout": {
"barmode": "relative",
"coloraxis": {
"colorbar": {
"title": {
"text": "<b> Number of Mentions <b>"
}
},
"colorscale": [
[
0,
"#313131"
],
[
0.0625,
"#3d019d"
],
[
0.125,
"#3810dc"
],
[
0.1875,
"#2d47f9"
],
[
0.25,
"#2593ff"
],
[
0.3125,
"#2adef6"
],
[
0.375,
"#60fdfa"
],
[
0.4375,
"#aefdff"
],
[
0.5,
"#f3f3f1"
],
[
0.5625,
"#fffda9"
],
[
0.625,
"#fafd5b"
],
[
0.6875,
"#f7da29"
],
[
0.75,
"#ff8e25"
],
[
0.8125,
"#f8432d"
],
[
0.875,
"#d90d39"
],
[
0.9375,
"#97023d"
],
[
1,
"#313131"
]
]
},
"height": 600,
"legend": {
"tracegroupgap": 0
},
"margin": {
"t": 60
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "<b> Characters that KIT mentioned / talked-about the most in the Badlands Movie <b>"
},
"width": 900,
"xaxis": {
"anchor": "y",
"domain": [
0,
1
],
"title": {
"text": "<b> Number of Mentions <b>"
}
},
"yaxis": {
"anchor": "x",
"domain": [
0,
1
],
"title": {
"text": "<b> Characters <b>"
}
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"0727acfe-9649-4bc0-85dd-f0667d1771d1\" class=\"plotly-graph-div\" style=\"height:600px; width:900px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"0727acfe-9649-4bc0-85dd-f0667d1771d1\")) {\n",
" Plotly.newPlot(\n",
" '0727acfe-9649-4bc0-85dd-f0667d1771d1',\n",
" [{\"alignmentgroup\": \"True\", \"customdata\": [[\"Bum\", 1], [\"Father\", 1], [\"Clerk\", 2], [\"Girl\", 2], [\"Rich Man\", 2], [\"Visitor\", 2], [\"Roughneck\", 2], [\"Deputy\", 4], [\"Trooper\", 5], [\"Sheriff\", 6], [\"Boy\", 8], [\"Cato\", 21], [\"Holly\", 81]], \"hovertemplate\": \"<b> Number of Mentions <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": [1, 1, 2, 2, 2, 2, 2, 4, 5, 6, 8, 21, 81], \"coloraxis\": \"coloraxis\"}, \"name\": \"\", \"offsetgroup\": \"\", \"orientation\": \"h\", \"showlegend\": false, \"textposition\": \"auto\", \"type\": \"bar\", \"x\": [1, 1, 2, 2, 2, 2, 2, 4, 5, 6, 8, 21, 81], \"xaxis\": \"x\", \"y\": [\"Bum\", \"Father\", \"Clerk\", \"Girl\", \"Rich Man\", \"Visitor\", \"Roughneck\", \"Deputy\", \"Trooper\", \"Sheriff\", \"Boy\", \"Cato\", \"Holly\"], \"yaxis\": \"y\"}],\n",
" {\"barmode\": \"relative\", \"coloraxis\": {\"colorbar\": {\"title\": {\"text\": \"<b> Number of Mentions <b>\"}}, \"colorscale\": [[0.0, \"#313131\"], [0.0625, \"#3d019d\"], [0.125, \"#3810dc\"], [0.1875, \"#2d47f9\"], [0.25, \"#2593ff\"], [0.3125, \"#2adef6\"], [0.375, \"#60fdfa\"], [0.4375, \"#aefdff\"], [0.5, \"#f3f3f1\"], [0.5625, \"#fffda9\"], [0.625, \"#fafd5b\"], [0.6875, \"#f7da29\"], [0.75, \"#ff8e25\"], [0.8125, \"#f8432d\"], [0.875, \"#d90d39\"], [0.9375, \"#97023d\"], [1.0, \"#313131\"]]}, \"height\": 600, \"legend\": {\"tracegroupgap\": 0}, \"margin\": {\"t\": 60}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"<b> Characters that KIT mentioned / talked-about the most in the Badlands Movie <b>\"}, \"width\": 900, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Number of Mentions <b>\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Characters <b>\"}}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('0727acfe-9649-4bc0-85dd-f0667d1771d1');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_kit = xtr.talk_about_xters(df_film_dialogue, 'KIT')"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"linkText": "Export to plot.ly",
"plotlyServerURL": "https://plot.ly",
"showLink": false
},
"data": [
{
"alignmentgroup": "True",
"customdata": [
[
"Rich Man",
2
],
[
"Cato",
5
],
[
"Kit",
63
]
],
"hovertemplate": "<b> Number of Mentions <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>",
"legendgroup": "",
"marker": {
"color": [
2,
5,
63
],
"coloraxis": "coloraxis"
},
"name": "",
"offsetgroup": "",
"orientation": "h",
"showlegend": false,
"textposition": "auto",
"type": "bar",
"x": [
2,
5,
63
],
"xaxis": "x",
"y": [
"Rich Man",
"Cato",
"Kit"
],
"yaxis": "y"
}
],
"layout": {
"barmode": "relative",
"coloraxis": {
"colorbar": {
"title": {
"text": "<b> Number of Mentions <b>"
}
},
"colorscale": [
[
0,
"#313131"
],
[
0.0625,
"#3d019d"
],
[
0.125,
"#3810dc"
],
[
0.1875,
"#2d47f9"
],
[
0.25,
"#2593ff"
],
[
0.3125,
"#2adef6"
],
[
0.375,
"#60fdfa"
],
[
0.4375,
"#aefdff"
],
[
0.5,
"#f3f3f1"
],
[
0.5625,
"#fffda9"
],
[
0.625,
"#fafd5b"
],
[
0.6875,
"#f7da29"
],
[
0.75,
"#ff8e25"
],
[
0.8125,
"#f8432d"
],
[
0.875,
"#d90d39"
],
[
0.9375,
"#97023d"
],
[
1,
"#313131"
]
]
},
"height": 300,
"legend": {
"tracegroupgap": 0
},
"margin": {
"t": 60
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "<b> Characters that HOLLY mentioned / talked-about the most in the Badlands Movie <b>"
},
"width": 900,
"xaxis": {
"anchor": "y",
"domain": [
0,
1
],
"title": {
"text": "<b> Number of Mentions <b>"
}
},
"yaxis": {
"anchor": "x",
"domain": [
0,
1
],
"title": {
"text": "<b> Characters <b>"
}
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"6f2b462d-d697-4e85-8fc9-16ad7554d0b5\" class=\"plotly-graph-div\" style=\"height:300px; width:900px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"6f2b462d-d697-4e85-8fc9-16ad7554d0b5\")) {\n",
" Plotly.newPlot(\n",
" '6f2b462d-d697-4e85-8fc9-16ad7554d0b5',\n",
" [{\"alignmentgroup\": \"True\", \"customdata\": [[\"Rich Man\", 2], [\"Cato\", 5], [\"Kit\", 63]], \"hovertemplate\": \"<b> Number of Mentions <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": [2, 5, 63], \"coloraxis\": \"coloraxis\"}, \"name\": \"\", \"offsetgroup\": \"\", \"orientation\": \"h\", \"showlegend\": false, \"textposition\": \"auto\", \"type\": \"bar\", \"x\": [2, 5, 63], \"xaxis\": \"x\", \"y\": [\"Rich Man\", \"Cato\", \"Kit\"], \"yaxis\": \"y\"}],\n",
" {\"barmode\": \"relative\", \"coloraxis\": {\"colorbar\": {\"title\": {\"text\": \"<b> Number of Mentions <b>\"}}, \"colorscale\": [[0.0, \"#313131\"], [0.0625, \"#3d019d\"], [0.125, \"#3810dc\"], [0.1875, \"#2d47f9\"], [0.25, \"#2593ff\"], [0.3125, \"#2adef6\"], [0.375, \"#60fdfa\"], [0.4375, \"#aefdff\"], [0.5, \"#f3f3f1\"], [0.5625, \"#fffda9\"], [0.625, \"#fafd5b\"], [0.6875, \"#f7da29\"], [0.75, \"#ff8e25\"], [0.8125, \"#f8432d\"], [0.875, \"#d90d39\"], [0.9375, \"#97023d\"], [1.0, \"#313131\"]]}, \"height\": 300, \"legend\": {\"tracegroupgap\": 0}, \"margin\": {\"t\": 60}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"<b> Characters that HOLLY mentioned / talked-about the most in the Badlands Movie <b>\"}, \"width\": 900, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Number of Mentions <b>\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Characters <b>\"}}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('6f2b462d-d697-4e85-8fc9-16ad7554d0b5');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_hol = xtr.talk_about_xters(df_film_dialogue, 'HOLLY')"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"linkText": "Export to plot.ly",
"plotlyServerURL": "https://plot.ly",
"showLink": false
},
"data": [
{
"alignmentgroup": "True",
"customdata": [
[
"Holly",
1
],
[
"Sheriff",
2
],
[
"Kit",
12
]
],
"hovertemplate": "<b> Number of Mentions <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>",
"legendgroup": "",
"marker": {
"color": [
1,
2,
12
],
"coloraxis": "coloraxis"
},
"name": "",
"offsetgroup": "",
"orientation": "h",
"showlegend": false,
"textposition": "auto",
"type": "bar",
"x": [
1,
2,
12
],
"xaxis": "x",
"y": [
"Holly",
"Sheriff",
"Kit"
],
"yaxis": "y"
}
],
"layout": {
"barmode": "relative",
"coloraxis": {
"colorbar": {
"title": {
"text": "<b> Number of Mentions <b>"
}
},
"colorscale": [
[
0,
"#313131"
],
[
0.0625,
"#3d019d"
],
[
0.125,
"#3810dc"
],
[
0.1875,
"#2d47f9"
],
[
0.25,
"#2593ff"
],
[
0.3125,
"#2adef6"
],
[
0.375,
"#60fdfa"
],
[
0.4375,
"#aefdff"
],
[
0.5,
"#f3f3f1"
],
[
0.5625,
"#fffda9"
],
[
0.625,
"#fafd5b"
],
[
0.6875,
"#f7da29"
],
[
0.75,
"#ff8e25"
],
[
0.8125,
"#f8432d"
],
[
0.875,
"#d90d39"
],
[
0.9375,
"#97023d"
],
[
1,
"#313131"
]
]
},
"height": 300,
"legend": {
"tracegroupgap": 0
},
"margin": {
"t": 60
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "<b> Characters that DEPUTY mentioned / talked-about the most in the Badlands Movie <b>"
},
"width": 900,
"xaxis": {
"anchor": "y",
"domain": [
0,
1
],
"title": {
"text": "<b> Number of Mentions <b>"
}
},
"yaxis": {
"anchor": "x",
"domain": [
0,
1
],
"title": {
"text": "<b> Characters <b>"
}
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"a0423246-e9a8-4358-b0bc-ecf1cee81c64\" class=\"plotly-graph-div\" style=\"height:300px; width:900px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"a0423246-e9a8-4358-b0bc-ecf1cee81c64\")) {\n",
" Plotly.newPlot(\n",
" 'a0423246-e9a8-4358-b0bc-ecf1cee81c64',\n",
" [{\"alignmentgroup\": \"True\", \"customdata\": [[\"Holly\", 1], [\"Sheriff\", 2], [\"Kit\", 12]], \"hovertemplate\": \"<b> Number of Mentions <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": [1, 2, 12], \"coloraxis\": \"coloraxis\"}, \"name\": \"\", \"offsetgroup\": \"\", \"orientation\": \"h\", \"showlegend\": false, \"textposition\": \"auto\", \"type\": \"bar\", \"x\": [1, 2, 12], \"xaxis\": \"x\", \"y\": [\"Holly\", \"Sheriff\", \"Kit\"], \"yaxis\": \"y\"}],\n",
" {\"barmode\": \"relative\", \"coloraxis\": {\"colorbar\": {\"title\": {\"text\": \"<b> Number of Mentions <b>\"}}, \"colorscale\": [[0.0, \"#313131\"], [0.0625, \"#3d019d\"], [0.125, \"#3810dc\"], [0.1875, \"#2d47f9\"], [0.25, \"#2593ff\"], [0.3125, \"#2adef6\"], [0.375, \"#60fdfa\"], [0.4375, \"#aefdff\"], [0.5, \"#f3f3f1\"], [0.5625, \"#fffda9\"], [0.625, \"#fafd5b\"], [0.6875, \"#f7da29\"], [0.75, \"#ff8e25\"], [0.8125, \"#f8432d\"], [0.875, \"#d90d39\"], [0.9375, \"#97023d\"], [1.0, \"#313131\"]]}, \"height\": 300, \"legend\": {\"tracegroupgap\": 0}, \"margin\": {\"t\": 60}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"<b> Characters that DEPUTY mentioned / talked-about the most in the Badlands Movie <b>\"}, \"width\": 900, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Number of Mentions <b>\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Characters <b>\"}}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('a0423246-e9a8-4358-b0bc-ecf1cee81c64');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_dep = xtr.talk_about_xters(df_film_dialogue, 'DEPUTY')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Lets check who specific characters talk with the most in the movie"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"linkText": "Export to plot.ly",
"plotlyServerURL": "https://plot.ly",
"showLink": false
},
"data": [
{
"alignmentgroup": "True",
"customdata": [
[
"ROUGHNECK",
1
],
[
"CLERK",
1
],
[
"VISITOR",
1
],
[
"BUM",
1
],
[
"MECHANIC",
1
],
[
"FATHER",
2
],
[
"BOY",
2
],
[
"SHERIFF",
2
],
[
"TROOPER",
2
],
[
"RICH MAN",
3
],
[
"DEPUTY",
4
],
[
"CATO",
6
],
[
"HOLLY",
38
]
],
"hovertemplate": "<b> Counts <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>",
"legendgroup": "",
"marker": {
"color": [
1,
1,
1,
1,
1,
2,
2,
2,
2,
3,
4,
6,
38
],
"coloraxis": "coloraxis"
},
"name": "",
"offsetgroup": "",
"orientation": "h",
"showlegend": false,
"textposition": "auto",
"type": "bar",
"x": [
1,
1,
1,
1,
1,
2,
2,
2,
2,
3,
4,
6,
38
],
"xaxis": "x",
"y": [
"ROUGHNECK",
"CLERK",
"VISITOR",
"BUM",
"MECHANIC",
"FATHER",
"BOY",
"SHERIFF",
"TROOPER",
"RICH MAN",
"DEPUTY",
"CATO",
"HOLLY"
],
"yaxis": "y"
}
],
"layout": {
"barmode": "relative",
"coloraxis": {
"colorbar": {
"title": {
"text": "<b> Counts <b>"
}
},
"colorscale": [
[
0,
"rgb(64,0,75)"
],
[
0.1,
"rgb(118,42,131)"
],
[
0.2,
"rgb(153,112,171)"
],
[
0.3,
"rgb(194,165,207)"
],
[
0.4,
"rgb(231,212,232)"
],
[
0.5,
"rgb(247,247,247)"
],
[
0.6,
"rgb(217,240,211)"
],
[
0.7,
"rgb(166,219,160)"
],
[
0.8,
"rgb(90,174,97)"
],
[
0.9,
"rgb(27,120,55)"
],
[
1,
"rgb(0,68,27)"
]
]
},
"height": 700,
"legend": {
"tracegroupgap": 0
},
"margin": {
"t": 60
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "<b> Characters KIT interacted / talked with in Badlands movie <b>"
},
"width": 1000,
"xaxis": {
"anchor": "y",
"domain": [
0,
1
],
"title": {
"text": "<b> Amount of Consversations <b>"
}
},
"yaxis": {
"anchor": "x",
"domain": [
0,
1
],
"title": {
"text": "<b> Characters <b>"
}
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"df38bce4-e91b-4657-af5f-6869fb3ea494\" class=\"plotly-graph-div\" style=\"height:700px; width:1000px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"df38bce4-e91b-4657-af5f-6869fb3ea494\")) {\n",
" Plotly.newPlot(\n",
" 'df38bce4-e91b-4657-af5f-6869fb3ea494',\n",
" [{\"alignmentgroup\": \"True\", \"customdata\": [[\"ROUGHNECK\", 1.0], [\"CLERK\", 1.0], [\"VISITOR\", 1.0], [\"BUM\", 1.0], [\"MECHANIC\", 1.0], [\"FATHER\", 2.0], [\"BOY\", 2.0], [\"SHERIFF\", 2.0], [\"TROOPER\", 2.0], [\"RICH MAN\", 3.0], [\"DEPUTY\", 4.0], [\"CATO\", 6.0], [\"HOLLY\", 38.0]], \"hovertemplate\": \"<b> Counts <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": [1.0, 1.0, 1.0, 1.0, 1.0, 2.0, 2.0, 2.0, 2.0, 3.0, 4.0, 6.0, 38.0], \"coloraxis\": \"coloraxis\"}, \"name\": \"\", \"offsetgroup\": \"\", \"orientation\": \"h\", \"showlegend\": false, \"textposition\": \"auto\", \"type\": \"bar\", \"x\": [1.0, 1.0, 1.0, 1.0, 1.0, 2.0, 2.0, 2.0, 2.0, 3.0, 4.0, 6.0, 38.0], \"xaxis\": \"x\", \"y\": [\"ROUGHNECK\", \"CLERK\", \"VISITOR\", \"BUM\", \"MECHANIC\", \"FATHER\", \"BOY\", \"SHERIFF\", \"TROOPER\", \"RICH MAN\", \"DEPUTY\", \"CATO\", \"HOLLY\"], \"yaxis\": \"y\"}],\n",
" {\"barmode\": \"relative\", \"coloraxis\": {\"colorbar\": {\"title\": {\"text\": \"<b> Counts <b>\"}}, \"colorscale\": [[0.0, \"rgb(64,0,75)\"], [0.1, \"rgb(118,42,131)\"], [0.2, \"rgb(153,112,171)\"], [0.3, \"rgb(194,165,207)\"], [0.4, \"rgb(231,212,232)\"], [0.5, \"rgb(247,247,247)\"], [0.6, \"rgb(217,240,211)\"], [0.7, \"rgb(166,219,160)\"], [0.8, \"rgb(90,174,97)\"], [0.9, \"rgb(27,120,55)\"], [1.0, \"rgb(0,68,27)\"]]}, \"height\": 700, \"legend\": {\"tracegroupgap\": 0}, \"margin\": {\"t\": 60}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"<b> Characters KIT interacted / talked with in Badlands movie <b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Amount of Consversations <b>\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Characters <b>\"}}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('df38bce4-e91b-4657-af5f-6869fb3ea494');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_kt = xtr.most_talked_with('KIT')"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"linkText": "Export to plot.ly",
"plotlyServerURL": "https://plot.ly",
"showLink": false
},
"data": [
{
"alignmentgroup": "True",
"customdata": [
[
"FATHER",
1
],
[
"RICH MAN",
1
],
[
"GIRL",
1
],
[
"ROUGHNECK",
1
],
[
"BOY",
2
],
[
"CATO",
3
],
[
"KIT",
38
]
],
"hovertemplate": "<b> Counts <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>",
"legendgroup": "",
"marker": {
"color": [
1,
1,
1,
1,
2,
3,
38
],
"coloraxis": "coloraxis"
},
"name": "",
"offsetgroup": "",
"orientation": "h",
"showlegend": false,
"textposition": "auto",
"type": "bar",
"x": [
1,
1,
1,
1,
2,
3,
38
],
"xaxis": "x",
"y": [
"FATHER",
"RICH MAN",
"GIRL",
"ROUGHNECK",
"BOY",
"CATO",
"KIT"
],
"yaxis": "y"
}
],
"layout": {
"barmode": "relative",
"coloraxis": {
"colorbar": {
"title": {
"text": "<b> Counts <b>"
}
},
"colorscale": [
[
0,
"rgb(64,0,75)"
],
[
0.1,
"rgb(118,42,131)"
],
[
0.2,
"rgb(153,112,171)"
],
[
0.3,
"rgb(194,165,207)"
],
[
0.4,
"rgb(231,212,232)"
],
[
0.5,
"rgb(247,247,247)"
],
[
0.6,
"rgb(217,240,211)"
],
[
0.7,
"rgb(166,219,160)"
],
[
0.8,
"rgb(90,174,97)"
],
[
0.9,
"rgb(27,120,55)"
],
[
1,
"rgb(0,68,27)"
]
]
},
"height": 700,
"legend": {
"tracegroupgap": 0
},
"margin": {
"t": 60
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "<b> Characters HOLLY interacted / talked with in Badlands movie <b>"
},
"width": 1000,
"xaxis": {
"anchor": "y",
"domain": [
0,
1
],
"title": {
"text": "<b> Amount of Consversations <b>"
}
},
"yaxis": {
"anchor": "x",
"domain": [
0,
1
],
"title": {
"text": "<b> Characters <b>"
}
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"205a94ce-95f0-4566-a3ad-74e3c58b1b6d\" class=\"plotly-graph-div\" style=\"height:700px; width:1000px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"205a94ce-95f0-4566-a3ad-74e3c58b1b6d\")) {\n",
" Plotly.newPlot(\n",
" '205a94ce-95f0-4566-a3ad-74e3c58b1b6d',\n",
" [{\"alignmentgroup\": \"True\", \"customdata\": [[\"FATHER\", 1.0], [\"RICH MAN\", 1.0], [\"GIRL\", 1.0], [\"ROUGHNECK\", 1.0], [\"BOY\", 2.0], [\"CATO\", 3.0], [\"KIT\", 38.0]], \"hovertemplate\": \"<b> Counts <b>=%{marker.color}<br>Characters=%{customdata[0]}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": [1.0, 1.0, 1.0, 1.0, 2.0, 3.0, 38.0], \"coloraxis\": \"coloraxis\"}, \"name\": \"\", \"offsetgroup\": \"\", \"orientation\": \"h\", \"showlegend\": false, \"textposition\": \"auto\", \"type\": \"bar\", \"x\": [1.0, 1.0, 1.0, 1.0, 2.0, 3.0, 38.0], \"xaxis\": \"x\", \"y\": [\"FATHER\", \"RICH MAN\", \"GIRL\", \"ROUGHNECK\", \"BOY\", \"CATO\", \"KIT\"], \"yaxis\": \"y\"}],\n",
" {\"barmode\": \"relative\", \"coloraxis\": {\"colorbar\": {\"title\": {\"text\": \"<b> Counts <b>\"}}, \"colorscale\": [[0.0, \"rgb(64,0,75)\"], [0.1, \"rgb(118,42,131)\"], [0.2, \"rgb(153,112,171)\"], [0.3, \"rgb(194,165,207)\"], [0.4, \"rgb(231,212,232)\"], [0.5, \"rgb(247,247,247)\"], [0.6, \"rgb(217,240,211)\"], [0.7, \"rgb(166,219,160)\"], [0.8, \"rgb(90,174,97)\"], [0.9, \"rgb(27,120,55)\"], [1.0, \"rgb(0,68,27)\"]]}, \"height\": 700, \"legend\": {\"tracegroupgap\": 0}, \"margin\": {\"t\": 60}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"<b> Characters HOLLY interacted / talked with in Badlands movie <b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Amount of Consversations <b>\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Characters <b>\"}}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('205a94ce-95f0-4566-a3ad-74e3c58b1b6d');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_hol = xtr.most_talked_with(movie_characters[1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### We could continue to check this for every character but I will pause here.... "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5. Emotional Arcs and Sentiment Analysis across the Movie and for each characters"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"etn = emotions_sentiments(df_film, film)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"line": {
"color": "darkslategray"
},
"mode": "lines",
"name": "Average Sentiment",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"y": [
0.04243333333333332,
-0.017051999999999998,
-0.10115,
-0.028983333333333333,
0.0013999999999999985,
0.052440000000000014,
0.08326857142857143,
-0.03311666666666666,
0.02326666666666667,
0.12480800000000002,
-0.045152941176470576,
0.22226666666666667,
0.19281875,
-0.020037499999999993,
-0.25545999999999996,
-0.0086,
-0.19199999999999998,
0.157725,
-0.02664705882352941,
-0.018581249999999994,
0.07573333333333333,
-0.26677142857142855,
-0.17556666666666665,
0,
0.0552075,
-0.00776388888888889,
0.003723076923076923,
0.0043300000000000005,
0.05303333333333333,
-0.4278,
0.13125,
-0.00715,
-0.010644444444444444,
0,
0,
0.089375,
0,
0.016858333333333333,
0,
-0.0034285714285714275,
0.14368,
0.009649999999999997,
-0.014671428571428571,
-0.01867142857142858,
0.16463333333333333,
0.13924,
-0.1799125,
-0.1643,
0.2202,
-0.15833846153846157,
-0.20765,
-0.0886125,
-0.06949999999999999,
0.22830000000000003,
0.10786842105263159,
-0.14846785714285712,
0.13196,
0.213775,
0.14186666666666667,
0.1071423076923077,
-0.008038461538461546,
0.09705714285714286,
-0.0014666666666666636,
0.02114285714285714,
0.019006666666666665,
0.07998125,
0.05105416666666666,
-0.14736666666666665,
0.08183684210526315,
0.1117,
-0.10141,
0.06600625,
0.2700833333333333,
0.20278125,
0,
0.20393333333333333,
0.02038333333333334,
0.19488125,
0,
-0.0022739130434782755,
-0.03558,
0.20169444444444448,
0.2523714285714286,
0.1091,
0.06618461538461538,
0.19886666666666666,
0.35382857142857144,
0.1909,
0,
0.213775,
0,
-0.056575,
-0.10310000000000001,
-0.04857142857142858,
-0.0031818181818181798,
0.12860000000000002,
0.1998,
0.026911111111111108,
0,
-0.03704444444444445,
-0.04576470588235294,
-0.02978,
0.1909,
-0.17,
0.4019,
0.3367,
-0.006782352941176462,
0.1531,
-0.36529999999999996,
0.26066666666666666,
0,
0.03837215189873418,
-0.0699,
0.0146969696969697,
0,
0.0672,
0.02857297297297297,
-0.12024000000000001,
0.07027333333333334,
0.028528571428571427,
0,
0.11371176470588236,
-0.10065384615384618,
0.15147692307692306,
0.24975
]
},
{
"line": {
"color": "crimson",
"dash": "dot"
},
"mode": "lines",
"name": "Zero line",
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"y": [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
]
}
],
"layout": {
"showlegend": true,
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "<b> Sentiment across the Badlands Movie <b>"
},
"xaxis": {
"title": {
"text": "<b> Scenes <b>"
}
},
"yaxis": {
"title": {
"text": "<b> Average Sentiments <b>"
}
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"9ed26cd9-cb71-469f-9b19-29f86bc2c622\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"9ed26cd9-cb71-469f-9b19-29f86bc2c622\")) {\n",
" Plotly.newPlot(\n",
" '9ed26cd9-cb71-469f-9b19-29f86bc2c622',\n",
" [{\"line\": {\"color\": \"darkslategray\"}, \"mode\": \"lines\", \"name\": \"Average Sentiment\", \"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"y\": [0.04243333333333332, -0.017051999999999998, -0.10115, -0.028983333333333333, 0.0013999999999999985, 0.052440000000000014, 0.08326857142857143, -0.03311666666666666, 0.02326666666666667, 0.12480800000000002, -0.045152941176470576, 0.22226666666666667, 0.19281875, -0.020037499999999993, -0.25545999999999996, -0.0086, -0.19199999999999998, 0.157725, -0.02664705882352941, -0.018581249999999994, 0.07573333333333333, -0.26677142857142855, -0.17556666666666665, 0.0, 0.0552075, -0.00776388888888889, 0.003723076923076923, 0.0043300000000000005, 0.05303333333333333, -0.4278, 0.13125, -0.00715, -0.010644444444444444, 0.0, 0.0, 0.089375, 0.0, 0.016858333333333333, 0.0, -0.0034285714285714275, 0.14368, 0.009649999999999997, -0.014671428571428571, -0.01867142857142858, 0.16463333333333333, 0.13924, -0.1799125, -0.1643, 0.2202, -0.15833846153846157, -0.20765, -0.0886125, -0.06949999999999999, 0.22830000000000003, 0.10786842105263159, -0.14846785714285712, 0.13196, 0.213775, 0.14186666666666667, 0.1071423076923077, -0.008038461538461546, 0.09705714285714286, -0.0014666666666666636, 0.02114285714285714, 0.019006666666666665, 0.07998125, 0.05105416666666666, -0.14736666666666665, 0.08183684210526315, 0.1117, -0.10141, 0.06600625, 0.2700833333333333, 0.20278125, 0.0, 0.20393333333333333, 0.02038333333333334, 0.19488125, 0.0, -0.0022739130434782755, -0.03558, 0.20169444444444448, 0.2523714285714286, 0.1091, 0.06618461538461538, 0.19886666666666666, 0.35382857142857144, 0.1909, 0.0, 0.213775, 0.0, -0.056575, -0.10310000000000001, -0.04857142857142858, -0.0031818181818181798, 0.12860000000000002, 0.1998, 0.026911111111111108, 0.0, -0.03704444444444445, -0.04576470588235294, -0.02978, 0.1909, -0.17, 0.4019, 0.3367, -0.006782352941176462, 0.1531, -0.36529999999999996, 0.26066666666666666, 0.0, 0.03837215189873418, -0.0699, 0.0146969696969697, 0.0, 0.0672, 0.02857297297297297, -0.12024000000000001, 0.07027333333333334, 0.028528571428571427, 0.0, 0.11371176470588236, -0.10065384615384618, 0.15147692307692306, 0.24975]}, {\"line\": {\"color\": \"crimson\", \"dash\": \"dot\"}, \"mode\": \"lines\", \"name\": \"Zero line\", \"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"y\": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}],\n",
" {\"showlegend\": true, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"<b> Sentiment across the Badlands Movie <b>\"}, \"xaxis\": {\"title\": {\"text\": \"<b> Scenes <b>\"}}, \"yaxis\": {\"title\": {\"text\": \"<b> Average Sentiments <b>\"}}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('9ed26cd9-cb71-469f-9b19-29f86bc2c622');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_film_sentiment = etn.film_sentiment('darkslategray')"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x",
"y": [
0.007633587786259542,
0.0049261083743842365,
0,
0.009389671361502348,
0.045454545454545456,
0,
0.0037593984962406013,
0,
0.007142857142857143,
0,
0.007246376811594203,
0.005076142131979695,
0.011976047904191617,
0.011627906976744186,
0.012195121951219513,
0,
0,
0.01282051282051282,
0.024539877300613498,
0.02962962962962963,
0,
0.045454545454545456,
0,
0,
0.004796163069544364,
0.01834862385321101,
0.018691588785046728,
0.015384615384615385,
0,
0,
0,
0.013333333333333334,
0.006944444444444444,
0,
0,
0,
0.05555555555555555,
0.006993006993006993,
0,
0,
0,
0,
0.030927835051546393,
0.025974025974025976,
0.025,
0.015873015873015872,
0.05084745762711865,
0.013888888888888888,
0,
0.014388489208633094,
0,
0.007633587786259542,
0.03125,
0,
0.00911854103343465,
0.014084507042253521,
0.020512820512820513,
0,
0.005714285714285714,
0.0035842293906810036,
0.00784313725490196,
0.022988505747126436,
0.011111111111111112,
0,
0.004032258064516129,
0.008547008547008548,
0.014563106796116505,
0.05405405405405406,
0.004291845493562232,
0.02127659574468085,
0.030395136778115502,
0,
0,
0,
0.041666666666666664,
0,
0.007407407407407408,
0.005917159763313609,
0,
0,
0,
0,
0,
0.006802721088435374,
0.005494505494505495,
0.023809523809523808,
0.010101010101010102,
0.04,
0,
0.03508771929824561,
0.058823529411764705,
0,
0.016129032258064516,
0,
0.012345679012345678,
0.007142857142857143,
0,
0.01639344262295082,
0,
0.0051813471502590676,
0.011834319526627219,
0,
0,
0,
0,
0,
0.007462686567164179,
0.013333333333333334,
0.0379746835443038,
0,
0,
0.015360983102918587,
0.01818181818181818,
0.020289855072463767,
0,
0.006389776357827476,
0.006600660066006601,
0.057692307692307696,
0,
0.005076142131979695,
0,
0,
0.010810810810810811,
0,
0
],
"yaxis": "y"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x2",
"y": [
0.030534351145038167,
0.024630541871921183,
0,
0.018779342723004695,
0,
0.009009009009009009,
0.007518796992481203,
0,
0.007142857142857143,
0.005208333333333333,
0.014492753623188406,
0.02030456852791878,
0.041916167664670656,
0.005813953488372093,
0.012195121951219513,
0.018518518518518517,
0.022222222222222223,
0.01282051282051282,
0.03067484662576687,
0.007407407407407408,
0.02586206896551724,
0,
0,
0.03773584905660377,
0.011990407673860911,
0.01529051987767584,
0,
0.015384615384615385,
0,
0,
0,
0,
0.013888888888888888,
0,
0,
0.015384615384615385,
0,
0.013986013986013986,
0,
0.02247191011235955,
0.01,
0,
0.030927835051546393,
0.01948051948051948,
0,
0.031746031746031744,
0.01694915254237288,
0,
0,
0.014388489208633094,
0.016129032258064516,
0.03816793893129771,
0.09375,
0.015151515151515152,
0.0182370820668693,
0.02535211267605634,
0.015384615384615385,
0.017241379310344827,
0,
0.010752688172043012,
0.00784313725490196,
0.022988505747126436,
0,
0,
0.016129032258064516,
0.017094017094017096,
0.014563106796116505,
0.02702702702702703,
0.008583690987124463,
0,
0.0121580547112462,
0,
0.018633540372670808,
0.025906735751295335,
0,
0.043478260869565216,
0.022222222222222223,
0.005917159763313609,
0.0196078431372549,
0.05025125628140704,
0.018518518518518517,
0.01935483870967742,
0.011494252873563218,
0.006802721088435374,
0.027472527472527472,
0.023809523809523808,
0.030303030303030304,
0.04,
0.0625,
0.017543859649122806,
0.058823529411764705,
0,
0.016129032258064516,
0,
0.024691358024691357,
0.02857142857142857,
0.017857142857142856,
0,
0,
0.025906735751295335,
0.029585798816568046,
0.0392156862745098,
0.05555555555555555,
0,
0,
0.011904761904761904,
0.0037313432835820895,
0.04,
0.02531645569620253,
0.06944444444444445,
0.1,
0.010752688172043012,
0.006060606060606061,
0.020289855072463767,
0,
0.012779552715654952,
0.009900990099009901,
0.038461538461538464,
0,
0.01015228426395939,
0.015384615384615385,
0.031007751937984496,
0.021621621621621623,
0,
0
],
"yaxis": "y2"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x3",
"y": [
0,
0.0049261083743842365,
0,
0.03755868544600939,
0.015151515151515152,
0.009009009009009009,
0.0037593984962406013,
0.009523809523809525,
0.014285714285714285,
0,
0.007246376811594203,
0,
0.011976047904191617,
0.011627906976744186,
0.012195121951219513,
0,
0,
0.01282051282051282,
0.024539877300613498,
0,
0,
0.011363636363636364,
0,
0,
0.002398081534772182,
0.0061162079510703364,
0,
0.015384615384615385,
0,
0,
0,
0,
0,
0,
0.02631578947368421,
0,
0.027777777777777776,
0,
0,
0,
0,
0,
0.030927835051546393,
0,
0,
0.015873015873015872,
0.03389830508474576,
0,
0,
0.02158273381294964,
0,
0,
0,
0,
0.00303951367781155,
0.0028169014084507044,
0.005128205128205128,
0,
0.017142857142857144,
0.007168458781362007,
0.00392156862745098,
0.011494252873563218,
0.011111111111111112,
0.009433962264150943,
0.04032258064516129,
0.008547008547008548,
0.024271844660194174,
0.05405405405405406,
0.004291845493562232,
0.02127659574468085,
0.02127659574468085,
0,
0,
0,
0,
0.008695652173913044,
0.007407407407407408,
0,
0,
0.005025125628140704,
0,
0,
0,
0,
0.005494505494505495,
0,
0.010101010101010102,
0.02,
0,
0,
0.058823529411764705,
0,
0,
0,
0.006172839506172839,
0.007142857142857143,
0,
0,
0,
0,
0.005917159763313609,
0,
0,
0,
0,
0,
0.0037313432835820895,
0.013333333333333334,
0.012658227848101266,
0,
0,
0.006144393241167435,
0.01616161616161616,
0.005797101449275362,
0,
0.003194888178913738,
0.0033003300330033004,
0.019230769230769232,
0.007194244604316547,
0.015228426395939087,
0.015384615384615385,
0,
0.010810810810810811,
0.007936507936507936,
0
],
"yaxis": "y3"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x4",
"y": [
0.030534351145038167,
0.009852216748768473,
0,
0.004694835680751174,
0.030303030303030304,
0,
0.0037593984962406013,
0.009523809523809525,
0.007142857142857143,
0.010416666666666666,
0.014492753623188406,
0.005076142131979695,
0.005988023952095809,
0.01744186046511628,
0.012195121951219513,
0,
0,
0,
0.018404907975460124,
0.007407407407407408,
0.008620689655172414,
0.056818181818181816,
0,
0,
0.004796163069544364,
0.01834862385321101,
0.028037383177570093,
0.015384615384615385,
0,
0,
0,
0.013333333333333334,
0,
0,
0,
0.005128205128205128,
0.027777777777777776,
0.02097902097902098,
0,
0.02247191011235955,
0,
0,
0.010309278350515464,
0.01948051948051948,
0.05,
0,
0.059322033898305086,
0.013888888888888888,
0,
0.02877697841726619,
0.03225806451612903,
0.007633587786259542,
0,
0,
0.0060790273556231,
0.04507042253521127,
0.020512820512820513,
0.017241379310344827,
0.022857142857142857,
0,
0.011764705882352941,
0.022988505747126436,
0.005555555555555556,
0.009433962264150943,
0.008064516129032258,
0,
0.014563106796116505,
0.05405405405405406,
0.004291845493562232,
0.0425531914893617,
0.0425531914893617,
0,
0,
0.0051813471502590676,
0.041666666666666664,
0,
0.007407407407407408,
0.005917159763313609,
0,
0.005025125628140704,
0.018518518518518517,
0.0064516129032258064,
0,
0,
0.01098901098901099,
0.023809523809523808,
0,
0.04,
0,
0.017543859649122806,
0.058823529411764705,
0,
0.03225806451612903,
0.012658227848101266,
0.012345679012345678,
0.007142857142857143,
0,
0.01092896174863388,
0,
0.02072538860103627,
0,
0,
0,
0.08695652173913043,
0,
0,
0.007462686567164179,
0,
0.05063291139240506,
0.013888888888888888,
0,
0.007680491551459293,
0.01818181818181818,
0.02318840579710145,
0,
0.009584664536741214,
0.0033003300330033004,
0.07692307692307693,
0,
0.005076142131979695,
0,
0,
0.021621621621621623,
0,
0
],
"yaxis": "y4"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x5",
"y": [
0.030534351145038167,
0.024630541871921183,
0,
0.004694835680751174,
0,
0.009009009009009009,
0.007518796992481203,
0,
0.014285714285714285,
0,
0,
0.02030456852791878,
0.017964071856287425,
0.01744186046511628,
0.012195121951219513,
0,
0,
0.01282051282051282,
0.024539877300613498,
0,
0.017241379310344827,
0.022727272727272728,
0,
0.03773584905660377,
0.014388489208633094,
0.0030581039755351682,
0,
0,
0,
0,
0,
0.013333333333333334,
0,
0,
0,
0.005128205128205128,
0,
0,
0.025210084033613446,
0,
0.01,
0.02702702702702703,
0.041237113402061855,
0,
0,
0.031746031746031744,
0.00847457627118644,
0,
0,
0.007194244604316547,
0,
0.007633587786259542,
0.0625,
0.030303030303030304,
0.00911854103343465,
0.008450704225352112,
0.015384615384615385,
0.034482758620689655,
0.017142857142857144,
0.025089605734767026,
0.011764705882352941,
0.022988505747126436,
0,
0,
0.008064516129032258,
0.02564102564102564,
0,
0.02702702702702703,
0.004291845493562232,
0.02127659574468085,
0,
0.006711409395973154,
0.018633540372670808,
0.0051813471502590676,
0,
0.017391304347826087,
0.022222222222222223,
0.011834319526627219,
0,
0.04020100502512563,
0.018518518518518517,
0.0064516129032258064,
0.011494252873563218,
0.006802721088435374,
0.01098901098901099,
0.023809523809523808,
0.020202020202020204,
0.02,
0,
0.017543859649122806,
0.058823529411764705,
0.0196078431372549,
0.016129032258064516,
0,
0.012345679012345678,
0.03571428571428571,
0,
0.00546448087431694,
0,
0,
0,
0.00980392156862745,
0,
0,
0,
0.03571428571428571,
0.007462686567164179,
0.04,
0.012658227848101266,
0.041666666666666664,
0,
0.007680491551459293,
0,
0.005797101449275362,
0,
0.019169329073482427,
0,
0,
0,
0.01015228426395939,
0.015384615384615385,
0.031007751937984496,
0.005405405405405406,
0.023809523809523808,
0
],
"yaxis": "y5"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x6",
"y": [
0.05343511450381679,
0.009852216748768473,
0,
0.06103286384976526,
0.045454545454545456,
0.009009009009009009,
0.0037593984962406013,
0.02857142857142857,
0.03571428571428571,
0.015625,
0.028985507246376812,
0.01015228426395939,
0.005988023952095809,
0.023255813953488372,
0.06097560975609756,
0,
0.022222222222222223,
0.02564102564102564,
0.03067484662576687,
0.06666666666666667,
0.02586206896551724,
0.06818181818181818,
0,
0.018867924528301886,
0.004796163069544364,
0.03363914373088685,
0.018691588785046728,
0.015384615384615385,
0,
0,
0,
0.02666666666666667,
0.006944444444444444,
0,
0.02631578947368421,
0.015384615384615385,
0.05555555555555555,
0,
0,
0.02247191011235955,
0.01,
0,
0.010309278350515464,
0.032467532467532464,
0.075,
0.015873015873015872,
0.059322033898305086,
0.013888888888888888,
0,
0.04316546762589928,
0.016129032258064516,
0.022900763358778626,
0.03125,
0.015151515151515152,
0.02127659574468085,
0.036619718309859155,
0.02564102564102564,
0.017241379310344827,
0.017142857142857144,
0.017921146953405017,
0.0196078431372549,
0.034482758620689655,
0.027777777777777776,
0.009433962264150943,
0.056451612903225805,
0.02564102564102564,
0.038834951456310676,
0.08108108108108109,
0.017167381974248927,
0.0425531914893617,
0.03951367781155015,
0.013422818791946308,
0.012422360248447204,
0.0051813471502590676,
0.041666666666666664,
0.017391304347826087,
0.014814814814814815,
0.01775147928994083,
0.0392156862745098,
0.010050251256281407,
0.05555555555555555,
0.012903225806451613,
0,
0.027210884353741496,
0.016483516483516484,
0.023809523809523808,
0.030303030303030304,
0.04,
0,
0.05263157894736842,
0.058823529411764705,
0,
0.03225806451612903,
0,
0.012345679012345678,
0.007142857142857143,
0,
0.03278688524590164,
0.0625,
0.010362694300518135,
0.005917159763313609,
0,
0,
0,
0,
0,
0.018656716417910446,
0.05333333333333334,
0.05063291139240506,
0.013888888888888888,
0,
0.02457757296466974,
0.03838383838383838,
0.028985507246376812,
0,
0.019169329073482427,
0.006600660066006601,
0.09615384615384616,
0.007194244604316547,
0.04060913705583756,
0.015384615384615385,
0,
0.021621621621621623,
0.015873015873015872,
0
],
"yaxis": "y6"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x7",
"y": [
0.04580152671755725,
0.04433497536945813,
0.022222222222222223,
0.014084507042253521,
0.030303030303030304,
0.009009009009009009,
0.018796992481203006,
0,
0.03571428571428571,
0.026041666666666668,
0,
0.030456852791878174,
0.023952095808383235,
0.023255813953488372,
0.012195121951219513,
0,
0.022222222222222223,
0.01282051282051282,
0.03680981595092025,
0.007407407407407408,
0.02586206896551724,
0.022727272727272728,
0,
0.09433962264150944,
0.03117505995203837,
0.021406727828746176,
0.009345794392523364,
0.015384615384615385,
0.022727272727272728,
0,
0,
0.02666666666666667,
0.006944444444444444,
0,
0,
0.020512820512820513,
0.027777777777777776,
0.013986013986013986,
0.025210084033613446,
0.011235955056179775,
0.01,
0.05405405405405406,
0.041237113402061855,
0.012987012987012988,
0,
0.047619047619047616,
0.0423728813559322,
0.013888888888888888,
0.03571428571428571,
0.007194244604316547,
0.016129032258064516,
0.03816793893129771,
0.09375,
0.030303030303030304,
0.02735562310030395,
0.028169014084507043,
0.03076923076923077,
0.05172413793103448,
0.03428571428571429,
0.02867383512544803,
0.03137254901960784,
0.05747126436781609,
0.005555555555555556,
0,
0.020161290322580645,
0.02564102564102564,
0.014563106796116505,
0.05405405405405406,
0.017167381974248927,
0.02127659574468085,
0.0425531914893617,
0.006711409395973154,
0.031055900621118012,
0.02072538860103627,
0,
0.034782608695652174,
0.05185185185185185,
0.011834319526627219,
0,
0.04522613065326633,
0.037037037037037035,
0.0064516129032258064,
0.011494252873563218,
0.013605442176870748,
0.01098901098901099,
0.023809523809523808,
0.06060606060606061,
0.04,
0.0625,
0.03508771929824561,
0.058823529411764705,
0.0196078431372549,
0.03225806451612903,
0.012658227848101266,
0.037037037037037035,
0.05,
0.03571428571428571,
0,
0,
0.010362694300518135,
0.023668639053254437,
0.0392156862745098,
0.027777777777777776,
0,
0,
0.047619047619047616,
0.03731343283582089,
0.05333333333333334,
0.02531645569620253,
0.05555555555555555,
0,
0.021505376344086023,
0.00808080808080808,
0.03188405797101449,
0,
0.022364217252396165,
0.013201320132013201,
0,
0.014388489208633094,
0.015228426395939087,
0.046153846153846156,
0.03875968992248062,
0.02702702702702703,
0.05555555555555555,
0.21428571428571427
],
"yaxis": "y7"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x8",
"y": [
0.022900763358778626,
0.0049261083743842365,
0.022222222222222223,
0.04225352112676056,
0.030303030303030304,
0,
0.0037593984962406013,
0.009523809523809525,
0.02142857142857143,
0,
0,
0.01015228426395939,
0.005988023952095809,
0.01744186046511628,
0.024390243902439025,
0,
0,
0.01282051282051282,
0.024539877300613498,
0.014814814814814815,
0.008620689655172414,
0.03409090909090909,
0,
0.03773584905660377,
0.007194244604316547,
0.009174311926605505,
0.009345794392523364,
0.015384615384615385,
0,
0,
0,
0.013333333333333334,
0.013888888888888888,
0,
0,
0.005128205128205128,
0,
0,
0.008403361344537815,
0.011235955056179775,
0,
0.02702702702702703,
0.010309278350515464,
0.006493506493506494,
0.025,
0,
0.03389830508474576,
0,
0,
0.03597122302158273,
0.016129032258064516,
0,
0,
0,
0.0121580547112462,
0.01971830985915493,
0.015384615384615385,
0,
0.017142857142857144,
0.0035842293906810036,
0.00392156862745098,
0.034482758620689655,
0.016666666666666666,
0,
0.004032258064516129,
0,
0.0048543689320388345,
0.02702702702702703,
0.004291845493562232,
0.02127659574468085,
0.02127659574468085,
0,
0,
0,
0.041666666666666664,
0.017391304347826087,
0.014814814814814815,
0.005917159763313609,
0,
0.005025125628140704,
0.037037037037037035,
0.0064516129032258064,
0,
0.006802721088435374,
0.01098901098901099,
0,
0.020202020202020204,
0.04,
0,
0.017543859649122806,
0.058823529411764705,
0,
0.016129032258064516,
0,
0.006172839506172839,
0.007142857142857143,
0,
0.00546448087431694,
0,
0,
0,
0,
0,
0,
0,
0,
0.007462686567164179,
0.04,
0.02531645569620253,
0,
0,
0.006144393241167435,
0.01616161616161616,
0.008695652173913044,
0,
0.003194888178913738,
0.0033003300330033004,
0.057692307692307696,
0,
0.005076142131979695,
0,
0,
0.010810810810810811,
0,
0
],
"yaxis": "y8"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x9",
"y": [
0.022900763358778626,
0.014778325123152709,
0,
0.009389671361502348,
0,
0.009009009009009009,
0.007518796992481203,
0,
0.02142857142857143,
0,
0,
0.015228426395939087,
0.017964071856287425,
0.01744186046511628,
0.012195121951219513,
0,
0,
0,
0.024539877300613498,
0,
0,
0.022727272727272728,
0,
0,
0.007194244604316547,
0.01834862385321101,
0.018691588785046728,
0,
0,
0,
0,
0.013333333333333334,
0,
0,
0,
0.010256410256410256,
0.027777777777777776,
0,
0,
0,
0.01,
0,
0.030927835051546393,
0.006493506493506494,
0.025,
0.015873015873015872,
0.00847457627118644,
0,
0,
0.007194244604316547,
0,
0.015267175572519083,
0,
0,
0,
0.008450704225352112,
0.015384615384615385,
0,
0.011428571428571429,
0.021505376344086023,
0.00784313725490196,
0.034482758620689655,
0.005555555555555556,
0.009433962264150943,
0.008064516129032258,
0,
0.009708737864077669,
0.05405405405405406,
0.008583690987124463,
0,
0.0060790273556231,
0,
0.012422360248447204,
0,
0,
0.017391304347826087,
0.014814814814814815,
0.005917159763313609,
0,
0,
0,
0.0064516129032258064,
0,
0.006802721088435374,
0.005494505494505495,
0,
0,
0,
0,
0.017543859649122806,
0.058823529411764705,
0,
0.03225806451612903,
0,
0.024691358024691357,
0.03571428571428571,
0,
0.00546448087431694,
0,
0,
0.005917159763313609,
0.00980392156862745,
0,
0,
0,
0,
0.007462686567164179,
0,
0.05063291139240506,
0.027777777777777776,
0,
0.009216589861751152,
0.010101010101010102,
0.002898550724637681,
0,
0.01597444089456869,
0.006600660066006601,
0.057692307692307696,
0,
0,
0.015384615384615385,
0.031007751937984496,
0.010810810810810811,
0.023809523809523808,
0
],
"yaxis": "y9"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x10",
"y": [
0.03816793893129771,
0.04433497536945813,
0,
0.004694835680751174,
0.015151515151515152,
0.009009009009009009,
0.015037593984962405,
0.0380952380952381,
0.02142857142857143,
0.005208333333333333,
0,
0.025380710659898477,
0.029940119760479042,
0.005813953488372093,
0,
0,
0.022222222222222223,
0.02564102564102564,
0.024539877300613498,
0.007407407407407408,
0.02586206896551724,
0.022727272727272728,
0.047619047619047616,
0.05660377358490566,
0.06235011990407674,
0.039755351681957186,
0.04672897196261682,
0.015384615384615385,
0.06818181818181818,
0,
0.03571428571428571,
0.013333333333333334,
0.006944444444444444,
0,
0.05263157894736842,
0.010256410256410256,
0.027777777777777776,
0.013986013986013986,
0.01680672268907563,
0.02247191011235955,
0.01,
0.02702702702702703,
0.05154639175257732,
0,
0,
0.06349206349206349,
0.00847457627118644,
0.027777777777777776,
0.03571428571428571,
0.007194244604316547,
0,
0.015267175572519083,
0.09375,
0.015151515151515152,
0.0243161094224924,
0.022535211267605635,
0.015384615384615385,
0.034482758620689655,
0.022857142857142857,
0.025089605734767026,
0.0196078431372549,
0,
0,
0,
0.008064516129032258,
0.008547008547008548,
0.0048543689320388345,
0,
0.012875536480686695,
0.02127659574468085,
0.0425531914893617,
0.006711409395973154,
0.024844720496894408,
0.0051813471502590676,
0,
0.017391304347826087,
0.022222222222222223,
0.023668639053254437,
0,
0,
0,
0.0064516129032258064,
0.011494252873563218,
0.013605442176870748,
0.01098901098901099,
0.023809523809523808,
0.050505050505050504,
0.02,
0,
0.017543859649122806,
0.058823529411764705,
0.0196078431372549,
0,
0,
0.024691358024691357,
0.014285714285714285,
0,
0.00546448087431694,
0,
0.0051813471502590676,
0.011834319526627219,
0.0196078431372549,
0,
0,
0,
0.03571428571428571,
0.014925373134328358,
0.04,
0.02531645569620253,
0.041666666666666664,
0,
0.016897081413210446,
0.00404040404040404,
0.04057971014492753,
0,
0.038338658146964855,
0.0165016501650165,
0.057692307692307696,
0.014388489208633094,
0.015228426395939087,
0.015384615384615385,
0.015503875968992248,
0.021621621621621623,
0.031746031746031744,
0.14285714285714285
],
"yaxis": "y10"
}
],
"layout": {
"annotations": [
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Anger",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 1,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Anticipation",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 1,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Disgust",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 0.78,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Fear",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 0.78,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Joy",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 0.56,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Negative",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 0.56,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Positive",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 0.33999999999999997,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Sadness",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 0.33999999999999997,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Surprise",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 0.12,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Trust",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 0.12,
"yanchor": "bottom",
"yref": "paper"
}
],
"height": 1500,
"showlegend": false,
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "<b> Emotional arcs identified across the scenes in the Badlands movie <b>"
},
"width": 1000,
"xaxis": {
"anchor": "y",
"domain": [
0,
0.45
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis10": {
"anchor": "y10",
"domain": [
0.55,
1
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis2": {
"anchor": "y2",
"domain": [
0.55,
1
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis3": {
"anchor": "y3",
"domain": [
0,
0.45
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis4": {
"anchor": "y4",
"domain": [
0.55,
1
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis5": {
"anchor": "y5",
"domain": [
0,
0.45
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis6": {
"anchor": "y6",
"domain": [
0.55,
1
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis7": {
"anchor": "y7",
"domain": [
0,
0.45
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis8": {
"anchor": "y8",
"domain": [
0.55,
1
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis9": {
"anchor": "y9",
"domain": [
0,
0.45
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"yaxis": {
"anchor": "x",
"domain": [
0.88,
1
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis10": {
"anchor": "x10",
"domain": [
0,
0.12
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis2": {
"anchor": "x2",
"domain": [
0.88,
1
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis3": {
"anchor": "x3",
"domain": [
0.66,
0.78
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis4": {
"anchor": "x4",
"domain": [
0.66,
0.78
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis5": {
"anchor": "x5",
"domain": [
0.44,
0.56
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis6": {
"anchor": "x6",
"domain": [
0.44,
0.56
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis7": {
"anchor": "x7",
"domain": [
0.22,
0.33999999999999997
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis8": {
"anchor": "x8",
"domain": [
0.22,
0.33999999999999997
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis9": {
"anchor": "x9",
"domain": [
0,
0.12
],
"title": {
"text": "Average Sentiment"
}
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"abf1672a-746e-4485-9d5a-d0b186760514\" class=\"plotly-graph-div\" style=\"height:1500px; width:1000px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"abf1672a-746e-4485-9d5a-d0b186760514\")) {\n",
" Plotly.newPlot(\n",
" 'abf1672a-746e-4485-9d5a-d0b186760514',\n",
" [{\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x\", \"y\": [0.007633587786259542, 0.0049261083743842365, 0.0, 0.009389671361502348, 0.045454545454545456, 0.0, 0.0037593984962406013, 0.0, 0.007142857142857143, 0.0, 0.007246376811594203, 0.005076142131979695, 0.011976047904191617, 0.011627906976744186, 0.012195121951219513, 0.0, 0.0, 0.01282051282051282, 0.024539877300613498, 0.02962962962962963, 0.0, 0.045454545454545456, 0.0, 0.0, 0.004796163069544364, 0.01834862385321101, 0.018691588785046728, 0.015384615384615385, 0.0, 0.0, 0.0, 0.013333333333333334, 0.006944444444444444, 0.0, 0.0, 0.0, 0.05555555555555555, 0.006993006993006993, 0.0, 0.0, 0.0, 0.0, 0.030927835051546393, 0.025974025974025976, 0.025, 0.015873015873015872, 0.05084745762711865, 0.013888888888888888, 0.0, 0.014388489208633094, 0.0, 0.007633587786259542, 0.03125, 0.0, 0.00911854103343465, 0.014084507042253521, 0.020512820512820513, 0.0, 0.005714285714285714, 0.0035842293906810036, 0.00784313725490196, 0.022988505747126436, 0.011111111111111112, 0.0, 0.004032258064516129, 0.008547008547008548, 0.014563106796116505, 0.05405405405405406, 0.004291845493562232, 0.02127659574468085, 0.030395136778115502, 0.0, 0.0, 0.0, 0.041666666666666664, 0.0, 0.007407407407407408, 0.005917159763313609, 0.0, 0.0, 0.0, 0.0, 0.0, 0.006802721088435374, 0.005494505494505495, 0.023809523809523808, 0.010101010101010102, 0.04, 0.0, 0.03508771929824561, 0.058823529411764705, 0.0, 0.016129032258064516, 0.0, 0.012345679012345678, 0.007142857142857143, 0.0, 0.01639344262295082, 0.0, 0.0051813471502590676, 0.011834319526627219, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007462686567164179, 0.013333333333333334, 0.0379746835443038, 0.0, 0.0, 0.015360983102918587, 0.01818181818181818, 0.020289855072463767, 0.0, 0.006389776357827476, 0.006600660066006601, 0.057692307692307696, 0.0, 0.005076142131979695, 0.0, 0.0, 0.010810810810810811, 0.0, 0.0], \"yaxis\": \"y\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x2\", \"y\": [0.030534351145038167, 0.024630541871921183, 0.0, 0.018779342723004695, 0.0, 0.009009009009009009, 0.007518796992481203, 0.0, 0.007142857142857143, 0.005208333333333333, 0.014492753623188406, 0.02030456852791878, 0.041916167664670656, 0.005813953488372093, 0.012195121951219513, 0.018518518518518517, 0.022222222222222223, 0.01282051282051282, 0.03067484662576687, 0.007407407407407408, 0.02586206896551724, 0.0, 0.0, 0.03773584905660377, 0.011990407673860911, 0.01529051987767584, 0.0, 0.015384615384615385, 0.0, 0.0, 0.0, 0.0, 0.013888888888888888, 0.0, 0.0, 0.015384615384615385, 0.0, 0.013986013986013986, 0.0, 0.02247191011235955, 0.01, 0.0, 0.030927835051546393, 0.01948051948051948, 0.0, 0.031746031746031744, 0.01694915254237288, 0.0, 0.0, 0.014388489208633094, 0.016129032258064516, 0.03816793893129771, 0.09375, 0.015151515151515152, 0.0182370820668693, 0.02535211267605634, 0.015384615384615385, 0.017241379310344827, 0.0, 0.010752688172043012, 0.00784313725490196, 0.022988505747126436, 0.0, 0.0, 0.016129032258064516, 0.017094017094017096, 0.014563106796116505, 0.02702702702702703, 0.008583690987124463, 0.0, 0.0121580547112462, 0.0, 0.018633540372670808, 0.025906735751295335, 0.0, 0.043478260869565216, 0.022222222222222223, 0.005917159763313609, 0.0196078431372549, 0.05025125628140704, 0.018518518518518517, 0.01935483870967742, 0.011494252873563218, 0.006802721088435374, 0.027472527472527472, 0.023809523809523808, 0.030303030303030304, 0.04, 0.0625, 0.017543859649122806, 0.058823529411764705, 0.0, 0.016129032258064516, 0.0, 0.024691358024691357, 0.02857142857142857, 0.017857142857142856, 0.0, 0.0, 0.025906735751295335, 0.029585798816568046, 0.0392156862745098, 0.05555555555555555, 0.0, 0.0, 0.011904761904761904, 0.0037313432835820895, 0.04, 0.02531645569620253, 0.06944444444444445, 0.1, 0.010752688172043012, 0.006060606060606061, 0.020289855072463767, 0.0, 0.012779552715654952, 0.009900990099009901, 0.038461538461538464, 0.0, 0.01015228426395939, 0.015384615384615385, 0.031007751937984496, 0.021621621621621623, 0.0, 0.0], \"yaxis\": \"y2\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x3\", \"y\": [0.0, 0.0049261083743842365, 0.0, 0.03755868544600939, 0.015151515151515152, 0.009009009009009009, 0.0037593984962406013, 0.009523809523809525, 0.014285714285714285, 0.0, 0.007246376811594203, 0.0, 0.011976047904191617, 0.011627906976744186, 0.012195121951219513, 0.0, 0.0, 0.01282051282051282, 0.024539877300613498, 0.0, 0.0, 0.011363636363636364, 0.0, 0.0, 0.002398081534772182, 0.0061162079510703364, 0.0, 0.015384615384615385, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.02631578947368421, 0.0, 0.027777777777777776, 0.0, 0.0, 0.0, 0.0, 0.0, 0.030927835051546393, 0.0, 0.0, 0.015873015873015872, 0.03389830508474576, 0.0, 0.0, 0.02158273381294964, 0.0, 0.0, 0.0, 0.0, 0.00303951367781155, 0.0028169014084507044, 0.005128205128205128, 0.0, 0.017142857142857144, 0.007168458781362007, 0.00392156862745098, 0.011494252873563218, 0.011111111111111112, 0.009433962264150943, 0.04032258064516129, 0.008547008547008548, 0.024271844660194174, 0.05405405405405406, 0.004291845493562232, 0.02127659574468085, 0.02127659574468085, 0.0, 0.0, 0.0, 0.0, 0.008695652173913044, 0.007407407407407408, 0.0, 0.0, 0.005025125628140704, 0.0, 0.0, 0.0, 0.0, 0.005494505494505495, 0.0, 0.010101010101010102, 0.02, 0.0, 0.0, 0.058823529411764705, 0.0, 0.0, 0.0, 0.006172839506172839, 0.007142857142857143, 0.0, 0.0, 0.0, 0.0, 0.005917159763313609, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0037313432835820895, 0.013333333333333334, 0.012658227848101266, 0.0, 0.0, 0.006144393241167435, 0.01616161616161616, 0.005797101449275362, 0.0, 0.003194888178913738, 0.0033003300330033004, 0.019230769230769232, 0.007194244604316547, 0.015228426395939087, 0.015384615384615385, 0.0, 0.010810810810810811, 0.007936507936507936, 0.0], \"yaxis\": \"y3\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x4\", \"y\": [0.030534351145038167, 0.009852216748768473, 0.0, 0.004694835680751174, 0.030303030303030304, 0.0, 0.0037593984962406013, 0.009523809523809525, 0.007142857142857143, 0.010416666666666666, 0.014492753623188406, 0.005076142131979695, 0.005988023952095809, 0.01744186046511628, 0.012195121951219513, 0.0, 0.0, 0.0, 0.018404907975460124, 0.007407407407407408, 0.008620689655172414, 0.056818181818181816, 0.0, 0.0, 0.004796163069544364, 0.01834862385321101, 0.028037383177570093, 0.015384615384615385, 0.0, 0.0, 0.0, 0.013333333333333334, 0.0, 0.0, 0.0, 0.005128205128205128, 0.027777777777777776, 0.02097902097902098, 0.0, 0.02247191011235955, 0.0, 0.0, 0.010309278350515464, 0.01948051948051948, 0.05, 0.0, 0.059322033898305086, 0.013888888888888888, 0.0, 0.02877697841726619, 0.03225806451612903, 0.007633587786259542, 0.0, 0.0, 0.0060790273556231, 0.04507042253521127, 0.020512820512820513, 0.017241379310344827, 0.022857142857142857, 0.0, 0.011764705882352941, 0.022988505747126436, 0.005555555555555556, 0.009433962264150943, 0.008064516129032258, 0.0, 0.014563106796116505, 0.05405405405405406, 0.004291845493562232, 0.0425531914893617, 0.0425531914893617, 0.0, 0.0, 0.0051813471502590676, 0.041666666666666664, 0.0, 0.007407407407407408, 0.005917159763313609, 0.0, 0.005025125628140704, 0.018518518518518517, 0.0064516129032258064, 0.0, 0.0, 0.01098901098901099, 0.023809523809523808, 0.0, 0.04, 0.0, 0.017543859649122806, 0.058823529411764705, 0.0, 0.03225806451612903, 0.012658227848101266, 0.012345679012345678, 0.007142857142857143, 0.0, 0.01092896174863388, 0.0, 0.02072538860103627, 0.0, 0.0, 0.0, 0.08695652173913043, 0.0, 0.0, 0.007462686567164179, 0.0, 0.05063291139240506, 0.013888888888888888, 0.0, 0.007680491551459293, 0.01818181818181818, 0.02318840579710145, 0.0, 0.009584664536741214, 0.0033003300330033004, 0.07692307692307693, 0.0, 0.005076142131979695, 0.0, 0.0, 0.021621621621621623, 0.0, 0.0], \"yaxis\": \"y4\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x5\", \"y\": [0.030534351145038167, 0.024630541871921183, 0.0, 0.004694835680751174, 0.0, 0.009009009009009009, 0.007518796992481203, 0.0, 0.014285714285714285, 0.0, 0.0, 0.02030456852791878, 0.017964071856287425, 0.01744186046511628, 0.012195121951219513, 0.0, 0.0, 0.01282051282051282, 0.024539877300613498, 0.0, 0.017241379310344827, 0.022727272727272728, 0.0, 0.03773584905660377, 0.014388489208633094, 0.0030581039755351682, 0.0, 0.0, 0.0, 0.0, 0.0, 0.013333333333333334, 0.0, 0.0, 0.0, 0.005128205128205128, 0.0, 0.0, 0.025210084033613446, 0.0, 0.01, 0.02702702702702703, 0.041237113402061855, 0.0, 0.0, 0.031746031746031744, 0.00847457627118644, 0.0, 0.0, 0.007194244604316547, 0.0, 0.007633587786259542, 0.0625, 0.030303030303030304, 0.00911854103343465, 0.008450704225352112, 0.015384615384615385, 0.034482758620689655, 0.017142857142857144, 0.025089605734767026, 0.011764705882352941, 0.022988505747126436, 0.0, 0.0, 0.008064516129032258, 0.02564102564102564, 0.0, 0.02702702702702703, 0.004291845493562232, 0.02127659574468085, 0.0, 0.006711409395973154, 0.018633540372670808, 0.0051813471502590676, 0.0, 0.017391304347826087, 0.022222222222222223, 0.011834319526627219, 0.0, 0.04020100502512563, 0.018518518518518517, 0.0064516129032258064, 0.011494252873563218, 0.006802721088435374, 0.01098901098901099, 0.023809523809523808, 0.020202020202020204, 0.02, 0.0, 0.017543859649122806, 0.058823529411764705, 0.0196078431372549, 0.016129032258064516, 0.0, 0.012345679012345678, 0.03571428571428571, 0.0, 0.00546448087431694, 0.0, 0.0, 0.0, 0.00980392156862745, 0.0, 0.0, 0.0, 0.03571428571428571, 0.007462686567164179, 0.04, 0.012658227848101266, 0.041666666666666664, 0.0, 0.007680491551459293, 0.0, 0.005797101449275362, 0.0, 0.019169329073482427, 0.0, 0.0, 0.0, 0.01015228426395939, 0.015384615384615385, 0.031007751937984496, 0.005405405405405406, 0.023809523809523808, 0.0], \"yaxis\": \"y5\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x6\", \"y\": [0.05343511450381679, 0.009852216748768473, 0.0, 0.06103286384976526, 0.045454545454545456, 0.009009009009009009, 0.0037593984962406013, 0.02857142857142857, 0.03571428571428571, 0.015625, 0.028985507246376812, 0.01015228426395939, 0.005988023952095809, 0.023255813953488372, 0.06097560975609756, 0.0, 0.022222222222222223, 0.02564102564102564, 0.03067484662576687, 0.06666666666666667, 0.02586206896551724, 0.06818181818181818, 0.0, 0.018867924528301886, 0.004796163069544364, 0.03363914373088685, 0.018691588785046728, 0.015384615384615385, 0.0, 0.0, 0.0, 0.02666666666666667, 0.006944444444444444, 0.0, 0.02631578947368421, 0.015384615384615385, 0.05555555555555555, 0.0, 0.0, 0.02247191011235955, 0.01, 0.0, 0.010309278350515464, 0.032467532467532464, 0.075, 0.015873015873015872, 0.059322033898305086, 0.013888888888888888, 0.0, 0.04316546762589928, 0.016129032258064516, 0.022900763358778626, 0.03125, 0.015151515151515152, 0.02127659574468085, 0.036619718309859155, 0.02564102564102564, 0.017241379310344827, 0.017142857142857144, 0.017921146953405017, 0.0196078431372549, 0.034482758620689655, 0.027777777777777776, 0.009433962264150943, 0.056451612903225805, 0.02564102564102564, 0.038834951456310676, 0.08108108108108109, 0.017167381974248927, 0.0425531914893617, 0.03951367781155015, 0.013422818791946308, 0.012422360248447204, 0.0051813471502590676, 0.041666666666666664, 0.017391304347826087, 0.014814814814814815, 0.01775147928994083, 0.0392156862745098, 0.010050251256281407, 0.05555555555555555, 0.012903225806451613, 0.0, 0.027210884353741496, 0.016483516483516484, 0.023809523809523808, 0.030303030303030304, 0.04, 0.0, 0.05263157894736842, 0.058823529411764705, 0.0, 0.03225806451612903, 0.0, 0.012345679012345678, 0.007142857142857143, 0.0, 0.03278688524590164, 0.0625, 0.010362694300518135, 0.005917159763313609, 0.0, 0.0, 0.0, 0.0, 0.0, 0.018656716417910446, 0.05333333333333334, 0.05063291139240506, 0.013888888888888888, 0.0, 0.02457757296466974, 0.03838383838383838, 0.028985507246376812, 0.0, 0.019169329073482427, 0.006600660066006601, 0.09615384615384616, 0.007194244604316547, 0.04060913705583756, 0.015384615384615385, 0.0, 0.021621621621621623, 0.015873015873015872, 0.0], \"yaxis\": \"y6\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x7\", \"y\": [0.04580152671755725, 0.04433497536945813, 0.022222222222222223, 0.014084507042253521, 0.030303030303030304, 0.009009009009009009, 0.018796992481203006, 0.0, 0.03571428571428571, 0.026041666666666668, 0.0, 0.030456852791878174, 0.023952095808383235, 0.023255813953488372, 0.012195121951219513, 0.0, 0.022222222222222223, 0.01282051282051282, 0.03680981595092025, 0.007407407407407408, 0.02586206896551724, 0.022727272727272728, 0.0, 0.09433962264150944, 0.03117505995203837, 0.021406727828746176, 0.009345794392523364, 0.015384615384615385, 0.022727272727272728, 0.0, 0.0, 0.02666666666666667, 0.006944444444444444, 0.0, 0.0, 0.020512820512820513, 0.027777777777777776, 0.013986013986013986, 0.025210084033613446, 0.011235955056179775, 0.01, 0.05405405405405406, 0.041237113402061855, 0.012987012987012988, 0.0, 0.047619047619047616, 0.0423728813559322, 0.013888888888888888, 0.03571428571428571, 0.007194244604316547, 0.016129032258064516, 0.03816793893129771, 0.09375, 0.030303030303030304, 0.02735562310030395, 0.028169014084507043, 0.03076923076923077, 0.05172413793103448, 0.03428571428571429, 0.02867383512544803, 0.03137254901960784, 0.05747126436781609, 0.005555555555555556, 0.0, 0.020161290322580645, 0.02564102564102564, 0.014563106796116505, 0.05405405405405406, 0.017167381974248927, 0.02127659574468085, 0.0425531914893617, 0.006711409395973154, 0.031055900621118012, 0.02072538860103627, 0.0, 0.034782608695652174, 0.05185185185185185, 0.011834319526627219, 0.0, 0.04522613065326633, 0.037037037037037035, 0.0064516129032258064, 0.011494252873563218, 0.013605442176870748, 0.01098901098901099, 0.023809523809523808, 0.06060606060606061, 0.04, 0.0625, 0.03508771929824561, 0.058823529411764705, 0.0196078431372549, 0.03225806451612903, 0.012658227848101266, 0.037037037037037035, 0.05, 0.03571428571428571, 0.0, 0.0, 0.010362694300518135, 0.023668639053254437, 0.0392156862745098, 0.027777777777777776, 0.0, 0.0, 0.047619047619047616, 0.03731343283582089, 0.05333333333333334, 0.02531645569620253, 0.05555555555555555, 0.0, 0.021505376344086023, 0.00808080808080808, 0.03188405797101449, 0.0, 0.022364217252396165, 0.013201320132013201, 0.0, 0.014388489208633094, 0.015228426395939087, 0.046153846153846156, 0.03875968992248062, 0.02702702702702703, 0.05555555555555555, 0.21428571428571427], \"yaxis\": \"y7\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x8\", \"y\": [0.022900763358778626, 0.0049261083743842365, 0.022222222222222223, 0.04225352112676056, 0.030303030303030304, 0.0, 0.0037593984962406013, 0.009523809523809525, 0.02142857142857143, 0.0, 0.0, 0.01015228426395939, 0.005988023952095809, 0.01744186046511628, 0.024390243902439025, 0.0, 0.0, 0.01282051282051282, 0.024539877300613498, 0.014814814814814815, 0.008620689655172414, 0.03409090909090909, 0.0, 0.03773584905660377, 0.007194244604316547, 0.009174311926605505, 0.009345794392523364, 0.015384615384615385, 0.0, 0.0, 0.0, 0.013333333333333334, 0.013888888888888888, 0.0, 0.0, 0.005128205128205128, 0.0, 0.0, 0.008403361344537815, 0.011235955056179775, 0.0, 0.02702702702702703, 0.010309278350515464, 0.006493506493506494, 0.025, 0.0, 0.03389830508474576, 0.0, 0.0, 0.03597122302158273, 0.016129032258064516, 0.0, 0.0, 0.0, 0.0121580547112462, 0.01971830985915493, 0.015384615384615385, 0.0, 0.017142857142857144, 0.0035842293906810036, 0.00392156862745098, 0.034482758620689655, 0.016666666666666666, 0.0, 0.004032258064516129, 0.0, 0.0048543689320388345, 0.02702702702702703, 0.004291845493562232, 0.02127659574468085, 0.02127659574468085, 0.0, 0.0, 0.0, 0.041666666666666664, 0.017391304347826087, 0.014814814814814815, 0.005917159763313609, 0.0, 0.005025125628140704, 0.037037037037037035, 0.0064516129032258064, 0.0, 0.006802721088435374, 0.01098901098901099, 0.0, 0.020202020202020204, 0.04, 0.0, 0.017543859649122806, 0.058823529411764705, 0.0, 0.016129032258064516, 0.0, 0.006172839506172839, 0.007142857142857143, 0.0, 0.00546448087431694, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007462686567164179, 0.04, 0.02531645569620253, 0.0, 0.0, 0.006144393241167435, 0.01616161616161616, 0.008695652173913044, 0.0, 0.003194888178913738, 0.0033003300330033004, 0.057692307692307696, 0.0, 0.005076142131979695, 0.0, 0.0, 0.010810810810810811, 0.0, 0.0], \"yaxis\": \"y8\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x9\", \"y\": [0.022900763358778626, 0.014778325123152709, 0.0, 0.009389671361502348, 0.0, 0.009009009009009009, 0.007518796992481203, 0.0, 0.02142857142857143, 0.0, 0.0, 0.015228426395939087, 0.017964071856287425, 0.01744186046511628, 0.012195121951219513, 0.0, 0.0, 0.0, 0.024539877300613498, 0.0, 0.0, 0.022727272727272728, 0.0, 0.0, 0.007194244604316547, 0.01834862385321101, 0.018691588785046728, 0.0, 0.0, 0.0, 0.0, 0.013333333333333334, 0.0, 0.0, 0.0, 0.010256410256410256, 0.027777777777777776, 0.0, 0.0, 0.0, 0.01, 0.0, 0.030927835051546393, 0.006493506493506494, 0.025, 0.015873015873015872, 0.00847457627118644, 0.0, 0.0, 0.007194244604316547, 0.0, 0.015267175572519083, 0.0, 0.0, 0.0, 0.008450704225352112, 0.015384615384615385, 0.0, 0.011428571428571429, 0.021505376344086023, 0.00784313725490196, 0.034482758620689655, 0.005555555555555556, 0.009433962264150943, 0.008064516129032258, 0.0, 0.009708737864077669, 0.05405405405405406, 0.008583690987124463, 0.0, 0.0060790273556231, 0.0, 0.012422360248447204, 0.0, 0.0, 0.017391304347826087, 0.014814814814814815, 0.005917159763313609, 0.0, 0.0, 0.0, 0.0064516129032258064, 0.0, 0.006802721088435374, 0.005494505494505495, 0.0, 0.0, 0.0, 0.0, 0.017543859649122806, 0.058823529411764705, 0.0, 0.03225806451612903, 0.0, 0.024691358024691357, 0.03571428571428571, 0.0, 0.00546448087431694, 0.0, 0.0, 0.005917159763313609, 0.00980392156862745, 0.0, 0.0, 0.0, 0.0, 0.007462686567164179, 0.0, 0.05063291139240506, 0.027777777777777776, 0.0, 0.009216589861751152, 0.010101010101010102, 0.002898550724637681, 0.0, 0.01597444089456869, 0.006600660066006601, 0.057692307692307696, 0.0, 0.0, 0.015384615384615385, 0.031007751937984496, 0.010810810810810811, 0.023809523809523808, 0.0], \"yaxis\": \"y9\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x10\", \"y\": [0.03816793893129771, 0.04433497536945813, 0.0, 0.004694835680751174, 0.015151515151515152, 0.009009009009009009, 0.015037593984962405, 0.0380952380952381, 0.02142857142857143, 0.005208333333333333, 0.0, 0.025380710659898477, 0.029940119760479042, 0.005813953488372093, 0.0, 0.0, 0.022222222222222223, 0.02564102564102564, 0.024539877300613498, 0.007407407407407408, 0.02586206896551724, 0.022727272727272728, 0.047619047619047616, 0.05660377358490566, 0.06235011990407674, 0.039755351681957186, 0.04672897196261682, 0.015384615384615385, 0.06818181818181818, 0.0, 0.03571428571428571, 0.013333333333333334, 0.006944444444444444, 0.0, 0.05263157894736842, 0.010256410256410256, 0.027777777777777776, 0.013986013986013986, 0.01680672268907563, 0.02247191011235955, 0.01, 0.02702702702702703, 0.05154639175257732, 0.0, 0.0, 0.06349206349206349, 0.00847457627118644, 0.027777777777777776, 0.03571428571428571, 0.007194244604316547, 0.0, 0.015267175572519083, 0.09375, 0.015151515151515152, 0.0243161094224924, 0.022535211267605635, 0.015384615384615385, 0.034482758620689655, 0.022857142857142857, 0.025089605734767026, 0.0196078431372549, 0.0, 0.0, 0.0, 0.008064516129032258, 0.008547008547008548, 0.0048543689320388345, 0.0, 0.012875536480686695, 0.02127659574468085, 0.0425531914893617, 0.006711409395973154, 0.024844720496894408, 0.0051813471502590676, 0.0, 0.017391304347826087, 0.022222222222222223, 0.023668639053254437, 0.0, 0.0, 0.0, 0.0064516129032258064, 0.011494252873563218, 0.013605442176870748, 0.01098901098901099, 0.023809523809523808, 0.050505050505050504, 0.02, 0.0, 0.017543859649122806, 0.058823529411764705, 0.0196078431372549, 0.0, 0.0, 0.024691358024691357, 0.014285714285714285, 0.0, 0.00546448087431694, 0.0, 0.0051813471502590676, 0.011834319526627219, 0.0196078431372549, 0.0, 0.0, 0.0, 0.03571428571428571, 0.014925373134328358, 0.04, 0.02531645569620253, 0.041666666666666664, 0.0, 0.016897081413210446, 0.00404040404040404, 0.04057971014492753, 0.0, 0.038338658146964855, 0.0165016501650165, 0.057692307692307696, 0.014388489208633094, 0.015228426395939087, 0.015384615384615385, 0.015503875968992248, 0.021621621621621623, 0.031746031746031744, 0.14285714285714285], \"yaxis\": \"y10\"}],\n",
" {\"annotations\": [{\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Anger\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Anticipation\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Disgust\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.78, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Fear\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.78, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Joy\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.56, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Negative\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.56, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Positive\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.33999999999999997, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Sadness\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.33999999999999997, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Surprise\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.12, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Trust\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.12, \"yanchor\": \"bottom\", \"yref\": \"paper\"}], \"height\": 1500, \"showlegend\": false, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"<b> Emotional arcs identified across the scenes in the Badlands movie <b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis10\": {\"anchor\": \"y10\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis2\": {\"anchor\": \"y2\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis3\": {\"anchor\": \"y3\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis4\": {\"anchor\": \"y4\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis5\": {\"anchor\": \"y5\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis6\": {\"anchor\": \"y6\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis7\": {\"anchor\": \"y7\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis8\": {\"anchor\": \"y8\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis9\": {\"anchor\": \"y9\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.88, 1.0], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis10\": {\"anchor\": \"x10\", \"domain\": [0.0, 0.12], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis2\": {\"anchor\": \"x2\", \"domain\": [0.88, 1.0], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis3\": {\"anchor\": \"x3\", \"domain\": [0.66, 0.78], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis4\": {\"anchor\": \"x4\", \"domain\": [0.66, 0.78], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis5\": {\"anchor\": \"x5\", \"domain\": [0.44, 0.56], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis6\": {\"anchor\": \"x6\", \"domain\": [0.44, 0.56], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis7\": {\"anchor\": \"x7\", \"domain\": [0.22, 0.33999999999999997], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis8\": {\"anchor\": \"x8\", \"domain\": [0.22, 0.33999999999999997], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis9\": {\"anchor\": \"x9\", \"domain\": [0.0, 0.12], \"title\": {\"text\": \"Average Sentiment\"}}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('abf1672a-746e-4485-9d5a-d0b186760514');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_film_emotion = etn.film_emotional_arc()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Lets check the emotional content for the Top 10 characters in the Movie"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"marker": {
"color": [
"lightslategray",
"crimson",
"darkcyan",
"darkgoldenrod",
"cornsilk",
"turquoise",
"limegreen",
"darkorchid",
"palevioletred",
"deeppink"
]
},
"name": "KIT Sentiment",
"type": "bar",
"x": [
"Anger",
"Anticipation",
"Disgust",
"Fear",
"Joy",
"Negative",
"Positive",
"Sadness",
"Surprise",
"Trust"
],
"xaxis": "x",
"y": [
61,
96,
52,
59,
61,
144,
153,
60,
68,
110
],
"yaxis": "y"
},
{
"marker": {
"color": [
"lightslategray",
"crimson",
"darkcyan",
"darkgoldenrod",
"cornsilk",
"turquoise",
"limegreen",
"darkorchid",
"palevioletred",
"deeppink"
]
},
"name": "HOLLY Sentiment",
"type": "bar",
"x": [
"Anger",
"Anticipation",
"Disgust",
"Fear",
"Joy",
"Negative",
"Positive",
"Sadness",
"Surprise",
"Trust"
],
"xaxis": "x2",
"y": [
51,
84,
26,
85,
61,
108,
120,
59,
42,
87
],
"yaxis": "y2"
},
{
"marker": {
"color": [
"lightslategray",
"crimson",
"darkcyan",
"darkgoldenrod",
"cornsilk",
"turquoise",
"limegreen",
"darkorchid",
"palevioletred",
"deeppink"
]
},
"name": "DEPUTY Sentiment",
"type": "bar",
"x": [
"Anger",
"Anticipation",
"Disgust",
"Fear",
"Joy",
"Negative",
"Positive",
"Sadness",
"Surprise",
"Trust"
],
"xaxis": "x3",
"y": [
2,
8,
1,
5,
4,
7,
8,
2,
5,
5
],
"yaxis": "y3"
},
{
"marker": {
"color": [
"lightslategray",
"crimson",
"darkcyan",
"darkgoldenrod",
"cornsilk",
"turquoise",
"limegreen",
"darkorchid",
"palevioletred",
"deeppink"
]
},
"name": "CATO Sentiment",
"type": "bar",
"x": [
"Anger",
"Anticipation",
"Disgust",
"Fear",
"Joy",
"Negative",
"Positive",
"Sadness",
"Surprise",
"Trust"
],
"xaxis": "x4",
"y": [
3,
0,
2,
4,
3,
7,
8,
3,
4,
6
],
"yaxis": "y4"
},
{
"marker": {
"color": [
"lightslategray",
"crimson",
"darkcyan",
"darkgoldenrod",
"cornsilk",
"turquoise",
"limegreen",
"darkorchid",
"palevioletred",
"deeppink"
]
},
"name": "FATHER Sentiment",
"type": "bar",
"x": [
"Anger",
"Anticipation",
"Disgust",
"Fear",
"Joy",
"Negative",
"Positive",
"Sadness",
"Surprise",
"Trust"
],
"xaxis": "x5",
"y": [
1,
3,
1,
1,
1,
2,
4,
0,
1,
4
],
"yaxis": "y5"
},
{
"marker": {
"color": [
"lightslategray",
"crimson",
"darkcyan",
"darkgoldenrod",
"cornsilk",
"turquoise",
"limegreen",
"darkorchid",
"palevioletred",
"deeppink"
]
},
"name": "RICH MAN Sentiment",
"type": "bar",
"x": [
"Anger",
"Anticipation",
"Disgust",
"Fear",
"Joy",
"Negative",
"Positive",
"Sadness",
"Surprise",
"Trust"
],
"xaxis": "x6",
"y": [
0,
1,
0,
0,
1,
2,
2,
0,
0,
2
],
"yaxis": "y6"
},
{
"marker": {
"color": [
"lightslategray",
"crimson",
"darkcyan",
"darkgoldenrod",
"cornsilk",
"turquoise",
"limegreen",
"darkorchid",
"palevioletred",
"deeppink"
]
},
"name": "BOY Sentiment",
"type": "bar",
"x": [
"Anger",
"Anticipation",
"Disgust",
"Fear",
"Joy",
"Negative",
"Positive",
"Sadness",
"Surprise",
"Trust"
],
"xaxis": "x7",
"y": [
1,
0,
2,
2,
0,
3,
1,
0,
0,
0
],
"yaxis": "y7"
},
{
"marker": {
"color": [
"lightslategray",
"crimson",
"darkcyan",
"darkgoldenrod",
"cornsilk",
"turquoise",
"limegreen",
"darkorchid",
"palevioletred",
"deeppink"
]
},
"name": "SHERIFF Sentiment",
"type": "bar",
"x": [
"Anger",
"Anticipation",
"Disgust",
"Fear",
"Joy",
"Negative",
"Positive",
"Sadness",
"Surprise",
"Trust"
],
"xaxis": "x8",
"y": [
1,
2,
0,
1,
1,
2,
2,
1,
0,
3
],
"yaxis": "y8"
},
{
"marker": {
"color": [
"lightslategray",
"crimson",
"darkcyan",
"darkgoldenrod",
"cornsilk",
"turquoise",
"limegreen",
"darkorchid",
"palevioletred",
"deeppink"
]
},
"name": "GIRL Sentiment",
"type": "bar",
"x": [
"Anger",
"Anticipation",
"Disgust",
"Fear",
"Joy",
"Negative",
"Positive",
"Sadness",
"Surprise",
"Trust"
],
"xaxis": "x9",
"y": [
0,
1,
0,
0,
0,
0,
0,
0,
0,
0
],
"yaxis": "y9"
},
{
"marker": {
"color": [
"lightslategray",
"crimson",
"darkcyan",
"darkgoldenrod",
"cornsilk",
"turquoise",
"limegreen",
"darkorchid",
"palevioletred",
"deeppink"
]
},
"name": "ROUGHNECK Sentiment",
"type": "bar",
"x": [
"Anger",
"Anticipation",
"Disgust",
"Fear",
"Joy",
"Negative",
"Positive",
"Sadness",
"Surprise",
"Trust"
],
"xaxis": "x10",
"y": [
0,
0,
0,
0,
0,
0,
0,
0,
0,
1
],
"yaxis": "y10"
}
],
"layout": {
"annotations": [
{
"font": {
"size": 16
},
"showarrow": false,
"text": "KIT",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 1,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "HOLLY",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 1,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "DEPUTY",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 0.78,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "CATO",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 0.78,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "FATHER",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 0.56,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "RICH MAN",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 0.56,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "BOY",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 0.33999999999999997,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "SHERIFF",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 0.33999999999999997,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "GIRL",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 0.12,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "ROUGHNECK",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 0.12,
"yanchor": "bottom",
"yref": "paper"
}
],
"height": 1200,
"showlegend": false,
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "<b> Emotional Sentiments of the 10 (Ten) Major Characters in the Badlands Movie <b>"
},
"width": 1000,
"xaxis": {
"anchor": "y",
"domain": [
0,
0.45
]
},
"xaxis10": {
"anchor": "y10",
"domain": [
0.55,
1
]
},
"xaxis2": {
"anchor": "y2",
"domain": [
0.55,
1
]
},
"xaxis3": {
"anchor": "y3",
"domain": [
0,
0.45
]
},
"xaxis4": {
"anchor": "y4",
"domain": [
0.55,
1
]
},
"xaxis5": {
"anchor": "y5",
"domain": [
0,
0.45
]
},
"xaxis6": {
"anchor": "y6",
"domain": [
0.55,
1
]
},
"xaxis7": {
"anchor": "y7",
"domain": [
0,
0.45
]
},
"xaxis8": {
"anchor": "y8",
"domain": [
0.55,
1
]
},
"xaxis9": {
"anchor": "y9",
"domain": [
0,
0.45
]
},
"yaxis": {
"anchor": "x",
"domain": [
0.88,
1
],
"title": {
"text": "Sentiment counts"
}
},
"yaxis10": {
"anchor": "x10",
"domain": [
0,
0.12
],
"title": {
"text": "Sentiment counts"
}
},
"yaxis2": {
"anchor": "x2",
"domain": [
0.88,
1
],
"title": {
"text": "Sentiment counts"
}
},
"yaxis3": {
"anchor": "x3",
"domain": [
0.66,
0.78
],
"title": {
"text": "Sentiment counts"
}
},
"yaxis4": {
"anchor": "x4",
"domain": [
0.66,
0.78
],
"title": {
"text": "Sentiment counts"
}
},
"yaxis5": {
"anchor": "x5",
"domain": [
0.44,
0.56
],
"title": {
"text": "Sentiment counts"
}
},
"yaxis6": {
"anchor": "x6",
"domain": [
0.44,
0.56
],
"title": {
"text": "Sentiment counts"
}
},
"yaxis7": {
"anchor": "x7",
"domain": [
0.22,
0.33999999999999997
],
"title": {
"text": "Sentiment counts"
}
},
"yaxis8": {
"anchor": "x8",
"domain": [
0.22,
0.33999999999999997
],
"title": {
"text": "Sentiment counts"
}
},
"yaxis9": {
"anchor": "x9",
"domain": [
0,
0.12
],
"title": {
"text": "Sentiment counts"
}
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"b8a2e013-ad0a-4370-a39f-e1c9782567b6\" class=\"plotly-graph-div\" style=\"height:1200px; width:1000px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"b8a2e013-ad0a-4370-a39f-e1c9782567b6\")) {\n",
" Plotly.newPlot(\n",
" 'b8a2e013-ad0a-4370-a39f-e1c9782567b6',\n",
" [{\"marker\": {\"color\": [\"lightslategray\", \"crimson\", \"darkcyan\", \"darkgoldenrod\", \"cornsilk\", \"turquoise\", \"limegreen\", \"darkorchid\", \"palevioletred\", \"deeppink\"]}, \"name\": \"KIT Sentiment\", \"type\": \"bar\", \"x\": [\"Anger\", \"Anticipation\", \"Disgust\", \"Fear\", \"Joy\", \"Negative\", \"Positive\", \"Sadness\", \"Surprise\", \"Trust\"], \"xaxis\": \"x\", \"y\": [61, 96, 52, 59, 61, 144, 153, 60, 68, 110], \"yaxis\": \"y\"}, {\"marker\": {\"color\": [\"lightslategray\", \"crimson\", \"darkcyan\", \"darkgoldenrod\", \"cornsilk\", \"turquoise\", \"limegreen\", \"darkorchid\", \"palevioletred\", \"deeppink\"]}, \"name\": \"HOLLY Sentiment\", \"type\": \"bar\", \"x\": [\"Anger\", \"Anticipation\", \"Disgust\", \"Fear\", \"Joy\", \"Negative\", \"Positive\", \"Sadness\", \"Surprise\", \"Trust\"], \"xaxis\": \"x2\", \"y\": [51, 84, 26, 85, 61, 108, 120, 59, 42, 87], \"yaxis\": \"y2\"}, {\"marker\": {\"color\": [\"lightslategray\", \"crimson\", \"darkcyan\", \"darkgoldenrod\", \"cornsilk\", \"turquoise\", \"limegreen\", \"darkorchid\", \"palevioletred\", \"deeppink\"]}, \"name\": \"DEPUTY Sentiment\", \"type\": \"bar\", \"x\": [\"Anger\", \"Anticipation\", \"Disgust\", \"Fear\", \"Joy\", \"Negative\", \"Positive\", \"Sadness\", \"Surprise\", \"Trust\"], \"xaxis\": \"x3\", \"y\": [2, 8, 1, 5, 4, 7, 8, 2, 5, 5], \"yaxis\": \"y3\"}, {\"marker\": {\"color\": [\"lightslategray\", \"crimson\", \"darkcyan\", \"darkgoldenrod\", \"cornsilk\", \"turquoise\", \"limegreen\", \"darkorchid\", \"palevioletred\", \"deeppink\"]}, \"name\": \"CATO Sentiment\", \"type\": \"bar\", \"x\": [\"Anger\", \"Anticipation\", \"Disgust\", \"Fear\", \"Joy\", \"Negative\", \"Positive\", \"Sadness\", \"Surprise\", \"Trust\"], \"xaxis\": \"x4\", \"y\": [3, 0, 2, 4, 3, 7, 8, 3, 4, 6], \"yaxis\": \"y4\"}, {\"marker\": {\"color\": [\"lightslategray\", \"crimson\", \"darkcyan\", \"darkgoldenrod\", \"cornsilk\", \"turquoise\", \"limegreen\", \"darkorchid\", \"palevioletred\", \"deeppink\"]}, \"name\": \"FATHER Sentiment\", \"type\": \"bar\", \"x\": [\"Anger\", \"Anticipation\", \"Disgust\", \"Fear\", \"Joy\", \"Negative\", \"Positive\", \"Sadness\", \"Surprise\", \"Trust\"], \"xaxis\": \"x5\", \"y\": [1, 3, 1, 1, 1, 2, 4, 0, 1, 4], \"yaxis\": \"y5\"}, {\"marker\": {\"color\": [\"lightslategray\", \"crimson\", \"darkcyan\", \"darkgoldenrod\", \"cornsilk\", \"turquoise\", \"limegreen\", \"darkorchid\", \"palevioletred\", \"deeppink\"]}, \"name\": \"RICH MAN Sentiment\", \"type\": \"bar\", \"x\": [\"Anger\", \"Anticipation\", \"Disgust\", \"Fear\", \"Joy\", \"Negative\", \"Positive\", \"Sadness\", \"Surprise\", \"Trust\"], \"xaxis\": \"x6\", \"y\": [0, 1, 0, 0, 1, 2, 2, 0, 0, 2], \"yaxis\": \"y6\"}, {\"marker\": {\"color\": [\"lightslategray\", \"crimson\", \"darkcyan\", \"darkgoldenrod\", \"cornsilk\", \"turquoise\", \"limegreen\", \"darkorchid\", \"palevioletred\", \"deeppink\"]}, \"name\": \"BOY Sentiment\", \"type\": \"bar\", \"x\": [\"Anger\", \"Anticipation\", \"Disgust\", \"Fear\", \"Joy\", \"Negative\", \"Positive\", \"Sadness\", \"Surprise\", \"Trust\"], \"xaxis\": \"x7\", \"y\": [1, 0, 2, 2, 0, 3, 1, 0, 0, 0], \"yaxis\": \"y7\"}, {\"marker\": {\"color\": [\"lightslategray\", \"crimson\", \"darkcyan\", \"darkgoldenrod\", \"cornsilk\", \"turquoise\", \"limegreen\", \"darkorchid\", \"palevioletred\", \"deeppink\"]}, \"name\": \"SHERIFF Sentiment\", \"type\": \"bar\", \"x\": [\"Anger\", \"Anticipation\", \"Disgust\", \"Fear\", \"Joy\", \"Negative\", \"Positive\", \"Sadness\", \"Surprise\", \"Trust\"], \"xaxis\": \"x8\", \"y\": [1, 2, 0, 1, 1, 2, 2, 1, 0, 3], \"yaxis\": \"y8\"}, {\"marker\": {\"color\": [\"lightslategray\", \"crimson\", \"darkcyan\", \"darkgoldenrod\", \"cornsilk\", \"turquoise\", \"limegreen\", \"darkorchid\", \"palevioletred\", \"deeppink\"]}, \"name\": \"GIRL Sentiment\", \"type\": \"bar\", \"x\": [\"Anger\", \"Anticipation\", \"Disgust\", \"Fear\", \"Joy\", \"Negative\", \"Positive\", \"Sadness\", \"Surprise\", \"Trust\"], \"xaxis\": \"x9\", \"y\": [0, 1, 0, 0, 0, 0, 0, 0, 0, 0], \"yaxis\": \"y9\"}, {\"marker\": {\"color\": [\"lightslategray\", \"crimson\", \"darkcyan\", \"darkgoldenrod\", \"cornsilk\", \"turquoise\", \"limegreen\", \"darkorchid\", \"palevioletred\", \"deeppink\"]}, \"name\": \"ROUGHNECK Sentiment\", \"type\": \"bar\", \"x\": [\"Anger\", \"Anticipation\", \"Disgust\", \"Fear\", \"Joy\", \"Negative\", \"Positive\", \"Sadness\", \"Surprise\", \"Trust\"], \"xaxis\": \"x10\", \"y\": [0, 0, 0, 0, 0, 0, 0, 0, 0, 1], \"yaxis\": \"y10\"}],\n",
" {\"annotations\": [{\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"KIT\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"HOLLY\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"DEPUTY\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.78, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"CATO\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.78, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"FATHER\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.56, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"RICH MAN\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.56, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"BOY\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.33999999999999997, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"SHERIFF\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.33999999999999997, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"GIRL\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.12, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"ROUGHNECK\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.12, \"yanchor\": \"bottom\", \"yref\": \"paper\"}], \"height\": 1200, \"showlegend\": false, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"<b> Emotional Sentiments of the 10 (Ten) Major Characters in the Badlands Movie <b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 0.45]}, \"xaxis10\": {\"anchor\": \"y10\", \"domain\": [0.55, 1.0]}, \"xaxis2\": {\"anchor\": \"y2\", \"domain\": [0.55, 1.0]}, \"xaxis3\": {\"anchor\": \"y3\", \"domain\": [0.0, 0.45]}, \"xaxis4\": {\"anchor\": \"y4\", \"domain\": [0.55, 1.0]}, \"xaxis5\": {\"anchor\": \"y5\", \"domain\": [0.0, 0.45]}, \"xaxis6\": {\"anchor\": \"y6\", \"domain\": [0.55, 1.0]}, \"xaxis7\": {\"anchor\": \"y7\", \"domain\": [0.0, 0.45]}, \"xaxis8\": {\"anchor\": \"y8\", \"domain\": [0.55, 1.0]}, \"xaxis9\": {\"anchor\": \"y9\", \"domain\": [0.0, 0.45]}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.88, 1.0], \"title\": {\"text\": \"Sentiment counts\"}}, \"yaxis10\": {\"anchor\": \"x10\", \"domain\": [0.0, 0.12], \"title\": {\"text\": \"Sentiment counts\"}}, \"yaxis2\": {\"anchor\": \"x2\", \"domain\": [0.88, 1.0], \"title\": {\"text\": \"Sentiment counts\"}}, \"yaxis3\": {\"anchor\": \"x3\", \"domain\": [0.66, 0.78], \"title\": {\"text\": \"Sentiment counts\"}}, \"yaxis4\": {\"anchor\": \"x4\", \"domain\": [0.66, 0.78], \"title\": {\"text\": \"Sentiment counts\"}}, \"yaxis5\": {\"anchor\": \"x5\", \"domain\": [0.44, 0.56], \"title\": {\"text\": \"Sentiment counts\"}}, \"yaxis6\": {\"anchor\": \"x6\", \"domain\": [0.44, 0.56], \"title\": {\"text\": \"Sentiment counts\"}}, \"yaxis7\": {\"anchor\": \"x7\", \"domain\": [0.22, 0.33999999999999997], \"title\": {\"text\": \"Sentiment counts\"}}, \"yaxis8\": {\"anchor\": \"x8\", \"domain\": [0.22, 0.33999999999999997], \"title\": {\"text\": \"Sentiment counts\"}}, \"yaxis9\": {\"anchor\": \"x9\", \"domain\": [0.0, 0.12], \"title\": {\"text\": \"Sentiment counts\"}}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('b8a2e013-ad0a-4370-a39f-e1c9782567b6');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_top10_emotions = etn.emotional_content_plot(df_film_dialogue, movie_characters, 11)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Lets check emotional arcs for specific characters\n",
"\n",
"### Emotions at scenes where the character is not present is set to ZERO"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x",
"y": [
0,
0,
0,
0.009389671361502348,
0,
0,
0,
0,
0.007142857142857143,
0,
0,
0,
0.005988023952095809,
0,
0,
0,
0,
0,
0.006134969325153374,
0.014814814814814815,
0,
0,
0,
0,
0.002398081534772182,
0.01529051987767584,
0.009345794392523364,
0,
0,
0,
0,
0.013333333333333334,
0.006944444444444444,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.007633587786259542,
0,
0,
0,
0,
0.015384615384615385,
0,
0,
0,
0,
0,
0.005555555555555556,
0,
0,
0,
0.009708737864077669,
0,
0,
0,
0.02127659574468085,
0,
0,
0,
0,
0,
0.007407407407407408,
0,
0,
0,
0,
0,
0,
0,
0.005494505494505495,
0,
0.010101010101010102,
0,
0,
0,
0,
0,
0,
0,
0,
0.007142857142857143,
0,
0,
0,
0,
0.011834319526627219,
0,
0,
0,
0,
0,
0.007462686567164179,
0.013333333333333334,
0,
0,
0,
0.013824884792626729,
0.01616161616161616,
0.002898550724637681,
0,
0.003194888178913738,
0.006600660066006601,
0,
0,
0.005076142131979695,
0,
0,
0,
0,
0
],
"yaxis": "y"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x2",
"y": [
0,
0.009852216748768473,
0,
0.018779342723004695,
0,
0.009009009009009009,
0.007518796992481203,
0,
0.007142857142857143,
0.005208333333333333,
0.014492753623188406,
0,
0.017964071856287425,
0,
0,
0,
0,
0,
0.006134969325153374,
0.007407407407407408,
0,
0,
0,
0,
0.007194244604316547,
0.012232415902140673,
0,
0,
0,
0,
0,
0,
0.006944444444444444,
0,
0,
0.015384615384615385,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.007633587786259542,
0,
0,
0,
0,
0.015384615384615385,
0,
0,
0,
0.00784313725490196,
0,
0,
0,
0.012096774193548387,
0,
0.014563106796116505,
0,
0.004291845493562232,
0,
0.00303951367781155,
0,
0.012422360248447204,
0.025906735751295335,
0,
0,
0.014814814814814815,
0,
0,
0.020100502512562814,
0,
0.01935483870967742,
0.011494252873563218,
0.006802721088435374,
0.027472527472527472,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.02142857142857143,
0,
0,
0,
0.0051813471502590676,
0.01775147928994083,
0,
0,
0,
0,
0,
0,
0.02666666666666667,
0,
0.027777777777777776,
0,
0.010752688172043012,
0.006060606060606061,
0.005797101449275362,
0,
0.003194888178913738,
0.0033003300330033004,
0.019230769230769232,
0,
0.01015228426395939,
0,
0.015503875968992248,
0,
0,
0
],
"yaxis": "y2"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x3",
"y": [
0,
0,
0,
0.023474178403755867,
0,
0.009009009009009009,
0,
0,
0.014285714285714285,
0,
0.007246376811594203,
0,
0.005988023952095809,
0,
0,
0,
0,
0,
0.006134969325153374,
0,
0,
0,
0,
0,
0,
0.0030581039755351682,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.005128205128205128,
0,
0.011428571428571429,
0,
0.00392156862745098,
0,
0.011111111111111112,
0,
0.008064516129032258,
0,
0.0048543689320388345,
0,
0,
0,
0.015197568389057751,
0,
0,
0,
0,
0,
0.007407407407407408,
0,
0,
0.005025125628140704,
0,
0,
0,
0,
0.005494505494505495,
0,
0.010101010101010102,
0,
0,
0,
0,
0,
0,
0,
0,
0.007142857142857143,
0,
0,
0,
0,
0.005917159763313609,
0,
0,
0,
0,
0,
0.0037313432835820895,
0.013333333333333334,
0,
0,
0,
0.006144393241167435,
0.014141414141414142,
0,
0,
0.003194888178913738,
0.0033003300330033004,
0,
0.007194244604316547,
0.015228426395939087,
0,
0,
0,
0.007936507936507936,
0
],
"yaxis": "y3"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x4",
"y": [
0,
0.0049261083743842365,
0,
0.004694835680751174,
0,
0,
0,
0,
0.007142857142857143,
0.005208333333333333,
0.014492753623188406,
0,
0.005988023952095809,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.002398081534772182,
0.01529051987767584,
0.018691588785046728,
0,
0,
0,
0,
0.013333333333333334,
0,
0,
0,
0.005128205128205128,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.007633587786259542,
0,
0,
0,
0,
0.015384615384615385,
0,
0.005714285714285714,
0,
0.00392156862745098,
0,
0.005555555555555556,
0,
0.004032258064516129,
0,
0.009708737864077669,
0,
0,
0,
0.0243161094224924,
0,
0,
0.0051813471502590676,
0,
0,
0.007407407407407408,
0,
0,
0.005025125628140704,
0,
0.0064516129032258064,
0,
0,
0.01098901098901099,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.007142857142857143,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.007462686567164179,
0,
0,
0.013888888888888888,
0,
0.006144393241167435,
0.014141414141414142,
0,
0,
0.003194888178913738,
0.0033003300330033004,
0,
0,
0.005076142131979695,
0,
0,
0,
0,
0
],
"yaxis": "y4"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x5",
"y": [
0,
0,
0,
0.004694835680751174,
0,
0.009009009009009009,
0.0037593984962406013,
0,
0.007142857142857143,
0,
0,
0,
0.005988023952095809,
0.005813953488372093,
0,
0,
0,
0,
0.006134969325153374,
0,
0,
0,
0,
0,
0.011990407673860911,
0.0030581039755351682,
0,
0,
0,
0,
0,
0.013333333333333334,
0,
0,
0,
0.005128205128205128,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.015384615384615385,
0,
0.011428571428571429,
0.007168458781362007,
0.00392156862745098,
0,
0,
0,
0.008064516129032258,
0,
0,
0,
0.004291845493562232,
0,
0,
0,
0.012422360248447204,
0.0051813471502590676,
0,
0,
0.014814814814814815,
0,
0,
0.010050251256281407,
0,
0.0064516129032258064,
0.011494252873563218,
0.006802721088435374,
0.01098901098901099,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.02142857142857143,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.0037313432835820895,
0.02666666666666667,
0,
0.013888888888888888,
0,
0.007680491551459293,
0,
0,
0,
0.012779552715654952,
0,
0,
0,
0.01015228426395939,
0,
0.015503875968992248,
0,
0.023809523809523808,
0
],
"yaxis": "y5"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x6",
"y": [
0,
0.0049261083743842365,
0,
0.046948356807511735,
0,
0.009009009009009009,
0.0037593984962406013,
0,
0.02857142857142857,
0.015625,
0.021739130434782608,
0,
0,
0,
0,
0,
0,
0,
0.006134969325153374,
0.037037037037037035,
0,
0,
0,
0,
0.002398081534772182,
0.024464831804281346,
0.009345794392523364,
0,
0,
0,
0,
0.02666666666666667,
0.006944444444444444,
0,
0,
0.015384615384615385,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.015267175572519083,
0,
0,
0,
0,
0.020512820512820513,
0,
0.011428571428571429,
0.0035842293906810036,
0.00392156862745098,
0,
0.022222222222222223,
0,
0.016129032258064516,
0,
0.014563106796116505,
0,
0.004291845493562232,
0,
0.02735562310030395,
0.006711409395973154,
0,
0.0051813471502590676,
0,
0,
0.014814814814814815,
0,
0,
0.010050251256281407,
0.037037037037037035,
0.012903225806451613,
0,
0,
0.016483516483516484,
0,
0.010101010101010102,
0,
0,
0,
0,
0,
0,
0,
0,
0.007142857142857143,
0,
0,
0,
0,
0.005917159763313609,
0,
0,
0,
0,
0,
0.018656716417910446,
0.02666666666666667,
0,
0,
0,
0.02304147465437788,
0.03434343434343434,
0.002898550724637681,
0,
0.006389776357827476,
0.006600660066006601,
0,
0.007194244604316547,
0.030456852791878174,
0,
0,
0,
0.007936507936507936,
0
],
"yaxis": "y6"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x7",
"y": [
0,
0.014778325123152709,
0,
0.014084507042253521,
0,
0.009009009009009009,
0.011278195488721804,
0,
0.014285714285714285,
0.015625,
0,
0,
0.005988023952095809,
0.011627906976744186,
0,
0,
0,
0,
0.012269938650306749,
0.007407407407407408,
0,
0,
0,
0,
0.023980815347721823,
0.012232415902140673,
0.009345794392523364,
0,
0.022727272727272728,
0,
0,
0.02666666666666667,
0,
0,
0,
0.020512820512820513,
0,
0,
0,
0,
0,
0.02702702702702703,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.0028169014084507044,
0.03076923076923077,
0,
0.017142857142857144,
0.007168458781362007,
0.01568627450980392,
0,
0.005555555555555556,
0,
0.016129032258064516,
0,
0.014563106796116505,
0,
0.008583690987124463,
0,
0.0182370820668693,
0,
0.012422360248447204,
0.0051813471502590676,
0,
0,
0.037037037037037035,
0,
0,
0.01507537688442211,
0,
0.0064516129032258064,
0.011494252873563218,
0.013605442176870748,
0.01098901098901099,
0,
0,
0,
0,
0,
0,
0,
0,
0.012658227848101266,
0,
0.02142857142857143,
0,
0,
0,
0.010362694300518135,
0.023668639053254437,
0,
0,
0,
0,
0,
0.029850746268656716,
0.02666666666666667,
0,
0.027777777777777776,
0,
0.021505376344086023,
0.006060606060606061,
0.005797101449275362,
0,
0.012779552715654952,
0.013201320132013201,
0,
0,
0.015228426395939087,
0,
0.015503875968992248,
0,
0.047619047619047616,
0
],
"yaxis": "y7"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x8",
"y": [
0,
0,
0,
0.028169014084507043,
0,
0,
0,
0,
0.014285714285714285,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.006134969325153374,
0,
0,
0,
0,
0,
0.004796163069544364,
0.009174311926605505,
0.009345794392523364,
0,
0,
0,
0,
0.013333333333333334,
0.013888888888888888,
0,
0,
0.005128205128205128,
0,
0,
0,
0,
0,
0.02702702702702703,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.015384615384615385,
0,
0.011428571428571429,
0,
0,
0,
0.011111111111111112,
0,
0.004032258064516129,
0,
0.0048543689320388345,
0,
0,
0,
0.015197568389057751,
0,
0,
0,
0,
0,
0.014814814814814815,
0,
0,
0.005025125628140704,
0.037037037037037035,
0.0064516129032258064,
0,
0,
0.01098901098901099,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.007142857142857143,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.007462686567164179,
0.02666666666666667,
0,
0,
0,
0.006144393241167435,
0.014141414141414142,
0,
0,
0,
0.0033003300330033004,
0,
0,
0.005076142131979695,
0,
0,
0,
0,
0
],
"yaxis": "y8"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x9",
"y": [
0,
0,
0,
0.004694835680751174,
0,
0.009009009009009009,
0.007518796992481203,
0,
0.02142857142857143,
0,
0,
0,
0.005988023952095809,
0,
0,
0,
0,
0,
0.006134969325153374,
0,
0,
0,
0,
0,
0.004796163069544364,
0.01529051987767584,
0.009345794392523364,
0,
0,
0,
0,
0.013333333333333334,
0,
0,
0,
0.010256410256410256,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.007194244604316547,
0,
0.007633587786259542,
0,
0,
0,
0,
0.010256410256410256,
0,
0.011428571428571429,
0.007168458781362007,
0,
0,
0.005555555555555556,
0,
0.008064516129032258,
0,
0.009708737864077669,
0,
0.004291845493562232,
0,
0.0060790273556231,
0,
0.012422360248447204,
0,
0,
0,
0.007407407407407408,
0,
0,
0,
0,
0.0064516129032258064,
0,
0.006802721088435374,
0.005494505494505495,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.02142857142857143,
0,
0,
0,
0,
0.005917159763313609,
0,
0,
0,
0,
0,
0.007462686567164179,
0,
0,
0,
0,
0.009216589861751152,
0.00808080808080808,
0,
0,
0.009584664536741214,
0.006600660066006601,
0,
0,
0,
0,
0.015503875968992248,
0,
0.023809523809523808,
0
],
"yaxis": "y9"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x10",
"y": [
0,
0.0049261083743842365,
0,
0.004694835680751174,
0,
0.009009009009009009,
0.0037593984962406013,
0,
0.007142857142857143,
0.005208333333333333,
0,
0,
0.011976047904191617,
0.005813953488372093,
0,
0,
0,
0,
0.012269938650306749,
0,
0,
0,
0,
0,
0.04316546762589928,
0.01529051987767584,
0.028037383177570093,
0,
0.045454545454545456,
0,
0,
0.013333333333333334,
0,
0,
0,
0.010256410256410256,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.015384615384615385,
0,
0.017142857142857144,
0.0035842293906810036,
0.00392156862745098,
0,
0,
0,
0.008064516129032258,
0,
0.0048543689320388345,
0,
0.004291845493562232,
0,
0.015197568389057751,
0,
0.012422360248447204,
0.0051813471502590676,
0,
0,
0.022222222222222223,
0,
0,
0,
0,
0.0064516129032258064,
0.011494252873563218,
0,
0.01098901098901099,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.011834319526627219,
0,
0,
0,
0,
0,
0.011194029850746268,
0.02666666666666667,
0,
0.013888888888888888,
0,
0.015360983102918587,
0.00404040404040404,
0.014492753623188406,
0,
0.019169329073482427,
0.009900990099009901,
0,
0.007194244604316547,
0.005076142131979695,
0,
0.007751937984496124,
0,
0.031746031746031744,
0
],
"yaxis": "y10"
}
],
"layout": {
"annotations": [
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Anger",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 1,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Anticipation",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 1,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Disgust",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 0.78,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Fear",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 0.78,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Joy",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 0.56,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Negative",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 0.56,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Positive",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 0.33999999999999997,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Sadness",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 0.33999999999999997,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Surprise",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 0.12,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Trust",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 0.12,
"yanchor": "bottom",
"yref": "paper"
}
],
"height": 1500,
"showlegend": false,
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "<b> Emotional arcs of KIT across the scenes in the Badlands movie <b>"
},
"width": 1000,
"xaxis": {
"anchor": "y",
"domain": [
0,
0.45
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis10": {
"anchor": "y10",
"domain": [
0.55,
1
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis2": {
"anchor": "y2",
"domain": [
0.55,
1
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis3": {
"anchor": "y3",
"domain": [
0,
0.45
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis4": {
"anchor": "y4",
"domain": [
0.55,
1
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis5": {
"anchor": "y5",
"domain": [
0,
0.45
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis6": {
"anchor": "y6",
"domain": [
0.55,
1
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis7": {
"anchor": "y7",
"domain": [
0,
0.45
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis8": {
"anchor": "y8",
"domain": [
0.55,
1
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis9": {
"anchor": "y9",
"domain": [
0,
0.45
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"yaxis": {
"anchor": "x",
"domain": [
0.88,
1
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis10": {
"anchor": "x10",
"domain": [
0,
0.12
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis2": {
"anchor": "x2",
"domain": [
0.88,
1
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis3": {
"anchor": "x3",
"domain": [
0.66,
0.78
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis4": {
"anchor": "x4",
"domain": [
0.66,
0.78
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis5": {
"anchor": "x5",
"domain": [
0.44,
0.56
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis6": {
"anchor": "x6",
"domain": [
0.44,
0.56
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis7": {
"anchor": "x7",
"domain": [
0.22,
0.33999999999999997
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis8": {
"anchor": "x8",
"domain": [
0.22,
0.33999999999999997
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis9": {
"anchor": "x9",
"domain": [
0,
0.12
],
"title": {
"text": "Average Sentiment"
}
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"41c7ec63-437e-4007-8f09-696169382475\" class=\"plotly-graph-div\" style=\"height:1500px; width:1000px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"41c7ec63-437e-4007-8f09-696169382475\")) {\n",
" Plotly.newPlot(\n",
" '41c7ec63-437e-4007-8f09-696169382475',\n",
" [{\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x\", \"y\": [0.0, 0.0, 0.0, 0.009389671361502348, 0.0, 0.0, 0.0, 0.0, 0.007142857142857143, 0.0, 0.0, 0.0, 0.005988023952095809, 0.0, 0.0, 0.0, 0.0, 0.0, 0.006134969325153374, 0.014814814814814815, 0.0, 0.0, 0.0, 0.0, 0.002398081534772182, 0.01529051987767584, 0.009345794392523364, 0.0, 0.0, 0.0, 0.0, 0.013333333333333334, 0.006944444444444444, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007633587786259542, 0.0, 0.0, 0.0, 0.0, 0.015384615384615385, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005555555555555556, 0.0, 0.0, 0.0, 0.009708737864077669, 0.0, 0.0, 0.0, 0.02127659574468085, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007407407407407408, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005494505494505495, 0.0, 0.010101010101010102, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007142857142857143, 0.0, 0.0, 0.0, 0.0, 0.011834319526627219, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007462686567164179, 0.013333333333333334, 0.0, 0.0, 0.0, 0.013824884792626729, 0.01616161616161616, 0.002898550724637681, 0.0, 0.003194888178913738, 0.006600660066006601, 0.0, 0.0, 0.005076142131979695, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x2\", \"y\": [0.0, 0.009852216748768473, 0.0, 0.018779342723004695, 0.0, 0.009009009009009009, 0.007518796992481203, 0.0, 0.007142857142857143, 0.005208333333333333, 0.014492753623188406, 0.0, 0.017964071856287425, 0.0, 0.0, 0.0, 0.0, 0.0, 0.006134969325153374, 0.007407407407407408, 0.0, 0.0, 0.0, 0.0, 0.007194244604316547, 0.012232415902140673, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.006944444444444444, 0.0, 0.0, 0.015384615384615385, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007633587786259542, 0.0, 0.0, 0.0, 0.0, 0.015384615384615385, 0.0, 0.0, 0.0, 0.00784313725490196, 0.0, 0.0, 0.0, 0.012096774193548387, 0.0, 0.014563106796116505, 0.0, 0.004291845493562232, 0.0, 0.00303951367781155, 0.0, 0.012422360248447204, 0.025906735751295335, 0.0, 0.0, 0.014814814814814815, 0.0, 0.0, 0.020100502512562814, 0.0, 0.01935483870967742, 0.011494252873563218, 0.006802721088435374, 0.027472527472527472, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.02142857142857143, 0.0, 0.0, 0.0, 0.0051813471502590676, 0.01775147928994083, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.02666666666666667, 0.0, 0.027777777777777776, 0.0, 0.010752688172043012, 0.006060606060606061, 0.005797101449275362, 0.0, 0.003194888178913738, 0.0033003300330033004, 0.019230769230769232, 0.0, 0.01015228426395939, 0.0, 0.015503875968992248, 0.0, 0.0, 0.0], \"yaxis\": \"y2\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x3\", \"y\": [0.0, 0.0, 0.0, 0.023474178403755867, 0.0, 0.009009009009009009, 0.0, 0.0, 0.014285714285714285, 0.0, 0.007246376811594203, 0.0, 0.005988023952095809, 0.0, 0.0, 0.0, 0.0, 0.0, 0.006134969325153374, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0030581039755351682, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005128205128205128, 0.0, 0.011428571428571429, 0.0, 0.00392156862745098, 0.0, 0.011111111111111112, 0.0, 0.008064516129032258, 0.0, 0.0048543689320388345, 0.0, 0.0, 0.0, 0.015197568389057751, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007407407407407408, 0.0, 0.0, 0.005025125628140704, 0.0, 0.0, 0.0, 0.0, 0.005494505494505495, 0.0, 0.010101010101010102, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007142857142857143, 0.0, 0.0, 0.0, 0.0, 0.005917159763313609, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0037313432835820895, 0.013333333333333334, 0.0, 0.0, 0.0, 0.006144393241167435, 0.014141414141414142, 0.0, 0.0, 0.003194888178913738, 0.0033003300330033004, 0.0, 0.007194244604316547, 0.015228426395939087, 0.0, 0.0, 0.0, 0.007936507936507936, 0.0], \"yaxis\": \"y3\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x4\", \"y\": [0.0, 0.0049261083743842365, 0.0, 0.004694835680751174, 0.0, 0.0, 0.0, 0.0, 0.007142857142857143, 0.005208333333333333, 0.014492753623188406, 0.0, 0.005988023952095809, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.002398081534772182, 0.01529051987767584, 0.018691588785046728, 0.0, 0.0, 0.0, 0.0, 0.013333333333333334, 0.0, 0.0, 0.0, 0.005128205128205128, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007633587786259542, 0.0, 0.0, 0.0, 0.0, 0.015384615384615385, 0.0, 0.005714285714285714, 0.0, 0.00392156862745098, 0.0, 0.005555555555555556, 0.0, 0.004032258064516129, 0.0, 0.009708737864077669, 0.0, 0.0, 0.0, 0.0243161094224924, 0.0, 0.0, 0.0051813471502590676, 0.0, 0.0, 0.007407407407407408, 0.0, 0.0, 0.005025125628140704, 0.0, 0.0064516129032258064, 0.0, 0.0, 0.01098901098901099, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007142857142857143, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007462686567164179, 0.0, 0.0, 0.013888888888888888, 0.0, 0.006144393241167435, 0.014141414141414142, 0.0, 0.0, 0.003194888178913738, 0.0033003300330033004, 0.0, 0.0, 0.005076142131979695, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y4\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x5\", \"y\": [0.0, 0.0, 0.0, 0.004694835680751174, 0.0, 0.009009009009009009, 0.0037593984962406013, 0.0, 0.007142857142857143, 0.0, 0.0, 0.0, 0.005988023952095809, 0.005813953488372093, 0.0, 0.0, 0.0, 0.0, 0.006134969325153374, 0.0, 0.0, 0.0, 0.0, 0.0, 0.011990407673860911, 0.0030581039755351682, 0.0, 0.0, 0.0, 0.0, 0.0, 0.013333333333333334, 0.0, 0.0, 0.0, 0.005128205128205128, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.015384615384615385, 0.0, 0.011428571428571429, 0.007168458781362007, 0.00392156862745098, 0.0, 0.0, 0.0, 0.008064516129032258, 0.0, 0.0, 0.0, 0.004291845493562232, 0.0, 0.0, 0.0, 0.012422360248447204, 0.0051813471502590676, 0.0, 0.0, 0.014814814814814815, 0.0, 0.0, 0.010050251256281407, 0.0, 0.0064516129032258064, 0.011494252873563218, 0.006802721088435374, 0.01098901098901099, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.02142857142857143, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0037313432835820895, 0.02666666666666667, 0.0, 0.013888888888888888, 0.0, 0.007680491551459293, 0.0, 0.0, 0.0, 0.012779552715654952, 0.0, 0.0, 0.0, 0.01015228426395939, 0.0, 0.015503875968992248, 0.0, 0.023809523809523808, 0.0], \"yaxis\": \"y5\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x6\", \"y\": [0.0, 0.0049261083743842365, 0.0, 0.046948356807511735, 0.0, 0.009009009009009009, 0.0037593984962406013, 0.0, 0.02857142857142857, 0.015625, 0.021739130434782608, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.006134969325153374, 0.037037037037037035, 0.0, 0.0, 0.0, 0.0, 0.002398081534772182, 0.024464831804281346, 0.009345794392523364, 0.0, 0.0, 0.0, 0.0, 0.02666666666666667, 0.006944444444444444, 0.0, 0.0, 0.015384615384615385, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.015267175572519083, 0.0, 0.0, 0.0, 0.0, 0.020512820512820513, 0.0, 0.011428571428571429, 0.0035842293906810036, 0.00392156862745098, 0.0, 0.022222222222222223, 0.0, 0.016129032258064516, 0.0, 0.014563106796116505, 0.0, 0.004291845493562232, 0.0, 0.02735562310030395, 0.006711409395973154, 0.0, 0.0051813471502590676, 0.0, 0.0, 0.014814814814814815, 0.0, 0.0, 0.010050251256281407, 0.037037037037037035, 0.012903225806451613, 0.0, 0.0, 0.016483516483516484, 0.0, 0.010101010101010102, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007142857142857143, 0.0, 0.0, 0.0, 0.0, 0.005917159763313609, 0.0, 0.0, 0.0, 0.0, 0.0, 0.018656716417910446, 0.02666666666666667, 0.0, 0.0, 0.0, 0.02304147465437788, 0.03434343434343434, 0.002898550724637681, 0.0, 0.006389776357827476, 0.006600660066006601, 0.0, 0.007194244604316547, 0.030456852791878174, 0.0, 0.0, 0.0, 0.007936507936507936, 0.0], \"yaxis\": \"y6\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x7\", \"y\": [0.0, 0.014778325123152709, 0.0, 0.014084507042253521, 0.0, 0.009009009009009009, 0.011278195488721804, 0.0, 0.014285714285714285, 0.015625, 0.0, 0.0, 0.005988023952095809, 0.011627906976744186, 0.0, 0.0, 0.0, 0.0, 0.012269938650306749, 0.007407407407407408, 0.0, 0.0, 0.0, 0.0, 0.023980815347721823, 0.012232415902140673, 0.009345794392523364, 0.0, 0.022727272727272728, 0.0, 0.0, 0.02666666666666667, 0.0, 0.0, 0.0, 0.020512820512820513, 0.0, 0.0, 0.0, 0.0, 0.0, 0.02702702702702703, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0028169014084507044, 0.03076923076923077, 0.0, 0.017142857142857144, 0.007168458781362007, 0.01568627450980392, 0.0, 0.005555555555555556, 0.0, 0.016129032258064516, 0.0, 0.014563106796116505, 0.0, 0.008583690987124463, 0.0, 0.0182370820668693, 0.0, 0.012422360248447204, 0.0051813471502590676, 0.0, 0.0, 0.037037037037037035, 0.0, 0.0, 0.01507537688442211, 0.0, 0.0064516129032258064, 0.011494252873563218, 0.013605442176870748, 0.01098901098901099, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.012658227848101266, 0.0, 0.02142857142857143, 0.0, 0.0, 0.0, 0.010362694300518135, 0.023668639053254437, 0.0, 0.0, 0.0, 0.0, 0.0, 0.029850746268656716, 0.02666666666666667, 0.0, 0.027777777777777776, 0.0, 0.021505376344086023, 0.006060606060606061, 0.005797101449275362, 0.0, 0.012779552715654952, 0.013201320132013201, 0.0, 0.0, 0.015228426395939087, 0.0, 0.015503875968992248, 0.0, 0.047619047619047616, 0.0], \"yaxis\": \"y7\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x8\", \"y\": [0.0, 0.0, 0.0, 0.028169014084507043, 0.0, 0.0, 0.0, 0.0, 0.014285714285714285, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.006134969325153374, 0.0, 0.0, 0.0, 0.0, 0.0, 0.004796163069544364, 0.009174311926605505, 0.009345794392523364, 0.0, 0.0, 0.0, 0.0, 0.013333333333333334, 0.013888888888888888, 0.0, 0.0, 0.005128205128205128, 0.0, 0.0, 0.0, 0.0, 0.0, 0.02702702702702703, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.015384615384615385, 0.0, 0.011428571428571429, 0.0, 0.0, 0.0, 0.011111111111111112, 0.0, 0.004032258064516129, 0.0, 0.0048543689320388345, 0.0, 0.0, 0.0, 0.015197568389057751, 0.0, 0.0, 0.0, 0.0, 0.0, 0.014814814814814815, 0.0, 0.0, 0.005025125628140704, 0.037037037037037035, 0.0064516129032258064, 0.0, 0.0, 0.01098901098901099, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007142857142857143, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007462686567164179, 0.02666666666666667, 0.0, 0.0, 0.0, 0.006144393241167435, 0.014141414141414142, 0.0, 0.0, 0.0, 0.0033003300330033004, 0.0, 0.0, 0.005076142131979695, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y8\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x9\", \"y\": [0.0, 0.0, 0.0, 0.004694835680751174, 0.0, 0.009009009009009009, 0.007518796992481203, 0.0, 0.02142857142857143, 0.0, 0.0, 0.0, 0.005988023952095809, 0.0, 0.0, 0.0, 0.0, 0.0, 0.006134969325153374, 0.0, 0.0, 0.0, 0.0, 0.0, 0.004796163069544364, 0.01529051987767584, 0.009345794392523364, 0.0, 0.0, 0.0, 0.0, 0.013333333333333334, 0.0, 0.0, 0.0, 0.010256410256410256, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007194244604316547, 0.0, 0.007633587786259542, 0.0, 0.0, 0.0, 0.0, 0.010256410256410256, 0.0, 0.011428571428571429, 0.007168458781362007, 0.0, 0.0, 0.005555555555555556, 0.0, 0.008064516129032258, 0.0, 0.009708737864077669, 0.0, 0.004291845493562232, 0.0, 0.0060790273556231, 0.0, 0.012422360248447204, 0.0, 0.0, 0.0, 0.007407407407407408, 0.0, 0.0, 0.0, 0.0, 0.0064516129032258064, 0.0, 0.006802721088435374, 0.005494505494505495, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.02142857142857143, 0.0, 0.0, 0.0, 0.0, 0.005917159763313609, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007462686567164179, 0.0, 0.0, 0.0, 0.0, 0.009216589861751152, 0.00808080808080808, 0.0, 0.0, 0.009584664536741214, 0.006600660066006601, 0.0, 0.0, 0.0, 0.0, 0.015503875968992248, 0.0, 0.023809523809523808, 0.0], \"yaxis\": \"y9\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x10\", \"y\": [0.0, 0.0049261083743842365, 0.0, 0.004694835680751174, 0.0, 0.009009009009009009, 0.0037593984962406013, 0.0, 0.007142857142857143, 0.005208333333333333, 0.0, 0.0, 0.011976047904191617, 0.005813953488372093, 0.0, 0.0, 0.0, 0.0, 0.012269938650306749, 0.0, 0.0, 0.0, 0.0, 0.0, 0.04316546762589928, 0.01529051987767584, 0.028037383177570093, 0.0, 0.045454545454545456, 0.0, 0.0, 0.013333333333333334, 0.0, 0.0, 0.0, 0.010256410256410256, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.015384615384615385, 0.0, 0.017142857142857144, 0.0035842293906810036, 0.00392156862745098, 0.0, 0.0, 0.0, 0.008064516129032258, 0.0, 0.0048543689320388345, 0.0, 0.004291845493562232, 0.0, 0.015197568389057751, 0.0, 0.012422360248447204, 0.0051813471502590676, 0.0, 0.0, 0.022222222222222223, 0.0, 0.0, 0.0, 0.0, 0.0064516129032258064, 0.011494252873563218, 0.0, 0.01098901098901099, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.011834319526627219, 0.0, 0.0, 0.0, 0.0, 0.0, 0.011194029850746268, 0.02666666666666667, 0.0, 0.013888888888888888, 0.0, 0.015360983102918587, 0.00404040404040404, 0.014492753623188406, 0.0, 0.019169329073482427, 0.009900990099009901, 0.0, 0.007194244604316547, 0.005076142131979695, 0.0, 0.007751937984496124, 0.0, 0.031746031746031744, 0.0], \"yaxis\": \"y10\"}],\n",
" {\"annotations\": [{\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Anger\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Anticipation\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Disgust\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.78, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Fear\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.78, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Joy\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.56, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Negative\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.56, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Positive\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.33999999999999997, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Sadness\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.33999999999999997, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Surprise\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.12, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Trust\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.12, \"yanchor\": \"bottom\", \"yref\": \"paper\"}], \"height\": 1500, \"showlegend\": false, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"<b> Emotional arcs of KIT across the scenes in the Badlands movie <b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis10\": {\"anchor\": \"y10\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis2\": {\"anchor\": \"y2\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis3\": {\"anchor\": \"y3\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis4\": {\"anchor\": \"y4\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis5\": {\"anchor\": \"y5\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis6\": {\"anchor\": \"y6\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis7\": {\"anchor\": \"y7\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis8\": {\"anchor\": \"y8\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis9\": {\"anchor\": \"y9\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.88, 1.0], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis10\": {\"anchor\": \"x10\", \"domain\": [0.0, 0.12], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis2\": {\"anchor\": \"x2\", \"domain\": [0.88, 1.0], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis3\": {\"anchor\": \"x3\", \"domain\": [0.66, 0.78], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis4\": {\"anchor\": \"x4\", \"domain\": [0.66, 0.78], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis5\": {\"anchor\": \"x5\", \"domain\": [0.44, 0.56], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis6\": {\"anchor\": \"x6\", \"domain\": [0.44, 0.56], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis7\": {\"anchor\": \"x7\", \"domain\": [0.22, 0.33999999999999997], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis8\": {\"anchor\": \"x8\", \"domain\": [0.22, 0.33999999999999997], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis9\": {\"anchor\": \"x9\", \"domain\": [0.0, 0.12], \"title\": {\"text\": \"Average Sentiment\"}}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('41c7ec63-437e-4007-8f09-696169382475');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_kit_emotions = etn.emotional_arc_xter_plot(df_film_emotion, 'KIT')"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x",
"y": [
0.007633587786259542,
0,
0,
0,
0,
0,
0.0037593984962406013,
0,
0,
0,
0,
0.005076142131979695,
0,
0.005813953488372093,
0,
0,
0,
0,
0.018404907975460124,
0.007407407407407408,
0,
0.011363636363636364,
0,
0,
0,
0,
0,
0.015384615384615385,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.006993006993006993,
0,
0,
0,
0,
0.010309278350515464,
0.012987012987012988,
0,
0,
0.03389830508474576,
0.013888888888888888,
0,
0.014388489208633094,
0,
0,
0,
0,
0.00911854103343465,
0.014084507042253521,
0,
0,
0,
0,
0,
0.022988505747126436,
0.005555555555555556,
0,
0,
0,
0,
0.02702702702702703,
0.004291845493562232,
0.02127659574468085,
0.00911854103343465,
0,
0,
0,
0,
0,
0,
0.005917159763313609,
0,
0,
0,
0,
0,
0.006802721088435374,
0,
0.023809523809523808,
0,
0.04,
0,
0,
0,
0,
0.016129032258064516,
0,
0,
0,
0,
0.00546448087431694,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.02531645569620253,
0,
0,
0.0015360983102918587,
0.00202020202020202,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.010810810810810811,
0,
0
],
"yaxis": "y"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x2",
"y": [
0.022900763358778626,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.02030456852791878,
0.017964071856287425,
0.005813953488372093,
0.012195121951219513,
0.018518518518518517,
0,
0.01282051282051282,
0.024539877300613498,
0,
0.02586206896551724,
0,
0,
0.03773584905660377,
0,
0,
0,
0.015384615384615385,
0,
0,
0,
0,
0.006944444444444444,
0,
0,
0,
0,
0.006993006993006993,
0,
0.011235955056179775,
0,
0,
0.010309278350515464,
0.01948051948051948,
0,
0,
0.00847457627118644,
0,
0,
0.014388489208633094,
0.016129032258064516,
0.030534351145038167,
0,
0.015151515151515152,
0.0121580547112462,
0.022535211267605635,
0,
0,
0,
0.0035842293906810036,
0,
0.022988505747126436,
0,
0,
0,
0,
0,
0,
0.004291845493562232,
0,
0.00911854103343465,
0,
0,
0,
0,
0.043478260869565216,
0,
0.005917159763313609,
0,
0,
0,
0,
0,
0,
0,
0.023809523809523808,
0.030303030303030304,
0.02,
0,
0,
0,
0,
0.016129032258064516,
0,
0,
0.007142857142857143,
0,
0,
0,
0.0051813471502590676,
0.011834319526627219,
0.029411764705882353,
0.027777777777777776,
0,
0,
0,
0.0037313432835820895,
0,
0.012658227848101266,
0.041666666666666664,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
],
"yaxis": "y2"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x3",
"y": [
0,
0,
0,
0,
0,
0,
0.0037593984962406013,
0.009523809523809525,
0,
0,
0,
0,
0,
0.011627906976744186,
0.012195121951219513,
0,
0,
0,
0.018404907975460124,
0,
0,
0,
0,
0,
0,
0,
0,
0.015384615384615385,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.010309278350515464,
0,
0,
0,
0.00847457627118644,
0,
0,
0.014388489208633094,
0,
0,
0,
0,
0.00303951367781155,
0,
0,
0,
0,
0,
0,
0.011494252873563218,
0,
0.009433962264150943,
0,
0,
0,
0,
0.004291845493562232,
0.02127659574468085,
0.0060790273556231,
0,
0,
0,
0,
0.008695652173913044,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.02,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.012658227848101266,
0,
0,
0,
0.00202020202020202,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.010810810810810811,
0,
0
],
"yaxis": "y3"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x4",
"y": [
0.030534351145038167,
0,
0,
0,
0,
0,
0.0037593984962406013,
0.009523809523809525,
0,
0.005208333333333333,
0,
0.005076142131979695,
0,
0.011627906976744186,
0,
0,
0,
0,
0.018404907975460124,
0.007407407407407408,
0.008620689655172414,
0.022727272727272728,
0,
0,
0,
0,
0.009345794392523364,
0.015384615384615385,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.013986013986013986,
0,
0.011235955056179775,
0,
0,
0.010309278350515464,
0.01948051948051948,
0,
0,
0.0423728813559322,
0.013888888888888888,
0,
0.02877697841726619,
0.03225806451612903,
0,
0,
0,
0.0060790273556231,
0.03943661971830986,
0,
0.017241379310344827,
0,
0,
0,
0.022988505747126436,
0,
0.009433962264150943,
0,
0,
0,
0.02702702702702703,
0.004291845493562232,
0.0425531914893617,
0.0182370820668693,
0,
0,
0,
0,
0,
0,
0.005917159763313609,
0,
0,
0,
0,
0,
0,
0,
0.023809523809523808,
0,
0.04,
0,
0,
0,
0,
0.016129032258064516,
0,
0,
0,
0,
0.00546448087431694,
0,
0,
0,
0,
0,
0.043478260869565216,
0,
0,
0,
0,
0.0379746835443038,
0,
0,
0.0015360983102918587,
0.00404040404040404,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.021621621621621623,
0,
0
],
"yaxis": "y4"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x5",
"y": [
0.030534351145038167,
0,
0,
0,
0,
0,
0.0037593984962406013,
0,
0,
0,
0,
0.02030456852791878,
0.005988023952095809,
0.011627906976744186,
0,
0,
0,
0.01282051282051282,
0.018404907975460124,
0,
0.017241379310344827,
0.011363636363636364,
0,
0.018867924528301886,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.01,
0.02702702702702703,
0.020618556701030927,
0,
0,
0.015873015873015872,
0,
0,
0,
0.007194244604316547,
0,
0.007633587786259542,
0,
0.030303030303030304,
0.0060790273556231,
0.008450704225352112,
0,
0.017241379310344827,
0,
0.0035842293906810036,
0.00392156862745098,
0.022988505747126436,
0,
0,
0,
0.02564102564102564,
0,
0,
0,
0.02127659574468085,
0,
0.006711409395973154,
0,
0,
0,
0.017391304347826087,
0,
0.011834319526627219,
0,
0,
0,
0,
0,
0,
0,
0.023809523809523808,
0.020202020202020204,
0.02,
0,
0,
0,
0.0196078431372549,
0.016129032258064516,
0,
0,
0.014285714285714285,
0,
0.00546448087431694,
0,
0,
0,
0.00980392156862745,
0,
0,
0,
0,
0.0037313432835820895,
0,
0,
0.027777777777777776,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
],
"yaxis": "y5"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x6",
"y": [
0.03816793893129771,
0,
0,
0,
0,
0,
0,
0.02857142857142857,
0,
0,
0,
0.01015228426395939,
0.005988023952095809,
0.01744186046511628,
0.036585365853658534,
0,
0.022222222222222223,
0.01282051282051282,
0.024539877300613498,
0.014814814814814815,
0.008620689655172414,
0.022727272727272728,
0,
0.018867924528301886,
0,
0,
0.009345794392523364,
0.015384615384615385,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.011235955056179775,
0,
0,
0,
0.01948051948051948,
0,
0.015873015873015872,
0.0423728813559322,
0.013888888888888888,
0,
0.02877697841726619,
0.016129032258064516,
0.007633587786259542,
0,
0,
0.02127659574468085,
0.030985915492957747,
0,
0.017241379310344827,
0,
0.0035842293906810036,
0,
0.022988505747126436,
0.005555555555555556,
0.009433962264150943,
0,
0,
0,
0.02702702702702703,
0.008583690987124463,
0.0425531914893617,
0.0121580547112462,
0.006711409395973154,
0,
0,
0,
0.017391304347826087,
0,
0.01775147928994083,
0,
0,
0,
0,
0,
0.006802721088435374,
0,
0.023809523809523808,
0.020202020202020204,
0.04,
0,
0,
0,
0,
0.03225806451612903,
0,
0,
0,
0,
0.01092896174863388,
0,
0.0051813471502590676,
0,
0,
0,
0,
0,
0,
0,
0,
0.0379746835443038,
0,
0,
0.0015360983102918587,
0.00404040404040404,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.021621621621621623,
0,
0
],
"yaxis": "y6"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x7",
"y": [
0.03816793893129771,
0,
0.022222222222222223,
0,
0,
0,
0.0037593984962406013,
0,
0,
0.010416666666666666,
0,
0.025380710659898477,
0.011976047904191617,
0.011627906976744186,
0,
0,
0,
0.01282051282051282,
0.024539877300613498,
0,
0.017241379310344827,
0.011363636363636364,
0,
0.07547169811320754,
0,
0,
0,
0.015384615384615385,
0,
0,
0,
0,
0.006944444444444444,
0,
0,
0,
0,
0.013986013986013986,
0,
0.011235955056179775,
0.01,
0.02702702702702703,
0.020618556701030927,
0.006493506493506494,
0,
0.015873015873015872,
0,
0,
0,
0.007194244604316547,
0.016129032258064516,
0.03816793893129771,
0,
0.030303030303030304,
0.02127659574468085,
0.022535211267605635,
0,
0.017241379310344827,
0,
0.0035842293906810036,
0.00392156862745098,
0.034482758620689655,
0,
0,
0,
0.02564102564102564,
0,
0,
0.004291845493562232,
0.02127659574468085,
0.0243161094224924,
0.006711409395973154,
0,
0,
0,
0.034782608695652174,
0,
0.011834319526627219,
0,
0,
0,
0,
0,
0,
0,
0.023809523809523808,
0.06060606060606061,
0.02,
0,
0.017543859649122806,
0,
0.0196078431372549,
0.03225806451612903,
0,
0.006172839506172839,
0.02857142857142857,
0.017857142857142856,
0,
0,
0,
0,
0.029411764705882353,
0.027777777777777776,
0,
0,
0,
0.0037313432835820895,
0,
0.012658227848101266,
0.027777777777777776,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.016216216216216217,
0,
0
],
"yaxis": "y7"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x8",
"y": [
0.022900763358778626,
0,
0.022222222222222223,
0,
0,
0,
0.0037593984962406013,
0.009523809523809525,
0,
0,
0,
0.01015228426395939,
0.005988023952095809,
0.011627906976744186,
0.012195121951219513,
0,
0,
0,
0.018404907975460124,
0.007407407407407408,
0,
0.011363636363636364,
0,
0.018867924528301886,
0,
0,
0,
0.015384615384615385,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.011235955056179775,
0,
0,
0.010309278350515464,
0.006493506493506494,
0,
0,
0.01694915254237288,
0,
0,
0.02877697841726619,
0.016129032258064516,
0,
0,
0,
0.0121580547112462,
0.016901408450704224,
0,
0,
0,
0,
0,
0.022988505747126436,
0.005555555555555556,
0,
0,
0,
0,
0,
0.004291845493562232,
0.02127659574468085,
0.0060790273556231,
0,
0,
0,
0,
0.017391304347826087,
0,
0.005917159763313609,
0,
0,
0,
0,
0,
0,
0,
0,
0.020202020202020204,
0.04,
0,
0,
0,
0,
0.016129032258064516,
0,
0,
0,
0,
0.00546448087431694,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.012658227848101266,
0,
0,
0,
0.00202020202020202,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.010810810810810811,
0,
0
],
"yaxis": "y8"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x9",
"y": [
0.022900763358778626,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.015228426395939087,
0.005988023952095809,
0.011627906976744186,
0,
0,
0,
0,
0.018404907975460124,
0,
0,
0.011363636363636364,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.010309278350515464,
0.006493506493506494,
0,
0,
0,
0,
0,
0,
0,
0.007633587786259542,
0,
0,
0,
0.008450704225352112,
0,
0,
0,
0.0035842293906810036,
0.00392156862745098,
0.034482758620689655,
0,
0,
0,
0,
0,
0.05405405405405406,
0.004291845493562232,
0,
0,
0,
0,
0,
0,
0.017391304347826087,
0,
0.005917159763313609,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.03225806451612903,
0,
0,
0.014285714285714285,
0,
0.00546448087431694,
0,
0,
0,
0.00980392156862745,
0,
0,
0,
0,
0,
0,
0.02531645569620253,
0.027777777777777776,
0,
0,
0.00202020202020202,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.005405405405405406,
0,
0
],
"yaxis": "y9"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x10",
"y": [
0.03816793893129771,
0,
0,
0,
0,
0,
0.011278195488721804,
0.009523809523809525,
0,
0,
0,
0.02030456852791878,
0.005988023952095809,
0,
0,
0,
0,
0.01282051282051282,
0.012269938650306749,
0,
0.02586206896551724,
0.011363636363636364,
0,
0.03773584905660377,
0,
0,
0.009345794392523364,
0.015384615384615385,
0,
0,
0,
0,
0.006944444444444444,
0,
0,
0,
0,
0.013986013986013986,
0,
0.011235955056179775,
0,
0.02702702702702703,
0.010309278350515464,
0,
0,
0.015873015873015872,
0,
0.013888888888888888,
0,
0,
0,
0.015267175572519083,
0,
0.015151515151515152,
0.0121580547112462,
0.01971830985915493,
0,
0.017241379310344827,
0,
0,
0.00784313725490196,
0,
0,
0,
0,
0.008547008547008548,
0,
0,
0.004291845493562232,
0.02127659574468085,
0.02735562310030395,
0.006711409395973154,
0,
0,
0,
0.017391304347826087,
0,
0.011834319526627219,
0,
0,
0,
0,
0,
0,
0,
0.023809523809523808,
0.050505050505050504,
0.02,
0,
0,
0,
0.0196078431372549,
0,
0,
0.006172839506172839,
0.014285714285714285,
0,
0,
0,
0.0051813471502590676,
0,
0.0196078431372549,
0,
0,
0,
0,
0.0037313432835820895,
0,
0.012658227848101266,
0.027777777777777776,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.010810810810810811,
0,
0
],
"yaxis": "y10"
}
],
"layout": {
"annotations": [
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Anger",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 1,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Anticipation",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 1,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Disgust",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 0.78,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Fear",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 0.78,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Joy",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 0.56,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Negative",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 0.56,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Positive",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 0.33999999999999997,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Sadness",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 0.33999999999999997,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Surprise",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 0.12,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Trust",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 0.12,
"yanchor": "bottom",
"yref": "paper"
}
],
"height": 1500,
"showlegend": false,
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "<b> Emotional arcs of HOLLY across the scenes in the Badlands movie <b>"
},
"width": 1000,
"xaxis": {
"anchor": "y",
"domain": [
0,
0.45
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis10": {
"anchor": "y10",
"domain": [
0.55,
1
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis2": {
"anchor": "y2",
"domain": [
0.55,
1
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis3": {
"anchor": "y3",
"domain": [
0,
0.45
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis4": {
"anchor": "y4",
"domain": [
0.55,
1
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis5": {
"anchor": "y5",
"domain": [
0,
0.45
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis6": {
"anchor": "y6",
"domain": [
0.55,
1
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis7": {
"anchor": "y7",
"domain": [
0,
0.45
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis8": {
"anchor": "y8",
"domain": [
0.55,
1
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis9": {
"anchor": "y9",
"domain": [
0,
0.45
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"yaxis": {
"anchor": "x",
"domain": [
0.88,
1
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis10": {
"anchor": "x10",
"domain": [
0,
0.12
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis2": {
"anchor": "x2",
"domain": [
0.88,
1
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis3": {
"anchor": "x3",
"domain": [
0.66,
0.78
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis4": {
"anchor": "x4",
"domain": [
0.66,
0.78
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis5": {
"anchor": "x5",
"domain": [
0.44,
0.56
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis6": {
"anchor": "x6",
"domain": [
0.44,
0.56
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis7": {
"anchor": "x7",
"domain": [
0.22,
0.33999999999999997
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis8": {
"anchor": "x8",
"domain": [
0.22,
0.33999999999999997
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis9": {
"anchor": "x9",
"domain": [
0,
0.12
],
"title": {
"text": "Average Sentiment"
}
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"6da890bf-c2ef-4efc-95e6-e1976e95fd65\" class=\"plotly-graph-div\" style=\"height:1500px; width:1000px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"6da890bf-c2ef-4efc-95e6-e1976e95fd65\")) {\n",
" Plotly.newPlot(\n",
" '6da890bf-c2ef-4efc-95e6-e1976e95fd65',\n",
" [{\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x\", \"y\": [0.007633587786259542, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0037593984962406013, 0.0, 0.0, 0.0, 0.0, 0.005076142131979695, 0.0, 0.005813953488372093, 0.0, 0.0, 0.0, 0.0, 0.018404907975460124, 0.007407407407407408, 0.0, 0.011363636363636364, 0.0, 0.0, 0.0, 0.0, 0.0, 0.015384615384615385, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.006993006993006993, 0.0, 0.0, 0.0, 0.0, 0.010309278350515464, 0.012987012987012988, 0.0, 0.0, 0.03389830508474576, 0.013888888888888888, 0.0, 0.014388489208633094, 0.0, 0.0, 0.0, 0.0, 0.00911854103343465, 0.014084507042253521, 0.0, 0.0, 0.0, 0.0, 0.0, 0.022988505747126436, 0.005555555555555556, 0.0, 0.0, 0.0, 0.0, 0.02702702702702703, 0.004291845493562232, 0.02127659574468085, 0.00911854103343465, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005917159763313609, 0.0, 0.0, 0.0, 0.0, 0.0, 0.006802721088435374, 0.0, 0.023809523809523808, 0.0, 0.04, 0.0, 0.0, 0.0, 0.0, 0.016129032258064516, 0.0, 0.0, 0.0, 0.0, 0.00546448087431694, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.02531645569620253, 0.0, 0.0, 0.0015360983102918587, 0.00202020202020202, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.010810810810810811, 0.0, 0.0], \"yaxis\": \"y\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x2\", \"y\": [0.022900763358778626, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.02030456852791878, 0.017964071856287425, 0.005813953488372093, 0.012195121951219513, 0.018518518518518517, 0.0, 0.01282051282051282, 0.024539877300613498, 0.0, 0.02586206896551724, 0.0, 0.0, 0.03773584905660377, 0.0, 0.0, 0.0, 0.015384615384615385, 0.0, 0.0, 0.0, 0.0, 0.006944444444444444, 0.0, 0.0, 0.0, 0.0, 0.006993006993006993, 0.0, 0.011235955056179775, 0.0, 0.0, 0.010309278350515464, 0.01948051948051948, 0.0, 0.0, 0.00847457627118644, 0.0, 0.0, 0.014388489208633094, 0.016129032258064516, 0.030534351145038167, 0.0, 0.015151515151515152, 0.0121580547112462, 0.022535211267605635, 0.0, 0.0, 0.0, 0.0035842293906810036, 0.0, 0.022988505747126436, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.004291845493562232, 0.0, 0.00911854103343465, 0.0, 0.0, 0.0, 0.0, 0.043478260869565216, 0.0, 0.005917159763313609, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.023809523809523808, 0.030303030303030304, 0.02, 0.0, 0.0, 0.0, 0.0, 0.016129032258064516, 0.0, 0.0, 0.007142857142857143, 0.0, 0.0, 0.0, 0.0051813471502590676, 0.011834319526627219, 0.029411764705882353, 0.027777777777777776, 0.0, 0.0, 0.0, 0.0037313432835820895, 0.0, 0.012658227848101266, 0.041666666666666664, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y2\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x3\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0037593984962406013, 0.009523809523809525, 0.0, 0.0, 0.0, 0.0, 0.0, 0.011627906976744186, 0.012195121951219513, 0.0, 0.0, 0.0, 0.018404907975460124, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.015384615384615385, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.010309278350515464, 0.0, 0.0, 0.0, 0.00847457627118644, 0.0, 0.0, 0.014388489208633094, 0.0, 0.0, 0.0, 0.0, 0.00303951367781155, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.011494252873563218, 0.0, 0.009433962264150943, 0.0, 0.0, 0.0, 0.0, 0.004291845493562232, 0.02127659574468085, 0.0060790273556231, 0.0, 0.0, 0.0, 0.0, 0.008695652173913044, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.02, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.012658227848101266, 0.0, 0.0, 0.0, 0.00202020202020202, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.010810810810810811, 0.0, 0.0], \"yaxis\": \"y3\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x4\", \"y\": [0.030534351145038167, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0037593984962406013, 0.009523809523809525, 0.0, 0.005208333333333333, 0.0, 0.005076142131979695, 0.0, 0.011627906976744186, 0.0, 0.0, 0.0, 0.0, 0.018404907975460124, 0.007407407407407408, 0.008620689655172414, 0.022727272727272728, 0.0, 0.0, 0.0, 0.0, 0.009345794392523364, 0.015384615384615385, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.013986013986013986, 0.0, 0.011235955056179775, 0.0, 0.0, 0.010309278350515464, 0.01948051948051948, 0.0, 0.0, 0.0423728813559322, 0.013888888888888888, 0.0, 0.02877697841726619, 0.03225806451612903, 0.0, 0.0, 0.0, 0.0060790273556231, 0.03943661971830986, 0.0, 0.017241379310344827, 0.0, 0.0, 0.0, 0.022988505747126436, 0.0, 0.009433962264150943, 0.0, 0.0, 0.0, 0.02702702702702703, 0.004291845493562232, 0.0425531914893617, 0.0182370820668693, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005917159763313609, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.023809523809523808, 0.0, 0.04, 0.0, 0.0, 0.0, 0.0, 0.016129032258064516, 0.0, 0.0, 0.0, 0.0, 0.00546448087431694, 0.0, 0.0, 0.0, 0.0, 0.0, 0.043478260869565216, 0.0, 0.0, 0.0, 0.0, 0.0379746835443038, 0.0, 0.0, 0.0015360983102918587, 0.00404040404040404, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.021621621621621623, 0.0, 0.0], \"yaxis\": \"y4\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x5\", \"y\": [0.030534351145038167, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0037593984962406013, 0.0, 0.0, 0.0, 0.0, 0.02030456852791878, 0.005988023952095809, 0.011627906976744186, 0.0, 0.0, 0.0, 0.01282051282051282, 0.018404907975460124, 0.0, 0.017241379310344827, 0.011363636363636364, 0.0, 0.018867924528301886, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.01, 0.02702702702702703, 0.020618556701030927, 0.0, 0.0, 0.015873015873015872, 0.0, 0.0, 0.0, 0.007194244604316547, 0.0, 0.007633587786259542, 0.0, 0.030303030303030304, 0.0060790273556231, 0.008450704225352112, 0.0, 0.017241379310344827, 0.0, 0.0035842293906810036, 0.00392156862745098, 0.022988505747126436, 0.0, 0.0, 0.0, 0.02564102564102564, 0.0, 0.0, 0.0, 0.02127659574468085, 0.0, 0.006711409395973154, 0.0, 0.0, 0.0, 0.017391304347826087, 0.0, 0.011834319526627219, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.023809523809523808, 0.020202020202020204, 0.02, 0.0, 0.0, 0.0, 0.0196078431372549, 0.016129032258064516, 0.0, 0.0, 0.014285714285714285, 0.0, 0.00546448087431694, 0.0, 0.0, 0.0, 0.00980392156862745, 0.0, 0.0, 0.0, 0.0, 0.0037313432835820895, 0.0, 0.0, 0.027777777777777776, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y5\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x6\", \"y\": [0.03816793893129771, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.02857142857142857, 0.0, 0.0, 0.0, 0.01015228426395939, 0.005988023952095809, 0.01744186046511628, 0.036585365853658534, 0.0, 0.022222222222222223, 0.01282051282051282, 0.024539877300613498, 0.014814814814814815, 0.008620689655172414, 0.022727272727272728, 0.0, 0.018867924528301886, 0.0, 0.0, 0.009345794392523364, 0.015384615384615385, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.011235955056179775, 0.0, 0.0, 0.0, 0.01948051948051948, 0.0, 0.015873015873015872, 0.0423728813559322, 0.013888888888888888, 0.0, 0.02877697841726619, 0.016129032258064516, 0.007633587786259542, 0.0, 0.0, 0.02127659574468085, 0.030985915492957747, 0.0, 0.017241379310344827, 0.0, 0.0035842293906810036, 0.0, 0.022988505747126436, 0.005555555555555556, 0.009433962264150943, 0.0, 0.0, 0.0, 0.02702702702702703, 0.008583690987124463, 0.0425531914893617, 0.0121580547112462, 0.006711409395973154, 0.0, 0.0, 0.0, 0.017391304347826087, 0.0, 0.01775147928994083, 0.0, 0.0, 0.0, 0.0, 0.0, 0.006802721088435374, 0.0, 0.023809523809523808, 0.020202020202020204, 0.04, 0.0, 0.0, 0.0, 0.0, 0.03225806451612903, 0.0, 0.0, 0.0, 0.0, 0.01092896174863388, 0.0, 0.0051813471502590676, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0379746835443038, 0.0, 0.0, 0.0015360983102918587, 0.00404040404040404, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.021621621621621623, 0.0, 0.0], \"yaxis\": \"y6\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x7\", \"y\": [0.03816793893129771, 0.0, 0.022222222222222223, 0.0, 0.0, 0.0, 0.0037593984962406013, 0.0, 0.0, 0.010416666666666666, 0.0, 0.025380710659898477, 0.011976047904191617, 0.011627906976744186, 0.0, 0.0, 0.0, 0.01282051282051282, 0.024539877300613498, 0.0, 0.017241379310344827, 0.011363636363636364, 0.0, 0.07547169811320754, 0.0, 0.0, 0.0, 0.015384615384615385, 0.0, 0.0, 0.0, 0.0, 0.006944444444444444, 0.0, 0.0, 0.0, 0.0, 0.013986013986013986, 0.0, 0.011235955056179775, 0.01, 0.02702702702702703, 0.020618556701030927, 0.006493506493506494, 0.0, 0.015873015873015872, 0.0, 0.0, 0.0, 0.007194244604316547, 0.016129032258064516, 0.03816793893129771, 0.0, 0.030303030303030304, 0.02127659574468085, 0.022535211267605635, 0.0, 0.017241379310344827, 0.0, 0.0035842293906810036, 0.00392156862745098, 0.034482758620689655, 0.0, 0.0, 0.0, 0.02564102564102564, 0.0, 0.0, 0.004291845493562232, 0.02127659574468085, 0.0243161094224924, 0.006711409395973154, 0.0, 0.0, 0.0, 0.034782608695652174, 0.0, 0.011834319526627219, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.023809523809523808, 0.06060606060606061, 0.02, 0.0, 0.017543859649122806, 0.0, 0.0196078431372549, 0.03225806451612903, 0.0, 0.006172839506172839, 0.02857142857142857, 0.017857142857142856, 0.0, 0.0, 0.0, 0.0, 0.029411764705882353, 0.027777777777777776, 0.0, 0.0, 0.0, 0.0037313432835820895, 0.0, 0.012658227848101266, 0.027777777777777776, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.016216216216216217, 0.0, 0.0], \"yaxis\": \"y7\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x8\", \"y\": [0.022900763358778626, 0.0, 0.022222222222222223, 0.0, 0.0, 0.0, 0.0037593984962406013, 0.009523809523809525, 0.0, 0.0, 0.0, 0.01015228426395939, 0.005988023952095809, 0.011627906976744186, 0.012195121951219513, 0.0, 0.0, 0.0, 0.018404907975460124, 0.007407407407407408, 0.0, 0.011363636363636364, 0.0, 0.018867924528301886, 0.0, 0.0, 0.0, 0.015384615384615385, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.011235955056179775, 0.0, 0.0, 0.010309278350515464, 0.006493506493506494, 0.0, 0.0, 0.01694915254237288, 0.0, 0.0, 0.02877697841726619, 0.016129032258064516, 0.0, 0.0, 0.0, 0.0121580547112462, 0.016901408450704224, 0.0, 0.0, 0.0, 0.0, 0.0, 0.022988505747126436, 0.005555555555555556, 0.0, 0.0, 0.0, 0.0, 0.0, 0.004291845493562232, 0.02127659574468085, 0.0060790273556231, 0.0, 0.0, 0.0, 0.0, 0.017391304347826087, 0.0, 0.005917159763313609, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.020202020202020204, 0.04, 0.0, 0.0, 0.0, 0.0, 0.016129032258064516, 0.0, 0.0, 0.0, 0.0, 0.00546448087431694, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.012658227848101266, 0.0, 0.0, 0.0, 0.00202020202020202, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.010810810810810811, 0.0, 0.0], \"yaxis\": \"y8\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x9\", \"y\": [0.022900763358778626, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.015228426395939087, 0.005988023952095809, 0.011627906976744186, 0.0, 0.0, 0.0, 0.0, 0.018404907975460124, 0.0, 0.0, 0.011363636363636364, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.010309278350515464, 0.006493506493506494, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007633587786259542, 0.0, 0.0, 0.0, 0.008450704225352112, 0.0, 0.0, 0.0, 0.0035842293906810036, 0.00392156862745098, 0.034482758620689655, 0.0, 0.0, 0.0, 0.0, 0.0, 0.05405405405405406, 0.004291845493562232, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.017391304347826087, 0.0, 0.005917159763313609, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.03225806451612903, 0.0, 0.0, 0.014285714285714285, 0.0, 0.00546448087431694, 0.0, 0.0, 0.0, 0.00980392156862745, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.02531645569620253, 0.027777777777777776, 0.0, 0.0, 0.00202020202020202, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005405405405405406, 0.0, 0.0], \"yaxis\": \"y9\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x10\", \"y\": [0.03816793893129771, 0.0, 0.0, 0.0, 0.0, 0.0, 0.011278195488721804, 0.009523809523809525, 0.0, 0.0, 0.0, 0.02030456852791878, 0.005988023952095809, 0.0, 0.0, 0.0, 0.0, 0.01282051282051282, 0.012269938650306749, 0.0, 0.02586206896551724, 0.011363636363636364, 0.0, 0.03773584905660377, 0.0, 0.0, 0.009345794392523364, 0.015384615384615385, 0.0, 0.0, 0.0, 0.0, 0.006944444444444444, 0.0, 0.0, 0.0, 0.0, 0.013986013986013986, 0.0, 0.011235955056179775, 0.0, 0.02702702702702703, 0.010309278350515464, 0.0, 0.0, 0.015873015873015872, 0.0, 0.013888888888888888, 0.0, 0.0, 0.0, 0.015267175572519083, 0.0, 0.015151515151515152, 0.0121580547112462, 0.01971830985915493, 0.0, 0.017241379310344827, 0.0, 0.0, 0.00784313725490196, 0.0, 0.0, 0.0, 0.0, 0.008547008547008548, 0.0, 0.0, 0.004291845493562232, 0.02127659574468085, 0.02735562310030395, 0.006711409395973154, 0.0, 0.0, 0.0, 0.017391304347826087, 0.0, 0.011834319526627219, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.023809523809523808, 0.050505050505050504, 0.02, 0.0, 0.0, 0.0, 0.0196078431372549, 0.0, 0.0, 0.006172839506172839, 0.014285714285714285, 0.0, 0.0, 0.0, 0.0051813471502590676, 0.0, 0.0196078431372549, 0.0, 0.0, 0.0, 0.0, 0.0037313432835820895, 0.0, 0.012658227848101266, 0.027777777777777776, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.010810810810810811, 0.0, 0.0], \"yaxis\": \"y10\"}],\n",
" {\"annotations\": [{\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Anger\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Anticipation\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Disgust\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.78, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Fear\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.78, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Joy\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.56, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Negative\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.56, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Positive\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.33999999999999997, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Sadness\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.33999999999999997, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Surprise\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.12, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Trust\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.12, \"yanchor\": \"bottom\", \"yref\": \"paper\"}], \"height\": 1500, \"showlegend\": false, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"<b> Emotional arcs of HOLLY across the scenes in the Badlands movie <b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis10\": {\"anchor\": \"y10\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis2\": {\"anchor\": \"y2\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis3\": {\"anchor\": \"y3\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis4\": {\"anchor\": \"y4\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis5\": {\"anchor\": \"y5\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis6\": {\"anchor\": \"y6\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis7\": {\"anchor\": \"y7\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis8\": {\"anchor\": \"y8\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis9\": {\"anchor\": \"y9\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.88, 1.0], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis10\": {\"anchor\": \"x10\", \"domain\": [0.0, 0.12], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis2\": {\"anchor\": \"x2\", \"domain\": [0.88, 1.0], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis3\": {\"anchor\": \"x3\", \"domain\": [0.66, 0.78], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis4\": {\"anchor\": \"x4\", \"domain\": [0.66, 0.78], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis5\": {\"anchor\": \"x5\", \"domain\": [0.44, 0.56], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis6\": {\"anchor\": \"x6\", \"domain\": [0.44, 0.56], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis7\": {\"anchor\": \"x7\", \"domain\": [0.22, 0.33999999999999997], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis8\": {\"anchor\": \"x8\", \"domain\": [0.22, 0.33999999999999997], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis9\": {\"anchor\": \"x9\", \"domain\": [0.0, 0.12], \"title\": {\"text\": \"Average Sentiment\"}}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('6da890bf-c2ef-4efc-95e6-e1976e95fd65');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_hol_emotions = etn.emotional_arc_xter_plot(df_film_emotion, 'HOLLY')"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x",
"y": [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.005797101449275362,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
],
"yaxis": "y"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x2",
"y": [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.011594202898550725,
0,
0.006389776357827476,
0,
0,
0,
0,
0,
0.015503875968992248,
0,
0,
0
],
"yaxis": "y2"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x3",
"y": [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.002898550724637681,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
],
"yaxis": "y3"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x4",
"y": [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.011594202898550725,
0,
0.003194888178913738,
0,
0,
0,
0,
0,
0,
0,
0,
0
],
"yaxis": "y4"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x5",
"y": [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.006389776357827476,
0,
0,
0,
0,
0,
0.015503875968992248,
0,
0,
0
],
"yaxis": "y5"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x6",
"y": [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.011594202898550725,
0,
0.009584664536741214,
0,
0,
0,
0,
0,
0,
0,
0,
0
],
"yaxis": "y6"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x7",
"y": [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.005797101449275362,
0,
0.009584664536741214,
0,
0,
0.007194244604316547,
0,
0,
0.015503875968992248,
0,
0,
0
],
"yaxis": "y7"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x8",
"y": [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.005797101449275362,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
],
"yaxis": "y8"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x9",
"y": [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.002898550724637681,
0,
0.006389776357827476,
0,
0,
0,
0,
0,
0.015503875968992248,
0,
0,
0
],
"yaxis": "y9"
},
{
"type": "scatter",
"x": [
0,
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100,
101,
102,
103,
104,
105,
106,
107,
108,
109,
110,
111,
112,
113,
114,
115,
116,
117,
118,
119,
120,
121,
122,
123,
124
],
"xaxis": "x10",
"y": [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0.005797101449275362,
0,
0.006389776357827476,
0,
0,
0,
0,
0,
0.007751937984496124,
0,
0,
0
],
"yaxis": "y10"
}
],
"layout": {
"annotations": [
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Anger",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 1,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Anticipation",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 1,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Disgust",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 0.78,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Fear",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 0.78,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Joy",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 0.56,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Negative",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 0.56,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Positive",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 0.33999999999999997,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Sadness",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 0.33999999999999997,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Surprise",
"x": 0.225,
"xanchor": "center",
"xref": "paper",
"y": 0.12,
"yanchor": "bottom",
"yref": "paper"
},
{
"font": {
"size": 16
},
"showarrow": false,
"text": "Trust",
"x": 0.775,
"xanchor": "center",
"xref": "paper",
"y": 0.12,
"yanchor": "bottom",
"yref": "paper"
}
],
"height": 1500,
"showlegend": false,
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "<b> Emotional arcs of DEPUTY across the scenes in the Badlands movie <b>"
},
"width": 1000,
"xaxis": {
"anchor": "y",
"domain": [
0,
0.45
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis10": {
"anchor": "y10",
"domain": [
0.55,
1
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis2": {
"anchor": "y2",
"domain": [
0.55,
1
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis3": {
"anchor": "y3",
"domain": [
0,
0.45
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis4": {
"anchor": "y4",
"domain": [
0.55,
1
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis5": {
"anchor": "y5",
"domain": [
0,
0.45
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis6": {
"anchor": "y6",
"domain": [
0.55,
1
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis7": {
"anchor": "y7",
"domain": [
0,
0.45
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis8": {
"anchor": "y8",
"domain": [
0.55,
1
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"xaxis9": {
"anchor": "y9",
"domain": [
0,
0.45
],
"dtick": 20,
"title": {
"text": "Scenes"
}
},
"yaxis": {
"anchor": "x",
"domain": [
0.88,
1
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis10": {
"anchor": "x10",
"domain": [
0,
0.12
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis2": {
"anchor": "x2",
"domain": [
0.88,
1
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis3": {
"anchor": "x3",
"domain": [
0.66,
0.78
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis4": {
"anchor": "x4",
"domain": [
0.66,
0.78
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis5": {
"anchor": "x5",
"domain": [
0.44,
0.56
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis6": {
"anchor": "x6",
"domain": [
0.44,
0.56
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis7": {
"anchor": "x7",
"domain": [
0.22,
0.33999999999999997
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis8": {
"anchor": "x8",
"domain": [
0.22,
0.33999999999999997
],
"title": {
"text": "Average Sentiment"
}
},
"yaxis9": {
"anchor": "x9",
"domain": [
0,
0.12
],
"title": {
"text": "Average Sentiment"
}
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"c4ec678c-98e5-47dd-9fc2-1cfbf9ba1e64\" class=\"plotly-graph-div\" style=\"height:1500px; width:1000px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"c4ec678c-98e5-47dd-9fc2-1cfbf9ba1e64\")) {\n",
" Plotly.newPlot(\n",
" 'c4ec678c-98e5-47dd-9fc2-1cfbf9ba1e64',\n",
" [{\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005797101449275362, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x2\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.011594202898550725, 0.0, 0.006389776357827476, 0.0, 0.0, 0.0, 0.0, 0.0, 0.015503875968992248, 0.0, 0.0, 0.0], \"yaxis\": \"y2\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x3\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.002898550724637681, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y3\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x4\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.011594202898550725, 0.0, 0.003194888178913738, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y4\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x5\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.006389776357827476, 0.0, 0.0, 0.0, 0.0, 0.0, 0.015503875968992248, 0.0, 0.0, 0.0], \"yaxis\": \"y5\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x6\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.011594202898550725, 0.0, 0.009584664536741214, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y6\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x7\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005797101449275362, 0.0, 0.009584664536741214, 0.0, 0.0, 0.007194244604316547, 0.0, 0.0, 0.015503875968992248, 0.0, 0.0, 0.0], \"yaxis\": \"y7\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x8\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005797101449275362, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], \"yaxis\": \"y8\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x9\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.002898550724637681, 0.0, 0.006389776357827476, 0.0, 0.0, 0.0, 0.0, 0.0, 0.015503875968992248, 0.0, 0.0, 0.0], \"yaxis\": \"y9\"}, {\"type\": \"scatter\", \"x\": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124], \"xaxis\": \"x10\", \"y\": [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.005797101449275362, 0.0, 0.006389776357827476, 0.0, 0.0, 0.0, 0.0, 0.0, 0.007751937984496124, 0.0, 0.0, 0.0], \"yaxis\": \"y10\"}],\n",
" {\"annotations\": [{\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Anger\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Anticipation\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Disgust\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.78, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Fear\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.78, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Joy\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.56, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Negative\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.56, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Positive\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.33999999999999997, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Sadness\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.33999999999999997, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Surprise\", \"x\": 0.225, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.12, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Trust\", \"x\": 0.775, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.12, \"yanchor\": \"bottom\", \"yref\": \"paper\"}], \"height\": 1500, \"showlegend\": false, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"<b> Emotional arcs of DEPUTY across the scenes in the Badlands movie <b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis10\": {\"anchor\": \"y10\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis2\": {\"anchor\": \"y2\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis3\": {\"anchor\": \"y3\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis4\": {\"anchor\": \"y4\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis5\": {\"anchor\": \"y5\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis6\": {\"anchor\": \"y6\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis7\": {\"anchor\": \"y7\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis8\": {\"anchor\": \"y8\", \"domain\": [0.55, 1.0], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"xaxis9\": {\"anchor\": \"y9\", \"domain\": [0.0, 0.45], \"dtick\": 20, \"title\": {\"text\": \"Scenes\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.88, 1.0], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis10\": {\"anchor\": \"x10\", \"domain\": [0.0, 0.12], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis2\": {\"anchor\": \"x2\", \"domain\": [0.88, 1.0], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis3\": {\"anchor\": \"x3\", \"domain\": [0.66, 0.78], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis4\": {\"anchor\": \"x4\", \"domain\": [0.66, 0.78], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis5\": {\"anchor\": \"x5\", \"domain\": [0.44, 0.56], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis6\": {\"anchor\": \"x6\", \"domain\": [0.44, 0.56], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis7\": {\"anchor\": \"x7\", \"domain\": [0.22, 0.33999999999999997], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis8\": {\"anchor\": \"x8\", \"domain\": [0.22, 0.33999999999999997], \"title\": {\"text\": \"Average Sentiment\"}}, \"yaxis9\": {\"anchor\": \"x9\", \"domain\": [0.0, 0.12], \"title\": {\"text\": \"Average Sentiment\"}}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('c4ec678c-98e5-47dd-9fc2-1cfbf9ba1e64');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_dep_emotions = etn.emotional_arc_xter_plot(df_film_emotion, 'DEPUTY')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### As usual, this can be done for all characters in the movie, but we will pause here...."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4. Movie additional information: Exact Scene location, Indoor/Outdoor Scenes percent, Time of Day occurences in the movie...."
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"info = scene_info_plots(df_film, film)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"linkText": "Export to plot.ly",
"plotlyServerURL": "https://plot.ly",
"showLink": false
},
"data": [
{
"alignmentgroup": "True",
"customdata": [
[
"TAMARISK",
1
],
[
"BADLANDS REME LONG SHOT",
1
],
[
"BACKYARD",
1
],
[
"FRONT PORCH",
1
],
[
"STAIRWELL",
1
],
[
"FRONT OF HOUSE",
1
],
[
"LIVING ROOM TIGHT ON KIT",
1
],
[
"LAWN",
1
],
[
"HOUSE SERIES OF ANGLES",
1
],
[
"RICH MAN'S HOUSE",
1
],
[
"TELEPHONE POLES",
1
],
[
"CAR",
1
],
[
"HOUSE AND BOX CAR",
1
],
[
"CATO'S BEDROOM",
1
],
[
"STORM CELLAR",
1
],
[
"CATO'S HOUSE",
1
],
[
"PICNIC TABLE",
1
],
[
"CATO'S HOUSE.",
1
],
[
"BADLANDS SERIES OF ANGLES",
1
],
[
"CROW'S NEST",
1
],
[
"FOREST",
1
],
[
"COUNTRY ROAD",
1
],
[
"UPPER DECK",
1
],
[
"PIPELINE WAYSTATION",
1
],
[
"PAN ACROSS BADLANDS",
1
],
[
"RUNWAY SERIES OF ANGLES",
1
],
[
"PLANE",
1
],
[
"AIRPORT SERIES OF ANGLES",
1
],
[
"HANGAR",
1
],
[
"HANGAR SERIES OF ANGLES",
1
],
[
"AIRPORT HANGAR",
1
],
[
"HIGHWAY",
1
],
[
"ROAD",
1
],
[
"GAS STATION",
1
],
[
"CAMPSITE",
1
],
[
"OIL RIG",
1
],
[
"CADILLAC ON PLAINS",
1
],
[
"CADILLAC'S POV ON PRAIRIE",
1
],
[
"CITY LIGHTS",
1
],
[
"REFINERY FIRES",
1
],
[
"TRESTLE",
1
],
[
"BOTTOM OF TRESTLE",
1
],
[
"RAIL TRESTLE",
1
],
[
"KIT WITH FOOTBALL",
1
],
[
"DISTANT TRAIN",
1
],
[
"MOUNTAINS THEIR POV",
1
],
[
"MUD FLAT BESIDE RIVER",
1
],
[
"CLOUDS HOLLY'S POV",
1
],
[
"TRAIL SERIES OF ANGLES",
1
],
[
"ALLEYS AND STREETS SERIES OF ANGLES",
1
],
[
"ALLEY",
1
],
[
"ALLEYS",
1
],
[
"FRONT LAWN",
1
],
[
"EMPLOYMENT AGENCY",
1
],
[
"FRONT PORCH OF HOLLY'S HOUSE",
1
],
[
"DOWNTOWN STREET IN FT. DUPREE",
1
],
[
"CABIN",
1
],
[
"TREE BESIDE RIVER",
1
],
[
"UNDERNEATH BLEACHERS",
1
],
[
"FEEDLOT",
1
],
[
"HOLLY'S BEDROOM",
1
],
[
"RIVERBANK",
1
],
[
"NEIGHBORING AREA",
1
],
[
"CATTAILS",
1
],
[
"FEEDLOT SERIES OF ANGLES",
1
],
[
"MUSIC SCHOOL",
1
],
[
"BRIDGE",
1
],
[
"TREE TOPS",
1
],
[
"TREEHOUSE SERIES OF ANGLES",
1
],
[
"MERCURY",
1
],
[
"SCHOOL",
1
],
[
"SCHOOL CORRIDOR",
1
],
[
"HOUSE ON FIRE SERIES OF ANGLES",
1
],
[
"HOLLY'S LIVING ROOM SERIES OF ANGLES",
1
],
[
"TRAIN STATION",
1
],
[
"HALLWAY AND BEDROOM",
1
],
[
"LIVING ROOM ~",
1
],
[
"CELLAR",
1
],
[
"BILLBOARD",
1
],
[
"REAR OF HOUSE",
1
],
[
"KITCHEN",
2
],
[
"HOLLY'S BACK YARD",
2
],
[
"TREEHOUSE",
2
],
[
"MOUNTAIN",
2
],
[
"HALLWAY",
2
],
[
"COVERED ROOM",
2
],
[
"POLICE CAR",
2
],
[
"FRONT OF TREEHOUSE",
2
],
[
"RIVER",
3
],
[
"HOLLY'S HOUSE",
3
],
[
"FIELD",
3
],
[
"STREET",
3
],
[
"BEDROOM",
3
],
[
"CADILLAC",
4
],
[
"BADLANDS",
5
],
[
"LIVING ROOM",
5
]
],
"hovertemplate": "<b> Scene Counts <b>=%{marker.color}<br>Scene Locations=%{customdata[0]}<extra></extra>",
"legendgroup": "",
"marker": {
"color": [
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
2,
2,
2,
2,
2,
2,
2,
2,
3,
3,
3,
3,
3,
4,
5,
5
],
"coloraxis": "coloraxis"
},
"name": "",
"offsetgroup": "",
"orientation": "h",
"showlegend": false,
"textposition": "auto",
"type": "bar",
"x": [
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
1,
2,
2,
2,
2,
2,
2,
2,
2,
3,
3,
3,
3,
3,
4,
5,
5
],
"xaxis": "x",
"y": [
"TAMARISK",
"BADLANDS REME LONG SHOT",
"BACKYARD",
"FRONT PORCH",
"STAIRWELL",
"FRONT OF HOUSE",
"LIVING ROOM TIGHT ON KIT",
"LAWN",
"HOUSE SERIES OF ANGLES",
"RICH MAN'S HOUSE",
"TELEPHONE POLES",
"CAR",
"HOUSE AND BOX CAR",
"CATO'S BEDROOM",
"STORM CELLAR",
"CATO'S HOUSE",
"PICNIC TABLE",
"CATO'S HOUSE.",
"BADLANDS SERIES OF ANGLES",
"CROW'S NEST",
"FOREST",
"COUNTRY ROAD",
"UPPER DECK",
"PIPELINE WAYSTATION",
"PAN ACROSS BADLANDS",
"RUNWAY SERIES OF ANGLES",
"PLANE",
"AIRPORT SERIES OF ANGLES",
"HANGAR",
"HANGAR SERIES OF ANGLES",
"AIRPORT HANGAR",
"HIGHWAY",
"ROAD",
"GAS STATION",
"CAMPSITE",
"OIL RIG",
"CADILLAC ON PLAINS",
"CADILLAC'S POV ON PRAIRIE",
"CITY LIGHTS",
"REFINERY FIRES",
"TRESTLE",
"BOTTOM OF TRESTLE",
"RAIL TRESTLE",
"KIT WITH FOOTBALL",
"DISTANT TRAIN",
"MOUNTAINS THEIR POV",
"MUD FLAT BESIDE RIVER",
"CLOUDS HOLLY'S POV",
"TRAIL SERIES OF ANGLES",
"ALLEYS AND STREETS SERIES OF ANGLES",
"ALLEY",
"ALLEYS",
"FRONT LAWN",
"EMPLOYMENT AGENCY",
"FRONT PORCH OF HOLLY'S HOUSE",
"DOWNTOWN STREET IN FT. DUPREE",
"CABIN",
"TREE BESIDE RIVER",
"UNDERNEATH BLEACHERS",
"FEEDLOT",
"HOLLY'S BEDROOM",
"RIVERBANK",
"NEIGHBORING AREA",
"CATTAILS",
"FEEDLOT SERIES OF ANGLES",
"MUSIC SCHOOL",
"BRIDGE",
"TREE TOPS",
"TREEHOUSE SERIES OF ANGLES",
"MERCURY",
"SCHOOL",
"SCHOOL CORRIDOR",
"HOUSE ON FIRE SERIES OF ANGLES",
"HOLLY'S LIVING ROOM SERIES OF ANGLES",
"TRAIN STATION",
"HALLWAY AND BEDROOM",
"LIVING ROOM ~",
"CELLAR",
"BILLBOARD",
"REAR OF HOUSE",
"KITCHEN",
"HOLLY'S BACK YARD",
"TREEHOUSE",
"MOUNTAIN",
"HALLWAY",
"COVERED ROOM",
"POLICE CAR",
"FRONT OF TREEHOUSE",
"RIVER",
"HOLLY'S HOUSE",
"FIELD",
"STREET",
"BEDROOM",
"CADILLAC",
"BADLANDS",
"LIVING ROOM"
],
"yaxis": "y"
}
],
"layout": {
"barmode": "relative",
"coloraxis": {
"colorbar": {
"title": {
"text": "<b> Scene Counts <b>"
}
},
"colorscale": [
[
0,
"#ff0000"
],
[
0.1111111111111111,
"#ffa700"
],
[
0.2222222222222222,
"#afff00"
],
[
0.3333333333333333,
"#08ff00"
],
[
0.4444444444444444,
"#00ff9f"
],
[
0.5555555555555556,
"#00b7ff"
],
[
0.6666666666666666,
"#0010ff"
],
[
0.7777777777777778,
"#9700ff"
],
[
0.8888888888888888,
"#ff00bf"
],
[
1,
"#ff0000"
]
]
},
"height": 2000,
"legend": {
"tracegroupgap": 0
},
"margin": {
"t": 60
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "<b> Scene Locations in the Badlands Movie & Number of times they appeared <b>"
},
"width": 1000,
"xaxis": {
"anchor": "y",
"domain": [
0,
1
],
"title": {
"text": "<b> Scene appearance <b>"
}
},
"yaxis": {
"anchor": "x",
"domain": [
0,
1
],
"title": {
"text": "<b> Locations <b>"
}
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"2196398b-956c-4e53-998b-22a17bc6f37a\" class=\"plotly-graph-div\" style=\"height:2000px; width:1000px;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"2196398b-956c-4e53-998b-22a17bc6f37a\")) {\n",
" Plotly.newPlot(\n",
" '2196398b-956c-4e53-998b-22a17bc6f37a',\n",
" [{\"alignmentgroup\": \"True\", \"customdata\": [[\"TAMARISK\", 1], [\"BADLANDS REME LONG SHOT\", 1], [\"BACKYARD\", 1], [\"FRONT PORCH\", 1], [\"STAIRWELL\", 1], [\"FRONT OF HOUSE\", 1], [\"LIVING ROOM TIGHT ON KIT\", 1], [\"LAWN\", 1], [\"HOUSE SERIES OF ANGLES\", 1], [\"RICH MAN'S HOUSE\", 1], [\"TELEPHONE POLES\", 1], [\"CAR\", 1], [\"HOUSE AND BOX CAR\", 1], [\"CATO'S BEDROOM\", 1], [\"STORM CELLAR\", 1], [\"CATO'S HOUSE\", 1], [\"PICNIC TABLE\", 1], [\"CATO'S HOUSE.\", 1], [\"BADLANDS SERIES OF ANGLES\", 1], [\"CROW'S NEST\", 1], [\"FOREST\", 1], [\"COUNTRY ROAD\", 1], [\"UPPER DECK\", 1], [\"PIPELINE WAYSTATION\", 1], [\"PAN ACROSS BADLANDS\", 1], [\"RUNWAY SERIES OF ANGLES\", 1], [\"PLANE\", 1], [\"AIRPORT SERIES OF ANGLES\", 1], [\"HANGAR\", 1], [\"HANGAR SERIES OF ANGLES\", 1], [\"AIRPORT HANGAR\", 1], [\"HIGHWAY\", 1], [\"ROAD\", 1], [\"GAS STATION\", 1], [\"CAMPSITE\", 1], [\"OIL RIG\", 1], [\"CADILLAC ON PLAINS\", 1], [\"CADILLAC'S POV ON PRAIRIE\", 1], [\"CITY LIGHTS\", 1], [\"REFINERY FIRES\", 1], [\"TRESTLE\", 1], [\"BOTTOM OF TRESTLE\", 1], [\"RAIL TRESTLE\", 1], [\"KIT WITH FOOTBALL\", 1], [\"DISTANT TRAIN\", 1], [\"MOUNTAINS THEIR POV\", 1], [\"MUD FLAT BESIDE RIVER\", 1], [\"CLOUDS HOLLY'S POV\", 1], [\"TRAIL SERIES OF ANGLES\", 1], [\"ALLEYS AND STREETS SERIES OF ANGLES\", 1], [\"ALLEY\", 1], [\"ALLEYS\", 1], [\"FRONT LAWN\", 1], [\"EMPLOYMENT AGENCY\", 1], [\"FRONT PORCH OF HOLLY'S HOUSE\", 1], [\"DOWNTOWN STREET IN FT. DUPREE\", 1], [\"CABIN\", 1], [\"TREE BESIDE RIVER\", 1], [\"UNDERNEATH BLEACHERS\", 1], [\"FEEDLOT\", 1], [\"HOLLY'S BEDROOM\", 1], [\"RIVERBANK\", 1], [\"NEIGHBORING AREA\", 1], [\"CATTAILS\", 1], [\"FEEDLOT SERIES OF ANGLES\", 1], [\"MUSIC SCHOOL\", 1], [\"BRIDGE\", 1], [\"TREE TOPS\", 1], [\"TREEHOUSE SERIES OF ANGLES\", 1], [\"MERCURY\", 1], [\"SCHOOL\", 1], [\"SCHOOL CORRIDOR\", 1], [\"HOUSE ON FIRE SERIES OF ANGLES\", 1], [\"HOLLY'S LIVING ROOM SERIES OF ANGLES\", 1], [\"TRAIN STATION\", 1], [\"HALLWAY AND BEDROOM\", 1], [\"LIVING ROOM ~\", 1], [\"CELLAR\", 1], [\"BILLBOARD\", 1], [\"REAR OF HOUSE\", 1], [\"KITCHEN\", 2], [\"HOLLY'S BACK YARD\", 2], [\"TREEHOUSE\", 2], [\"MOUNTAIN\", 2], [\"HALLWAY\", 2], [\"COVERED ROOM\", 2], [\"POLICE CAR\", 2], [\"FRONT OF TREEHOUSE\", 2], [\"RIVER\", 3], [\"HOLLY'S HOUSE\", 3], [\"FIELD\", 3], [\"STREET\", 3], [\"BEDROOM\", 3], [\"CADILLAC\", 4], [\"BADLANDS\", 5], [\"LIVING ROOM\", 5]], \"hovertemplate\": \"<b> Scene Counts <b>=%{marker.color}<br>Scene Locations=%{customdata[0]}<extra></extra>\", \"legendgroup\": \"\", \"marker\": {\"color\": [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 4, 5, 5], \"coloraxis\": \"coloraxis\"}, \"name\": \"\", \"offsetgroup\": \"\", \"orientation\": \"h\", \"showlegend\": false, \"textposition\": \"auto\", \"type\": \"bar\", \"x\": [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 4, 5, 5], \"xaxis\": \"x\", \"y\": [\"TAMARISK\", \"BADLANDS REME LONG SHOT\", \"BACKYARD\", \"FRONT PORCH\", \"STAIRWELL\", \"FRONT OF HOUSE\", \"LIVING ROOM TIGHT ON KIT\", \"LAWN\", \"HOUSE SERIES OF ANGLES\", \"RICH MAN'S HOUSE\", \"TELEPHONE POLES\", \"CAR\", \"HOUSE AND BOX CAR\", \"CATO'S BEDROOM\", \"STORM CELLAR\", \"CATO'S HOUSE\", \"PICNIC TABLE\", \"CATO'S HOUSE.\", \"BADLANDS SERIES OF ANGLES\", \"CROW'S NEST\", \"FOREST\", \"COUNTRY ROAD\", \"UPPER DECK\", \"PIPELINE WAYSTATION\", \"PAN ACROSS BADLANDS\", \"RUNWAY SERIES OF ANGLES\", \"PLANE\", \"AIRPORT SERIES OF ANGLES\", \"HANGAR\", \"HANGAR SERIES OF ANGLES\", \"AIRPORT HANGAR\", \"HIGHWAY\", \"ROAD\", \"GAS STATION\", \"CAMPSITE\", \"OIL RIG\", \"CADILLAC ON PLAINS\", \"CADILLAC'S POV ON PRAIRIE\", \"CITY LIGHTS\", \"REFINERY FIRES\", \"TRESTLE\", \"BOTTOM OF TRESTLE\", \"RAIL TRESTLE\", \"KIT WITH FOOTBALL\", \"DISTANT TRAIN\", \"MOUNTAINS THEIR POV\", \"MUD FLAT BESIDE RIVER\", \"CLOUDS HOLLY'S POV\", \"TRAIL SERIES OF ANGLES\", \"ALLEYS AND STREETS SERIES OF ANGLES\", \"ALLEY\", \"ALLEYS\", \"FRONT LAWN\", \"EMPLOYMENT AGENCY\", \"FRONT PORCH OF HOLLY'S HOUSE\", \"DOWNTOWN STREET IN FT. DUPREE\", \"CABIN\", \"TREE BESIDE RIVER\", \"UNDERNEATH BLEACHERS\", \"FEEDLOT\", \"HOLLY'S BEDROOM\", \"RIVERBANK\", \"NEIGHBORING AREA\", \"CATTAILS\", \"FEEDLOT SERIES OF ANGLES\", \"MUSIC SCHOOL\", \"BRIDGE\", \"TREE TOPS\", \"TREEHOUSE SERIES OF ANGLES\", \"MERCURY\", \"SCHOOL\", \"SCHOOL CORRIDOR\", \"HOUSE ON FIRE SERIES OF ANGLES\", \"HOLLY'S LIVING ROOM SERIES OF ANGLES\", \"TRAIN STATION\", \"HALLWAY AND BEDROOM\", \"LIVING ROOM ~\", \"CELLAR\", \"BILLBOARD\", \"REAR OF HOUSE\", \"KITCHEN\", \"HOLLY'S BACK YARD\", \"TREEHOUSE\", \"MOUNTAIN\", \"HALLWAY\", \"COVERED ROOM\", \"POLICE CAR\", \"FRONT OF TREEHOUSE\", \"RIVER\", \"HOLLY'S HOUSE\", \"FIELD\", \"STREET\", \"BEDROOM\", \"CADILLAC\", \"BADLANDS\", \"LIVING ROOM\"], \"yaxis\": \"y\"}],\n",
" {\"barmode\": \"relative\", \"coloraxis\": {\"colorbar\": {\"title\": {\"text\": \"<b> Scene Counts <b>\"}}, \"colorscale\": [[0.0, \"#ff0000\"], [0.1111111111111111, \"#ffa700\"], [0.2222222222222222, \"#afff00\"], [0.3333333333333333, \"#08ff00\"], [0.4444444444444444, \"#00ff9f\"], [0.5555555555555556, \"#00b7ff\"], [0.6666666666666666, \"#0010ff\"], [0.7777777777777778, \"#9700ff\"], [0.8888888888888888, \"#ff00bf\"], [1.0, \"#ff0000\"]]}, \"height\": 2000, \"legend\": {\"tracegroupgap\": 0}, \"margin\": {\"t\": 60}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"<b> Scene Locations in the Badlands Movie & Number of times they appeared <b>\"}, \"width\": 1000, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Scene appearance <b>\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"<b> Locations <b>\"}}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('2196398b-956c-4e53-998b-22a17bc6f37a');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"info.extract_scene_locations()"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"customdata": [
[
"EXT",
88
],
[
"INT",
38
]
],
"domain": {
"x": [
0,
1
],
"y": [
0,
1
]
},
"hovertemplate": "Scene Categories=%{label}<br>size=%{value}<extra></extra>",
"labels": [
"EXT",
"INT"
],
"legendgroup": "",
"name": "",
"showlegend": true,
"textinfo": "percent+label",
"textposition": "inside",
"type": "pie",
"values": [
88,
38
]
}
],
"layout": {
"legend": {
"tracegroupgap": 0
},
"piecolorway": [
"#0d0887",
"#46039f",
"#7201a8",
"#9c179e",
"#bd3786",
"#d8576b",
"#ed7953",
"#fb9f3a",
"#fdca26",
"#f0f921"
],
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "Percent of Indoor (INT) and Outdoor (EXT) Scene locations in Badlands Movie"
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"28bf73c7-65ad-47c9-b969-520ef669ad24\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"28bf73c7-65ad-47c9-b969-520ef669ad24\")) {\n",
" Plotly.newPlot(\n",
" '28bf73c7-65ad-47c9-b969-520ef669ad24',\n",
" [{\"customdata\": [[\"EXT\", 88], [\"INT\", 38]], \"domain\": {\"x\": [0.0, 1.0], \"y\": [0.0, 1.0]}, \"hovertemplate\": \"Scene Categories=%{label}<br>size=%{value}<extra></extra>\", \"labels\": [\"EXT\", \"INT\"], \"legendgroup\": \"\", \"name\": \"\", \"showlegend\": true, \"textinfo\": \"percent+label\", \"textposition\": \"inside\", \"type\": \"pie\", \"values\": [88, 38]}],\n",
" {\"legend\": {\"tracegroupgap\": 0}, \"piecolorway\": [\"#0d0887\", \"#46039f\", \"#7201a8\", \"#9c179e\", \"#bd3786\", \"#d8576b\", \"#ed7953\", \"#fb9f3a\", \"#fdca26\", \"#f0f921\"], \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"Percent of Indoor (INT) and Outdoor (EXT) Scene locations in Badlands Movie\"}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('28bf73c7-65ad-47c9-b969-520ef669ad24');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"customdata": [
[
"Not Indicated",
111
],
[
"NIGHT",
13
],
[
"DAY",
1
]
],
"domain": {
"x": [
0,
1
],
"y": [
0,
1
]
},
"hovertemplate": "Scene Categories=%{label}<br>size=%{value}<extra></extra>",
"labels": [
"Not Indicated",
"NIGHT",
"DAY"
],
"legendgroup": "",
"name": "",
"showlegend": true,
"textinfo": "percent+label",
"textposition": "inside",
"type": "pie",
"values": [
111,
13,
1
]
}
],
"layout": {
"legend": {
"tracegroupgap": 0
},
"piecolorway": [
"rgb(36, 86, 104)",
"rgb(15, 114, 121)",
"rgb(13, 143, 129)",
"rgb(57, 171, 126)",
"rgb(110, 197, 116)",
"rgb(169, 220, 103)",
"rgb(237, 239, 93)"
],
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "Scenes by Time of Day Occurences in Badlands Movie"
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"b3d415d9-faab-40f3-8977-01af48c671e0\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"b3d415d9-faab-40f3-8977-01af48c671e0\")) {\n",
" Plotly.newPlot(\n",
" 'b3d415d9-faab-40f3-8977-01af48c671e0',\n",
" [{\"customdata\": [[\"Not Indicated\", 111], [\"NIGHT\", 13], [\"DAY\", 1]], \"domain\": {\"x\": [0.0, 1.0], \"y\": [0.0, 1.0]}, \"hovertemplate\": \"Scene Categories=%{label}<br>size=%{value}<extra></extra>\", \"labels\": [\"Not Indicated\", \"NIGHT\", \"DAY\"], \"legendgroup\": \"\", \"name\": \"\", \"showlegend\": true, \"textinfo\": \"percent+label\", \"textposition\": \"inside\", \"type\": \"pie\", \"values\": [111, 13, 1]}],\n",
" {\"legend\": {\"tracegroupgap\": 0}, \"piecolorway\": [\"rgb(36, 86, 104)\", \"rgb(15, 114, 121)\", \"rgb(13, 143, 129)\", \"rgb(57, 171, 126)\", \"rgb(110, 197, 116)\", \"rgb(169, 220, 103)\", \"rgb(237, 239, 93)\"], \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"Scenes by Time of Day Occurences in Badlands Movie\"}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('b3d415d9-faab-40f3-8977-01af48c671e0');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"customdata": [
[
"Scenes with Dialog",
104
],
[
"Scene without Dialog",
21
]
],
"domain": {
"x": [
0,
1
],
"y": [
0,
1
]
},
"hovertemplate": "Dialogues=%{label}<br>size=%{value}<extra></extra>",
"labels": [
"Scenes with Dialog",
"Scene without Dialog"
],
"legendgroup": "",
"name": "",
"showlegend": true,
"textinfo": "percent+label",
"textposition": "inside",
"type": "pie",
"values": [
104,
21
]
}
],
"layout": {
"legend": {
"tracegroupgap": 0
},
"piecolorway": [
"rgb(0,0,0)",
"rgb(230,0,0)",
"rgb(255,210,0)",
"rgb(255,255,255)"
],
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "Percent of scenes with or without Dialogues in Badlands Movie"
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"886850ca-80d7-40d1-99fc-01ba3ab5a462\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"886850ca-80d7-40d1-99fc-01ba3ab5a462\")) {\n",
" Plotly.newPlot(\n",
" '886850ca-80d7-40d1-99fc-01ba3ab5a462',\n",
" [{\"customdata\": [[\"Scenes with Dialog\", 104], [\"Scene without Dialog\", 21]], \"domain\": {\"x\": [0.0, 1.0], \"y\": [0.0, 1.0]}, \"hovertemplate\": \"Dialogues=%{label}<br>size=%{value}<extra></extra>\", \"labels\": [\"Scenes with Dialog\", \"Scene without Dialog\"], \"legendgroup\": \"\", \"name\": \"\", \"showlegend\": true, \"textinfo\": \"percent+label\", \"textposition\": \"inside\", \"type\": \"pie\", \"values\": [104, 21]}],\n",
" {\"legend\": {\"tracegroupgap\": 0}, \"piecolorway\": [\"rgb(0,0,0)\", \"rgb(230,0,0)\", \"rgb(255,210,0)\", \"rgb(255,255,255)\"], \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"Percent of scenes with or without Dialogues in Badlands Movie\"}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('886850ca-80d7-40d1-99fc-01ba3ab5a462');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"info.pie_plots()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5. Gender Distribution in the Movie"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"gd = gender(movie_characters, film)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[nltk_data] Downloading package names to C:\\Users\\Adeboye\n",
"[nltk_data] Adeniyi\\AppData\\Roaming\\nltk_data...\n",
"[nltk_data] Package names is already up-to-date!\n"
]
},
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"customdata": [
[
"Male",
14
],
[
"Female",
1
]
],
"domain": {
"x": [
0,
1
],
"y": [
0,
1
]
},
"hovertemplate": "gender=%{label}<br>size=%{value}<extra></extra>",
"labels": [
"Male",
"Female"
],
"legendgroup": "",
"name": "",
"showlegend": true,
"textinfo": "percent+label",
"textposition": "inside",
"type": "pie",
"values": [
14,
1
]
}
],
"layout": {
"legend": {
"tracegroupgap": 0
},
"piecolorway": [
"#440154",
"#482878",
"#3e4989",
"#31688e",
"#26828e",
"#1f9e89",
"#35b779",
"#6ece58",
"#b5de2b",
"#fde725"
],
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"heatmapgl": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmapgl"
}
],
"histogram": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2d"
}
],
"histogram2dcontour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "histogram2dcontour"
}
],
"mesh3d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "mesh3d"
}
],
"parcoords": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "parcoords"
}
],
"pie": [
{
"automargin": true,
"type": "pie"
}
],
"scatter": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter"
}
],
"scatter3d": [
{
"line": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatter3d"
}
],
"scattercarpet": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattercarpet"
}
],
"scattergeo": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergeo"
}
],
"scattergl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattergl"
}
],
"scattermapbox": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scattermapbox"
}
],
"scatterpolar": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolar"
}
],
"scatterpolargl": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterpolargl"
}
],
"scatterternary": [
{
"marker": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"type": "scatterternary"
}
],
"surface": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "surface"
}
],
"table": [
{
"cells": {
"fill": {
"color": "#EBF0F8"
},
"line": {
"color": "white"
}
},
"header": {
"fill": {
"color": "#C8D4E3"
},
"line": {
"color": "white"
}
},
"type": "table"
}
]
},
"layout": {
"annotationdefaults": {
"arrowcolor": "#2a3f5f",
"arrowhead": 0,
"arrowwidth": 1
},
"coloraxis": {
"colorbar": {
"outlinewidth": 0,
"ticks": ""
}
},
"colorscale": {
"diverging": [
[
0,
"#8e0152"
],
[
0.1,
"#c51b7d"
],
[
0.2,
"#de77ae"
],
[
0.3,
"#f1b6da"
],
[
0.4,
"#fde0ef"
],
[
0.5,
"#f7f7f7"
],
[
0.6,
"#e6f5d0"
],
[
0.7,
"#b8e186"
],
[
0.8,
"#7fbc41"
],
[
0.9,
"#4d9221"
],
[
1,
"#276419"
]
],
"sequential": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"sequentialminus": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
]
},
"colorway": [
"#636efa",
"#EF553B",
"#00cc96",
"#ab63fa",
"#FFA15A",
"#19d3f3",
"#FF6692",
"#B6E880",
"#FF97FF",
"#FECB52"
],
"font": {
"color": "#2a3f5f"
},
"geo": {
"bgcolor": "white",
"lakecolor": "white",
"landcolor": "#E5ECF6",
"showlakes": true,
"showland": true,
"subunitcolor": "white"
},
"hoverlabel": {
"align": "left"
},
"hovermode": "closest",
"mapbox": {
"style": "light"
},
"paper_bgcolor": "white",
"plot_bgcolor": "#E5ECF6",
"polar": {
"angularaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"radialaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"scene": {
"xaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"yaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
},
"zaxis": {
"backgroundcolor": "#E5ECF6",
"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "Gender Distribution in Badlands movie"
}
}
},
"text/html": [
"<div>\n",
" \n",
" \n",
" <div id=\"741fa772-ec20-4c6c-8014-17f1662b0163\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>\n",
" <script type=\"text/javascript\">\n",
" require([\"plotly\"], function(Plotly) {\n",
" window.PLOTLYENV=window.PLOTLYENV || {};\n",
" \n",
" if (document.getElementById(\"741fa772-ec20-4c6c-8014-17f1662b0163\")) {\n",
" Plotly.newPlot(\n",
" '741fa772-ec20-4c6c-8014-17f1662b0163',\n",
" [{\"customdata\": [[\"Male\", 14], [\"Female\", 1]], \"domain\": {\"x\": [0.0, 1.0], \"y\": [0.0, 1.0]}, \"hovertemplate\": \"gender=%{label}<br>size=%{value}<extra></extra>\", \"labels\": [\"Male\", \"Female\"], \"legendgroup\": \"\", \"name\": \"\", \"showlegend\": true, \"textinfo\": \"percent+label\", \"textposition\": \"inside\", \"type\": \"pie\", \"values\": [14, 1]}],\n",
" {\"legend\": {\"tracegroupgap\": 0}, \"piecolorway\": [\"#440154\", \"#482878\", \"#3e4989\", \"#31688e\", \"#26828e\", \"#1f9e89\", \"#35b779\", \"#6ece58\", \"#b5de2b\", \"#fde725\"], \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"Gender Distribution in Badlands movie\"}},\n",
" {\"responsive\": true}\n",
" ).then(function(){\n",
" \n",
"var gd = document.getElementById('741fa772-ec20-4c6c-8014-17f1662b0163');\n",
"var x = new MutationObserver(function (mutations, observer) {{\n",
" var display = window.getComputedStyle(gd).display;\n",
" if (!display || display === 'none') {{\n",
" console.log([gd, 'removed!']);\n",
" Plotly.purge(gd);\n",
" observer.disconnect();\n",
" }}\n",
"}});\n",
"\n",
"// Listen for the removal of the full notebook cells\n",
"var notebookContainer = gd.closest('#notebook-container');\n",
"if (notebookContainer) {{\n",
" x.observe(notebookContainer, {childList: true});\n",
"}}\n",
"\n",
"// Listen for the clearing of the current output cell\n",
"var outputEl = gd.closest('.output');\n",
"if (outputEl) {{\n",
" x.observe(outputEl, {childList: true});\n",
"}}\n",
"\n",
" })\n",
" };\n",
" });\n",
" </script>\n",
" </div>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_gender = gd.gender_types(px.colors.sequential.Viridis)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### This should give a screen writer a broad overview of the underlying insights that could be discovered from an existing screen play or movie script.\n",
"\n",
"\n",
"\n",
"### Thanks for visualizing this extensive film script analysis...\n",
"\n",
"\n",
"\n",
"### Remember all codes for this analysis are already in python modules...."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}