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pyDataVizDay/notebooks/Explore Movie Dataset.ipynb
Walker Waylon Scott 7affb6db3d Initial commit of app
2017-06-29 23:10:18 -05:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"extensions": {
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"version": 1,
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"hidden": false,
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},
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"hidden": true
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}
}
}
},
"source": [
"## Explore Movie Dataset"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
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"hidden": true
}
}
}
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2017-06-29 08:29:53 \n",
"\n",
"CPython 3.6.1\n",
"IPython 6.1.0\n",
"\n",
"pea 0.0.7\n",
"pandas 0.20.2\n",
"\n",
"compiler : MSC v.1900 64 bit (AMD64)\n",
"system : Windows\n",
"release : 7\n",
"machine : AMD64\n",
"processor : Intel64 Family 6 Model 42 Stepping 7, GenuineIntel\n",
"CPU cores : 8\n",
"interpreter: 64bit\n"
]
}
],
"source": [
"import os\n",
"import pandas as pd\n",
"import settings\n",
"import etl\n",
"\n",
"%matplotlib inline\n",
"\n",
"%load_ext watermark\n",
"%watermark -d -t -v -m -p pea,pandas"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true,
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"hidden": true
},
"report_default": {
"hidden": true
}
}
}
}
},
"outputs": [],
"source": [
"data = etl.Data()\n",
"data.load()"
]
},
{
"cell_type": "markdown",
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"col": 8,
"height": 4,
"hidden": false,
"row": 0,
"width": 4
},
"report_default": {
"hidden": true
}
}
}
}
},
"source": [
"## Available Columns"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
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"grid_default": {
"col": 0,
"height": 11,
"hidden": false,
"row": 11,
"width": 4
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"report_default": {
"hidden": true
}
}
}
}
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['color', 'director_name', 'num_critic_for_reviews', 'duration',\n",
" 'director_facebook_likes', 'actor_3_facebook_likes', 'actor_2_name',\n",
" 'actor_1_facebook_likes', 'gross', 'genres', 'actor_1_name',\n",
" 'movie_title', 'num_voted_users', 'cast_total_facebook_likes',\n",
" 'actor_3_name', 'facenumber_in_poster', 'plot_keywords',\n",
" 'movie_imdb_link', 'num_user_for_reviews', 'language', 'country',\n",
" 'content_rating', 'budget', 'title_year', 'actor_2_facebook_likes',\n",
" 'imdb_score', 'aspect_ratio', 'movie_facebook_likes'],\n",
" dtype='object')"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.movie.columns"
]
},
{
"cell_type": "markdown",
"metadata": {
"extensions": {
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"col": 8,
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"hidden": false,
"row": 4,
"width": 4
},
"report_default": {
"hidden": true
}
}
}
}
},
"source": [
"### Add Calulations to etl"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
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"hidden": true
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}
},
"outputs": [
{
"data": {
"text/plain": [
"color object\n",
"director_name object\n",
"num_critic_for_reviews float64\n",
"duration float64\n",
"director_facebook_likes float64\n",
"actor_3_facebook_likes float64\n",
"actor_2_name object\n",
"actor_1_facebook_likes float64\n",
"gross float64\n",
"genres object\n",
"actor_1_name object\n",
"movie_title object\n",
"num_voted_users int64\n",
"cast_total_facebook_likes int64\n",
"actor_3_name object\n",
"facenumber_in_poster float64\n",
"plot_keywords object\n",
"movie_imdb_link object\n",
"num_user_for_reviews float64\n",
"language object\n",
"country object\n",
"content_rating object\n",
"budget float64\n",
"title_year float64\n",
"actor_2_facebook_likes float64\n",
"imdb_score float64\n",
"aspect_ratio float64\n",
"movie_facebook_likes int64\n",
"dtype: object"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.movie.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true,
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"hidden": true
},
"report_default": {
"hidden": true
}
}
}
}
},
"outputs": [],
"source": [
"data.movie['net'] = data.movie['gross'] - data.movie['budget']"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"col": 0,
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"hidden": false,
"row": 25,
"width": 5
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"report_default": {
"hidden": true
}
}
}
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>movie_title</th>\n",
" <th>title_year</th>\n",
" <th>budget</th>\n",
" <th>gross</th>\n",
" <th>net</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2988</th>\n",
" <td>The Host</td>\n",
" <td>2006.0</td>\n",
" <td>1.221550e+10</td>\n",
" <td>2201412.0</td>\n",
" <td>-1.221330e+10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3859</th>\n",
" <td>Lady Vengeance</td>\n",
" <td>2005.0</td>\n",
" <td>4.200000e+09</td>\n",
" <td>211667.0</td>\n",
" <td>-4.199788e+09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3005</th>\n",
" <td>Fateless</td>\n",
" <td>2005.0</td>\n",
" <td>2.500000e+09</td>\n",
" <td>195888.0</td>\n",
" <td>-2.499804e+09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2323</th>\n",
" <td>Princess Mononoke</td>\n",
" <td>1997.0</td>\n",
" <td>2.400000e+09</td>\n",
" <td>2298191.0</td>\n",
" <td>-2.397702e+09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2334</th>\n",
" <td>Steamboy</td>\n",
" <td>2004.0</td>\n",
" <td>2.127520e+09</td>\n",
" <td>410388.0</td>\n",
" <td>-2.127110e+09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3423</th>\n",
" <td>Akira</td>\n",
" <td>1988.0</td>\n",
" <td>1.100000e+09</td>\n",
" <td>439162.0</td>\n",
" <td>-1.099561e+09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4542</th>\n",
" <td>Godzilla 2000</td>\n",
" <td>1999.0</td>\n",
" <td>1.000000e+09</td>\n",
" <td>10037390.0</td>\n",
" <td>-9.899626e+08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3075</th>\n",
" <td>Kabhi Alvida Naa Kehna</td>\n",
" <td>2006.0</td>\n",
" <td>7.000000e+08</td>\n",
" <td>3275443.0</td>\n",
" <td>-6.967246e+08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3851</th>\n",
" <td>Tango</td>\n",
" <td>1998.0</td>\n",
" <td>7.000000e+08</td>\n",
" <td>1687311.0</td>\n",
" <td>-6.983127e+08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3273</th>\n",
" <td>Kites</td>\n",
" <td>2010.0</td>\n",
" <td>6.000000e+08</td>\n",
" <td>1602466.0</td>\n",
" <td>-5.983975e+08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1338</th>\n",
" <td>Red Cliff</td>\n",
" <td>2008.0</td>\n",
" <td>5.536320e+08</td>\n",
" <td>626809.0</td>\n",
" <td>-5.530052e+08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3311</th>\n",
" <td>The Legend of Suriyothai</td>\n",
" <td>2001.0</td>\n",
" <td>4.000000e+08</td>\n",
" <td>454255.0</td>\n",
" <td>-3.995457e+08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1016</th>\n",
" <td>The Messenger: The Story of Joan of Arc</td>\n",
" <td>1999.0</td>\n",
" <td>3.900000e+08</td>\n",
" <td>14131298.0</td>\n",
" <td>-3.758687e+08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2740</th>\n",
" <td>Ong-bak 2</td>\n",
" <td>2008.0</td>\n",
" <td>3.000000e+08</td>\n",
" <td>102055.0</td>\n",
" <td>-2.998979e+08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Pirates of the Caribbean: At World's End</td>\n",
" <td>2007.0</td>\n",
" <td>3.000000e+08</td>\n",
" <td>309404152.0</td>\n",
" <td>9.404152e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>John Carter</td>\n",
" <td>2012.0</td>\n",
" <td>2.637000e+08</td>\n",
" <td>73058679.0</td>\n",
" <td>-1.906413e+08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Tangled</td>\n",
" <td>2010.0</td>\n",
" <td>2.600000e+08</td>\n",
" <td>200807262.0</td>\n",
" <td>-5.919274e+07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Spider-Man 3</td>\n",
" <td>2007.0</td>\n",
" <td>2.580000e+08</td>\n",
" <td>336530303.0</td>\n",
" <td>7.853030e+07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3461</th>\n",
" <td>Spider-Man 3</td>\n",
" <td>2007.0</td>\n",
" <td>2.580000e+08</td>\n",
" <td>336530303.0</td>\n",
" <td>7.853030e+07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Batman v Superman: Dawn of Justice</td>\n",
" <td>2016.0</td>\n",
" <td>2.500000e+08</td>\n",
" <td>330249062.0</td>\n",
" <td>8.024906e+07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Harry Potter and the Half-Blood Prince</td>\n",
" <td>2009.0</td>\n",
" <td>2.500000e+08</td>\n",
" <td>301956980.0</td>\n",
" <td>5.195698e+07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Avengers: Age of Ultron</td>\n",
" <td>2015.0</td>\n",
" <td>2.500000e+08</td>\n",
" <td>458991599.0</td>\n",
" <td>2.089916e+08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Pirates of the Caribbean: On Stranger Tides</td>\n",
" <td>2011.0</td>\n",
" <td>2.500000e+08</td>\n",
" <td>241063875.0</td>\n",
" <td>-8.936125e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>The Hobbit: The Battle of the Five Armies</td>\n",
" <td>2014.0</td>\n",
" <td>2.500000e+08</td>\n",
" <td>255108370.0</td>\n",
" <td>5.108370e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>The Dark Knight Rises</td>\n",
" <td>2012.0</td>\n",
" <td>2.500000e+08</td>\n",
" <td>448130642.0</td>\n",
" <td>1.981306e+08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Captain America: Civil War</td>\n",
" <td>2016.0</td>\n",
" <td>2.500000e+08</td>\n",
" <td>407197282.0</td>\n",
" <td>1.571973e+08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Spectre</td>\n",
" <td>2015.0</td>\n",
" <td>2.450000e+08</td>\n",
" <td>200074175.0</td>\n",
" <td>-4.492582e+07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Avatar</td>\n",
" <td>2009.0</td>\n",
" <td>2.370000e+08</td>\n",
" <td>760505847.0</td>\n",
" <td>5.235058e+08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>The Amazing Spider-Man</td>\n",
" <td>2012.0</td>\n",
" <td>2.300000e+08</td>\n",
" <td>262030663.0</td>\n",
" <td>3.203066e+07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Man of Steel</td>\n",
" <td>2013.0</td>\n",
" <td>2.250000e+08</td>\n",
" <td>291021565.0</td>\n",
" <td>6.602156e+07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4902</th>\n",
" <td>3</td>\n",
" <td>2010.0</td>\n",
" <td>NaN</td>\n",
" <td>59774.0</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4909</th>\n",
" <td>Baghead</td>\n",
" <td>2008.0</td>\n",
" <td>NaN</td>\n",
" <td>140016.0</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4910</th>\n",
" <td>Solitude</td>\n",
" <td>2014.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4912</th>\n",
" <td>Ordet</td>\n",
" <td>1955.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4913</th>\n",
" <td>Good Dick</td>\n",
" <td>2008.0</td>\n",
" <td>NaN</td>\n",
" <td>15542.0</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4919</th>\n",
" <td>H.</td>\n",
" <td>2014.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4927</th>\n",
" <td>The Calling</td>\n",
" <td>2014.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4934</th>\n",
" <td>When the Lights Went Out</td>\n",
" <td>2012.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4935</th>\n",
" <td>Heroes of Dirt</td>\n",
" <td>2015.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4944</th>\n",
" <td>Sound of My Voice</td>\n",
" <td>2011.0</td>\n",
" <td>NaN</td>\n",
" <td>405614.0</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4960</th>\n",
" <td>The Mighty</td>\n",
" <td>1998.0</td>\n",
" <td>NaN</td>\n",
" <td>2643689.0</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4967</th>\n",
" <td>Open Secret</td>\n",
" <td>1948.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4969</th>\n",
" <td>The Night Visitor</td>\n",
" <td>1971.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4974</th>\n",
" <td>I Love You, Don't Touch Me!</td>\n",
" <td>1997.0</td>\n",
" <td>NaN</td>\n",
" <td>33598.0</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4982</th>\n",
" <td>Supporting Characters</td>\n",
" <td>2012.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4985</th>\n",
" <td>The Dirties</td>\n",
" <td>2013.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4986</th>\n",
" <td>Gabriela</td>\n",
" <td>1983.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4989</th>\n",
" <td>The Naked Ape</td>\n",
" <td>2006.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5001</th>\n",
" <td>The Last Waltz</td>\n",
" <td>1978.0</td>\n",
" <td>NaN</td>\n",
" <td>321952.0</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5003</th>\n",
" <td>The Exploding Girl</td>\n",
" <td>2009.0</td>\n",
" <td>NaN</td>\n",
" <td>24705.0</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5005</th>\n",
" <td>Mutual Appreciation</td>\n",
" <td>2005.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5007</th>\n",
" <td>Down Terrace</td>\n",
" <td>2009.0</td>\n",
" <td>NaN</td>\n",
" <td>9609.0</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5010</th>\n",
" <td>Funny Ha Ha</td>\n",
" <td>2002.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5014</th>\n",
" <td>Rampage</td>\n",
" <td>2009.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5019</th>\n",
" <td>Exeter</td>\n",
" <td>2015.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5030</th>\n",
" <td>On the Downlow</td>\n",
" <td>2004.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5032</th>\n",
" <td>Bang</td>\n",
" <td>1995.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5038</th>\n",
" <td>Signed Sealed Delivered</td>\n",
" <td>2013.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5039</th>\n",
" <td>The Following</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5041</th>\n",
" <td>Shanghai Calling</td>\n",
" <td>2012.0</td>\n",
" <td>NaN</td>\n",
" <td>10443.0</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5043 rows × 5 columns</p>\n",
"</div>"
],
"text/plain": [
" movie_title title_year budget \\\n",
"2988 The Host  2006.0 1.221550e+10 \n",
"3859 Lady Vengeance  2005.0 4.200000e+09 \n",
"3005 Fateless  2005.0 2.500000e+09 \n",
"2323 Princess Mononoke  1997.0 2.400000e+09 \n",
"2334 Steamboy  2004.0 2.127520e+09 \n",
"3423 Akira  1988.0 1.100000e+09 \n",
"4542 Godzilla 2000  1999.0 1.000000e+09 \n",
"3075 Kabhi Alvida Naa Kehna  2006.0 7.000000e+08 \n",
"3851 Tango  1998.0 7.000000e+08 \n",
"3273 Kites  2010.0 6.000000e+08 \n",
"1338 Red Cliff  2008.0 5.536320e+08 \n",
"3311 The Legend of Suriyothai  2001.0 4.000000e+08 \n",
"1016 The Messenger: The Story of Joan of Arc  1999.0 3.900000e+08 \n",
"2740 Ong-bak 2  2008.0 3.000000e+08 \n",
"1 Pirates of the Caribbean: At World's End  2007.0 3.000000e+08 \n",
"5 John Carter  2012.0 2.637000e+08 \n",
"7 Tangled  2010.0 2.600000e+08 \n",
"6 Spider-Man 3  2007.0 2.580000e+08 \n",
"3461 Spider-Man 3  2007.0 2.580000e+08 \n",
"10 Batman v Superman: Dawn of Justice  2016.0 2.500000e+08 \n",
"9 Harry Potter and the Half-Blood Prince  2009.0 2.500000e+08 \n",
"8 Avengers: Age of Ultron  2015.0 2.500000e+08 \n",
"18 Pirates of the Caribbean: On Stranger Tides  2011.0 2.500000e+08 \n",
"20 The Hobbit: The Battle of the Five Armies  2014.0 2.500000e+08 \n",
"3 The Dark Knight Rises  2012.0 2.500000e+08 \n",
"27 Captain America: Civil War  2016.0 2.500000e+08 \n",
"2 Spectre  2015.0 2.450000e+08 \n",
"0 Avatar  2009.0 2.370000e+08 \n",
"21 The Amazing Spider-Man  2012.0 2.300000e+08 \n",
"15 Man of Steel  2013.0 2.250000e+08 \n",
"... ... ... ... \n",
"4902 3  2010.0 NaN \n",
"4909 Baghead  2008.0 NaN \n",
"4910 Solitude  2014.0 NaN \n",
"4912 Ordet  1955.0 NaN \n",
"4913 Good Dick  2008.0 NaN \n",
"4919 H.  2014.0 NaN \n",
"4927 The Calling  2014.0 NaN \n",
"4934 When the Lights Went Out  2012.0 NaN \n",
"4935 Heroes of Dirt  2015.0 NaN \n",
"4944 Sound of My Voice  2011.0 NaN \n",
"4960 The Mighty  1998.0 NaN \n",
"4967 Open Secret  1948.0 NaN \n",
"4969 The Night Visitor  1971.0 NaN \n",
"4974 I Love You, Don't Touch Me!  1997.0 NaN \n",
"4982 Supporting Characters  2012.0 NaN \n",
"4985 The Dirties  2013.0 NaN \n",
"4986 Gabriela  1983.0 NaN \n",
"4989 The Naked Ape  2006.0 NaN \n",
"5001 The Last Waltz  1978.0 NaN \n",
"5003 The Exploding Girl  2009.0 NaN \n",
"5005 Mutual Appreciation  2005.0 NaN \n",
"5007 Down Terrace  2009.0 NaN \n",
"5010 Funny Ha Ha  2002.0 NaN \n",
"5014 Rampage  2009.0 NaN \n",
"5019 Exeter  2015.0 NaN \n",
"5030 On the Downlow  2004.0 NaN \n",
"5032 Bang  1995.0 NaN \n",
"5038 Signed Sealed Delivered  2013.0 NaN \n",
"5039 The Following  NaN NaN \n",
"5041 Shanghai Calling  2012.0 NaN \n",
"\n",
" gross net \n",
"2988 2201412.0 -1.221330e+10 \n",
"3859 211667.0 -4.199788e+09 \n",
"3005 195888.0 -2.499804e+09 \n",
"2323 2298191.0 -2.397702e+09 \n",
"2334 410388.0 -2.127110e+09 \n",
"3423 439162.0 -1.099561e+09 \n",
"4542 10037390.0 -9.899626e+08 \n",
"3075 3275443.0 -6.967246e+08 \n",
"3851 1687311.0 -6.983127e+08 \n",
"3273 1602466.0 -5.983975e+08 \n",
"1338 626809.0 -5.530052e+08 \n",
"3311 454255.0 -3.995457e+08 \n",
"1016 14131298.0 -3.758687e+08 \n",
"2740 102055.0 -2.998979e+08 \n",
"1 309404152.0 9.404152e+06 \n",
"5 73058679.0 -1.906413e+08 \n",
"7 200807262.0 -5.919274e+07 \n",
"6 336530303.0 7.853030e+07 \n",
"3461 336530303.0 7.853030e+07 \n",
"10 330249062.0 8.024906e+07 \n",
"9 301956980.0 5.195698e+07 \n",
"8 458991599.0 2.089916e+08 \n",
"18 241063875.0 -8.936125e+06 \n",
"20 255108370.0 5.108370e+06 \n",
"3 448130642.0 1.981306e+08 \n",
"27 407197282.0 1.571973e+08 \n",
"2 200074175.0 -4.492582e+07 \n",
"0 760505847.0 5.235058e+08 \n",
"21 262030663.0 3.203066e+07 \n",
"15 291021565.0 6.602156e+07 \n",
"... ... ... \n",
"4902 59774.0 NaN \n",
"4909 140016.0 NaN \n",
"4910 NaN NaN \n",
"4912 NaN NaN \n",
"4913 15542.0 NaN \n",
"4919 NaN NaN \n",
"4927 NaN NaN \n",
"4934 NaN NaN \n",
"4935 NaN NaN \n",
"4944 405614.0 NaN \n",
"4960 2643689.0 NaN \n",
"4967 NaN NaN \n",
"4969 NaN NaN \n",
"4974 33598.0 NaN \n",
"4982 NaN NaN \n",
"4985 NaN NaN \n",
"4986 NaN NaN \n",
"4989 NaN NaN \n",
"5001 321952.0 NaN \n",
"5003 24705.0 NaN \n",
"5005 NaN NaN \n",
"5007 9609.0 NaN \n",
"5010 NaN NaN \n",
"5014 NaN NaN \n",
"5019 NaN NaN \n",
"5030 NaN NaN \n",
"5032 NaN NaN \n",
"5038 NaN NaN \n",
"5039 NaN NaN \n",
"5041 10443.0 NaN \n",
"\n",
"[5043 rows x 5 columns]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.movie.sort_values('budget',ascending=False)[['movie_title', 'title_year', 'budget', 'gross', 'net']]"
]
},
{
"cell_type": "markdown",
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"col": 0,
"height": 4,
"hidden": false,
"row": 104,
"width": 12
},
"report_default": {
"hidden": true
}
}
}
}
},
"source": [
"## plotting with IPlotter\n",
"\n",
"This example is using my own branch of IPlotter which builds the dictionary from a pandas DataFrame. Much less verbose, but can be done with the current version on PyPI."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true,
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"hidden": true
},
"report_default": {
"hidden": true
}
}
}
}
},
"outputs": [],
"source": [
"from iplotter import C3Plotter"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true,
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"hidden": true
},
"report_default": {
"hidden": true
}
}
}
}
},
"outputs": [],
"source": [
"c3 = C3Plotter()"
]
},
{
"cell_type": "markdown",
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"col": 4,
"height": 4,
"hidden": false,
"row": 21,
"width": 4
},
"report_default": {
"hidden": false
}
}
}
}
},
"source": [
"### Timeseries of mean gross"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"col": 0,
"height": 15,
"hidden": false,
"row": 108,
"width": 9
},
"report_default": {
"hidden": false
}
}
}
}
},
"outputs": [
{
"data": {
"text/html": [
"<iframe srcdoc=\"\n",
" <!-- Load c3.css -->\n",
" <link href='https://cdnjs.cloudflare.com/ajax/libs/c3/0.4.10/c3.min.css' rel='stylesheet' type='text/css'/>\n",
"\n",
" <!-- Load d3.js and c3.js -->\n",
" <script src='http://d3js.org/d3.v3.min.js' charset='utf-8'></script>\n",
" <script src='http://cdnjs.cloudflare.com/ajax/libs/c3/0.4.10/c3.min.js'></script>\n",
"\n",
" \n",
" <h1></h1>\n",
" <div id=chart style='width: 100%; height: 100%'></div>\n",
" <script>\n",
" var chart = document.getElementById('chart');\n",
" var data = {\n",
" 'size': {\n",
" 'height': 300\n",
" },\n",
" 'data': {\n",
" 'x': 'x',\n",
" 'type': 'line',\n",
" 'axes': {\n",
" 'gross': 'y',\n",
" 'net': 'y',\n",
" 'budget': 'y',\n",
" 'x': 'y'\n",
" },\n",
" 'columns': [\n",
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" [\n",
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" '2007.0',\n",
" '2008.0',\n",
" '2009.0',\n",
" '2010.0',\n",
" '2011.0',\n",
" '2012.0',\n",
" '2013.0',\n",
" '2014.0',\n",
" '2015.0',\n",
" '2016.0'\n",
" ]\n",
" ]\n",
" },\n",
" 'subchart': {\n",
" 'show': false\n",
" },\n",
" 'point': {\n",
" 'show': false\n",
" },\n",
" 'grid': {\n",
" 'x': {\n",
" 'show': false\n",
" },\n",
" 'y': {\n",
" 'show': false\n",
" }\n",
" },\n",
" 'axis': {\n",
" 'x': {\n",
" 'tick': {\n",
" 'count': 10\n",
" }\n",
" },\n",
" 'y': {\n",
" 'tick': {\n",
" 'format': ''\n",
" }\n",
" },\n",
" 'y2': {\n",
" 'tick': {}\n",
" }\n",
" },\n",
" 'zoom': {\n",
" 'enabled': true\n",
" }\n",
"};\n",
" data['axis']['y']['tick']['format'] = d3.format('')\n",
" data['axis']['y2']['tick']['format'] = d3.format('')\n",
" data['bindto']='#chart'\n",
" c3.generate(data);\n",
" </script>\n",
" \" src=\"\" width=\"800\" height=\"420\" frameborder=\"0\" sandbox=\"allow-scripts\"></iframe>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot_data = data.movie.groupby(['title_year']).min()[['gross', 'net', 'budget']].fillna(0)\n",
"c3.plot(plot_data, zoom=True)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true,
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"hidden": true
},
"report_default": {
"hidden": true
}
}
}
}
},
"outputs": [],
"source": [
"country_group = data.movie.groupby('country').mean()['imdb_score']\n",
"values = country_group.values.tolist()\n",
"countries = country_group.index.values.tolist()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true,
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"hidden": true
},
"report_default": {
"hidden": true
}
}
}
}
},
"outputs": [],
"source": [
"from iplotter import PlotlyPlotter\n",
"from IPython.display import HTML\n",
"\n",
"plotly = PlotlyPlotter()\n",
"\n",
"c3_plotter = C3Plotter()\n",
"\n",
"plotly_chart = [{\n",
" \"type\": 'choropleth',\n",
" \"locationmode\": 'country names',\n",
" \"locations\": countries,\n",
" \"z\": values,\n",
" \"zmin\": 0,\n",
" \"zmax\": max(values),\n",
" \"colorscale\": [\n",
" [0, 'rgb(242,240,247)'], [0.2, 'rgb(218,218,235)'],\n",
" [0.4, 'rgb(188,189,220)'], [0.6, 'rgb(158,154,200)'],\n",
" [0.8, 'rgb(117,107,177)'], [1, 'rgb(84,39,143)']\n",
" ],\n",
" \"colorbar\": {\n",
" \"title\": 'Count',\n",
" \"thickness\": 10\n",
" },\n",
" \"marker\": {\n",
" \"line\": {\n",
" \"color\": 'rgb(255,255,255)',\n",
" \"width\": 2\n",
" }\n",
" }\n",
"}]\n",
"\n",
"plotly_layout = {\n",
" \"title\": 'Movie Counts by Country',\n",
" \"geo\": {\n",
" \"scope\": 'country names',\n",
" }\n",
"}\n",
"\n",
"\n",
"\n",
"country_plot = plotly.plot(data=plotly_chart)"
]
},
{
"cell_type": "markdown",
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"col": 5,
"height": 4,
"hidden": false,
"row": 25,
"width": 4
},
"report_default": {
"hidden": false
}
}
}
},
"variables": {
" country_plot ": "<iframe srcdoc=\"\n <!-- Load d3.js and plotly.js -->\n <script src='https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.6/d3.min.js'></script>\n <script src='https://code.jquery.com/jquery-2.1.4.min.js'></script>\n <script src='https://cdn.plot.ly/plotly-latest.min.js'></script>\n \n <div id=chart style='width: 100%; height: 100%' ></div>\n <script>\n var chart = document.getElementById('chart');\n Plotly.plot(chart, [\n {\n 'type': 'choropleth',\n 'locationmode': 'country names',\n 'locations': [\n 'Afghanistan',\n 'Argentina',\n 'Aruba',\n 'Australia',\n 'Bahamas',\n 'Belgium',\n 'Brazil',\n 'Bulgaria',\n 'Cambodia',\n 'Cameroon',\n 'Canada',\n 'Chile',\n 'China',\n 'Colombia',\n 'Czech Republic',\n 'Denmark',\n 'Dominican Republic',\n 'Egypt',\n 'Finland',\n 'France',\n 'Georgia',\n 'Germany',\n 'Greece',\n 'Hong Kong',\n 'Hungary',\n 'Iceland',\n 'India',\n 'Indonesia',\n 'Iran',\n 'Ireland',\n 'Israel',\n 'Italy',\n 'Japan',\n 'Kenya',\n 'Kyrgyzstan',\n 'Libya',\n 'Mexico',\n 'Netherlands',\n 'New Line',\n 'New Zealand',\n 'Nigeria',\n 'Norway',\n 'Official site',\n 'Pakistan',\n 'Panama',\n 'Peru',\n 'Philippines',\n 'Poland',\n 'Romania',\n 'Russia',\n 'Slovakia',\n 'Slovenia',\n 'South Africa',\n 'South Korea',\n 'Soviet Union',\n 'Spain',\n 'Sweden',\n 'Switzerland',\n 'Taiwan',\n 'Thailand',\n 'Turkey',\n 'UK',\n 'USA',\n 'United Arab Emirates',\n 'West Germany'\n ],\n 'z': [\n 7.4,\n 7.5,\n 4.8,\n 6.5145454545454555,\n 4.4,\n 5.6,\n 7.2749999999999995,\n 6.1,\n 5.6,\n 7.5,\n 6.161904761904762,\n 6.9,\n 6.623333333333332,\n 7.5,\n 6.966666666666666,\n 7.172727272727272,\n 6.9,\n 8.1,\n 7.2,\n 6.678571428571429,\n 5.6,\n 6.340206185567008,\n 7.0,\n 6.741176470588235,\n 6.449999999999999,\n 7.333333333333333,\n 6.532352941176472,\n 7.6,\n 7.725,\n 6.783333333333334,\n 7.5249999999999995,\n 6.873913043478259,\n 6.952173913043477,\n 7.4,\n 8.7,\n 8.4,\n 6.776470588235294,\n 6.94,\n 4.4,\n 7.279999999999999,\n 5.6,\n 6.7375,\n 6.3,\n 7.0,\n 7.2,\n 5.4,\n 6.3,\n 7.62,\n 6.6,\n 6.081818181818182,\n 6.0,\n 6.4,\n 6.4375,\n 6.257142857142858,\n 8.1,\n 6.8242424242424224,\n 7.516666666666666,\n 5.8999999999999995,\n 7.15,\n 6.08,\n 6.0,\n 6.8183035714285705,\n 6.367428421329131,\n 8.2,\n 7.266666666666667\n ],\n 'zmin': 0,\n 'zmax': 8.7,\n 'colorscale': [\n [\n 0,\n 'rgb(242,240,247)'\n ],\n [\n 0.2,\n 'rgb(218,218,235)'\n ],\n [\n 0.4,\n 'rgb(188,189,220)'\n ],\n [\n 0.6,\n 'rgb(158,154,200)'\n ],\n [\n 0.8,\n 'rgb(117,107,177)'\n ],\n [\n 1,\n 'rgb(84,39,143)'\n ]\n ],\n 'colorbar': {\n 'title': 'Count',\n 'thickness': 10\n },\n 'marker': {\n 'line': {\n 'color': 'rgb(255,255,255)',\n 'width': 2\n }\n }\n }\n], null);\n </script>\n \" src=\"\" width=\"800\" height=\"420\" frameborder=\"0\" sandbox=\"allow-scripts\"></iframe>"
}
},
"source": [
"### Movies by Country\n",
"\n",
"{{ country_plot }}"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"col": 5,
"height": 37,
"hidden": false,
"row": 29,
"width": 4
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"report_default": {
"hidden": true
}
}
}
}
},
"outputs": [
{
"data": {
"text/plain": [
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"Name: imdb_score, Length: 5043, dtype: float64"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.movie.set_index(['budget'])['imdb_score']"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
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"col": 0,
"height": 15,
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"report_default": {
"hidden": false
}
}
}
}
},
"outputs": [
{
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" <!-- Load c3.css -->\n",
" <link href='https://cdnjs.cloudflare.com/ajax/libs/c3/0.4.10/c3.min.css' rel='stylesheet' type='text/css'/>\n",
"\n",
" <!-- Load d3.js and c3.js -->\n",
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" <script src='http://cdnjs.cloudflare.com/ajax/libs/c3/0.4.10/c3.min.js'></script>\n",
"\n",
" \n",
" <h1></h1>\n",
" <div id=chart style='width: 100%; height: 100%'></div>\n",
" <script>\n",
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" var data = {\n",
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" '234.0',\n",
" '4.0',\n",
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" '17000.0',\n",
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" '892.0',\n",
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" '107.0',\n",
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" '62.0',\n",
" '5.0',\n",
" '120.0',\n",
" '3.0',\n",
" '291.0',\n",
" '0.0',\n",
" '0.0',\n",
" '2.0',\n",
" '0.0',\n",
" '2.0',\n",
" 'nan',\n",
" '0.0',\n",
" '0.0',\n",
" '16.0'\n",
" ]\n",
" ]\n",
" },\n",
" 'subchart': {\n",
" 'show': false\n",
" },\n",
" 'point': {\n",
" 'show': false\n",
" },\n",
" 'grid': {\n",
" 'x': {\n",
" 'show': false\n",
" },\n",
" 'y': {\n",
" 'show': false\n",
" }\n",
" },\n",
" 'axis': {\n",
" 'x': {\n",
" 'tick': {\n",
" 'count': 10\n",
" }\n",
" },\n",
" 'y': {\n",
" 'tick': {\n",
" 'format': ''\n",
" }\n",
" },\n",
" 'y2': {\n",
" 'tick': {}\n",
" }\n",
" },\n",
" 'zoom': {\n",
" 'enabled': true\n",
" }\n",
"};\n",
" data['axis']['y']['tick']['format'] = d3.format('')\n",
" data['axis']['y2']['tick']['format'] = d3.format('')\n",
" data['bindto']='#chart'\n",
" c3.generate(data);\n",
" </script>\n",
" \" src=\"\" width=\"800\" height=\"420\" frameborder=\"0\" sandbox=\"allow-scripts\"></iframe>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"score_by_budget = data.movie.set_index(['director_facebook_likes'])[['net']]\n",
"c3.plot(score_by_budget, kind='scatter', zoom=True, )"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": true,
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"hidden": true
},
"report_default": {
"hidden": true
}
}
}
}
},
"outputs": [],
"source": [
"from ipywidgets import interact, interactive, fixed, interact_manual"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": true,
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"hidden": true
},
"report_default": {
"hidden": true
}
}
}
}
},
"outputs": [],
"source": [
"def f(country):\n",
" df = data.movie[data.movie['country'] == country]\n",
" ax = df.groupby(['director_name']).agg({'director_facebook_likes':'sum', 'gross':'sum'}).plot(kind='scatter', x='director_facebook_likes', y='gross')\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": true,
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"hidden": true
},
"report_default": {
"hidden": true
}
}
}
}
},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"hidden": true
},
"report_default": {
"hidden": true
}
}
}
}
},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "c1b49296252e482a888cbcd1bd7c1f60"
}
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"interact(f, country=data.movie.country.drop_duplicates().dropna().values.tolist());"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true,
"extensions": {
"jupyter_dashboards": {
"version": 1,
"views": {
"grid_default": {
"hidden": true
},
"report_default": {
"hidden": true
}
}
}
}
},
"outputs": [],
"source": []
}
],
"metadata": {
"extensions": {
"jupyter_dashboards": {
"activeView": "report_default",
"version": 1,
"views": {
"grid_default": {
"cellMargin": 10,
"defaultCellHeight": 20,
"maxColumns": 12,
"name": "grid",
"type": "grid"
},
"report_default": {
"name": "report",
"type": "report"
}
}
}
},
"kernelspec": {
"display_name": "Python [default]",
"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": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Reference in a new issue View git blame Copy permalink