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sudharsanasai/YouTube Data.ipynb

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YouTube Data.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import seaborn as sns\n",
"from youtube_data import youtube_search"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can call the function youtube_search present in youtube_data.py and use the youtube_search function which returns a dictionary."
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[]\n"
]
},
{
"data": {
"text/plain": [
"['dislikeCount',\n",
" 'tags',\n",
" 'channelId',\n",
" 'videoId',\n",
" 'likeCount',\n",
" 'commentCount',\n",
" 'viewCount',\n",
" 'title',\n",
" 'channelTitle',\n",
" 'favoriteCount',\n",
" 'categoryId']"
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"test = youtube_search(\"Imagine Dragons\")\n",
"test.keys()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The above function searches for the given Keyword in YouTube, gets the statistics, tags and category details for each video. "
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[u'32459', u'109615', u'119301', u'128423', u'255675']"
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"test['commentCount'][:5]\n"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"collapsed": false
},
"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>categoryId</th>\n",
" <th>channelId</th>\n",
" <th>channelTitle</th>\n",
" <th>commentCount</th>\n",
" <th>dislikeCount</th>\n",
" <th>favoriteCount</th>\n",
" <th>likeCount</th>\n",
" <th>tags</th>\n",
" <th>title</th>\n",
" <th>videoId</th>\n",
" <th>viewCount</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>10</td>\n",
" <td>UCpx_k19S2vUutWUUM9qmXEg</td>\n",
" <td>ImagineDragonsVEVO</td>\n",
" <td>32459</td>\n",
" <td>11980</td>\n",
" <td>0</td>\n",
" <td>971475</td>\n",
" <td>[Imagine Dragons, ImagineDragons, Whatever It ...</td>\n",
" <td>Imagine Dragons - Whatever It Takes</td>\n",
" <td>gOsM-DYAEhY</td>\n",
" <td>42918016</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>10</td>\n",
" <td>UCpx_k19S2vUutWUUM9qmXEg</td>\n",
" <td>ImagineDragonsVEVO</td>\n",
" <td>109615</td>\n",
" <td>98989</td>\n",
" <td>0</td>\n",
" <td>2374679</td>\n",
" <td>[Imagine, Dragons, Thunder, KIDinaKORNER/Inter...</td>\n",
" <td>Imagine Dragons - Thunder</td>\n",
" <td>fKopy74weus</td>\n",
" <td>282610178</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>10</td>\n",
" <td>UCpx_k19S2vUutWUUM9qmXEg</td>\n",
" <td>ImagineDragonsVEVO</td>\n",
" <td>119301</td>\n",
" <td>71033</td>\n",
" <td>0</td>\n",
" <td>2941112</td>\n",
" <td>[Imagine, Dragons, Believer, KIDinaKORNER/Inte...</td>\n",
" <td>Imagine Dragons - Believer</td>\n",
" <td>7wtfhZwyrcc</td>\n",
" <td>293408548</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>10</td>\n",
" <td>UCpx_k19S2vUutWUUM9qmXEg</td>\n",
" <td>ImagineDragonsVEVO</td>\n",
" <td>128423</td>\n",
" <td>79114</td>\n",
" <td>0</td>\n",
" <td>3312138</td>\n",
" <td>[Imagine Dragons, Demons, Interscope, Alternat...</td>\n",
" <td>Imagine Dragons - Demons (Official)</td>\n",
" <td>mWRsgZuwf_8</td>\n",
" <td>583896530</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>10</td>\n",
" <td>UCpx_k19S2vUutWUUM9qmXEg</td>\n",
" <td>ImagineDragonsVEVO</td>\n",
" <td>255675</td>\n",
" <td>138016</td>\n",
" <td>0</td>\n",
" <td>4346270</td>\n",
" <td>[Imagine, Dragons, Radioactive, Interscope, Al...</td>\n",
" <td>Imagine Dragons - Radioactive</td>\n",
" <td>ktvTqknDobU</td>\n",
" <td>779305843</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" categoryId channelId channelTitle commentCount \\\n",
"0 10 UCpx_k19S2vUutWUUM9qmXEg ImagineDragonsVEVO 32459 \n",
"1 10 UCpx_k19S2vUutWUUM9qmXEg ImagineDragonsVEVO 109615 \n",
"2 10 UCpx_k19S2vUutWUUM9qmXEg ImagineDragonsVEVO 119301 \n",
"3 10 UCpx_k19S2vUutWUUM9qmXEg ImagineDragonsVEVO 128423 \n",
"4 10 UCpx_k19S2vUutWUUM9qmXEg ImagineDragonsVEVO 255675 \n",
"\n",
" dislikeCount favoriteCount likeCount \\\n",
"0 11980 0 971475 \n",
"1 98989 0 2374679 \n",
"2 71033 0 2941112 \n",
"3 79114 0 3312138 \n",
"4 138016 0 4346270 \n",
"\n",
" tags \\\n",
"0 [Imagine Dragons, ImagineDragons, Whatever It ... \n",
"1 [Imagine, Dragons, Thunder, KIDinaKORNER/Inter... \n",
"2 [Imagine, Dragons, Believer, KIDinaKORNER/Inte... \n",
"3 [Imagine Dragons, Demons, Interscope, Alternat... \n",
"4 [Imagine, Dragons, Radioactive, Interscope, Al... \n",
"\n",
" title videoId viewCount \n",
"0 Imagine Dragons - Whatever It Takes gOsM-DYAEhY 42918016 \n",
"1 Imagine Dragons - Thunder fKopy74weus 282610178 \n",
"2 Imagine Dragons - Believer 7wtfhZwyrcc 293408548 \n",
"3 Imagine Dragons - Demons (Official) mWRsgZuwf_8 583896530 \n",
"4 Imagine Dragons - Radioactive ktvTqknDobU 779305843 "
]
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.DataFrame(data=test)\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Rearranging the columns in the below cell"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {
"collapsed": false
},
"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>Title</th>\n",
" <th>viewCount</th>\n",
" <th>channelTitle</th>\n",
" <th>commentCount</th>\n",
" <th>likeCount</th>\n",
" <th>dislikeCount</th>\n",
" <th>tags</th>\n",
" <th>favoriteCount</th>\n",
" <th>videoId</th>\n",
" <th>channelId</th>\n",
" <th>categoryId</th>\n",
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" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Imagine Dragons - Whatever It Takes</td>\n",
" <td>42918016</td>\n",
" <td>ImagineDragonsVEVO</td>\n",
" <td>32459</td>\n",
" <td>971475</td>\n",
" <td>11980</td>\n",
" <td>[Imagine Dragons, ImagineDragons, Whatever It ...</td>\n",
" <td>0</td>\n",
" <td>gOsM-DYAEhY</td>\n",
" <td>UCpx_k19S2vUutWUUM9qmXEg</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Imagine Dragons - Thunder</td>\n",
" <td>282610178</td>\n",
" <td>ImagineDragonsVEVO</td>\n",
" <td>109615</td>\n",
" <td>2374679</td>\n",
" <td>98989</td>\n",
" <td>[Imagine, Dragons, Thunder, KIDinaKORNER/Inter...</td>\n",
" <td>0</td>\n",
" <td>fKopy74weus</td>\n",
" <td>UCpx_k19S2vUutWUUM9qmXEg</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Imagine Dragons - Believer</td>\n",
" <td>293408548</td>\n",
" <td>ImagineDragonsVEVO</td>\n",
" <td>119301</td>\n",
" <td>2941112</td>\n",
" <td>71033</td>\n",
" <td>[Imagine, Dragons, Believer, KIDinaKORNER/Inte...</td>\n",
" <td>0</td>\n",
" <td>7wtfhZwyrcc</td>\n",
" <td>UCpx_k19S2vUutWUUM9qmXEg</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Imagine Dragons - Demons (Official)</td>\n",
" <td>583896530</td>\n",
" <td>ImagineDragonsVEVO</td>\n",
" <td>128423</td>\n",
" <td>3312138</td>\n",
" <td>79114</td>\n",
" <td>[Imagine Dragons, Demons, Interscope, Alternat...</td>\n",
" <td>0</td>\n",
" <td>mWRsgZuwf_8</td>\n",
" <td>UCpx_k19S2vUutWUUM9qmXEg</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Imagine Dragons - Radioactive</td>\n",
" <td>779305843</td>\n",
" <td>ImagineDragonsVEVO</td>\n",
" <td>255675</td>\n",
" <td>4346270</td>\n",
" <td>138016</td>\n",
" <td>[Imagine, Dragons, Radioactive, Interscope, Al...</td>\n",
" <td>0</td>\n",
" <td>ktvTqknDobU</td>\n",
" <td>UCpx_k19S2vUutWUUM9qmXEg</td>\n",
" <td>10</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Title viewCount channelTitle \\\n",
"0 Imagine Dragons - Whatever It Takes 42918016 ImagineDragonsVEVO \n",
"1 Imagine Dragons - Thunder 282610178 ImagineDragonsVEVO \n",
"2 Imagine Dragons - Believer 293408548 ImagineDragonsVEVO \n",
"3 Imagine Dragons - Demons (Official) 583896530 ImagineDragonsVEVO \n",
"4 Imagine Dragons - Radioactive 779305843 ImagineDragonsVEVO \n",
"\n",
" commentCount likeCount dislikeCount \\\n",
"0 32459 971475 11980 \n",
"1 109615 2374679 98989 \n",
"2 119301 2941112 71033 \n",
"3 128423 3312138 79114 \n",
"4 255675 4346270 138016 \n",
"\n",
" tags favoriteCount \\\n",
"0 [Imagine Dragons, ImagineDragons, Whatever It ... 0 \n",
"1 [Imagine, Dragons, Thunder, KIDinaKORNER/Inter... 0 \n",
"2 [Imagine, Dragons, Believer, KIDinaKORNER/Inte... 0 \n",
"3 [Imagine Dragons, Demons, Interscope, Alternat... 0 \n",
"4 [Imagine, Dragons, Radioactive, Interscope, Al... 0 \n",
"\n",
" videoId channelId categoryId \n",
"0 gOsM-DYAEhY UCpx_k19S2vUutWUUM9qmXEg 10 \n",
"1 fKopy74weus UCpx_k19S2vUutWUUM9qmXEg 10 \n",
"2 7wtfhZwyrcc UCpx_k19S2vUutWUUM9qmXEg 10 \n",
"3 mWRsgZuwf_8 UCpx_k19S2vUutWUUM9qmXEg 10 \n",
"4 ktvTqknDobU UCpx_k19S2vUutWUUM9qmXEg 10 "
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df1 = df[['title','viewCount','channelTitle','commentCount','likeCount','dislikeCount','tags','favoriteCount','videoId','channelId','categoryId']]\n",
"df1.columns = ['Title','viewCount','channelTitle','commentCount','likeCount','dislikeCount','tags','favoriteCount','videoId','channelId','categoryId']\n",
"df1.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We need to convert the numbers from string to integer."
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"collapsed": false
},
"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>Title</th>\n",
" <th>viewCount</th>\n",
" <th>channelTitle</th>\n",
" <th>commentCount</th>\n",
" <th>likeCount</th>\n",
" <th>dislikeCount</th>\n",
" <th>tags</th>\n",
" <th>favoriteCount</th>\n",
" <th>videoId</th>\n",
" <th>channelId</th>\n",
" <th>categoryId</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Imagine Dragons - Whatever It Takes</td>\n",
" <td>42918016</td>\n",
" <td>ImagineDragonsVEVO</td>\n",
" <td>32459</td>\n",
" <td>971475</td>\n",
" <td>11980</td>\n",
" <td>[Imagine Dragons, ImagineDragons, Whatever It ...</td>\n",
" <td>0</td>\n",
" <td>gOsM-DYAEhY</td>\n",
" <td>UCpx_k19S2vUutWUUM9qmXEg</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Imagine Dragons - Thunder</td>\n",
" <td>282610178</td>\n",
" <td>ImagineDragonsVEVO</td>\n",
" <td>109615</td>\n",
" <td>2374679</td>\n",
" <td>98989</td>\n",
" <td>[Imagine, Dragons, Thunder, KIDinaKORNER/Inter...</td>\n",
" <td>0</td>\n",
" <td>fKopy74weus</td>\n",
" <td>UCpx_k19S2vUutWUUM9qmXEg</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Imagine Dragons - Believer</td>\n",
" <td>293408548</td>\n",
" <td>ImagineDragonsVEVO</td>\n",
" <td>119301</td>\n",
" <td>2941112</td>\n",
" <td>71033</td>\n",
" <td>[Imagine, Dragons, Believer, KIDinaKORNER/Inte...</td>\n",
" <td>0</td>\n",
" <td>7wtfhZwyrcc</td>\n",
" <td>UCpx_k19S2vUutWUUM9qmXEg</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Imagine Dragons - Demons (Official)</td>\n",
" <td>583896530</td>\n",
" <td>ImagineDragonsVEVO</td>\n",
" <td>128423</td>\n",
" <td>3312138</td>\n",
" <td>79114</td>\n",
" <td>[Imagine Dragons, Demons, Interscope, Alternat...</td>\n",
" <td>0</td>\n",
" <td>mWRsgZuwf_8</td>\n",
" <td>UCpx_k19S2vUutWUUM9qmXEg</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Imagine Dragons - Radioactive</td>\n",
" <td>779305843</td>\n",
" <td>ImagineDragonsVEVO</td>\n",
" <td>255675</td>\n",
" <td>4346270</td>\n",
" <td>138016</td>\n",
" <td>[Imagine, Dragons, Radioactive, Interscope, Al...</td>\n",
" <td>0</td>\n",
" <td>ktvTqknDobU</td>\n",
" <td>UCpx_k19S2vUutWUUM9qmXEg</td>\n",
" <td>10</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Title viewCount channelTitle \\\n",
"0 Imagine Dragons - Whatever It Takes 42918016 ImagineDragonsVEVO \n",
"1 Imagine Dragons - Thunder 282610178 ImagineDragonsVEVO \n",
"2 Imagine Dragons - Believer 293408548 ImagineDragonsVEVO \n",
"3 Imagine Dragons - Demons (Official) 583896530 ImagineDragonsVEVO \n",
"4 Imagine Dragons - Radioactive 779305843 ImagineDragonsVEVO \n",
"\n",
" commentCount likeCount dislikeCount \\\n",
"0 32459 971475 11980 \n",
"1 109615 2374679 98989 \n",
"2 119301 2941112 71033 \n",
"3 128423 3312138 79114 \n",
"4 255675 4346270 138016 \n",
"\n",
" tags favoriteCount \\\n",
"0 [Imagine Dragons, ImagineDragons, Whatever It ... 0 \n",
"1 [Imagine, Dragons, Thunder, KIDinaKORNER/Inter... 0 \n",
"2 [Imagine, Dragons, Believer, KIDinaKORNER/Inte... 0 \n",
"3 [Imagine Dragons, Demons, Interscope, Alternat... 0 \n",
"4 [Imagine, Dragons, Radioactive, Interscope, Al... 0 \n",
"\n",
" videoId channelId categoryId \n",
"0 gOsM-DYAEhY UCpx_k19S2vUutWUUM9qmXEg 10 \n",
"1 fKopy74weus UCpx_k19S2vUutWUUM9qmXEg 10 \n",
"2 7wtfhZwyrcc UCpx_k19S2vUutWUUM9qmXEg 10 \n",
"3 mWRsgZuwf_8 UCpx_k19S2vUutWUUM9qmXEg 10 \n",
"4 ktvTqknDobU UCpx_k19S2vUutWUUM9qmXEg 10 "
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"numeric_dtype = ['viewCount','commentCount','likeCount','dislikeCount','favoriteCount']\n",
"for i in numeric_dtype:\n",
" df1[i] = df[i].astype(int)\n",
"\n",
"ImagineDragons = df1[df1['channelTitle']=='ImagineDragonsVEVO']\n",
"ImagineDragons.head()\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": false
},
"source": [
"Now, we have the data ready in our favourite DataFrame format, world is your oyster. Enjoy testing all the craziest hypothesis you have ever thought of."
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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KpZK84bS0NMybNw8lSpTIU4JERESmRm9xfv36NTZv3ix7wz4+PnBxccGGDRsMSoyIiMhU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REdQ1NTU3BiBmomq6GhoYLjPwa+6OQsJoSyhGmTqxhqSLRjYB8Ws2bNkrMVtLe3530MscoLtJ7Q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\nxnB1AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0xa1422e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ImagineDragons = ImagineDragons.sort_values(ascending=False,by='viewCount')\n",
"plt.bar(range(ImagineDragons.shape[0]),ImagineDragons['viewCount'])\n",
"plt.xticks(range(ImagineDragons.shape[0]),ImagineDragons['Title'],rotation=90)\n",
"plt.ylabel('viewCount in 100 millions')\n",
"\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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