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@SandroLuck
Created August 22, 2021 10:58
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{
"cells": [
{
"cell_type": "markdown",
"id": "7f93ed3d",
"metadata": {},
"source": [
"# How to make GIFS with Python and Seaborn From Google Trends Data"
]
},
{
"attachments": {
"image.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "adeb43c1",
"metadata": {},
"source": [
"# 1 Get The Data\n",
"First, we need some data to visualize. You could get yours using this link. Or by going to trends and configuring it yourself\n",
"https://trends.google.com/trends/explore?date=today%205-y&q=%2Fm%2F01t6b,%2Fm%2F05z1_,%2Fm%2F07sbkfb,%2Fm%2F0jgqg,%2Fm%2F02p97\n",
"![image.png](attachment:image.png)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "e4964466",
"metadata": {},
"outputs": [],
"source": [
"# To read Csvs\n",
"import pandas as pd\n",
"# To plot Csvs\n",
"import seaborn as sns\n",
"# Library that helps us deal with Windows/Linux/OSX\n",
"import os\n",
"# The standard python plotting library that people use in python\n",
"# Seaborn is build on top of this library\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.animation as animation"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "b8f07349",
"metadata": {},
"outputs": [],
"source": [
"class GifFromGTAnimate:\n",
" def __init__(self, file,\n",
" title=\"title\"):\n",
" df = pd.read_csv(file,skiprows=[0,1])\n",
" # Just in case your data looks different\n",
" try:\n",
" df[\n",
" 'Month'] = pd.to_datetime(\n",
" df['Month'],\n",
" format='%Y-%m-%d')\n",
" except:\n",
" df[\n",
" 'Month'] = pd.to_datetime(\n",
" df['Week'],\n",
" format='%Y-%m-%d')\n",
" # Visualize Our Data\n",
" print(\"OUR DATA\\n\\n\", df)\n",
" # This sets the style of the seaborn\n",
" # Looks confusing and is more random\n",
" # than it makes sense ;)\n",
" sns.set_context(\"paper\")\n",
" bg_color = \"#f1f1f2\"\n",
" grid_color = \"#bcbabe\"\n",
" text_color = \"#338494\"\n",
" tick_color = \"#1995ad\"\n",
"\n",
" rc = {\n",
" 'axes.facecolor': bg_color,\n",
" 'figure.facecolor': bg_color,\n",
" \"text.color\": text_color,\n",
" \"xtick.color\": tick_color,\n",
" \"ytick.color\": tick_color,\n",
" \"axes.edgecolor\": grid_color,\n",
"\n",
" \"axes.labelcolor\": text_color,\n",
" \"grid.color\": grid_color,\n",
" }\n",
" sns.set(rc=rc)\n",
" # Define the Plotting\n",
" # Define thh frame in which we\n",
" # will be plotting\n",
" fig, ax = plt.subplots()\n",
" # Setting the index correctly\n",
" df = df.set_index('Month')\n",
" # This sets the end of the y-axis\n",
" plt.ylim(0, 100)\n",
" # Always give your axis a name\n",
" plt.xlabel(\"Time\", fontsize=20)\n",
" plt.ylabel('Popularity',\n",
" fontsize=20)\n",
" plt.title(title, fontsize=20)\n",
" # Now we define the X-axis to\n",
" # handle the time correctly\n",
" plt.xlim(df.index[0],\n",
" df.index[length - 1])\n",
" fig.set_size_inches(10, 7.5)\n",
" # Sign at bottom left\n",
" plt.text(df.index[0], 2.5,\n",
" 'By Sandro Luck\\nYT:Data With Sandro\\nTwitter:@DataWithSandro',\n",
" color='#20545e',\n",
" fontsize=20)\n",
" # params: https://github.com/mwaskom/seaborn/blob/master/seaborn/rcmod.py#L14\n",
" # This boolean is a cheap hack\n",
" first_call = True\n",
" # Our animation function\n",
" def animate(i):\n",
" nonlocal first_call\n",
" # Two If cases, both are the\n",
" # same. With the exception\n",
" # that in one we plot the\n",
" # legend (else it bugs)\n",
" if first_call:\n",
" l = sns.lineplot(\n",
" data=df.iloc[:i],\n",
" ax=ax,\n",
" legend='full')\n",
" first_call = False\n",
" else:\n",
" l = sns.lineplot(\n",
" data=df.iloc[:i],\n",
" ax=ax, legend=False)\n",
"\n",
" # Define a Writer that writes\n",
" # our movie from the series of\n",
" # pictures\n",
" Writer = animation.writers[\n",
" 'ffmpeg']\n",
" # Define two things, a) fps, also\n",
" # called Frames Per Second\n",
" # b) The total time we want our\n",
" # gif to last in seconds\n",
" fps = 5\n",
" total_time = 5\n",
" step_frame = int(\n",
" length / (fps * total_time))\n",
" range_obj = range(1, length + 1,\n",
" step_frame)\n",
" effective_frames = [i for i in\n",
" range_obj]\n",
" # make last frame 1.5 second\n",
" last_frame = int(fps * 1.5) - 1\n",
" for i in range(last_frame):\n",
" effective_frames.append(\n",
" effective_frames[-1])\n",
" print(\n",
" \"THE SERIES OF FRAMES:\\n\",\n",
" effective_frames)\n",
" # let's give our movie maker\n",
" # the fps\n",
" writer = Writer(fps=fps)\n",
" # This function animates our plot\n",
" # it takes the canvas, the frames\n",
" # and the amount fo frames we want\n",
" # to show per ms.\n",
" myAnimation = animation.FuncAnimation(\n",
" fig, animate,\n",
" frames=effective_frames,\n",
" interval=int(1000 / fps)\n",
" )\n",
" # All we have to do now is save it!\n",
" _=myAnimation.save(f'{title}.gif',\n",
" writer=writer)\n",
" plt.close()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "392ec13a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"OUR DATA\n",
"\n",
" Week C: (Worldwide) Python: (Worldwide) Java: (Worldwide) \\\n",
"0 2016-08-28 31 39 90 \n",
"1 2016-09-04 32 38 88 \n",
"2 2016-09-11 32 41 91 \n",
"3 2016-09-18 34 42 98 \n",
"4 2016-09-25 34 43 99 \n",
".. ... ... ... ... \n",
"255 2021-07-18 18 59 45 \n",
"256 2021-07-25 19 60 46 \n",
"257 2021-08-01 18 57 45 \n",
"258 2021-08-08 17 58 44 \n",
"259 2021-08-15 18 60 46 \n",
"\n",
" C++: (Worldwide) JavaScript: (Worldwide) Month \n",
"0 23 51 2016-08-28 \n",
"1 24 53 2016-09-04 \n",
"2 25 51 2016-09-11 \n",
"3 27 53 2016-09-18 \n",
"4 28 55 2016-09-25 \n",
".. ... ... ... \n",
"255 15 40 2021-07-18 \n",
"256 15 41 2021-07-25 \n",
"257 15 39 2021-08-01 \n",
"258 15 40 2021-08-08 \n",
"259 16 42 2021-08-15 \n",
"\n",
"[260 rows x 7 columns]\n",
"THE SERIES OF FRAMES:\n",
" [1, 11, 21, 31, 41, 51, 61, 71, 81, 91, 101, 111, 121, 131, 141, 151, 161, 171, 181, 191, 201, 211, 221, 231, 241, 251, 251, 251, 251, 251, 251, 251]\n"
]
},
{
"data": {
"text/plain": [
"<__main__.GifFromGTAnimate at 0x7f283a0f3d10>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"GifFromGTAnimate(\n",
" file='multiTimeline.csv',\n",
" title=f\"Most Popular Programming\")"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "94225cf7",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <iframe\n",
" width=\"800\"\n",
" height=\"600\"\n",
" src=\"Most Popular Programming.gif\"\n",
" frameborder=\"0\"\n",
" allowfullscreen\n",
" ></iframe>\n",
" "
],
"text/plain": [
"<IPython.lib.display.IFrame at 0x7f283c466350>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from IPython.display import IFrame\n",
"display(IFrame(\"Most Popular Programming.gif\", width=800, height=600))"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "c963a207",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"OUR DATA\n",
"\n",
" Week Like: (Worldwide) Subscribe: (Worldwide) \\\n",
"0 2016-08-28 85 1 \n",
"1 2016-09-04 88 1 \n",
"2 2016-09-11 85 1 \n",
"3 2016-09-18 86 1 \n",
"4 2016-09-25 85 1 \n",
".. ... ... ... \n",
"255 2021-07-18 89 1 \n",
"256 2021-07-25 86 1 \n",
"257 2021-08-01 84 1 \n",
"258 2021-08-08 85 1 \n",
"259 2021-08-15 85 1 \n",
"\n",
" Comment: (Worldwide) Month \n",
"0 43 2016-08-28 \n",
"1 43 2016-09-04 \n",
"2 44 2016-09-11 \n",
"3 42 2016-09-18 \n",
"4 45 2016-09-25 \n",
".. ... ... \n",
"255 48 2021-07-18 \n",
"256 47 2021-07-25 \n",
"257 45 2021-08-01 \n",
"258 45 2021-08-08 \n",
"259 47 2021-08-15 \n",
"\n",
"[260 rows x 5 columns]\n",
"THE SERIES OF FRAMES:\n",
" [1, 11, 21, 31, 41, 51, 61, 71, 81, 91, 101, 111, 121, 131, 141, 151, 161, 171, 181, 191, 201, 211, 221, 231, 241, 251, 251, 251, 251, 251, 251, 251]\n"
]
},
{
"data": {
"text/html": [
"\n",
" <iframe\n",
" width=\"800\"\n",
" height=\"500\"\n",
" src=\"LikeSubComment.gif\"\n",
" frameborder=\"0\"\n",
" allowfullscreen\n",
" ></iframe>\n",
" "
],
"text/plain": [
"<IPython.lib.display.IFrame at 0x7f283940b490>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"GifFromGTAnimate(\n",
" file='likeSubComment.csv',\n",
" title=f\"LikeSubComment\")\n",
"display(IFrame(\"LikeSubComment.gif\", width=800, height=500))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "990b75b7",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"environment": {
"name": "tf2-gpu.2-3.m76",
"type": "gcloud",
"uri": "gcr.io/deeplearning-platform-release/tf2-gpu.2-3:m76"
},
"kernelspec": {
"display_name": "Python [conda env:root] *",
"language": "python",
"name": "conda-root-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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