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   "metadata": {},
   "source": [
    "# Repo Radar | FOSS Analytics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6d1a3d9b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import plotly as ply\n",
    "import plotly.subplots as plys\n",
    "import plotly.graph_objects as go\n",
    "import plotly.express as px\n",
    "from datetime import datetime\n",
    "from IPython.display import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8d65e330",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('repo_data_clean.csv', sep=';')\n",
    "data[['created_at', 'updated_at', 'pushed_at']] = data[['created_at', 'updated_at', 'pushed_at']].map(lambda x: datetime.strptime(x[:10], '%Y-%m-%d').year)\n",
    "data.iloc[:,-9:-3] = data.iloc[:,-9:-3].map(lambda x: x.split('//') if isinstance(x,str) else x)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92f98802",
   "metadata": {},
   "source": [
    "## The industry standard\n",
    "\n",
    "GitHub has become the heart of open-source software (OSS) development, hosting millions of projects that power modern technology. But how has open source evolved on GitHub over the years? Let’s explore the trends, growth, and impact of OSS through data.\n",
    "\n",
    "### The Rise of Github\n",
    "\n",
    "GitHub was founded in 2008, and since then, it has grown exponentially:  \n",
    "- [**2010**](https://github.blog/news-insights/one-million-repositories/): ~1M repositories  \n",
    "- **2015**: ~20M repositories\n",
    "- [**2023**](https://octoverse.github.com/2023): **Over 420M repositories** (with ~28M public ones)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05981dc6",
   "metadata": {},
   "source": [
    "## Open-source adoption has skyrocketed\n",
    "\n",
    "For our analysis we have scrapped the top 1000 open source repositories with the most stars and forks, obviously there is a lot of overlap in these areas and we ended up with a total of 1505 repositories to analyze."
   ]
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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "date_data = data.value_counts('created_at').sort_index().reset_index()\n",
    "fig = px.bar(date_data[(date_data['created_at'] >= 2010) & (date_data['created_at'] <=2025)],\n",
    "    x='created_at',\n",
    "    y='count',\n",
    "    title='Birth years of the Top repositories of 20245',\n",
    "    subtitle='Top repositories are the 1505 repos with the most amount of stars and forks as of 2025'\n",
    ")\n",
    "fig.show()\n",
    "fig.write_image(\"repos_by_year.png\")\n",
    "Image(\"repos_by_year.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0dd09377",
   "metadata": {},
   "source": [
    "### Notice the bump around 2016?\n",
    "2016 was a year of many changes for the open source community characterized by:\n",
    "- The requirement from many schools and universities to use GitHub for student projects in STEM fields.\n",
    "- A cultural shift in the developer world towards open source software.\n",
    "  - Developers began treating their GitHub profiles like LinkedIn profiles. Stars became social proof, and \"GitHub famous\" became a real phenomenon. The most-starred repository? That would be freeCodeCamp's curriculum, with over 400,000 stars—a testament to coding education's mass appeal.\n",
    "- The adoption of open source software from big tech companies like Microsoft, Google, Facebook, IBM. \n",
    "  - Companies realized that open-sourcing tools could drive adoption, attract talent, and improve software quality through community contributions.\n",
    "  - Projects like Kubernetes (Google, 2014) and React (Facebook, 2013) were gaining training on the octocat platform.\n",
    "\n",
    "This led to an inmense growth in open source project in this year making those repositories stand out in terms of stars and forks which are the metrics we chose to analyze."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "192dff4c",
   "metadata": {},
   "source": [
    "## The Battle of Languages. What developers loved ... and what they hated"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "636bf39b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lang_data = pd.merge(\n",
    "                pd.merge(data.explode('Programming Languages used').value_counts('Programming Languages used'),\n",
    "                        data.explode('Programming Languages used').value_counts('Programming Languages used', normalize=True),\n",
    "                        left_index=True, right_index=True\n",
    "                    ),\n",
    "                pd.merge(data.explode('Main Programming Language').value_counts('Main Programming Language'),\n",
    "                     data.explode('Main Programming Language').value_counts('Main Programming Language', normalize=True),\n",
    "                     left_index=True, right_index=True\n",
    "                     ),\n",
    "                     left_index=True, right_index=True).reset_index()\n",
    "\n",
    "lang_data['index'] = lang_data.apply(lambda x: 'Other' if x['count_x'] < 50 else x['index'],axis=1)\n",
    "\n",
    "fig1 = px.bar(lang_data,\n",
    "       x='index',\n",
    "       y=['count_x', 'count_y'],\n",
    "       barmode='overlay',\n",
    "       color='index',\n",
    "       title='Bar Chart of Languages used in Top Repos',\n",
    "       subtitle='The big bar indicates usage of the language, the small bar indicates usage as Main Programming Language'\n",
    "       )\n",
    "\n",
    "fig2 = px.pie(lang_data,\n",
    "              names='index',\n",
    "              values='count_x',\n",
    "              title='Pie Chart of Language usage',\n",
    "              \n",
    "              )\n",
    "fig1\n",
    "fig1.write_image(\"plot.png\")\n",
    "Image(\"plot.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "277aca06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig2.update_traces(textposition='outside', \n",
    "                 textinfo='percent+label')\n",
    "fig2\n",
    "fig2.write_image(\"pie.png\")\n",
    "Image(\"pie.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "135e8f32",
   "metadata": {},
   "source": [
    "#### JavaScript's Unshakable Throne\n",
    "With 28% of top repositories, JavaScript remains king. The web boom (React, Vue, Node.js) made it unavoidable. Even as critics called it messy, its flexibility won out.\n",
    "\n",
    "#### Python's Silent Coup\n",
    "Machine learning propelled Python from scripting language to powerhouse. Libraries like TensorFlow (Google) and PyTorch (Facebook) turned Python into AI's lingua franca.\n",
    "\n",
    "### The Corporate Challengers\n",
    "\n",
    "TypeScript (Microsoft): Brought structure to JavaScript\n",
    "\n",
    "Go (Google): Became the cloud's favorite language\n",
    "\n",
    "Rust (Mozilla): Promised safety without sacrifice\n",
    "\n",
    "### The Fallen\n",
    "Remember Perl? Ruby? Their decline in our dataset mirrors industry trends—a reminder that no language stays on top forever."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de0c3fd4",
   "metadata": {},
   "source": [
    "### Stars vs. Forks: The Two Faces of Success\n",
    "Not all popularity is equal. Our graphsreveals fascinating divides:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ec4d3aed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "px.scatter(data, x='stars', y='forks').write_image(\"scatter_plot.png\")\n",
    "Image(\"scatter_plot.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1428036",
   "metadata": {},
   "source": [
    "## Conclusion: What the Data Tells Us About Tomorrow\n",
    "Three insights emerge:\n",
    "\n",
    "Open source won\n",
    "It's no longer alternative—it's default. Even proprietary companies now embrace open core models.\n",
    "\n",
    "The rules have changed\n",
    "Individual maintainers struggle against corporate-backed projects with full-time teams.\n",
    "\n",
    "The next battle is sustainability\n",
    "As open source becomes infrastructure, questions about funding and maintenance grow louder.\n",
    "\n",
    "The story continues to unfold. One thing remains certain: GitHub's data will be there to document it. What chapter will we write next?\n",
    "\n"
   ]
  }
 ],
 "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": "3.13.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}