sos2018-technology-preferences.ipynb

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   "source": [
    "# Stack Overflow Survey 2018: Technology Preferences\n",
    "\n",
    "In this notebook I'll create rankings of technologies, that respondents of the [Stack Overflow Survey 2018](https://insights.stackoverflow.com/survey/2018/) worked with in the past, want to work with in the future, where these overlap and where not. The survey asked 4 similar questions about languages, databases, platforms and frameworks, below is the one about languages:\n",
    "\n",
    "> Which of the following programming, scripting, and markup languages have you done extensive development work in over the past year, and which do you want to work in over the next year?  (If you both worked with the language and want to continue to do so, please check both boxes in that row.)\n",
    "\n",
    "## Setup\n",
    "\n",
    "The code in the next cell imports the Python libraries that'll be used, sets display and style parameters, loads the data from the CSV file [made available on Kaggle](https://www.kaggle.com/stackoverflow/stack-overflow-2018-developer-survey) and outputs the first few rows."
   ]
  },
  {
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     "data": {
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       "<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>LanguageWorkedWith</th>\n",
       "      <th>LanguageDesireNextYear</th>\n",
       "      <th>DatabaseWorkedWith</th>\n",
       "      <th>DatabaseDesireNextYear</th>\n",
       "      <th>PlatformWorkedWith</th>\n",
       "      <th>PlatformDesireNextYear</th>\n",
       "      <th>FrameworkWorkedWith</th>\n",
       "      <th>FrameworkDesireNextYear</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>JavaScript;Python;HTML;CSS</td>\n",
       "      <td>JavaScript;Python;HTML;CSS</td>\n",
       "      <td>Redis;SQL Server;MySQL;PostgreSQL;Amazon RDS/Aurora;Microsoft Azure (Tables, CosmosDB, SQL, etc)</td>\n",
       "      <td>Redis;SQL Server;MySQL;PostgreSQL;Amazon RDS/Aurora;Microsoft Azure (Tables, CosmosDB, SQL, etc)</td>\n",
       "      <td>AWS;Azure;Linux;Firebase</td>\n",
       "      <td>AWS;Azure;Linux;Firebase</td>\n",
       "      <td>Django;React</td>\n",
       "      <td>Django;React</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>JavaScript;Python;Bash/Shell</td>\n",
       "      <td>Go;Python</td>\n",
       "      <td>Redis;PostgreSQL;Memcached</td>\n",
       "      <td>PostgreSQL</td>\n",
       "      <td>Linux</td>\n",
       "      <td>Linux</td>\n",
       "      <td>Django</td>\n",
       "      <td>React</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell</td>\n",
       "      <td>C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell</td>\n",
       "      <td>SQL Server;Microsoft Azure (Tables, CosmosDB, SQL, etc)</td>\n",
       "      <td>SQL Server;Microsoft Azure (Tables, CosmosDB, SQL, etc)</td>\n",
       "      <td>Azure</td>\n",
       "      <td>Azure</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Angular;.NET Core;React</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>C;C++;Java;Matlab;R;SQL;Bash/Shell</td>\n",
       "      <td>Assembly;C;C++;Matlab;SQL;Bash/Shell</td>\n",
       "      <td>SQL Server;PostgreSQL;Oracle;IBM Db2</td>\n",
       "      <td>PostgreSQL;Oracle;IBM Db2</td>\n",
       "      <td>Arduino;Windows Desktop or Server</td>\n",
       "      <td>Arduino;Windows Desktop or Server</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 LanguageWorkedWith  \\\n",
       "0                        JavaScript;Python;HTML;CSS   \n",
       "1                      JavaScript;Python;Bash/Shell   \n",
       "2                                               NaN   \n",
       "3  C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell   \n",
       "4                C;C++;Java;Matlab;R;SQL;Bash/Shell   \n",
       "\n",
       "                             LanguageDesireNextYear  \\\n",
       "0                        JavaScript;Python;HTML;CSS   \n",
       "1                                         Go;Python   \n",
       "2                                               NaN   \n",
       "3  C#;JavaScript;SQL;TypeScript;HTML;CSS;Bash/Shell   \n",
       "4              Assembly;C;C++;Matlab;SQL;Bash/Shell   \n",
       "\n",
       "                                                                                 DatabaseWorkedWith  \\\n",
       "0  Redis;SQL Server;MySQL;PostgreSQL;Amazon RDS/Aurora;Microsoft Azure (Tables, CosmosDB, SQL, etc)   \n",
       "1                                                                        Redis;PostgreSQL;Memcached   \n",
       "2                                                                                               NaN   \n",
       "3                                           SQL Server;Microsoft Azure (Tables, CosmosDB, SQL, etc)   \n",
       "4                                                              SQL Server;PostgreSQL;Oracle;IBM Db2   \n",
       "\n",
       "                                                                             DatabaseDesireNextYear  \\\n",
       "0  Redis;SQL Server;MySQL;PostgreSQL;Amazon RDS/Aurora;Microsoft Azure (Tables, CosmosDB, SQL, etc)   \n",
       "1                                                                                        PostgreSQL   \n",
       "2                                                                                               NaN   \n",
       "3                                           SQL Server;Microsoft Azure (Tables, CosmosDB, SQL, etc)   \n",
       "4                                                                         PostgreSQL;Oracle;IBM Db2   \n",
       "\n",
       "                  PlatformWorkedWith             PlatformDesireNextYear  \\\n",
       "0           AWS;Azure;Linux;Firebase           AWS;Azure;Linux;Firebase   \n",
       "1                              Linux                              Linux   \n",
       "2                                NaN                                NaN   \n",
       "3                              Azure                              Azure   \n",
       "4  Arduino;Windows Desktop or Server  Arduino;Windows Desktop or Server   \n",
       "\n",
       "  FrameworkWorkedWith  FrameworkDesireNextYear  \n",
       "0        Django;React             Django;React  \n",
       "1              Django                    React  \n",
       "2                 NaN                      NaN  \n",
       "3                 NaN  Angular;.NET Core;React  \n",
       "4                 NaN                      NaN  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import os\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from collections import Counter\n",
    "from itertools import chain\n",
    "from matplotlib.ticker import FuncFormatter\n",
    "from textwrap import shorten\n",
    "\n",
    "pd.options.display.max_colwidth = 200\n",
    "mpl.style.use('ramiro')\n",
    "\n",
    "col_pairs = [\n",
    "    {'type': 'language', 'cols': ['LanguageWorkedWith', 'LanguageDesireNextYear']},\n",
    "    {'type': 'database', 'cols': ['DatabaseWorkedWith', 'DatabaseDesireNextYear']},\n",
    "    {'type': 'platform', 'cols': ['PlatformWorkedWith', 'PlatformDesireNextYear']},\n",
    "    {'type': 'framework', 'cols': ['FrameworkWorkedWith', 'FrameworkDesireNextYear']}\n",
    "]\n",
    "cols = list(chain.from_iterable(pair['cols'] for pair in col_pairs))\n",
    "df = pd.read_csv(os.path.expanduser('~/data/kaggle.com/stackoverflow/stack-overflow-2018-developer-survey/survey_results_public.csv'), usecols=cols, dtype=str)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data columns of interest contain strings, where several technologies are separated by commas. To analyze these values the following code creates a new dataframe `df_tech` where the string values are converted into Python sets. Moreover, new columns are added that contain the intersection of technologies worked with in the past and desired for the future (`liked`) and technologies not worked with but desired (`new`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "_uuid": "ef21507da9c467537c9b7100ee5025332ab7dcf0"
   },
   "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>database_liked</th>\n",
       "      <th>database_new</th>\n",
       "      <th>database_worked_with</th>\n",
       "      <th>framework_liked</th>\n",
       "      <th>framework_new</th>\n",
       "      <th>framework_worked_with</th>\n",
       "      <th>language_liked</th>\n",
       "      <th>language_new</th>\n",
       "      <th>language_worked_with</th>\n",
       "      <th>platform_liked</th>\n",
       "      <th>platform_new</th>\n",
       "      <th>platform_worked_with</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{MySQL, Amazon RDS/Aurora, Redis, PostgreSQL, Microsoft Azure (Tables, CosmosDB, SQL, etc), SQL Server}</td>\n",
       "      <td>{}</td>\n",
       "      <td>{MySQL, Amazon RDS/Aurora, Redis, PostgreSQL, Microsoft Azure (Tables, CosmosDB, SQL, etc), SQL Server}</td>\n",
       "      <td>{Django, React}</td>\n",
       "      <td>{}</td>\n",
       "      <td>{Django, React}</td>\n",
       "      <td>{Python, HTML, CSS, JavaScript}</td>\n",
       "      <td>{}</td>\n",
       "      <td>{Python, HTML, CSS, JavaScript}</td>\n",
       "      <td>{Linux, Firebase, Azure, AWS}</td>\n",
       "      <td>{}</td>\n",
       "      <td>{Linux, Firebase, Azure, AWS}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{PostgreSQL}</td>\n",
       "      <td>{}</td>\n",
       "      <td>{PostgreSQL, Redis, Memcached}</td>\n",
       "      <td>{}</td>\n",
       "      <td>{React}</td>\n",
       "      <td>{Django}</td>\n",
       "      <td>{Python}</td>\n",
       "      <td>{Go}</td>\n",
       "      <td>{Python, Bash/Shell, JavaScript}</td>\n",
       "      <td>{Linux}</td>\n",
       "      <td>{}</td>\n",
       "      <td>{Linux}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{SQL Server, Microsoft Azure (Tables, CosmosDB, SQL, etc)}</td>\n",
       "      <td>{}</td>\n",
       "      <td>{SQL Server, Microsoft Azure (Tables, CosmosDB, SQL, etc)}</td>\n",
       "      <td>{}</td>\n",
       "      <td>{}</td>\n",
       "      <td>{Angular, React, .NET Core}</td>\n",
       "      <td>{C#, HTML, CSS, JavaScript, TypeScript, Bash/Shell, SQL}</td>\n",
       "      <td>{}</td>\n",
       "      <td>{C#, HTML, CSS, JavaScript, TypeScript, Bash/Shell, SQL}</td>\n",
       "      <td>{Azure}</td>\n",
       "      <td>{}</td>\n",
       "      <td>{Azure}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{PostgreSQL, Oracle, IBM Db2}</td>\n",
       "      <td>{}</td>\n",
       "      <td>{PostgreSQL, Oracle, IBM Db2, SQL Server}</td>\n",
       "      <td>{}</td>\n",
       "      <td>{}</td>\n",
       "      <td>{}</td>\n",
       "      <td>{C++, C, Matlab, Bash/Shell, SQL}</td>\n",
       "      <td>{Assembly}</td>\n",
       "      <td>{C++, R, C, Matlab, Java, Bash/Shell, SQL}</td>\n",
       "      <td>{Windows Desktop or Server, Arduino}</td>\n",
       "      <td>{}</td>\n",
       "      <td>{Windows Desktop or Server, Arduino}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{}</td>\n",
       "      <td>{PostgreSQL}</td>\n",
       "      <td>{MongoDB}</td>\n",
       "      <td>{Node.js}</td>\n",
       "      <td>{}</td>\n",
       "      <td>{Angular, Node.js}</td>\n",
       "      <td>{Python, HTML, CSS, JavaScript, Java, TypeScript}</td>\n",
       "      <td>{SQL, C#, Go}</td>\n",
       "      <td>{TypeScript, Python, HTML, CSS, JavaScript, Java}</td>\n",
       "      <td>{Linux}</td>\n",
       "      <td>{}</td>\n",
       "      <td>{Linux}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                            database_liked  \\\n",
       "0  {MySQL, Amazon RDS/Aurora, Redis, PostgreSQL, Microsoft Azure (Tables, CosmosDB, SQL, etc), SQL Server}   \n",
       "1                                                                                             {PostgreSQL}   \n",
       "2                                               {SQL Server, Microsoft Azure (Tables, CosmosDB, SQL, etc)}   \n",
       "3                                                                            {PostgreSQL, Oracle, IBM Db2}   \n",
       "4                                                                                                       {}   \n",
       "\n",
       "   database_new  \\\n",
       "0            {}   \n",
       "1            {}   \n",
       "2            {}   \n",
       "3            {}   \n",
       "4  {PostgreSQL}   \n",
       "\n",
       "                                                                                      database_worked_with  \\\n",
       "0  {MySQL, Amazon RDS/Aurora, Redis, PostgreSQL, Microsoft Azure (Tables, CosmosDB, SQL, etc), SQL Server}   \n",
       "1                                                                           {PostgreSQL, Redis, Memcached}   \n",
       "2                                               {SQL Server, Microsoft Azure (Tables, CosmosDB, SQL, etc)}   \n",
       "3                                                                {PostgreSQL, Oracle, IBM Db2, SQL Server}   \n",
       "4                                                                                                {MongoDB}   \n",
       "\n",
       "   framework_liked framework_new        framework_worked_with  \\\n",
       "0  {Django, React}            {}              {Django, React}   \n",
       "1               {}       {React}                     {Django}   \n",
       "2               {}            {}  {Angular, React, .NET Core}   \n",
       "3               {}            {}                           {}   \n",
       "4        {Node.js}            {}           {Angular, Node.js}   \n",
       "\n",
       "                                             language_liked   language_new  \\\n",
       "0                           {Python, HTML, CSS, JavaScript}             {}   \n",
       "1                                                  {Python}           {Go}   \n",
       "2  {C#, HTML, CSS, JavaScript, TypeScript, Bash/Shell, SQL}             {}   \n",
       "3                         {C++, C, Matlab, Bash/Shell, SQL}     {Assembly}   \n",
       "4         {Python, HTML, CSS, JavaScript, Java, TypeScript}  {SQL, C#, Go}   \n",
       "\n",
       "                                       language_worked_with  \\\n",
       "0                           {Python, HTML, CSS, JavaScript}   \n",
       "1                          {Python, Bash/Shell, JavaScript}   \n",
       "2  {C#, HTML, CSS, JavaScript, TypeScript, Bash/Shell, SQL}   \n",
       "3                {C++, R, C, Matlab, Java, Bash/Shell, SQL}   \n",
       "4         {TypeScript, Python, HTML, CSS, JavaScript, Java}   \n",
       "\n",
       "                         platform_liked platform_new  \\\n",
       "0         {Linux, Firebase, Azure, AWS}           {}   \n",
       "1                               {Linux}           {}   \n",
       "2                               {Azure}           {}   \n",
       "3  {Windows Desktop or Server, Arduino}           {}   \n",
       "4                               {Linux}           {}   \n",
       "\n",
       "                   platform_worked_with  \n",
       "0         {Linux, Firebase, Azure, AWS}  \n",
       "1                               {Linux}  \n",
       "2                               {Azure}  \n",
       "3  {Windows Desktop or Server, Arduino}  \n",
       "4                               {Linux}  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "records = []\n",
    "for row in df.itertuples():\n",
    "    record = {}\n",
    "    for pair in col_pairs:\n",
    "        lists = [getattr(row, col).split(';') for col in pair['cols'] if isinstance(getattr(row, col), str)]\n",
    "        worked_with = set(lists[0]) if len(lists) > 0 else set()\n",
    "        desired = set(lists[1]) if len(lists) > 1 else set()\n",
    "        t = pair['type']\n",
    "        record.update({\n",
    "            f'{t}_worked_with': worked_with,\n",
    "            f'{t}_liked': worked_with & desired,\n",
    "            f'{t}_new': desired - worked_with\n",
    "        })\n",
    "    # Ignore respondents that haven't answered any of the tech questions\n",
    "    if list(filter(None, record.values())):\n",
    "        records.append(record)\n",
    "\n",
    "df_tech = pd.DataFrame(records)\n",
    "df_tech.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The two functions in the next code cell plot rankings for the given technology type (language, platform, database or framework). To be included in the rankings at least 1000 developers must have worked with that technology in the past."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1296x864 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_axis(ax, series, title):\n",
    "    labels = [shorten(s, width=30, placeholder='...') for s in series.index]\n",
    "    y_pos = np.arange(len(series))\n",
    "    ax.barh(y_pos, series)\n",
    "    ax.set_yticks(y_pos)\n",
    "    ax.set_yticklabels(labels, minor=False)\n",
    "    ax.set_title(title)\n",
    "    ax.xaxis.set_major_formatter(FuncFormatter(lambda y, _: '{:.0%}'.format(y)))\n",
    "        \n",
    "\n",
    "def plot_ranking(dataframe, tech, figsize=(18, 12), min_worked_with=1000):\n",
    "    columns = [f'{tech}_{col}' for col in ['worked_with', 'liked', 'new']]\n",
    "    \n",
    "    annotation = '''Graphs 1 & 2 show the percentage of respondents who named the {} relative to how many respondents answered the corresponding question. The 3rd graph shows how many of those who worked \n",
    "with the {} want to continue to do so. Data: kaggle.com/stackoverflow/stack-overflow-2018-developer-survey • Author: Ramiro Gómez - ramiro.org'''.format(tech, tech, tech)\n",
    "    \n",
    "    # Only count responses with at least one answer to the questions related to this technology\n",
    "    response_count = len(dataframe[columns].replace(to_replace=set(), value=np.nan).dropna(how='all'))\n",
    "        \n",
    "    counters = [Counter(chain.from_iterable(dataframe[col].apply(list))) for col in columns]\n",
    "    df = pd.DataFrame(counters, index=columns).T.sort_values(f'{tech}_worked_with')\n",
    "    # Limit to technologies worked with by at least min_worked_with respondents\n",
    "    df = df[df[f'{tech}_worked_with'] >= min_worked_with]\n",
    "\n",
    "    worked_with = (df[f'{tech}_worked_with'] / response_count).sort_values()\n",
    "    liked = (df[f'{tech}_liked'] / df[f'{tech}_worked_with']).sort_values()\n",
    "    new = (df[f'{tech}_new'] / response_count).sort_values()\n",
    "\n",
    "    fig, axes = plt.subplots(nrows=1, ncols=3, figsize=figsize)\n",
    "    fig.suptitle('Stack Overflow Survey 2018: {} Preferences'.format(tech.title()), y=0.94, size=25)\n",
    "    fig.subplots_adjust(wspace=0.5)\n",
    "        \n",
    "    plot_axis(axes[0], worked_with, 'Worked with')\n",
    "    plot_axis(axes[1], new, 'Not worked with but desired')\n",
    "    plot_axis(axes[2], liked, 'Worked with and desired')\n",
    "    \n",
    "    plt.annotate(annotation, xy=(5, 30), xycoords='figure pixels', size=12)\n",
    "\n",
    "\n",
    "plot_ranking(df_tech, 'language')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The left graph shows the percentage of respondents who worked with a particular language relative to the number of respondents who answered the corresponding question, not the total number of respondents. As we can see languages associated with web development are most frequently used as well as SQL which is the only database query language that shows up in these rankings. The most used languages JavaScript, HTML and CSS are kind of mandatory in the web context. Even if you don't type HTML in your editor, you have to at least generate it, if you want to create a web page.\n",
    "\n",
    "I think the middle graph is the most revealing about the reputation of languages. Python and Go seem to have the best reputation in the Stack Overflow community. They are followed by Kotlin and TypeScript whose main purpose seems to be avoiding to write code in Java and JavaScript respectively. On the lower end we see languages that either have a bad reputation or are not in vogue any more, for example CoffeeScript would probably have shown up closer to the top just a few years ago.\n",
    "\n",
    "The graph on the right says something about how satisfying it is to work with a particular language. From my own experience I can definitely confirm that Python provides a much more joyful experience than several of the other languages that appear further towards the bottom.\n",
    "\n",
    "Let's look at platforms next."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x864 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ranking(df_tech, 'platform')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Belonging to the minority of Linux desktop users I'm happy to see that it is at least widely used in a development context and mostly liked by the people who work with it. Also it is an integral part of some of the other platforms that appear and I wonder when Microsoft will release their first Linux based operating system.\n",
    "\n",
    "Let's look at databases now."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x864 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ranking(df_tech, 'database')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I'm kind of surprised that SQLite doesn't show up higher in these rankings. Maybe it is disregarded too often when people expect to manage huge amounts of data or people don't realize that they are actually using it.\n",
    "\n",
    "In the last plot we show frameworks mentioned by respondents."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x864 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ranking(df_tech, 'framework')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Again we can see how dominant web technologies are, although I'm not sure whether Node.js wouldn't better fit in the platform category. Looking at the 3rd graph working with frameworks generally seems to be less desirable compared to the other types of technologies. Based on my own experience frameworks often constrain you too much and the knowledge you gain through learning them doesn't transfer as well to other things compared to learning a new language for example.\n",
    "\n",
    "## Summary\n",
    "\n",
    "This notebook provides a peek into technology preferences of people who responded to the Stack Overflow Developer Survey 2018. It shows plots for languages, databases, platforms and frameworks that show which technologies are most widely used, which ones developers are most interested in and which are most satisfying to work with."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "Author: <a href=\"https://ramiro.org/\">Ramiro Gómez</a>\n",
       "            • Last edited: July 01, 2018<br>Linux 4.15.0-23-generic - CPython 3.6.5 - IPython 6.4.0 - matplotlib 2.2.2 - numpy 1.14.5 - pandas 0.23.1"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%load_ext signature\n",
    "%signature"
   ]
  }
 ],
 "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": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}