The State of the Web data analysis

sotw-analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# State of the Web: Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'svg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# MF DEV PLOT COLOR PALETTE\n",
    "sns.set()\n",
    "sns.set_palette([\n",
    "    '#83ACDD',\n",
    "    '#FFA9CE',\n",
    "    '#FF8287',\n",
    "    '#FFE585',\n",
    "    '#EEF692',\n",
    "    '#00CAAF',\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['1. Which is your primary browser for development',\n",
      "       '2. Which of the following technologies have you made use of?',\n",
      "       '2. Which of the following technologies have you made use of?.1',\n",
      "       '2. Which of the following technologies have you made use of?.2',\n",
      "       '2. Which of the following technologies have you made use of?.3',\n",
      "       '2. Which of the following technologies have you made use of?.4',\n",
      "       '3. How old are the apps you frequently work on?',\n",
      "       '3. How old are the apps you frequently work on?.1',\n",
      "       '3. How old are the apps you frequently work on?.2',\n",
      "       '3. How old are the apps you frequently work on?.3',\n",
      "       '4. What is your typical Internet connection speed?',\n",
      "       '5. Web innovation is outpacing native',\n",
      "       '6. I am satisfied with the state of browser tooling for web dev',\n",
      "       '7. Building for the web is becoming easier over time',\n",
      "       '8. I feel safe while browsing the web',\n",
      "       '9. I am satisfied with browser standards adoption',\n",
      "       '10. The web is improving for end-users',\n",
      "       '11. I am satisfied with the communication between the software side and the business side of my organization',\n",
      "       '12. I am satisfied with the communication between the design side and the engineering side of my organization',\n",
      "       '13. I am satisfied with the state of analytics tooling for the web',\n",
      "       '14. I am satisfied with the state of a/b test tooling for the web',\n",
      "       '15. I am satisfied with the current user interface design trends for the web',\n",
      "       '16. I am familiar with the laws associated with GDPR',\n",
      "       '17. The desktop web is typically slow and sluggish',\n",
      "       '18. Accessibility is an important concern in my web development',\n",
      "       '19. The mobile web is typically slow and sluggish',\n",
      "       '20. I dislike ads on the web',\n",
      "       '21. I am optimistic about the future of progressive web apps',\n",
      "       '22. Artificial intelligence advancements are having a big impact on the web',\n",
      "       '23. I am satisfied with the development libraries my team and I use',\n",
      "       '24. Which software development roles do you assume on a regular basis?',\n",
      "       '24. Which software development roles do you assume on a regular basis?.1',\n",
      "       '24. Which software development roles do you assume on a regular basis?.2',\n",
      "       '24. Which software development roles do you assume on a regular basis?.3',\n",
      "       '24. Which software development roles do you assume on a regular basis?.4',\n",
      "       '24. Which software development roles do you assume on a regular basis?.5',\n",
      "       '24. Which software development roles do you assume on a regular basis?.6',\n",
      "       '24. Which software development roles do you assume on a regular basis?.7',\n",
      "       '24. Which software development roles do you assume on a regular basis?.8',\n",
      "       '24. Which software development roles do you assume on a regular basis?.9',\n",
      "       '25. Which of these front-end JavaScript frameworks do you work currently work with?',\n",
      "       '25. Which of these front-end JavaScript frameworks do you work currently work with?.1',\n",
      "       '25. Which of these front-end JavaScript frameworks do you work currently work with?.2',\n",
      "       '25. Which of these front-end JavaScript frameworks do you work currently work with?.3',\n",
      "       '25. Which of these front-end JavaScript frameworks do you work currently work with?.4',\n",
      "       '25. Which of these front-end JavaScript frameworks do you work currently work with?.5',\n",
      "       '25. Which of these front-end JavaScript frameworks do you work currently work with?.6',\n",
      "       '26. When working with CSS, which of the following do you make use of?',\n",
      "       '26. When working with CSS, which of the following do you make use of?.1',\n",
      "       '26. When working with CSS, which of the following do you make use of?.2',\n",
      "       '26. When working with CSS, which of the following do you make use of?.3',\n",
      "       '26. When working with CSS, which of the following do you make use of?.4',\n",
      "       '27. How does your team/project do a/b testing in your projects?',\n",
      "       '28. Which desktop operating system do you use for development?',\n",
      "       '28. Which desktop operating system do you use for development?.1',\n",
      "       '28. Which desktop operating system do you use for development?.2',\n",
      "       '28. Which desktop operating system do you use for development?.3',\n",
      "       '29. Does your team/project support IE 10 and under?',\n",
      "       '30. Should browsers still allow users to disable JavaScript?',\n",
      "       '31. Do the apps/sites you work on typically import custom fonts?',\n",
      "       '32. Does your team create design mockups before coding?',\n",
      "       '33. Does your team use a package manager such as npm, yarn, bower, etc.?',\n",
      "       '34. Do your projects currently serve WebP-formatted images to supporting browsers?',\n",
      "       '35. Does your team write code tests for front-end code?',\n",
      "       '36. Does your team write code tests for back-end code?',\n",
      "       '37. Do you typically practice test-driven-development?',\n",
      "       '38. What is your age?',\n",
      "       '39. How long have you been working in software (in years)',\n",
      "       '40. Which mobile device ecosystem you use for personal use?',\n",
      "       '41. What is your gender identity?',\n",
      "       '42. Which of the following educational programs have you made use of?',\n",
      "       '42. Which of the following educational programs have you made use of?.1',\n",
      "       '42. Which of the following educational programs have you made use of?.2',\n",
      "       '42. Which of the following educational programs have you made use of?.3',\n",
      "       '42. Which of the following educational programs have you made use of?.4',\n",
      "       '43. Are you a...'],\n",
      "      dtype='object')\n",
      "(1899, 76)\n"
     ]
    },
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1. Which is your primary browser for development</th>\n",
       "      <th>2. Which of the following technologies have you made use of?</th>\n",
       "      <th>2. Which of the following technologies have you made use of?.1</th>\n",
       "      <th>2. Which of the following technologies have you made use of?.2</th>\n",
       "      <th>2. Which of the following technologies have you made use of?.3</th>\n",
       "      <th>2. Which of the following technologies have you made use of?.4</th>\n",
       "      <th>3. How old are the apps you frequently work on?</th>\n",
       "      <th>3. How old are the apps you frequently work on?.1</th>\n",
       "      <th>3. How old are the apps you frequently work on?.2</th>\n",
       "      <th>3. How old are the apps you frequently work on?.3</th>\n",
       "      <th>...</th>\n",
       "      <th>38. What is your age?</th>\n",
       "      <th>39. How long have you been working in software (in years)</th>\n",
       "      <th>40. Which mobile device ecosystem you use for personal use?</th>\n",
       "      <th>41. What is your gender identity?</th>\n",
       "      <th>42. Which of the following educational programs have you made use of?</th>\n",
       "      <th>42. Which of the following educational programs have you made use of?.1</th>\n",
       "      <th>42. Which of the following educational programs have you made use of?.2</th>\n",
       "      <th>42. Which of the following educational programs have you made use of?.3</th>\n",
       "      <th>42. Which of the following educational programs have you made use of?.4</th>\n",
       "      <th>43. Are you a...</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Chrome</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>Content Distribution Network (CDN)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>1-3 years</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>...</td>\n",
       "      <td>30 - 34</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Android</td>\n",
       "      <td>Woman</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>A self-paced online learning program</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>Dog person</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Chrome</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>Content Distribution Network (CDN)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>...</td>\n",
       "      <td>18 - 24</td>\n",
       "      <td>1.0</td>\n",
       "      <td>iOS</td>\n",
       "      <td>Man</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>An in-person bootcamp/coding school graduation</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>Dog person</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Firefox</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>Content Distribution Network (CDN)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>...</td>\n",
       "      <td>18 - 24</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Android</td>\n",
       "      <td>Man</td>\n",
       "      <td>A computer science degree</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>Dog person</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Firefox</td>\n",
       "      <td>HTTP2</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>Content Distribution Network (CDN)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>1-3 years</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>...</td>\n",
       "      <td>18 - 24</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Android</td>\n",
       "      <td>Woman</td>\n",
       "      <td>A computer science degree</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>A self-paced online learning program</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>Neither</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Chrome</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>Content Distribution Network (CDN)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>Less than 1 year</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>...</td>\n",
       "      <td>25 - 29</td>\n",
       "      <td>1.0</td>\n",
       "      <td>iOS</td>\n",
       "      <td>Man</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>An in-person bootcamp/coding school graduation</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>Dog person</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 76 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  1. Which is your primary browser for development  \\\n",
       "0                                           Chrome   \n",
       "1                                           Chrome   \n",
       "2                                          Firefox   \n",
       "3                                          Firefox   \n",
       "4                                           Chrome   \n",
       "\n",
       "  2. Which of the following technologies have you made use of?  \\\n",
       "0                                            (blank)             \n",
       "1                                            (blank)             \n",
       "2                                            (blank)             \n",
       "3                                              HTTP2             \n",
       "4                                            (blank)             \n",
       "\n",
       "  2. Which of the following technologies have you made use of?.1  \\\n",
       "0                                            (blank)               \n",
       "1                                            (blank)               \n",
       "2                                            (blank)               \n",
       "3                                            (blank)               \n",
       "4                                            (blank)               \n",
       "\n",
       "  2. Which of the following technologies have you made use of?.2  \\\n",
       "0                                            (blank)               \n",
       "1                                            (blank)               \n",
       "2                                            (blank)               \n",
       "3                                            (blank)               \n",
       "4                                            (blank)               \n",
       "\n",
       "  2. Which of the following technologies have you made use of?.3  \\\n",
       "0                 Content Distribution Network (CDN)               \n",
       "1                 Content Distribution Network (CDN)               \n",
       "2                 Content Distribution Network (CDN)               \n",
       "3                 Content Distribution Network (CDN)               \n",
       "4                 Content Distribution Network (CDN)               \n",
       "\n",
       "  2. Which of the following technologies have you made use of?.4  \\\n",
       "0                                            (blank)               \n",
       "1                                            (blank)               \n",
       "2                                            (blank)               \n",
       "3                                            (blank)               \n",
       "4                                            (blank)               \n",
       "\n",
       "  3. How old are the apps you frequently work on?  \\\n",
       "0                                         (blank)   \n",
       "1                                Less than 1 year   \n",
       "2                                Less than 1 year   \n",
       "3                                Less than 1 year   \n",
       "4                                Less than 1 year   \n",
       "\n",
       "  3. How old are the apps you frequently work on?.1  \\\n",
       "0                                         1-3 years   \n",
       "1                                           (blank)   \n",
       "2                                           (blank)   \n",
       "3                                         1-3 years   \n",
       "4                                           (blank)   \n",
       "\n",
       "  3. How old are the apps you frequently work on?.2  \\\n",
       "0                                           (blank)   \n",
       "1                                           (blank)   \n",
       "2                                           (blank)   \n",
       "3                                           (blank)   \n",
       "4                                           (blank)   \n",
       "\n",
       "  3. How old are the apps you frequently work on?.3        ...         \\\n",
       "0                                           (blank)        ...          \n",
       "1                                           (blank)        ...          \n",
       "2                                           (blank)        ...          \n",
       "3                                           (blank)        ...          \n",
       "4                                           (blank)        ...          \n",
       "\n",
       "  38. What is your age?  \\\n",
       "0               30 - 34   \n",
       "1               18 - 24   \n",
       "2               18 - 24   \n",
       "3               18 - 24   \n",
       "4               25 - 29   \n",
       "\n",
       "   39. How long have you been working in software (in years)  \\\n",
       "0                                                1.0           \n",
       "1                                                1.0           \n",
       "2                                                3.0           \n",
       "3                                                6.0           \n",
       "4                                                1.0           \n",
       "\n",
       "   40. Which mobile device ecosystem you use for personal use?  \\\n",
       "0                                            Android             \n",
       "1                                                iOS             \n",
       "2                                            Android             \n",
       "3                                            Android             \n",
       "4                                                iOS             \n",
       "\n",
       "   41. What is your gender identity?  \\\n",
       "0                              Woman   \n",
       "1                                Man   \n",
       "2                                Man   \n",
       "3                              Woman   \n",
       "4                                Man   \n",
       "\n",
       "   42. Which of the following educational programs have you made use of?  \\\n",
       "0                                            (blank)                       \n",
       "1                                            (blank)                       \n",
       "2                          A computer science degree                       \n",
       "3                          A computer science degree                       \n",
       "4                                            (blank)                       \n",
       "\n",
       "   42. Which of the following educational programs have you made use of?.1  \\\n",
       "0                                            (blank)                         \n",
       "1     An in-person bootcamp/coding school graduation                         \n",
       "2                                            (blank)                         \n",
       "3                                            (blank)                         \n",
       "4     An in-person bootcamp/coding school graduation                         \n",
       "\n",
       "   42. Which of the following educational programs have you made use of?.2  \\\n",
       "0                                            (blank)                         \n",
       "1                                            (blank)                         \n",
       "2                                            (blank)                         \n",
       "3                                            (blank)                         \n",
       "4                                            (blank)                         \n",
       "\n",
       "   42. Which of the following educational programs have you made use of?.3  \\\n",
       "0               A self-paced online learning program                         \n",
       "1                                            (blank)                         \n",
       "2                                            (blank)                         \n",
       "3               A self-paced online learning program                         \n",
       "4                                            (blank)                         \n",
       "\n",
       "   42. Which of the following educational programs have you made use of?.4  \\\n",
       "0                                            (blank)                         \n",
       "1                                            (blank)                         \n",
       "2                                            (blank)                         \n",
       "3                                            (blank)                         \n",
       "4                                            (blank)                         \n",
       "\n",
       "   43. Are you a...  \n",
       "0        Dog person  \n",
       "1        Dog person  \n",
       "2        Dog person  \n",
       "3           Neither  \n",
       "4        Dog person  \n",
       "\n",
       "[5 rows x 76 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('sotw-data.csv')\n",
    "print(data.columns)\n",
    "print(data.shape)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Internet Speed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "speed = data.iloc[:,10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      I don't know\n",
       "1      I don't know\n",
       "2       Over 15mbps\n",
       "3       Over 15mbps\n",
       "4    2mbps to 5mbps\n",
       "Name: 4. What is your typical Internet connection speed?, dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "speed.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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     "execution_count": 7,
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       "  </style>\n",
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       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 41.168125 230.64 \n",
       "L 375.968125 230.64 \n",
       "L 375.968125 13.2 \n",
       "L 41.168125 13.2 \n",
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       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
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       "     <g id=\"text_1\">\n",
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   "source": [
    "speed.value_counts().plot(kind='bar')"
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   "metadata": {},
   "source": [
    "## Rating Questions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['5. Web innovation is outpacing native',\n",
       "       '6. I am satisfied with the state of browser tooling for web dev',\n",
       "       '7. Building for the web is becoming easier over time',\n",
       "       '8. I feel safe while browsing the web',\n",
       "       '9. I am satisfied with browser standards adoption',\n",
       "       '10. The web is improving for end-users',\n",
       "       '11. I am satisfied with the communication between the software side and the business side of my organization',\n",
       "       '12. I am satisfied with the communication between the design side and the engineering side of my organization',\n",
       "       '13. I am satisfied with the state of analytics tooling for the web',\n",
       "       '14. I am satisfied with the state of a/b test tooling for the web',\n",
       "       '15. I am satisfied with the current user interface design trends for the web',\n",
       "       '16. I am familiar with the laws associated with GDPR',\n",
       "       '17. The desktop web is typically slow and sluggish',\n",
       "       '18. Accessibility is an important concern in my web development',\n",
       "       '19. The mobile web is typically slow and sluggish',\n",
       "       '20. I dislike ads on the web',\n",
       "       '21. I am optimistic about the future of progressive web apps',\n",
       "       '22. Artificial intelligence advancements are having a big impact on the web',\n",
       "       '23. I am satisfied with the development libraries my team and I use'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns[11:30]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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       "      <th>5. Web innovation is outpacing native</th>\n",
       "      <th>6. I am satisfied with the state of browser tooling for web dev</th>\n",
       "      <th>7. Building for the web is becoming easier over time</th>\n",
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       "      <th>11. I am satisfied with the communication between the software side and the business side of my organization</th>\n",
       "      <th>12. I am satisfied with the communication between the design side and the engineering side of my organization</th>\n",
       "      <th>13. I am satisfied with the state of analytics tooling for the web</th>\n",
       "      <th>14. I am satisfied with the state of a/b test tooling for the web</th>\n",
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       "      <th>17. The desktop web is typically slow and sluggish</th>\n",
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       "      <th>19. The mobile web is typically slow and sluggish</th>\n",
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       "      <th>22. Artificial intelligence advancements are having a big impact on the web</th>\n",
       "      <th>23. I am satisfied with the development libraries my team and I use</th>\n",
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       "   5. Web innovation is outpacing native  \\\n",
       "0                                    5.0   \n",
       "1                                    2.0   \n",
       "2                                   10.0   \n",
       "3                                    7.0   \n",
       "4                                   10.0   \n",
       "\n",
       "   6. I am satisfied with the state of browser tooling for web dev  \\\n",
       "0                                                7.0                 \n",
       "1                                                7.0                 \n",
       "2                                               10.0                 \n",
       "3                                                2.0                 \n",
       "4                                                8.0                 \n",
       "\n",
       "   7. Building for the web is becoming easier over time  \\\n",
       "0                                               10.0      \n",
       "1                                               10.0      \n",
       "2                                                7.0      \n",
       "3                                                9.0      \n",
       "4                                                8.0      \n",
       "\n",
       "   8. I feel safe while browsing the web  \\\n",
       "0                                    3.0   \n",
       "1                                    4.0   \n",
       "2                                    5.0   \n",
       "3                                    9.0   \n",
       "4                                    4.0   \n",
       "\n",
       "   9. I am satisfied with browser standards adoption  \\\n",
       "0                                                4.0   \n",
       "1                                                5.0   \n",
       "2                                                4.0   \n",
       "3                                                0.0   \n",
       "4                                                7.0   \n",
       "\n",
       "   10. The web is improving for end-users  \\\n",
       "0                                    10.0   \n",
       "1                                     NaN   \n",
       "2                                    10.0   \n",
       "3                                     8.0   \n",
       "4                                     8.0   \n",
       "\n",
       "   11. I am satisfied with the communication between the software side and the business side of my organization  \\\n",
       "0                                                6.0                                                              \n",
       "1                                                5.0                                                              \n",
       "2                                                2.0                                                              \n",
       "3                                                5.0                                                              \n",
       "4                                                6.0                                                              \n",
       "\n",
       "   12. I am satisfied with the communication between the design side and the engineering side of my organization  \\\n",
       "0                                                7.0                                                               \n",
       "1                                                5.0                                                               \n",
       "2                                                2.0                                                               \n",
       "3                                                7.0                                                               \n",
       "4                                                7.0                                                               \n",
       "\n",
       "   13. I am satisfied with the state of analytics tooling for the web  \\\n",
       "0                                                6.0                    \n",
       "1                                                7.0                    \n",
       "2                                               10.0                    \n",
       "3                                                2.0                    \n",
       "4                                                7.0                    \n",
       "\n",
       "   14. I am satisfied with the state of a/b test tooling for the web  \\\n",
       "0                                                5.0                   \n",
       "1                                                7.0                   \n",
       "2                                                8.0                   \n",
       "3                                                5.0                   \n",
       "4                                                7.0                   \n",
       "\n",
       "   15. I am satisfied with the current user interface design trends for the web  \\\n",
       "0                                                5.0                              \n",
       "1                                                7.0                              \n",
       "2                                                4.0                              \n",
       "3                                                5.0                              \n",
       "4                                                6.0                              \n",
       "\n",
       "   16. I am familiar with the laws associated with GDPR  \\\n",
       "0                                                3.0      \n",
       "1                                                1.0      \n",
       "2                                                7.0      \n",
       "3                                                4.0      \n",
       "4                                                3.0      \n",
       "\n",
       "   17. The desktop web is typically slow and sluggish  \\\n",
       "0                                                4.0    \n",
       "1                                                2.0    \n",
       "2                                                4.0    \n",
       "3                                                4.0    \n",
       "4                                                5.0    \n",
       "\n",
       "   18. Accessibility is an important concern in my web development  \\\n",
       "0                                                3.0                 \n",
       "1                                               10.0                 \n",
       "2                                                8.0                 \n",
       "3                                                3.0                 \n",
       "4                                                8.0                 \n",
       "\n",
       "   19. The mobile web is typically slow and sluggish  \\\n",
       "0                                               10.0   \n",
       "1                                                7.0   \n",
       "2                                                8.0   \n",
       "3                                                5.0   \n",
       "4                                                7.0   \n",
       "\n",
       "   20. I dislike ads on the web  \\\n",
       "0                           7.0   \n",
       "1                           7.0   \n",
       "2                          10.0   \n",
       "3                          10.0   \n",
       "4                          10.0   \n",
       "\n",
       "   21. I am optimistic about the future of progressive web apps  \\\n",
       "0                                                8.0              \n",
       "1                                               10.0              \n",
       "2                                               10.0              \n",
       "3                                                7.0              \n",
       "4                                               10.0              \n",
       "\n",
       "   22. Artificial intelligence advancements are having a big impact on the web  \\\n",
       "0                                                5.0                             \n",
       "1                                               10.0                             \n",
       "2                                                8.0                             \n",
       "3                                                3.0                             \n",
       "4                                                7.0                             \n",
       "\n",
       "   23. I am satisfied with the development libraries my team and I use  \n",
       "0                                                7.0                    \n",
       "1                                                6.0                    \n",
       "2                                                8.0                    \n",
       "3                                                6.0                    \n",
       "4                                                7.0                    "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings = data.iloc[:,11:30]\n",
    "ratings.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "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>5. Web innovation is outpacing native</th>\n",
       "      <th>6. I am satisfied with the state of browser tooling for web dev</th>\n",
       "      <th>7. Building for the web is becoming easier over time</th>\n",
       "      <th>8. I feel safe while browsing the web</th>\n",
       "      <th>9. I am satisfied with browser standards adoption</th>\n",
       "      <th>10. The web is improving for end-users</th>\n",
       "      <th>11. I am satisfied with the communication between the software side and the business side of my organization</th>\n",
       "      <th>12. I am satisfied with the communication between the design side and the engineering side of my organization</th>\n",
       "      <th>13. I am satisfied with the state of analytics tooling for the web</th>\n",
       "      <th>14. I am satisfied with the state of a/b test tooling for the web</th>\n",
       "      <th>15. I am satisfied with the current user interface design trends for the web</th>\n",
       "      <th>16. I am familiar with the laws associated with GDPR</th>\n",
       "      <th>17. The desktop web is typically slow and sluggish</th>\n",
       "      <th>18. Accessibility is an important concern in my web development</th>\n",
       "      <th>19. The mobile web is typically slow and sluggish</th>\n",
       "      <th>20. I dislike ads on the web</th>\n",
       "      <th>21. I am optimistic about the future of progressive web apps</th>\n",
       "      <th>22. Artificial intelligence advancements are having a big impact on the web</th>\n",
       "      <th>23. I am satisfied with the development libraries my team and I use</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1827.000000</td>\n",
       "      <td>1860.000000</td>\n",
       "      <td>1875.000000</td>\n",
       "      <td>1885.000000</td>\n",
       "      <td>1866.000000</td>\n",
       "      <td>1876.000000</td>\n",
       "      <td>1796.000000</td>\n",
       "      <td>1783.000000</td>\n",
       "      <td>1756.000000</td>\n",
       "      <td>1618.000000</td>\n",
       "      <td>1817.000000</td>\n",
       "      <td>1841.000000</td>\n",
       "      <td>1849.000000</td>\n",
       "      <td>1857.000000</td>\n",
       "      <td>1853.000000</td>\n",
       "      <td>1870.000000</td>\n",
       "      <td>1826.000000</td>\n",
       "      <td>1822.000000</td>\n",
       "      <td>1815.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>6.787630</td>\n",
       "      <td>6.522581</td>\n",
       "      <td>6.670933</td>\n",
       "      <td>5.488594</td>\n",
       "      <td>5.945338</td>\n",
       "      <td>7.263859</td>\n",
       "      <td>5.553452</td>\n",
       "      <td>6.113292</td>\n",
       "      <td>5.886674</td>\n",
       "      <td>5.428925</td>\n",
       "      <td>6.456247</td>\n",
       "      <td>5.424226</td>\n",
       "      <td>4.245538</td>\n",
       "      <td>6.180398</td>\n",
       "      <td>5.704803</td>\n",
       "      <td>8.594652</td>\n",
       "      <td>7.467141</td>\n",
       "      <td>5.986279</td>\n",
       "      <td>6.561983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.098557</td>\n",
       "      <td>2.110204</td>\n",
       "      <td>2.645748</td>\n",
       "      <td>2.598894</td>\n",
       "      <td>2.160630</td>\n",
       "      <td>2.248364</td>\n",
       "      <td>2.651312</td>\n",
       "      <td>2.460817</td>\n",
       "      <td>2.196922</td>\n",
       "      <td>2.065460</td>\n",
       "      <td>2.253823</td>\n",
       "      <td>3.077238</td>\n",
       "      <td>2.606033</td>\n",
       "      <td>2.739062</td>\n",
       "      <td>2.410552</td>\n",
       "      <td>2.091378</td>\n",
       "      <td>2.274881</td>\n",
       "      <td>2.680154</td>\n",
       "      <td>2.249682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       5. Web innovation is outpacing native  \\\n",
       "count                            1827.000000   \n",
       "mean                                6.787630   \n",
       "std                                 2.098557   \n",
       "min                                 0.000000   \n",
       "25%                                 5.000000   \n",
       "50%                                 7.000000   \n",
       "75%                                 8.000000   \n",
       "max                                10.000000   \n",
       "\n",
       "       6. I am satisfied with the state of browser tooling for web dev  \\\n",
       "count                                        1860.000000                 \n",
       "mean                                            6.522581                 \n",
       "std                                             2.110204                 \n",
       "min                                             0.000000                 \n",
       "25%                                             5.000000                 \n",
       "50%                                             7.000000                 \n",
       "75%                                             8.000000                 \n",
       "max                                            10.000000                 \n",
       "\n",
       "       7. Building for the web is becoming easier over time  \\\n",
       "count                                        1875.000000      \n",
       "mean                                            6.670933      \n",
       "std                                             2.645748      \n",
       "min                                             0.000000      \n",
       "25%                                             5.000000      \n",
       "50%                                             7.000000      \n",
       "75%                                             9.000000      \n",
       "max                                            10.000000      \n",
       "\n",
       "       8. I feel safe while browsing the web  \\\n",
       "count                            1885.000000   \n",
       "mean                                5.488594   \n",
       "std                                 2.598894   \n",
       "min                                 0.000000   \n",
       "25%                                 4.000000   \n",
       "50%                                 6.000000   \n",
       "75%                                 8.000000   \n",
       "max                                10.000000   \n",
       "\n",
       "       9. I am satisfied with browser standards adoption  \\\n",
       "count                                        1866.000000   \n",
       "mean                                            5.945338   \n",
       "std                                             2.160630   \n",
       "min                                             0.000000   \n",
       "25%                                             5.000000   \n",
       "50%                                             6.000000   \n",
       "75%                                             8.000000   \n",
       "max                                            10.000000   \n",
       "\n",
       "       10. The web is improving for end-users  \\\n",
       "count                             1876.000000   \n",
       "mean                                 7.263859   \n",
       "std                                  2.248364   \n",
       "min                                  0.000000   \n",
       "25%                                  6.000000   \n",
       "50%                                  8.000000   \n",
       "75%                                  9.000000   \n",
       "max                                 10.000000   \n",
       "\n",
       "       11. I am satisfied with the communication between the software side and the business side of my organization  \\\n",
       "count                                        1796.000000                                                              \n",
       "mean                                            5.553452                                                              \n",
       "std                                             2.651312                                                              \n",
       "min                                             0.000000                                                              \n",
       "25%                                             4.000000                                                              \n",
       "50%                                             6.000000                                                              \n",
       "75%                                             8.000000                                                              \n",
       "max                                            10.000000                                                              \n",
       "\n",
       "       12. I am satisfied with the communication between the design side and the engineering side of my organization  \\\n",
       "count                                        1783.000000                                                               \n",
       "mean                                            6.113292                                                               \n",
       "std                                             2.460817                                                               \n",
       "min                                             0.000000                                                               \n",
       "25%                                             5.000000                                                               \n",
       "50%                                             6.000000                                                               \n",
       "75%                                             8.000000                                                               \n",
       "max                                            10.000000                                                               \n",
       "\n",
       "       13. I am satisfied with the state of analytics tooling for the web  \\\n",
       "count                                        1756.000000                    \n",
       "mean                                            5.886674                    \n",
       "std                                             2.196922                    \n",
       "min                                             0.000000                    \n",
       "25%                                             5.000000                    \n",
       "50%                                             6.000000                    \n",
       "75%                                             7.000000                    \n",
       "max                                            10.000000                    \n",
       "\n",
       "       14. I am satisfied with the state of a/b test tooling for the web  \\\n",
       "count                                        1618.000000                   \n",
       "mean                                            5.428925                   \n",
       "std                                             2.065460                   \n",
       "min                                             0.000000                   \n",
       "25%                                             5.000000                   \n",
       "50%                                             5.000000                   \n",
       "75%                                             7.000000                   \n",
       "max                                            10.000000                   \n",
       "\n",
       "       15. I am satisfied with the current user interface design trends for the web  \\\n",
       "count                                        1817.000000                              \n",
       "mean                                            6.456247                              \n",
       "std                                             2.253823                              \n",
       "min                                             0.000000                              \n",
       "25%                                             5.000000                              \n",
       "50%                                             7.000000                              \n",
       "75%                                             8.000000                              \n",
       "max                                            10.000000                              \n",
       "\n",
       "       16. I am familiar with the laws associated with GDPR  \\\n",
       "count                                        1841.000000      \n",
       "mean                                            5.424226      \n",
       "std                                             3.077238      \n",
       "min                                             0.000000      \n",
       "25%                                             3.000000      \n",
       "50%                                             6.000000      \n",
       "75%                                             8.000000      \n",
       "max                                            10.000000      \n",
       "\n",
       "       17. The desktop web is typically slow and sluggish  \\\n",
       "count                                        1849.000000    \n",
       "mean                                            4.245538    \n",
       "std                                             2.606033    \n",
       "min                                             0.000000    \n",
       "25%                                             2.000000    \n",
       "50%                                             4.000000    \n",
       "75%                                             6.000000    \n",
       "max                                            10.000000    \n",
       "\n",
       "       18. Accessibility is an important concern in my web development  \\\n",
       "count                                        1857.000000                 \n",
       "mean                                            6.180398                 \n",
       "std                                             2.739062                 \n",
       "min                                             0.000000                 \n",
       "25%                                             4.000000                 \n",
       "50%                                             7.000000                 \n",
       "75%                                             8.000000                 \n",
       "max                                            10.000000                 \n",
       "\n",
       "       19. The mobile web is typically slow and sluggish  \\\n",
       "count                                        1853.000000   \n",
       "mean                                            5.704803   \n",
       "std                                             2.410552   \n",
       "min                                             0.000000   \n",
       "25%                                             4.000000   \n",
       "50%                                             6.000000   \n",
       "75%                                             7.000000   \n",
       "max                                            10.000000   \n",
       "\n",
       "       20. I dislike ads on the web  \\\n",
       "count                   1870.000000   \n",
       "mean                       8.594652   \n",
       "std                        2.091378   \n",
       "min                        0.000000   \n",
       "25%                        8.000000   \n",
       "50%                       10.000000   \n",
       "75%                       10.000000   \n",
       "max                       10.000000   \n",
       "\n",
       "       21. I am optimistic about the future of progressive web apps  \\\n",
       "count                                        1826.000000              \n",
       "mean                                            7.467141              \n",
       "std                                             2.274881              \n",
       "min                                             0.000000              \n",
       "25%                                             6.000000              \n",
       "50%                                             8.000000              \n",
       "75%                                             9.000000              \n",
       "max                                            10.000000              \n",
       "\n",
       "       22. Artificial intelligence advancements are having a big impact on the web  \\\n",
       "count                                        1822.000000                             \n",
       "mean                                            5.986279                             \n",
       "std                                             2.680154                             \n",
       "min                                             0.000000                             \n",
       "25%                                             4.000000                             \n",
       "50%                                             6.000000                             \n",
       "75%                                             8.000000                             \n",
       "max                                            10.000000                             \n",
       "\n",
       "       23. I am satisfied with the development libraries my team and I use  \n",
       "count                                        1815.000000                    \n",
       "mean                                            6.561983                    \n",
       "std                                             2.249682                    \n",
       "min                                             0.000000                    \n",
       "25%                                             5.000000                    \n",
       "50%                                             7.000000                    \n",
       "75%                                             8.000000                    \n",
       "max                                            10.000000                    "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's find out how many people actually *like* ads on the web."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10.0    1015\n",
      "9.0      229\n",
      "8.0      211\n",
      "7.0      131\n",
      "5.0       92\n",
      "6.0       88\n",
      "3.0       41\n",
      "4.0       27\n",
      "2.0       15\n",
      "0.0       14\n",
      "1.0        7\n",
      "Name: 20. I dislike ads on the web, dtype: int64\n",
      "104\n"
     ]
    }
   ],
   "source": [
    "ads_counts = ratings['20. I dislike ads on the web'].value_counts()\n",
    "print(ads_counts)\n",
    "print(sum(count for score, count in ads_counts.iteritems() if score < 5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Yes/No"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['29. Does your team/project support IE 10 and under?',\n",
       "       '30. Should browsers still allow users to disable JavaScript?',\n",
       "       '31. Do the apps/sites you work on typically import custom fonts?',\n",
       "       '32. Does your team create design mockups before coding?',\n",
       "       '33. Does your team use a package manager such as npm, yarn, bower, etc.?',\n",
       "       '34. Do your projects currently serve WebP-formatted images to supporting browsers?',\n",
       "       '35. Does your team write code tests for front-end code?',\n",
       "       '36. Does your team write code tests for back-end code?',\n",
       "       '37. Do you typically practice test-driven-development?'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
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       "   31. Do the apps/sites you work on typically import custom fonts?  \\\n",
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    "yesno = data.iloc[:,57:66]\n",
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   "execution_count": 14,
   "metadata": {},
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    {
     "data": {
      "text/plain": [
       "30. Should browsers still allow users to disable JavaScript?                          1866\n",
       "33. Does your team use a package manager such as npm, yarn, bower, etc.?              1859\n",
       "32. Does your team create design mockups before coding?                               1849\n",
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       "31. Do the apps/sites you work on typically import custom fonts?                      1846\n",
       "36. Does your team write code tests for back-end code?                                1840\n",
       "35. Does your team write code tests for front-end code?                               1830\n",
       "29. Does your team/project support IE 10 and under?                                   1830\n",
       "34. Do your projects currently serve WebP-formatted images to supporting browsers?    1785\n",
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   "execution_count": 15,
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       " 29. Does your team/project support IE 10 and under?                                    450.0\n",
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       " 30. Should browsers still allow users to disable JavaScript?                          1141.0\n",
       " 36. Does your team write code tests for back-end code?                                1327.0\n",
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       " 36. Does your team write code tests for back-end code?                                 513.0\n",
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    "yindex = np.arange(66-57)\n",
    "yeses = yesno.sum().sort_values()\n",
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       "z\n",
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       "      </defs>\n",
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       "       <use x=\"1667.382812\" xlink:href=\"#ArialMT-6f\"/>\n",
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       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
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       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 36. Does your team write code tests for back-end code? -->\n",
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       "    <g id=\"ytick_7\">\n",
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       "     <g id=\"text_15\">\n",
       "      <!-- 31. Do the apps/sites you work on typically import custom fonts? -->\n",
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       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
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       "      <!-- 32. Does your team create design mockups before coding? -->\n",
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    "plt.barh(yindex, yeses, label=\"Yes\")\n",
    "plt.barh(yindex, nos, left=yeses, label=\"No\")\n",
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   "metadata": {},
   "source": [
    "## Age vs. Years in Software"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['38. What is your age?', '39. How long have you been working in software (in years)'], dtype='object')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns[66:68]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "       age  years in software\n",
       "0  30 - 34                1.0\n",
       "1  18 - 24                1.0\n",
       "2  18 - 24                3.0\n",
       "3  18 - 24                6.0\n",
       "4  25 - 29                1.0"
      ]
     },
     "execution_count": 18,
     "metadata": {},
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   ],
   "source": [
    "age_data = data.iloc[:, 66:68].dropna()\n",
    "age_data.columns = ['age', 'years in software']\n",
    "age_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is **one person** with 500 years in software.  The average is over 100 years.\n",
    "\n",
    "# DO YOU SEE WHAT YOU MAKE ME DO JUST FOR YOU."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
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       "      <th>years in software</th>\n",
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      "text/plain": [
       "         years in software\n",
       "age                       \n",
       "≤ 17              3.609756\n",
       "18 - 24           3.164835\n",
       "25 - 29           4.880658\n",
       "30 - 34           8.073684\n",
       "35 - 39          12.102459\n",
       "40 - 49          16.164706\n",
       "50 - 64          23.796296\n",
       "65 +             21.600000"
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     "execution_count": 19,
     "metadata": {},
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   ],
   "source": [
    "# Filter out the goober\n",
    "avg_years = age_data[age_data['years in software'] < 100].groupby('age').mean()\n",
    "groups = avg_years.index\n",
    "\n",
    "# Place <= 17 at the front\n",
    "avg_years = avg_years.reindex([groups[-1]] + list(groups[0:-1]))\n",
    "\n",
    "avg_years"
   ]
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       "<Figure size 432x288 with 1 Axes>"
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   ],
   "source": [
    "xs = np.arange(avg_years.shape[0])\n",
    "avg_years['years in software'].plot(kind='bar', tick_label=avg_years.index)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>years in software</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>65 +</td>\n",
       "      <td>500.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     age  years in software\n",
       "82  65 +              500.0"
      ]
     },
     "execution_count": 21,
     "metadata": {},
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    }
   ],
   "source": [
    "# You are ID # 82, Goober\n",
    "age_data[age_data['years in software'] > 100]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'28. Which desktop operating system do you use for development?.240. Which mobile device ecosystem you use for personal use?41. What is your gender identity?43. Are you a...'"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns[55] + data.columns[68] + data.columns[69] + data.columns[75]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>OS</th>\n",
       "      <th>phone type</th>\n",
       "      <th>gender identity</th>\n",
       "      <th>pet type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>(blank)</td>\n",
       "      <td>Android</td>\n",
       "      <td>Woman</td>\n",
       "      <td>Dog person</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>(blank)</td>\n",
       "      <td>iOS</td>\n",
       "      <td>Man</td>\n",
       "      <td>Dog person</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Linux</td>\n",
       "      <td>Android</td>\n",
       "      <td>Man</td>\n",
       "      <td>Dog person</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Linux</td>\n",
       "      <td>Android</td>\n",
       "      <td>Woman</td>\n",
       "      <td>Neither</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Linux</td>\n",
       "      <td>iOS</td>\n",
       "      <td>Man</td>\n",
       "      <td>Dog person</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        OS phone type gender identity    pet type\n",
       "0  (blank)    Android           Woman  Dog person\n",
       "1  (blank)        iOS             Man  Dog person\n",
       "2    Linux    Android             Man  Dog person\n",
       "3    Linux    Android           Woman     Neither\n",
       "4    Linux        iOS             Man  Dog person"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "categories_data = pd.DataFrame()\n",
    "categories_data['OS'] = data.iloc[:, 55].astype('category')\n",
    "categories_data['phone type'] = data.iloc[:, 68].astype('category')\n",
    "categories_data['gender identity'] = data.iloc[:, 69].astype('category')\n",
    "categories_data['pet type'] = data.iloc[:,75].astype('category')\n",
    "\n",
    "categories_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
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       "      <th>OS</th>\n",
       "      <th>phone type</th>\n",
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       "      <th>pet type</th>\n",
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       "      <td>Android</td>\n",
       "      <td>Woman</td>\n",
       "      <td>Dog person</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>iOS</td>\n",
       "      <td>Man</td>\n",
       "      <td>Dog person</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Linux</td>\n",
       "      <td>Android</td>\n",
       "      <td>Man</td>\n",
       "      <td>Dog person</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Linux</td>\n",
       "      <td>Android</td>\n",
       "      <td>Woman</td>\n",
       "      <td>Neither</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Linux</td>\n",
       "      <td>iOS</td>\n",
       "      <td>Man</td>\n",
       "      <td>Dog person</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      OS phone type gender identity    pet type\n",
       "0    NaN    Android           Woman  Dog person\n",
       "1    NaN        iOS             Man  Dog person\n",
       "2  Linux    Android             Man  Dog person\n",
       "3  Linux    Android           Woman     Neither\n",
       "4  Linux        iOS             Man  Dog person"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mask = categories_data['OS'] == '(blank)'\n",
    "categories_data.loc[mask, 'OS'] = None\n",
    "categories_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1899, 4)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "OS                 1197\n",
       "phone type         1823\n",
       "gender identity    1601\n",
       "pet type             33\n",
       "dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(categories_data.shape)\n",
    "categories_data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
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       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 576x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "\n",
    "\n",
    "# Only show labels and percentages for large slices\n",
    "def my_autopct(pct):\n",
    "    return ('%d%%' % pct) if pct > 5 else ''\n",
    "\n",
    "def my_labels(data):\n",
    "    return [label if count > 5 else '' for label, count in data]\n",
    "\n",
    "# Plots\n",
    "plt.subplot(221)\n",
    "phones = categories_data['phone type'].value_counts()\n",
    "plt.pie(phones, labels=my_labels(phones.iteritems()), autopct=my_autopct)\n",
    "\n",
    "plt.subplot(222)\n",
    "genders = categories_data['gender identity'].value_counts()\n",
    "plt.pie(genders, labels=my_labels(genders.iteritems()), autopct=my_autopct)\n",
    "\n",
    "plt.subplot(223)\n",
    "pets = categories_data['pet type'].value_counts()\n",
    "plt.pie(pets, labels=pets.index, autopct='%d%%')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see the \"Other submissions\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Windows',\n",
       " 'Sailfish OS',\n",
       " 'Not a smartphone',\n",
       " 'Both IOS and Android.',\n",
       " 'Flip Phone',\n",
       " 'None',\n",
       " 'None...literally none.',\n",
       " 'windows but i wish i didnt',\n",
       " 'SYMBION',\n",
       " 'WP',\n",
       " 'Whatever is in Nokia 230',\n",
       " 'Windows mobile',\n",
       " 'blackberry',\n",
       " 'Sybian']"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[phone for phone in phones.index if phone not in ['Android', 'iOS', 'Windows Phone']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Prefer Not to Answer',\n",
       " 'nonbinary',\n",
       " 'Nonbinary',\n",
       " 'why does this matter?',\n",
       " 'Masculine nonbinary',\n",
       " 'Apache Attack Helicopter',\n",
       " 'Batman',\n",
       " 'Gender Fluid',\n",
       " 'Genderfluid',\n",
       " 'Genderfluid but leaning masculine',\n",
       " 'Intersex',\n",
       " 'Non-binary',\n",
       " 'Non binary',\n",
       " 'queer femme',\n",
       " 'Non-binary he/him/?',\n",
       " 'X',\n",
       " 'cis-ish',\n",
       " 'enby/gender fluid',\n",
       " 'fluid',\n",
       " 'Agender']"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[gender for gender in genders.index if gender not in ['Man', 'Woman']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multiple Answer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dev Roles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['24. Which software development roles do you assume on a regular basis?',\n",
       "       '24. Which software development roles do you assume on a regular basis?.1',\n",
       "       '24. Which software development roles do you assume on a regular basis?.2',\n",
       "       '24. Which software development roles do you assume on a regular basis?.3',\n",
       "       '24. Which software development roles do you assume on a regular basis?.4',\n",
       "       '24. Which software development roles do you assume on a regular basis?.5',\n",
       "       '24. Which software development roles do you assume on a regular basis?.6',\n",
       "       '24. Which software development roles do you assume on a regular basis?.7',\n",
       "       '24. Which software development roles do you assume on a regular basis?.8',\n",
       "       '24. Which software development roles do you assume on a regular basis?.9'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns[30:40]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Front-end web development</td>\n",
       "      <td>Back-end web development</td>\n",
       "      <td>Web design</td>\n",
       "      <td>Product manager for web team</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Front-end web development</td>\n",
       "      <td>Back-end web development</td>\n",
       "      <td>Web design</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Front-end web development</td>\n",
       "      <td>Back-end web development</td>\n",
       "      <td>Web design</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>Admin/ops for web team</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Front-end web development</td>\n",
       "      <td>Back-end web development</td>\n",
       "      <td>Web design</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>I am a developer but not for web</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>I am a designer but not for web</td>\n",
       "      <td>(blank)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Front-end web development</td>\n",
       "      <td>Back-end web development</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Front-End Web              Back-End Web  Web Design  \\\n",
       "0  Front-end web development  Back-end web development  Web design   \n",
       "1  Front-end web development  Back-end web development  Web design   \n",
       "2  Front-end web development  Back-end web development  Web design   \n",
       "3  Front-end web development  Back-end web development  Web design   \n",
       "4  Front-end web development  Back-end web development     (blank)   \n",
       "\n",
       "            Web Product Manager Web Tooling           Web Admin/Ops  \\\n",
       "0  Product manager for web team     (blank)                 (blank)   \n",
       "1                       (blank)     (blank)                 (blank)   \n",
       "2                       (blank)     (blank)  Admin/ops for web team   \n",
       "3                       (blank)     (blank)                 (blank)   \n",
       "4                       (blank)     (blank)                 (blank)   \n",
       "\n",
       "                        Non-Web Dev Non-web Manager  \\\n",
       "0                           (blank)         (blank)   \n",
       "1                           (blank)         (blank)   \n",
       "2                           (blank)         (blank)   \n",
       "3  I am a developer but not for web         (blank)   \n",
       "4                           (blank)         (blank)   \n",
       "\n",
       "                  Non-web Designer     None  \n",
       "0                          (blank)  (blank)  \n",
       "1                          (blank)  (blank)  \n",
       "2                          (blank)  (blank)  \n",
       "3  I am a designer but not for web  (blank)  \n",
       "4                          (blank)  (blank)  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dev_data = data.iloc[:, 30:40]\n",
    "dev_data.columns = [\n",
    "    'Front-End Web',\n",
    "    'Back-End Web',\n",
    "    'Web Design',\n",
    "    'Web Product Manager',\n",
    "    'Web Tooling',\n",
    "    'Web Admin/Ops',\n",
    "    'Non-Web Dev',\n",
    "    'Non-web Manager',\n",
    "    'Non-web Designer',\n",
    "    'None',\n",
    "]\n",
    "dev_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Front-end web development           1561\n",
      "Back-end web development            1403\n",
      "Web design                           670\n",
      "Admin/ops for web team               598\n",
      "Web tooling development              443\n",
      "Product manager for web team         332\n",
      "I am a developer but not for web     215\n",
      "I am a manager but not for web        32\n",
      "I am a designer but not for web       29\n",
      "None of the above                     16\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
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     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
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       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Learned about the stack() function just now...\n",
    "\n",
    "dev_plot_data = dev_data.stack().value_counts()[1:]\n",
    "print(dev_plot_data)\n",
    "dev_plot_data.plot(kind='bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Frameworks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['25. Which of these front-end JavaScript frameworks do you work currently work with?',\n",
       "       '25. Which of these front-end JavaScript frameworks do you work currently work with?.1',\n",
       "       '25. Which of these front-end JavaScript frameworks do you work currently work with?.2',\n",
       "       '25. Which of these front-end JavaScript frameworks do you work currently work with?.3',\n",
       "       '25. Which of these front-end JavaScript frameworks do you work currently work with?.4',\n",
       "       '25. Which of these front-end JavaScript frameworks do you work currently work with?.5',\n",
       "       '25. Which of these front-end JavaScript frameworks do you work currently work with?.6'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns[40:47]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>React</th>\n",
       "      <th>Angular</th>\n",
       "      <th>Polymer</th>\n",
       "      <th>Vue</th>\n",
       "      <th>None of These</th>\n",
       "      <th>No Frameworks</th>\n",
       "      <th>No JS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>I don't use any JavaScript frameworks</td>\n",
       "      <td>(blank)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>React</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>Vue</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>I don't use any JavaScript frameworks</td>\n",
       "      <td>(blank)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>I don't write front-end JavaScript</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>React</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
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       "     React  Angular  Polymer      Vue None of These  \\\n",
       "0  (blank)  (blank)  (blank)  (blank)       (blank)   \n",
       "1    React  (blank)  (blank)  (blank)       (blank)   \n",
       "2  (blank)  (blank)  (blank)      Vue       (blank)   \n",
       "3  (blank)  (blank)  (blank)  (blank)       (blank)   \n",
       "4    React  (blank)  (blank)  (blank)       (blank)   \n",
       "\n",
       "                           No Frameworks                               No JS  \n",
       "0  I don't use any JavaScript frameworks                             (blank)  \n",
       "1                                (blank)                             (blank)  \n",
       "2  I don't use any JavaScript frameworks                             (blank)  \n",
       "3                                (blank)  I don't write front-end JavaScript  \n",
       "4                                (blank)                             (blank)  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frameworks = data.iloc[:, 40:47]\n",
    "frameworks.columns = [\n",
    "    'React',\n",
    "    'Angular',\n",
    "    'Polymer',\n",
    "    'Vue',\n",
    "    'None of These',\n",
    "    'No Frameworks',\n",
    "    'No JS',\n",
    "]\n",
    "frameworks.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11e40e3c8>"
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     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "frameworks.stack().value_counts()[1:].plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percentage of people not using a framework:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "15.165876777251185"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frameworks_counts = frameworks.stack().value_counts()[1:]\n",
    "print(\"Percentage of people not using a framework:\")\n",
    "frameworks_counts[\"I don't use any JavaScript frameworks\"] * 100 / frameworks.shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### CSS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['26. When working with CSS, which of the following do you make use of?',\n",
       "       '26. When working with CSS, which of the following do you make use of?.1',\n",
       "       '26. When working with CSS, which of the following do you make use of?.2',\n",
       "       '26. When working with CSS, which of the following do you make use of?.3',\n",
       "       '26. When working with CSS, which of the following do you make use of?.4'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns[47:52]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Flexbox</th>\n",
       "      <th>Grid</th>\n",
       "      <th>Preprocessors</th>\n",
       "      <th>None</th>\n",
       "      <th>No CSS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>(blank)</td>\n",
       "      <td>grid</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>flexbox</td>\n",
       "      <td>grid</td>\n",
       "      <td>preprocessors</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>flexbox</td>\n",
       "      <td>grid</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>None of the above</td>\n",
       "      <td>(blank)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>flexbox</td>\n",
       "      <td>grid</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "      <td>(blank)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Flexbox     Grid  Preprocessors               None   No CSS\n",
       "0  (blank)     grid        (blank)            (blank)  (blank)\n",
       "1  flexbox     grid  preprocessors            (blank)  (blank)\n",
       "2  flexbox     grid        (blank)            (blank)  (blank)\n",
       "3  (blank)  (blank)        (blank)  None of the above  (blank)\n",
       "4  flexbox     grid        (blank)            (blank)  (blank)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "css = data.iloc[:, 47:52]\n",
    "css.columns = [\n",
    "    'Flexbox',\n",
    "    'Grid',\n",
    "    'Preprocessors',\n",
    "    'None',\n",
    "    'No CSS',\n",
    "]\n",
    "css.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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     },
     "execution_count": 38,
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     "output_type": "execute_result"
    },
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   "source": [
    "css.stack().value_counts()[1:].plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percentage of people not using CSS:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "10.268562401263823"
      ]
     },
     "execution_count": 39,
     "metadata": {},
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   ],
   "source": [
    "css_counts = css.stack().value_counts()[1:]\n",
    "print(\"Percentage of people not using CSS:\")\n",
    "css_counts[\"I don't work with CSS\"] * 100 / css.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
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     "text": [
      "   1. Which is your primary browser for development  \\\n",
      "82                                           Chrome   \n",
      "\n",
      "   2. Which of the following technologies have you made use of?  \\\n",
      "82                                            (blank)             \n",
      "\n",
      "   2. Which of the following technologies have you made use of?.1  \\\n",
      "82                                            (blank)               \n",
      "\n",
      "   2. Which of the following technologies have you made use of?.2  \\\n",
      "82                                            (blank)               \n",
      "\n",
      "   2. Which of the following technologies have you made use of?.3  \\\n",
      "82                 Content Distribution Network (CDN)               \n",
      "\n",
      "   2. Which of the following technologies have you made use of?.4  \\\n",
      "82                                            (blank)               \n",
      "\n",
      "   3. How old are the apps you frequently work on?  \\\n",
      "82                                Less than 1 year   \n",
      "\n",
      "   3. How old are the apps you frequently work on?.1  \\\n",
      "82                                           (blank)   \n",
      "\n",
      "   3. How old are the apps you frequently work on?.2  \\\n",
      "82                                           (blank)   \n",
      "\n",
      "   3. How old are the apps you frequently work on?.3        ...         \\\n",
      "82                                           (blank)        ...          \n",
      "\n",
      "   38. What is your age?  \\\n",
      "82                  65 +   \n",
      "\n",
      "    39. How long have you been working in software (in years)  \\\n",
      "82                                              500.0           \n",
      "\n",
      "    40. Which mobile device ecosystem you use for personal use?  \\\n",
      "82                                                NaN             \n",
      "\n",
      "    41. What is your gender identity?  \\\n",
      "82               Prefer Not to Answer   \n",
      "\n",
      "    42. Which of the following educational programs have you made use of?  \\\n",
      "82                          A computer science degree                       \n",
      "\n",
      "    42. Which of the following educational programs have you made use of?.1  \\\n",
      "82     An in-person bootcamp/coding school graduation                         \n",
      "\n",
      "    42. Which of the following educational programs have you made use of?.2  \\\n",
      "82               An intensive online learning program                         \n",
      "\n",
      "    42. Which of the following educational programs have you made use of?.3  \\\n",
      "82               A self-paced online learning program                         \n",
      "\n",
      "    42. Which of the following educational programs have you made use of?.4  \\\n",
      "82                                            (blank)                         \n",
      "\n",
      "    43. Are you a...  \n",
      "82           Neither  \n",
      "\n",
      "[1 rows x 76 columns]\n"
     ]
    }
   ],
   "source": [
    "# Make sure the 500 years person didn't make all of the funny answers\n",
    "years_header = data.columns[67]\n",
    "print(data[data[years_header] > 100])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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