StackOverflow_survey_analysis.ipynb

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      "cell_type": "markdown",
      "source": [
        "# Stack Overflow 2022 Developer Survey Analysis"
      ],
      "metadata": {
        "id": "pLl5iS_MHaau"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "In this notebook, i'm going to analyze the 2022 Developer Survey of Stack Overflow users. The survey recolected data about education, careers, finance, culture, demographics and more.\n",
        "\n",
        "I will try to answer the following questions:\n",
        "* At what companies do developers get paid the most?\n",
        "* How much does remote working matter to employees?\n",
        "* How does coding experience affect the level of pay?\n",
        "* What's the most popular method of learning to code?\n",
        "* Are you more likely to get a job as a developer if you have a master's degree?"
      ],
      "metadata": {
        "id": "dtc3lwdaHwLf"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import csv"
      ],
      "metadata": {
        "id": "gEMt6AwQJLSW"
      },
      "execution_count": 105,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Read the dataset\n",
        "# survey = pd.read_csv('survey_results_public.csv', quoting=3, sep=\",\")\n",
        "survey = pd.read_csv('survey_results_public.csv')"
      ],
      "metadata": {
        "id": "kdVnoTEKLKoV"
      },
      "execution_count": 106,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# See the first 3 rows of the data\n",
        "survey.head(3)"
      ],
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              "   ResponseId                                         MainBranch  \\\n",
              "0           1                                      None of these   \n",
              "1           2                     I am a developer by profession   \n",
              "2           3  I am not primarily a developer, but I write co...   \n",
              "\n",
              "            Employment                            RemoteWork  \\\n",
              "0                  NaN                                   NaN   \n",
              "1  Employed, full-time                          Fully remote   \n",
              "2  Employed, full-time  Hybrid (some remote, some in-person)   \n",
              "\n",
              "                           CodingActivities  \\\n",
              "0                                       NaN   \n",
              "1  Hobby;Contribute to open-source projects   \n",
              "2                                     Hobby   \n",
              "\n",
              "                                           EdLevel  \\\n",
              "0                                              NaN   \n",
              "1                                              NaN   \n",
              "2  Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
              "\n",
              "                                           LearnCode  \\\n",
              "0                                                NaN   \n",
              "1                                                NaN   \n",
              "2  Books / Physical media;Friend or family member...   \n",
              "\n",
              "                                     LearnCodeOnline LearnCodeCoursesCert  \\\n",
              "0                                                NaN                  NaN   \n",
              "1                                                NaN                  NaN   \n",
              "2  Technical documentation;Blogs;Programming Game...                  NaN   \n",
              "\n",
              "  YearsCode  ... TimeSearching TimeAnswering Onboarding ProfessionalTech  \\\n",
              "0       NaN  ...           NaN           NaN        NaN              NaN   \n",
              "1       NaN  ...           NaN           NaN        NaN              NaN   \n",
              "2        14  ...           NaN           NaN        NaN              NaN   \n",
              "\n",
              "  TrueFalse_1 TrueFalse_2 TrueFalse_3           SurveyLength  \\\n",
              "0         NaN         NaN         NaN                    NaN   \n",
              "1         NaN         NaN         NaN               Too long   \n",
              "2         NaN         NaN         NaN  Appropriate in length   \n",
              "\n",
              "                   SurveyEase ConvertedCompYearly  \n",
              "0                         NaN                 NaN  \n",
              "1                   Difficult                 NaN  \n",
              "2  Neither easy nor difficult             40205.0  \n",
              "\n",
              "[3 rows x 79 columns]"
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              "      <th>ResponseId</th>\n",
              "      <th>MainBranch</th>\n",
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              "      <th>RemoteWork</th>\n",
              "      <th>CodingActivities</th>\n",
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              "      <td>I am a developer by profession</td>\n",
              "      <td>Employed, full-time</td>\n",
              "      <td>Fully remote</td>\n",
              "      <td>Hobby;Contribute to open-source projects</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Too long</td>\n",
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              "      <td>Employed, full-time</td>\n",
              "      <td>Hybrid (some remote, some in-person)</td>\n",
              "      <td>Hobby</td>\n",
              "      <td>Master’s degree (M.A., M.S., M.Eng., MBA, etc.)</td>\n",
              "      <td>Books / Physical media;Friend or family member...</td>\n",
              "      <td>Technical documentation;Blogs;Programming Game...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>14</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Appropriate in length</td>\n",
              "      <td>Neither easy nor difficult</td>\n",
              "      <td>40205.0</td>\n",
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              "<p>3 rows × 79 columns</p>\n",
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      "cell_type": "code",
      "source": [
        "# See info of the dataset\n",
        "survey.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
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          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 5002 entries, 0 to 5001\n",
            "Data columns (total 79 columns):\n",
            " #   Column                          Non-Null Count  Dtype  \n",
            "---  ------                          --------------  -----  \n",
            " 0   ResponseId                      5002 non-null   int64  \n",
            " 1   MainBranch                      5002 non-null   object \n",
            " 2   Employment                      4953 non-null   object \n",
            " 3   RemoteWork                      4139 non-null   object \n",
            " 4   CodingActivities                4137 non-null   object \n",
            " 5   EdLevel                         4952 non-null   object \n",
            " 6   LearnCode                       4952 non-null   object \n",
            " 7   LearnCodeOnline                 3621 non-null   object \n",
            " 8   LearnCodeCoursesCert            1496 non-null   object \n",
            " 9   YearsCode                       4938 non-null   object \n",
            " 10  YearsCodePro                    3654 non-null   object \n",
            " 11  DevType                         4261 non-null   object \n",
            " 12  OrgSize                         3617 non-null   object \n",
            " 13  PurchaseInfluence               3612 non-null   object \n",
            " 14  BuyNewTool                      4632 non-null   object \n",
            " 15  Country                         4963 non-null   object \n",
            " 16  Currency                        3627 non-null   object \n",
            " 17  CompTotal                       2806 non-null   float64\n",
            " 18  CompFreq                        3173 non-null   object \n",
            " 19  LanguageHaveWorkedWith          4935 non-null   object \n",
            " 20  LanguageWantToWorkWith          4697 non-null   object \n",
            " 21  DatabaseHaveWorkedWith          4062 non-null   object \n",
            " 22  DatabaseWantToWorkWith          3350 non-null   object \n",
            " 23  PlatformHaveWorkedWith          3414 non-null   object \n",
            " 24  PlatformWantToWorkWith          2652 non-null   object \n",
            " 25  WebframeHaveWorkedWith          3529 non-null   object \n",
            " 26  WebframeWantToWorkWith          2889 non-null   object \n",
            " 27  MiscTechHaveWorkedWith          3162 non-null   object \n",
            " 28  MiscTechWantToWorkWith          2419 non-null   object \n",
            " 29  ToolsTechHaveWorkedWith         3870 non-null   object \n",
            " 30  ToolsTechWantToWorkWith         3236 non-null   object \n",
            " 31  NEWCollabToolsHaveWorkedWith    4909 non-null   object \n",
            " 32  NEWCollabToolsWantToWorkWith    4527 non-null   object \n",
            " 33  OpSysProfessional use           4600 non-null   object \n",
            " 34  OpSysPersonal use               4921 non-null   object \n",
            " 35  VersionControlSystem            4948 non-null   object \n",
            " 36  VCInteraction                   4850 non-null   object \n",
            " 37  VCHostingPersonal use           0 non-null      float64\n",
            " 38  VCHostingProfessional use       0 non-null      float64\n",
            " 39  OfficeStackAsyncHaveWorkedWith  3153 non-null   object \n",
            " 40  OfficeStackAsyncWantToWorkWith  1986 non-null   object \n",
            " 41  OfficeStackSyncHaveWorkedWith   4309 non-null   object \n",
            " 42  OfficeStackSyncWantToWorkWith   3133 non-null   object \n",
            " 43  Blockchain                      4935 non-null   object \n",
            " 44  NEWSOSites                      4944 non-null   object \n",
            " 45  SOVisitFreq                     4937 non-null   object \n",
            " 46  SOAccount                       4954 non-null   object \n",
            " 47  SOPartFreq                      3563 non-null   object \n",
            " 48  SOComm                          4946 non-null   object \n",
            " 49  Age                             4901 non-null   object \n",
            " 50  Gender                          4902 non-null   object \n",
            " 51  Trans                           4884 non-null   object \n",
            " 52  Sexuality                       4658 non-null   object \n",
            " 53  Ethnicity                       4807 non-null   object \n",
            " 54  Accessibility                   4702 non-null   object \n",
            " 55  MentalHealth                    4656 non-null   object \n",
            " 56  TBranch                         3706 non-null   object \n",
            " 57  ICorPM                          2372 non-null   object \n",
            " 58  WorkExp                         2406 non-null   float64\n",
            " 59  Knowledge_1                     2364 non-null   object \n",
            " 60  Knowledge_2                     2318 non-null   object \n",
            " 61  Knowledge_3                     2319 non-null   object \n",
            " 62  Knowledge_4                     2321 non-null   object \n",
            " 63  Knowledge_5                     2317 non-null   object \n",
            " 64  Knowledge_6                     2320 non-null   object \n",
            " 65  Knowledge_7                     2316 non-null   object \n",
            " 66  Frequency_1                     2331 non-null   object \n",
            " 67  Frequency_2                     2329 non-null   object \n",
            " 68  Frequency_3                     2282 non-null   object \n",
            " 69  TimeSearching                   2372 non-null   object \n",
            " 70  TimeAnswering                   2362 non-null   object \n",
            " 71  Onboarding                      2337 non-null   object \n",
            " 72  ProfessionalTech                2297 non-null   object \n",
            " 73  TrueFalse_1                     2357 non-null   object \n",
            " 74  TrueFalse_2                     2353 non-null   object \n",
            " 75  TrueFalse_3                     2351 non-null   object \n",
            " 76  SurveyLength                    4873 non-null   object \n",
            " 77  SurveyEase                      4893 non-null   object \n",
            " 78  ConvertedCompYearly             2787 non-null   float64\n",
            "dtypes: float64(5), int64(1), object(73)\n",
            "memory usage: 3.0+ MB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can see that there are a lot of columns that contains a lot of null values. In the case that i need to fix them, i will do it."
      ],
      "metadata": {
        "id": "1EVge5vCp1l-"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## At what companies do developers get paid the most?"
      ],
      "metadata": {
        "id": "vzbcg7VzqXuV"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "To answer this question, we need to use the data of these columns:\n",
        "* OrgSize: The size of the organization where the users works\n",
        "* CompTotal: The total compensation (salary, bonuses, and perks before taxes and deductions)\n",
        "* CompFreq: The frequency of the compensation"
      ],
      "metadata": {
        "id": "lbRP6tRKrcbO"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Lets see the type of frequencies that exists\n",
        "survey['CompFreq'].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GOYWqUuFsGe4",
        "outputId": "fcfe2197-2ccc-420a-b401-c93ecac31600"
      },
      "execution_count": 109,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Yearly     1934\n",
              "Monthly    1157\n",
              "Weekly       82\n",
              "Name: CompFreq, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 109
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Count null values\n",
        "survey['CompFreq'].isna().sum()"
      ],
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        },
        "id": "V1hVz5TYsYHn",
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      },
      "execution_count": 110,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1829"
            ]
          },
          "metadata": {},
          "execution_count": 110
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can see that are a lot of null values. This is probably because those users are not working as a developer. I want to see the total of null values in Comptotal to compare"
      ],
      "metadata": {
        "id": "gNwhwMMXsrRg"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "survey['CompTotal'].isna().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "34BvKCVBs-IZ",
        "outputId": "df7848be-d502-4fce-f2f0-a72b5990015a"
      },
      "execution_count": 111,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "2196"
            ]
          },
          "metadata": {},
          "execution_count": 111
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    },
    {
      "cell_type": "markdown",
      "source": [
        "We can that they are not to equal, but at least they are not too far. I'm going to left null those values, because i can't assume someone compensation if he really does not work as a developer."
      ],
      "metadata": {
        "id": "kH9OtsKMtFBq"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now, i'm going to apply a function to the dataframe that calculates the compensation for each row, depending on the Total and Frequency features."
      ],
      "metadata": {
        "id": "zo293YIAIqN4"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Define a function that multiplies the compensation for his frequency:\n",
        "def compensation_multiplier(row):\n",
        "  frequency = row.CompFreq\n",
        "  if frequency == 'Yearly':\n",
        "    return row.CompTotal * 1\n",
        "  elif frequency == 'Monthly':\n",
        "    # I assume that developers have 3 weeks of vacations a year\n",
        "    return row.CompTotal * 11.25\n",
        "  elif frequency == 'Weekly':\n",
        "    # 49 weeks is 11 months and 1 week.\n",
        "    return row.CompTotal * 49\n",
        "  else:\n",
        "    return 'Nan'\n",
        "  "
      ],
      "metadata": {
        "id": "Hs0j-hvqtmIH"
      },
      "execution_count": 112,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Apply the function and store the values in a variable\n",
        "final_comp_values = survey.apply(compensation_multiplier, axis='columns')"
      ],
      "metadata": {
        "id": "8M4K8PREGpKI"
      },
      "execution_count": 113,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Assign the values to the new column\n",
        "survey['FinalCompt'] = final_comp_values"
      ],
      "metadata": {
        "id": "Rij4TgCmHOgc"
      },
      "execution_count": 114,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Transform to integers the values\n",
        "survey['FinalCompt'] = survey['FinalCompt'].astype('float')"
      ],
      "metadata": {
        "id": "cyectv6CKBvN"
      },
      "execution_count": 115,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can see the different types of organizations and their frequency with value_counts."
      ],
      "metadata": {
        "id": "rrFM_il2JFjc"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "survey['OrgSize'].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uCtIZk0HJGFT",
        "outputId": "0b51943a-2827-4d34-f5ec-8d23e9e1e02f"
      },
      "execution_count": 116,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "20 to 99 employees                                    743\n",
              "100 to 499 employees                                  678\n",
              "10,000 or more employees                              563\n",
              "1,000 to 4,999 employees                              392\n",
              "500 to 999 employees                                  314\n",
              "2 to 9 employees                                      268\n",
              "10 to 19 employees                                    258\n",
              "5,000 to 9,999 employees                              176\n",
              "Just me - I am a freelancer, sole proprietor, etc.    162\n",
              "I don’t know                                           63\n",
              "Name: OrgSize, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 116
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now, i'm going to calculate the mean for each type of organization, to know in which one developers get paid the most according to the survey."
      ],
      "metadata": {
        "id": "PQIDfR3uMYt7"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Calculate the mean for each type of organization\n",
        "mean_comp_by_orgsize = survey.groupby('OrgSize')['FinalCompt'].mean().reset_index()\n",
        "sorted_mean_comp_by_orgsize = mean_comp_by_orgsize.sort_values(by='FinalCompt')\n",
        "sorted_mean_comp_by_orgsize.rename(columns={'FinalCompt': 'MeanCompensation'}, inplace=True)\n",
        "sorted_mean_comp_by_orgsize"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 363
        },
        "id": "v7_pxTJMJ2Zc",
        "outputId": "d877b3d0-474e-4778-d95c-9a4e6045b416"
      },
      "execution_count": 117,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                             OrgSize  MeanCompensation\n",
              "8                                       I don’t know      2.614594e+05\n",
              "1                                 10 to 19 employees      1.591854e+06\n",
              "7                               500 to 999 employees      2.164187e+06\n",
              "0                           1,000 to 4,999 employees      2.544328e+06\n",
              "4                                   2 to 9 employees      3.040946e+06\n",
              "6                           5,000 to 9,999 employees      4.679680e+06\n",
              "9  Just me - I am a freelancer, sole proprietor, ...      6.444766e+06\n",
              "3                               100 to 499 employees      1.323322e+07\n",
              "5                                 20 to 99 employees      2.326585e+07\n",
              "2                           10,000 or more employees      1.072210e+51"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-749d57b7-4037-4772-a42c-52ebe028150c\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
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              "      <th></th>\n",
              "      <th>OrgSize</th>\n",
              "      <th>MeanCompensation</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
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              "      <td>I don’t know</td>\n",
              "      <td>2.614594e+05</td>\n",
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              "      <th>1</th>\n",
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              "      <th>7</th>\n",
              "      <td>500 to 999 employees</td>\n",
              "      <td>2.164187e+06</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1,000 to 4,999 employees</td>\n",
              "      <td>2.544328e+06</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2 to 9 employees</td>\n",
              "      <td>3.040946e+06</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>5,000 to 9,999 employees</td>\n",
              "      <td>4.679680e+06</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Just me - I am a freelancer, sole proprietor, ...</td>\n",
              "      <td>6.444766e+06</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>100 to 499 employees</td>\n",
              "      <td>1.323322e+07</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>20 to 99 employees</td>\n",
              "      <td>2.326585e+07</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>10,000 or more employees</td>\n",
              "      <td>1.072210e+51</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 117
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can appreciate the different means of payment in different organizations."
      ],
      "metadata": {
        "id": "Xoy-4GGpNLHB"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## How much does remote working matter to employees?"
      ],
      "metadata": {
        "id": "I_g1dBo4Ngw0"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Here, we are interested in the employment and the remote work features. We need to see for each type of eployment the % of remote workers, to see how much they care about the possibility to work remotely."
      ],
      "metadata": {
        "id": "wspfQH2k4bFv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "survey['Employment'].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zbIEyujT5DzT",
        "outputId": "2ba0265d-1400-4cb3-bddb-83e762aaa1da"
      },
      "execution_count": 118,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Employed, full-time                                                                                                                                                              3147\n",
              "Student, full-time                                                                                                                                                                461\n",
              "Independent contractor, freelancer, or self-employed                                                                                                                              264\n",
              "Employed, full-time;Independent contractor, freelancer, or self-employed                                                                                                          201\n",
              "Student, full-time;Employed, part-time                                                                                                                                            123\n",
              "Not employed, but looking for work                                                                                                                                                114\n",
              "Employed, full-time;Student, full-time                                                                                                                                             72\n",
              "Employed, part-time                                                                                                                                                                68\n",
              "Student, part-time;Employed, part-time                                                                                                                                             62\n",
              "Employed, full-time;Student, part-time                                                                                                                                             62\n",
              "Not employed, and not looking for work                                                                                                                                             58\n",
              "I prefer not to say                                                                                                                                                                47\n",
              "Student, full-time;Not employed, but looking for work                                                                                                                              40\n",
              "Student, part-time                                                                                                                                                                 34\n",
              "Student, full-time;Independent contractor, freelancer, or self-employed                                                                                                            32\n",
              "Student, full-time;Not employed, and not looking for work                                                                                                                          18\n",
              "Employed, full-time;Employed, part-time                                                                                                                                            14\n",
              "Not employed, but looking for work;Independent contractor, freelancer, or self-employed                                                                                            14\n",
              "Student, part-time;Independent contractor, freelancer, or self-employed                                                                                                            13\n",
              "Independent contractor, freelancer, or self-employed;Employed, part-time                                                                                                           13\n",
              "Student, part-time;Not employed, and not looking for work                                                                                                                          13\n",
              "Retired                                                                                                                                                                            12\n",
              "Employed, full-time;Student, part-time;Independent contractor, freelancer, or self-employed                                                                                        10\n",
              "Student, part-time;Not employed, but looking for work                                                                                                                              10\n",
              "Student, full-time;Student, part-time                                                                                                                                               5\n",
              "Employed, full-time;Student, full-time;Independent contractor, freelancer, or self-employed                                                                                         5\n",
              "Student, part-time;Independent contractor, freelancer, or self-employed;Employed, part-time                                                                                         5\n",
              "Employed, full-time;Independent contractor, freelancer, or self-employed;Employed, part-time                                                                                        4\n",
              "Student, full-time;Independent contractor, freelancer, or self-employed;Employed, part-time                                                                                         4\n",
              "Student, full-time;Not employed, but looking for work;Independent contractor, freelancer, or self-employed                                                                          3\n",
              "Independent contractor, freelancer, or self-employed;Retired                                                                                                                        3\n",
              "Student, part-time;Not employed, but looking for work;Independent contractor, freelancer, or self-employed                                                                          3\n",
              "Employed, full-time;Not employed, but looking for work                                                                                                                              2\n",
              "Employed, full-time;Student, full-time;Employed, part-time                                                                                                                          2\n",
              "Not employed, but looking for work;Not employed, and not looking for work                                                                                                           2\n",
              "Not employed, but looking for work;Independent contractor, freelancer, or self-employed;Employed, part-time                                                                         2\n",
              "Student, part-time;Not employed, but looking for work;Employed, part-time                                                                                                           2\n",
              "Employed, full-time;Student, part-time;Employed, part-time                                                                                                                          1\n",
              "Student, full-time;Student, part-time;Not employed, but looking for work;Independent contractor, freelancer, or self-employed;Not employed, and not looking for work                1\n",
              "Independent contractor, freelancer, or self-employed;Not employed, and not looking for work                                                                                         1\n",
              "Employed, full-time;Student, full-time;Student, part-time;Independent contractor, freelancer, or self-employed;Employed, part-time                                                  1\n",
              "Employed, full-time;Student, part-time;Independent contractor, freelancer, or self-employed;Employed, part-time                                                                     1\n",
              "Employed, full-time;Student, full-time;Student, part-time;Not employed, but looking for work;Independent contractor, freelancer, or self-employed;Employed, part-time;Retired       1\n",
              "Employed, full-time;Student, full-time;Student, part-time                                                                                                                           1\n",
              "Employed, full-time;Not employed, but looking for work;Employed, part-time                                                                                                          1\n",
              "Employed, full-time;Student, full-time;Independent contractor, freelancer, or self-employed;Employed, part-time                                                                     1\n",
              "Name: Employment, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 118
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "There are a lot of different answers in this question. It's not efficient to see for each one the % of work. I notice that exists people searching for a job, so i'm going to check if people that is actually looking for work answered the question of 'RemoteWork'."
      ],
      "metadata": {
        "id": "gisEoXdH5rHt"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Create the DF with the job searchers and then print the amount of null values in remote work\n",
        "job_searchers = survey[survey['Employment'].fillna('None').str.contains('but looking for work')]\n",
        "job_searchers.RemoteWork.isna().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VS45gaYJ7SBr",
        "outputId": "9f0b7058-83b5-48c2-db96-9f18eb469c40"
      },
      "execution_count": 119,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "166"
            ]
          },
          "metadata": {},
          "execution_count": 119
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# print the shape of the df: (rows, columns) \n",
        "job_searchers.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1zKuz2jX8sc1",
        "outputId": "c957d818-5b67-4fd2-dd47-cc5e1f172962"
      },
      "execution_count": 120,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(195, 80)"
            ]
          },
          "metadata": {},
          "execution_count": 120
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can appreciate that most of the people that are looking for job didn't answered the the RemoteWork question. So we are just going to use the RemoteWork column"
      ],
      "metadata": {
        "id": "WFNaBZgg9KBM"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "value_counts = survey['RemoteWork'].value_counts()\n",
        "value_counts"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vEq8kDdWJ0xg",
        "outputId": "8f02f9f7-a9e2-4cea-81d5-0377e62b6580"
      },
      "execution_count": 121,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Fully remote                            1887\n",
              "Hybrid (some remote, some in-person)    1676\n",
              "Full in-person                           576\n",
              "Name: RemoteWork, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 121
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Create a pie plot\n",
        "value_counts.plot(kind='pie', ylabel='', autopct='%1.1f%%')\n",
        "plt.title('Type of work')\n",
        "plt.figure(figsize=(8,4))\n",
        "# Display the plot\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 446
        },
        "id": "fPZ8EZoJJ4b5",
        "outputId": "246a94df-0303-42b1-80a7-3cc87f008b4d"
      },
      "execution_count": 122,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 0 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The majority of the people that answered the question works remote or wants to do it. So, we can say that is actually pretty relevant for the Stack Overflow users to work in this way nowadays. We are not considering the null values in the plot, because they are irrelevant since are empty answers to that question in the survey."
      ],
      "metadata": {
        "id": "vDIuMuZnLvv-"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## How does coding experience affect the level of pay?"
      ],
      "metadata": {
        "id": "PmmPJS35-TZo"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "To answer this question, we have to take care of the YearsCode, CompFreq and TotalComp features of our dataset. YearsCodePro is not relevant, because years of coding pro quantity is inside of years coding for someone. For example, if i have been coding for 10 years, and 2 years as a professional, my coding experience still being of 10 years."
      ],
      "metadata": {
        "id": "tJGyBtDk_Fwo"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# First we need to fill the none values of the coding column\n",
        "survey.YearsCode = survey.YearsCode.fillna(0)"
      ],
      "metadata": {
        "id": "7yu-FE4e_jWG"
      },
      "execution_count": 123,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# survey.YearsCode = survey.YearsCode.astype('int64')\n",
        "survey.YearsCode.unique()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qt2v6qRFAP8g",
        "outputId": "7e18119c-3923-4156-d414-baf71e825ee1"
      },
      "execution_count": 124,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0, '14', '20', '8', '15', '3', '1', '6', '37', '5', '12', '22',\n",
              "       '11', '4', '7', '13', '36', '2', '25', '10', '40', '16', '27',\n",
              "       '24', '19', '9', '17', '18', '26', 'More than 50 years', '29',\n",
              "       '30', '32', 'Less than 1 year', '48', '45', '38', '39', '28', '23',\n",
              "       '43', '21', '41', '35', '50', '33', '31', '34', '46', '44', '42',\n",
              "       '47'], dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 124
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "They are two values that are strings. We are going to round them to 1 and 50, and then convert the dtype to integer."
      ],
      "metadata": {
        "id": "-r7DkMMQBbad"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# survey.loc[(survey.YearsCode == 'Less than 1 year')]\n",
        "survey.loc[survey['YearsCode'] == 'Less than 1 year', 'YearsCode'] = '1'\n",
        "survey.loc[survey['YearsCode'] == 'More than 50 years', 'YearsCode'] = '50'"
      ],
      "metadata": {
        "id": "Ea8m6nM4BwqQ"
      },
      "execution_count": 125,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "survey.YearsCode = survey.YearsCode.astype('int64')"
      ],
      "metadata": {
        "id": "s__sKjStCxEs"
      },
      "execution_count": 126,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now we are going to calculate the correlation between years of code and the FinalCompt. First we need to fill the FinalCompt nan values with 0, because in YearsCode we don't have any nan values."
      ],
      "metadata": {
        "id": "GKAdMFDQC6Yg"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "survey.FinalCompt = survey.FinalCompt.fillna(0)"
      ],
      "metadata": {
        "id": "GEQrWeFnEATr"
      },
      "execution_count": 127,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "correlation = survey['YearsCode'].corr(survey['FinalCompt'])\n",
        "print(correlation)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XxJFKPl5Dbw_",
        "outputId": "5c45ea35-12e0-4e3c-a364-430a548c122c"
      },
      "execution_count": 128,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "-0.003321203395927166\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can see that according to the survey, there is negative correlation that is very close to 0. So, we can say that is not too important the coding experience according to the salaries. I think that is because it depends in a lot of another factors, such as degree, company type, role and amount of useful knowledge to do the specific job."
      ],
      "metadata": {
        "id": "iO7XpPYpFiJv"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## What's the most popular method of learning to code?"
      ],
      "metadata": {
        "id": "pUgXdAZCG8iq"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "To answer this question, we need to use the columns about code learning. We need to focus on the LearnCode feature. Running the cell above, we can see that there are a lot of different answers, because one person can learn by different methods. Each person responded with all the ways they learned to code."
      ],
      "metadata": {
        "id": "jhUnwR-NHBdp"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "survey.LearnCode.head(10)\n",
        "# We can appreciate that each answer is separated by ';'"
      ],
      "metadata": {
        "id": "bmj1HjbeHVvZ",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c106b87a-4e18-4f19-8e8b-3c48f2403b56"
      },
      "execution_count": 129,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0                                                  NaN\n",
              "1                                                  NaN\n",
              "2    Books / Physical media;Friend or family member...\n",
              "3    Books / Physical media;School (i.e., Universit...\n",
              "4    Other online resources (e.g., videos, blogs, f...\n",
              "5    Books / Physical media;School (i.e., Universit...\n",
              "6    Other online resources (e.g., videos, blogs, f...\n",
              "7                      Online Courses or Certification\n",
              "8                  On the job training;Coding Bootcamp\n",
              "9    Books / Physical media;Other online resources ...\n",
              "Name: LearnCode, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 129
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# separate each answer by the ; string\n",
        "answers_list = survey['LearnCode'].str.split(';')\n",
        "\n",
        "# drop the null values \n",
        "answers_list = answers_list.dropna()\n",
        "\n",
        "# get all the values for each row in a list\n",
        "all_answers = [answer for answers in answers_list for answer in answers]\n",
        "\n",
        "print(all_answers)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DVPfuTQO5fqZ",
        "outputId": "cec918d0-553a-42b3-9609-d6463fc97c6b"
      },
      "execution_count": 130,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['Books / Physical media', 'Friend or family member', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Books / Physical media', 'School (i.e., University, College, etc)', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Books / Physical media', 'School (i.e., University, College, etc)', 'Other online resources (e.g., videos, blogs, forum)', 'Online Courses or Certification', 'On the job training', 'Coding Bootcamp', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Books / Physical media', 'Friend or family member', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Books / Physical media', 'School (i.e., University, College, etc)', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Books / Physical media', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Online Courses or Certification', 'Colleague', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Online Courses or Certification', 'Books / Physical media', 'School (i.e., University, College, etc)', 'Online Courses or Certification', 'Coding Bootcamp', 'Books / Physical media', 'Coding Bootcamp', 'Colleague', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Other (please specify):', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'Colleague', 'Other (please specify):', 'Books / Physical media', 'Other online resources 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'Online Courses or Certification', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Online Courses or Certification', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Online Courses or Certification', 'Books / Physical media', 'School (i.e., University, College, etc)', 'On the job training', 'Online Courses or Certification', 'Colleague', 'School (i.e., University, College, etc)', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Books / Physical media', 'Online Courses or Certification', 'Coding Bootcamp', 'School (i.e., University, College, etc)', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'School (i.e., University, College, etc)', 'Books / Physical media', 'School (i.e., University, College, etc)', 'Online Courses or Certification', 'Books / Physical media', 'Online Courses or Certification', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Books / Physical media', 'Friend or family member', 'School (i.e., University, College, etc)', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Online Courses or Certification', 'Coding Bootcamp', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Colleague', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Hackathons (virtual or in-person)', 'Books / Physical media', 'On the job training', 'School (i.e., University, College, etc)', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Hackathons (virtual or in-person)', 'Books / Physical media', 'Friend or family member', 'School (i.e., University, College, etc)', 'Friend or family member', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Hackathons (virtual or in-person)', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Online Courses or Certification', 'Colleague', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Online Courses or Certification', 'Books / Physical media', 'Other (please specify):', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Online Courses or Certification', 'Coding Bootcamp', 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'Hackathons (virtual or in-person)', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Online Courses or Certification', 'Friend or family member', 'Colleague', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Online Courses or Certification', 'Other online resources (e.g., videos, blogs, forum)', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Colleague', 'School (i.e., University, College, etc)', 'School (i.e., University, College, etc)', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Online Courses or Certification', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Online Courses or Certification', 'School (i.e., University, College, etc)', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Books / Physical media', 'On the job training', 'Coding Bootcamp', 'Books / Physical media', 'School (i.e., University, College, etc)', 'Online Courses or Certification', 'Friend or family member', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'School (i.e., University, College, etc)', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Online Courses or Certification', 'Hackathons (virtual or in-person)', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Books / Physical media', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'Online Courses or Certification', 'Other online resources (e.g., videos, blogs, forum)', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'On the job training', 'Online Courses or Certification', 'Colleague', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Online Courses or Certification', 'Colleague', 'School (i.e., University, College, etc)', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Online Courses or Certification', 'Colleague', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Books / Physical media', 'Coding Bootcamp', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Books / Physical media', 'Friend or family member', 'Online Courses or Certification', 'Colleague', 'Other online resources (e.g., videos, blogs, forum)', 'Online Courses or Certification', 'Coding Bootcamp', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'School (i.e., University, College, etc)', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Other online resources (e.g., videos, blogs, forum)', 'Other (please specify):', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'On the job training', 'Online 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blogs, forum)', 'Online Courses or Certification', 'School (i.e., University, College, etc)', 'Online Courses or Certification', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Books / Physical media', 'School (i.e., University, College, etc)', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Online Courses or Certification', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Online Courses or Certification', 'Books / Physical media', 'School (i.e., University, College, etc)', 'On the job training', 'Online Courses or Certification', 'Books / Physical media', 'Friend or family member', 'Other online resources (e.g., videos, blogs, forum)', 'On the job training', 'Online Courses or Certification', 'Coding Bootcamp', 'School (i.e., University, College, etc)', 'Books / Physical media', 'Friend or family member', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Online Courses or Certification', 'Colleague', 'Books / Physical media', 'Online Courses or Certification', 'School (i.e., University, College, etc)', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'On the job training', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'On the job training', 'Online Courses or Certification', 'Colleague', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Online Courses or Certification', 'Coding Bootcamp', 'Colleague', 'Hackathons (virtual or in-person)', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Online Courses or Certification', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)', 'On the job training', 'Online Courses or Certification', 'Colleague', 'Books / Physical media', 'Other online resources (e.g., videos, blogs, forum)', 'School (i.e., University, College, etc)']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "answer_counts = pd.Series(all_answers).value_counts()\n",
        "answer_counts"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SldDDFUj7ist",
        "outputId": "dfbcb658-f6ee-4f22-a4b7-243100b27b72"
      },
      "execution_count": 131,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Other online resources (e.g., videos, blogs, forum)    3628\n",
              "School (i.e., University, College, etc)                3231\n",
              "Books / Physical media                                 2813\n",
              "On the job training                                    1810\n",
              "Online Courses or Certification                        1800\n",
              "Colleague                                               777\n",
              "Friend or family member                                 729\n",
              "Coding Bootcamp                                         359\n",
              "Hackathons (virtual or in-person)                       352\n",
              "Other (please specify):                                 272\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 131
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can see all the different methods of how people learned how to code! Videos and blogs were the most popular, very close to school."
      ],
      "metadata": {
        "id": "sACI4F7Q73sL"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Create a horizontal bar chart\n",
        "answer_counts.plot(kind='barh')\n",
        "\n",
        "plt.xlabel('Count')\n",
        "plt.ylabel('Category')\n",
        "plt.title('How people learned to code')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 490
        },
        "id": "4uWiZPGF8jIj",
        "outputId": "68f14fa8-bfb8-40ae-eb56-779aeeefadfc"
      },
      "execution_count": 132,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'How people learned to code')"
            ]
          },
          "metadata": {},
          "execution_count": 132
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Are you more likely to get a job as a developer if you have a master's degree?"
      ],
      "metadata": {
        "id": "GAx4DSEH-gaY"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "To answer this question, we need to use the columns of Employment, and EdLevel.  "
      ],
      "metadata": {
        "id": "AgAWngyT-iVJ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "survey['EdLevel'].unique()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sHrvjhgl_oNX",
        "outputId": "006293ca-7222-4c10-dc4a-5e4ae36880e5"
      },
      "execution_count": 133,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([nan, 'Master’s degree (M.A., M.S., M.Eng., MBA, etc.)',\n",
              "       'Bachelor’s degree (B.A., B.S., B.Eng., etc.)',\n",
              "       'Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)',\n",
              "       'Some college/university study without earning a degree',\n",
              "       'Something else', 'Primary/elementary school',\n",
              "       'Other doctoral degree (Ph.D., Ed.D., etc.)',\n",
              "       'Associate degree (A.A., A.S., etc.)',\n",
              "       'Professional degree (JD, MD, etc.)'], dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 133
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The answers are too long. I'm going to eliminate the characters between \"()\", because it's irrelevant."
      ],
      "metadata": {
        "id": "swmcM0dCAZfO"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# use regular expressions to eliminate the information between ()\n",
        "import re\n",
        "survey['EdLevel'] = survey['EdLevel'].str.replace(r'\\(.*\\)', '', regex=True)\n",
        "survey['EdLevel'] = survey['EdLevel'].str.strip()\n",
        "survey['EdLevel'].unique()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "acCvyXY2bn-x",
        "outputId": "ceed47eb-f4c8-428b-e6fe-1386fd8f9a6b"
      },
      "execution_count": 134,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([nan, 'Master’s degree', 'Bachelor’s degree', 'Secondary school',\n",
              "       'Some college/university study without earning a degree',\n",
              "       'Something else', 'Primary/elementary school',\n",
              "       'Other doctoral degree', 'Associate degree', 'Professional degree'],\n",
              "      dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 134
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# create a df just from people that are employed\n",
        "employed = survey[survey['Employment'].fillna('None').str.contains('Employed')]\n",
        "len(employed)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "D3L8YEeYdJ8V",
        "outputId": "3f8bb0cc-912d-49cd-9197-1fa77c5d9c64"
      },
      "execution_count": 135,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "3805"
            ]
          },
          "metadata": {},
          "execution_count": 135
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "For all the people that are employed, let' see the different types of work."
      ],
      "metadata": {
        "id": "IoX2rxYbhhI4"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "employed['MainBranch'].unique()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HuKdN11LhYha",
        "outputId": "4778ac23-e382-4b3a-f97f-bd2aa111f1a7"
      },
      "execution_count": 136,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['I am a developer by profession',\n",
              "       'I am not primarily a developer, but I write code sometimes as part of my work',\n",
              "       'I code primarily as a hobby',\n",
              "       'I used to be a developer by profession, but no longer am',\n",
              "       'I am learning to code'], dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 136
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Let's filter the employed to just get the developers, and then see the value counts for their education level."
      ],
      "metadata": {
        "id": "AkzQ_bz-g8mO"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "developers = employed.loc[(employed.MainBranch == 'I am a developer by profession')]\n",
        "developers.EdLevel.value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Dx7yUkU0fp1E",
        "outputId": "d3c3a6de-b5ca-4293-dc52-e103dee4aba4"
      },
      "execution_count": 137,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Bachelor’s degree                                         1754\n",
              "Master’s degree                                            818\n",
              "Some college/university study without earning a degree     382\n",
              "Secondary school                                           135\n",
              "Associate degree                                           101\n",
              "Other doctoral degree                                       95\n",
              "Professional degree                                         37\n",
              "Primary/elementary school                                   29\n",
              "Something else                                              26\n",
              "Name: EdLevel, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 137
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can see that by far, the people that answered the survey and work as developer just have a Bachelors' degree, not a Master's degree.\n",
        "So, we can't say that someone is more likely to get a job as a developer having a master's degree. For curiosity, let's see what are the most popular professions among the people that have master's degree."
      ],
      "metadata": {
        "id": "ER-wkFxGieZ8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "masters = employed.loc[(employed.EdLevel == 'Master’s degree')]\n",
        "masters.MainBranch.value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "a5RU6Gd0jC8E",
        "outputId": "19c642b9-c286-45d0-cb58-0795d408b703"
      },
      "execution_count": 138,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "I am a developer by profession                                                   818\n",
              "I am not primarily a developer, but I write code sometimes as part of my work     94\n",
              "I used to be a developer by profession, but no longer am                          19\n",
              "I code primarily as a hobby                                                        6\n",
              "I am learning to code                                                              4\n",
              "Name: MainBranch, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 138
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "By far the most popular profession for people with a master's degre that answered the survey is as a developer. So definitely having a master's degree does not really get you more chances of being hired as a developer in a company. I think that they are another factors that are more relevant."
      ],
      "metadata": {
        "id": "DKme51gTjr1g"
      }
    }
  ]
}