\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# **Finding Correlation**\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Estimated time needed: **30** minutes\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this lab, you will work with a cleaned dataset to perform exploratory data analysis (EDA). You will examine the distribution of the data, identify outliers, and determine the correlation between different columns in the dataset.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Objectives\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this lab, you will perform the following:\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Identify the distribution of compensation data in the dataset.\n",
"\n",
"- Remove outliers to refine the dataset.\n",
"\n",
"- Identify correlations between various features in the dataset.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Hands on Lab\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Step 1: Install and Import Required Libraries\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true,
"jupyter": {
"outputs_hidden": true
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
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"Collecting kiwisolver>=1.3.1 (from matplotlib)\n",
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"Successfully installed contourpy-1.3.3 cycler-0.12.1 fonttools-4.61.1 kiwisolver-1.4.9 matplotlib-3.10.8 pillow-12.1.0 pyparsing-3.3.2\n",
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]
}
],
"source": [
"# Install the necessary libraries\n",
"!pip install pandas\n",
"!pip install matplotlib\n",
"!pip install seaborn\n",
"!pip install scipy\n",
"\n",
"# Import libraries\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from scipy import stats\n",
"import textwrap"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 2: Load the Dataset\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" ResponseId MainBranch Age \\\n",
"0 1 I am a developer by profession Under 18 years old \n",
"1 2 I am a developer by profession 35-44 years old \n",
"2 3 I am a developer by profession 45-54 years old \n",
"3 4 I am learning to code 18-24 years old \n",
"4 5 I am a developer by profession 18-24 years old \n",
"\n",
" Employment RemoteWork Check \\\n",
"0 Employed, full-time Remote Apples \n",
"1 Employed, full-time Remote Apples \n",
"2 Employed, full-time Remote Apples \n",
"3 Student, full-time NaN Apples \n",
"4 Student, full-time NaN Apples \n",
"\n",
" CodingActivities \\\n",
"0 Hobby \n",
"1 Hobby;Contribute to open-source projects;Other... \n",
"2 Hobby;Contribute to open-source projects;Other... \n",
"3 NaN \n",
"4 NaN \n",
"\n",
" EdLevel \\\n",
"0 Primary/elementary school \n",
"1 Bachelor’s degree (B.A., B.S., B.Eng., etc.) \n",
"2 Master’s degree (M.A., M.S., M.Eng., MBA, etc.) \n",
"3 Some college/university study without earning ... \n",
"4 Secondary school (e.g. American high school, G... \n",
"\n",
" LearnCode \\\n",
"0 Books / Physical media \n",
"1 Books / Physical media;Colleague;On the job tr... \n",
"2 Books / Physical media;Colleague;On the job tr... \n",
"3 Other online resources (e.g., videos, blogs, f... \n",
"4 Other online resources (e.g., videos, blogs, f... \n",
"\n",
" LearnCodeOnline ... JobSatPoints_6 \\\n",
"0 NaN ... NaN \n",
"1 Technical documentation;Blogs;Books;Written Tu... ... 0.0 \n",
"2 Technical documentation;Blogs;Books;Written Tu... ... NaN \n",
"3 Stack Overflow;How-to videos;Interactive tutorial ... NaN \n",
"4 Technical documentation;Blogs;Written Tutorial... ... NaN \n",
"\n",
" JobSatPoints_7 JobSatPoints_8 JobSatPoints_9 JobSatPoints_10 \\\n",
"0 NaN NaN NaN NaN \n",
"1 0.0 0.0 0.0 0.0 \n",
"2 NaN NaN NaN NaN \n",
"3 NaN NaN NaN NaN \n",
"4 NaN NaN NaN NaN \n",
"\n",
" JobSatPoints_11 SurveyLength SurveyEase ConvertedCompYearly JobSat \n",
"0 NaN NaN NaN NaN NaN \n",
"1 0.0 NaN NaN NaN NaN \n",
"2 NaN Appropriate in length Easy NaN NaN \n",
"3 NaN Too long Easy NaN NaN \n",
"4 NaN Too short Easy NaN NaN \n",
"\n",
"[5 rows x 114 columns]\n",
"Initial dataframe: (65437, 114)\n"
]
}
],
"source": [
"# Load the dataset from the given URL\n",
"file_url = \"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/n01PQ9pSmiRX6520flujwQ/survey-data.csv\"\n",
"df = pd.read_csv(file_url)\n",
"\n",
"# Display the first few rows to understand the structure of the dataset\n",
"print(df.head())\n",
"print('Initial dataframe:', df.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
Step 3: Analyze and Visualize Compensation Distribution
\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Task**: Plot the distribution and histogram for `ConvertedCompYearly` to examine the spread of yearly compensation among respondents.\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_300/3941491017.py:2: UserWarning: \n",
"\n",
"`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
"\n",
"Please adapt your code to use either `displot` (a figure-level function with\n",
"similar flexibility) or `histplot` (an axes-level function for histograms).\n",
"\n",
"For a guide to updating your code to use the new functions, please see\n",
"https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
"\n",
" ax = sns.distplot(df.ConvertedCompYearly, hist=True)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Write your code here\n",
"ax = sns.distplot(df.ConvertedCompYearly, hist=True)\n",
"plt.ylabel('Proportion of answers')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
Step 4: Calculate Median Compensation for Full-Time Employees
\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Task**: Filter the data to calculate the median compensation for respondents whose employment status is \"Employed, full-time.\"\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"np.float64(69814.0)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"## Write your code here\n",
"df[df.Employment == 'Employed, full-time'].ConvertedCompYearly.median()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
Step 5: Analyzing Compensation Range and Distribution by Country
\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Explore the range of compensation in the ConvertedCompYearly column by analyzing differences across countries. Use box plots to compare the compensation distributions for each country to identify variations and anomalies within each region, providing insights into global compensation trends.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Write your code here\n",
"order = df.Country.value_counts().index\n",
"plt.figure(figsize=(10, 40))\n",
"sns.boxplot(data=df, x='ConvertedCompYearly', y='Country', order=order)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
![\"Skills](\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/assets/logos/SN_web_lightmode.png\")
\n",
" \n",
"