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@egpbos
Created August 29, 2018 07:40
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Python, King of data science
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import cycler\n",
"import numpy as np"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Download the Stack Overflow Annual Developer Survey results from https://insights.stackoverflow.com/survey"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/pbos/sw/miniconda3/lib/python3.6/site-packages/IPython/core/interactiveshell.py:2785: DtypeWarning: Columns (8,12,13,14,15,16,50,51,52,53,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128) have mixed types. Specify dtype option on import or set low_memory=False.\n",
" interactivity=interactivity, compiler=compiler, result=result)\n"
]
}
],
"source": [
"survey = pd.read_csv('survey_results_public.csv')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"datasci_lowmem = survey[survey.DevType.str.match('.*Data scientist.*').fillna(value=False)]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"7088 data scientists out of 98855 total respondents\n"
]
}
],
"source": [
"print(datasci_lowmem.shape[0], \"data scientists out of\", survey.shape[0], \"total respondents\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"non_datasci_rows = survey[~survey.DevType.str.match('.*Data scientist.*').fillna(value=False)].index.get_values()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"datasci = pd.read_csv('survey_results_public.csv', skiprows=non_datasci_rows + 1, index_col=\"Respondent\")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"top_N = 9"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"languages_worked_with = datasci.LanguageWorkedWith.str.split(\";\").apply(pd.Series, 1).stack().to_frame()\n",
"languages_worked_with.rename({0: 'language'}, axis=\"columns\", inplace=True)\n",
"languages_worked_with_top = languages_worked_with.copy().language.value_counts()[:top_N].to_frame().rename({'language': 'counts'}, axis=1).rename({0: 'language'})\n",
"languages_worked_with_top = pd.concat([languages_worked_with_top, pd.DataFrame(index=['other'], data={'counts': [languages_worked_with.language.value_counts()[top_N:].sum()]})])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"languages_desire_next_year = datasci.LanguageDesireNextYear.str.split(\";\").apply(pd.Series, 1).stack().to_frame()\n",
"languages_desire_next_year.rename({0: 'language'}, axis=\"columns\", inplace=True)\n",
"languages_desire_next_year_top = languages_desire_next_year.copy().language.value_counts()[:top_N].to_frame().rename({'language': 'counts'}, axis=1).rename({0: 'language'})\n",
"languages_desire_next_year_top = pd.concat([languages_desire_next_year_top, pd.DataFrame(index=['other'], data={'counts': [languages_worked_with.language.value_counts()[top_N:].sum()]})])"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with plt.rc_context({'axes.prop_cycle': cycler.cycler('color', plt.cm.viridis_r(np.linspace(0,1,top_N+1 + 5)))}):\n",
" languages_worked_with_top.counts.plot.pie(figsize=(10,10), startangle=90, counterclock=False, autopct='%1.1f%%')\n",
" plt.title(\"languages worked with by data scientists in 2018\");"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with plt.rc_context({'axes.prop_cycle': cycler.cycler('color', plt.cm.plasma_r(np.linspace(0,1,top_N+1 + 5)))}):\n",
" languages_desire_next_year_top.counts.plot.pie(figsize=(10,10), startangle=90, counterclock=False, autopct='%1.1f%%')\n",
" plt.title(\"languages desired next year by data scientists in 2018\");"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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