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@drcjar
Last active April 5, 2019 13:38
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{
"cells": [
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"#df = pd.read_csv('Copy of NHS Hack Day - 15th-16th June 2019 (Responses) - Backup - Form responses 1.csv')"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"df.columns = ['Timestamp', 'email', 'name',\n",
" 'role',\n",
" 'contact-store-pref',\n",
" 'future-contact-pref',\n",
" 'specialism',\n",
" 'gender', 'agegrp',\n",
" 'non-trad',\n",
" 'disability',\n",
" 'prev-exp',\n",
" 'sector',\n",
" 'care-resp',\n",
" 'eth']"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"258"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.email.nunique() # n participants as of 5/4/19"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(df[df.email.duplicated()]) # n email duplicates"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Private sector (commercial companies, agencies, startups, investing, consulting) 93\n",
"National Health Service (NHS) 87\n",
"Academia (e.g. research, teaching) 18\n",
"Public sector - Central government (e.g. cabinet office) 11\n",
"Third sector (voluntary, charities, not-for-profit) 10\n",
"Name: sector, dtype: int64"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.sector.value_counts().head() # sector"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Software Developer 6\n",
"Software Engineer 5\n",
"PhD student 3\n",
"Medical student 3\n",
"Data Scientist 3\n",
"Name: specialism, dtype: int64"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.specialism.value_counts().head() # specialism"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Technology - software development (e.g. programmer, coder) 89\n",
"Technology - other (e.g. digital, data analysis, hardware) 62\n",
"Health and care - clinical (e.g. clinicians, carers, health and care professionals) 61\n",
"Health and care - other (e.g. support, administration, management, coordination) 9\n",
"Just interested! 6\n",
"Name: role, dtype: int64"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.role.value_counts().head() # role"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7feaca766320>"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df.gender.value_counts().plot(kind='bar') # gender"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"26-35 123\n",
"Under 25 53\n",
"36-45 46\n",
"46-55 26\n",
"Over 55 5\n",
"Name: agegrp, dtype: int64"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.agegrp.value_counts() # agegrp"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"No 240\n",
"Yes 10\n",
"Name: disability, dtype: int64"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.disability.value_counts() # disability"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"British 44\n",
"White British 20\n",
"White 14\n",
"English 12\n",
"Asian / Asian British 11\n",
"Name: eth, dtype: int64"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.eth.value_counts().head() # ethnicity"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"No 225\n",
"Yes 20\n",
"National Health Service (NHS) 1\n",
"Name: care-resp, dtype: int64"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['care-resp'].value_counts() # caring responsibility"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1368x360 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# labels need to be manually updated\n",
"\n",
"plt.subplots_adjust(left=None, bottom=None, right=None, top=None, wspace=None, hspace=None)\n",
"\n",
"plt.rcParams.update({'font.size': 18})\n",
"\n",
"f, (ax1, ax2, ax3) = plt.subplots(1, 3, sharey=True, sharex=True, figsize=(19,5))\n",
"\n",
"\"\"\"\n",
"health\n",
"software\n",
"hardware\n",
"government\n",
"academic\n",
"other\n",
"\"\"\"\n",
"labels = 'Private', 'NHS', 'Academic', 'Government', 'Third sector'\n",
"sizes = df.sector.value_counts().head().values\n",
"colors = ['gold', 'yellowgreen', 'lightcoral', 'lightskyblue', 'orange']\n",
"# explode = (0.1, 0, 0, 0, 0) # explode 1st slice\n",
"ax1.pie(sizes, labels=labels, colors=colors,\n",
" autopct='%1.1f%%', shadow=True, startangle=140)\n",
"'Private', 'NHS', 'Academic', 'Government', 'Third sector'\n",
"\n",
"labels = 'Developer','Designer', 'Health workers', 'Academic', 'Other'\n",
"sizes = df.role.value_counts().head().values\n",
"colors = ['gold', 'yellowgreen', 'lightcoral', 'lightskyblue', 'orange']\n",
"# explode = (0.1, 0, 0, 0) # explode 1st slice\n",
"ax2.pie(sizes, labels=labels, colors=colors,\n",
" autopct='%1.1f%%', shadow=True, startangle=140)\n",
"\n",
"labels = 'Fullstack', 'Python', 'UX', 'Opthalmology', 'Data science','Epidemiology', 'Interoperability', 'AI', 'Bioinformatics', 'Other'\n",
"sizes = sizes = df.specialism.value_counts().head(10).values\n",
"colors = ['gold', 'yellowgreen', 'lightcoral', 'lightskyblue', 'orange']\n",
"ax3.pie(sizes, labels=labels, colors=colors,\n",
" autopct='%1.1f%%', shadow=True, startangle=140)\n",
"\n",
"ax1.set_title('Sector')\n",
"ax2.set_title('Role')\n",
"ax3.set_title('Specialism')\n",
"\n",
"f.savefig('attendee_profile.png')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.5.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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