Skip to content

Instantly share code, notes, and snippets.

@zaltoprofen
Last active August 10, 2018 17:55
Show Gist options
  • Save zaltoprofen/1f0c766c8a5ef1a6a6d6d92938bfd1ef to your computer and use it in GitHub Desktop.
Save zaltoprofen/1f0c766c8a5ef1a6a6d6d92938bfd1ef to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import numpy as np\n",
"import scipy\n",
"from itertools import product\n",
"from urllib.request import urlopen\n",
"from urllib import parse\n",
"\n",
"endpoint = 'https://sparql.crssnky.xyz/spql/imas/query'\n",
"\n",
"query = '''\n",
"PREFIX schema: <http://schema.org/>\n",
"PREFIX imas: <https://sparql.crssnky.xyz/imasrdf/URIs/imas-schema.ttl#>\n",
"PREFIX foaf: <http://xmlns.com/foaf/0.1/>\n",
"SELECT distinct *\n",
"WHERE {\n",
" ?s schema:name|schema:alternateName ?name;\n",
" imas:Title ?title;\n",
" schema:gender ?gender;\n",
" schema:height ?height;\n",
" schema:weight ?weight;\n",
" foaf:age ?age.\n",
"}\n",
"'''\n",
"\n",
"params = dict(\n",
" query=query,\n",
" output='csv',\n",
")\n",
"params = parse.urlencode(params, quote_via=parse.quote)\n",
"with urlopen(f'{endpoint}?{params}') as fp:\n",
" df = pd.read_csv(fp)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"props = ['height', 'weight', 'age']\n",
"ranges = []\n",
"for p in props:\n",
" df[p] = pd.to_numeric(df[p], errors='coerce')\n",
" l, r = df[p].min(), df[p].max()\n",
" margin = (r - l) * 0.05\n",
" ranges.append((l - margin, r + margin))\n",
"\n",
"df.gender = pd.Series(pd.Categorical(df.gender))\n",
"df.title = pd.Series(pd.Categorical(df.title))\n",
"df = df.groupby(by=['name', 'title'], as_index=False).aggregate('mean').dropna()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x1192ca3c8>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x720 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.rcParams[\"figure.subplot.right\"] = 0.8\n",
"axes = None\n",
"for g in df.title.cat.categories:\n",
" if (df.title == g).sum() <= 5:\n",
" continue\n",
" kwargs = {'label': g}\n",
" dk = dict()\n",
" dk.update(kwargs)\n",
" axes = pd.plotting.scatter_matrix(df[df.title == g][props],\n",
" diagonal='kde',\n",
" figsize=(15, 10),\n",
" hist_kwds=dk,\n",
" density_kwds=dk,\n",
" ax=axes,\n",
" **kwargs)\n",
"\n",
"for (i, ylim), (j, xlim) in product(enumerate(ranges), repeat=2):\n",
" ax = axes[i, j]\n",
" ax.set_xlim(xlim)\n",
" if i != j:\n",
" ax.set_ylim(ylim)\n",
"\n",
"ax = axes[0, 0]\n",
"h, l = ax.get_legend_handles_labels()\n",
"fig = ax.get_figure()\n",
"axes[-1, -1].legend(h, l, loc=(1.02, 0))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"dens = scipy.stats.gaussian_kde(np.array(df[['age', 'weight']]).T)\n",
"x = np.linspace(8, 40, 1000)\n",
"y = np.linspace(20, 80, 1000)\n",
"xx, yy = np.meshgrid(x, y)\n",
"z = dens(np.stack([xx.ravel(), yy.ravel()])).reshape(1000, 1000)\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x1a1cadca90>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.pcolormesh(x, y, z)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.contour.QuadContourSet at 0x1a24e08a90>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.contour(x, y, z)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:pandas-dev]",
"language": "python",
"name": "conda-env-pandas-dev-py"
},
"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
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment