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temp.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "2af6d201",
"metadata": {},
"outputs": [],
"source": [
"import ibis"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "8d8fde52",
"metadata": {},
"outputs": [],
"source": [
"ibis.set_backend(\"datafusion\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "4e387c42",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">DatabaseTable: _ibis_read_delta_foodgjqjqncmbiedbjcu6qb7se\n",
" species string\n",
" island string\n",
" bill_length_mm float64\n",
" bill_depth_mm float64\n",
" flipper_length_mm int64\n",
" body_mass_g int64\n",
" sex string\n",
" year int64\n",
"</pre>\n"
],
"text/plain": [
"DatabaseTable: _ibis_read_delta_foodgjqjqncmbiedbjcu6qb7se\n",
" species string\n",
" island string\n",
" bill_length_mm float64\n",
" bill_depth_mm float64\n",
" flipper_length_mm int64\n",
" body_mass_g int64\n",
" sex string\n",
" year int64"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"t = ibis.read_delta(\"penguins.delta\")\n",
"t"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "dca406fc",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━┓\n",
"┃<span style=\"font-weight: bold\"> species </span>┃<span style=\"font-weight: bold\"> island </span>┃<span style=\"font-weight: bold\"> bill_length_mm </span>┃<span style=\"font-weight: bold\"> bill_depth_mm </span>┃<span style=\"font-weight: bold\"> flipper_length_mm </span>┃<span style=\"font-weight: bold\"> body_mass_g </span>┃<span style=\"font-weight: bold\"> sex </span>┃<span style=\"font-weight: bold\"> year </span>┃\n",
"┡━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━┩\n",
"│ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">string</span> │ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">string</span> │ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">float64</span> │ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">float64</span> │ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">int64</span> │ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">int64</span> │ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">string</span> │ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">int64</span> │\n",
"├─────────┼───────────┼────────────────┼───────────────┼───────────────────┼─────────────┼────────┼───────┤\n",
"│ <span style=\"color: #008000; text-decoration-color: #008000\">Adelie </span> │ <span style=\"color: #008000; text-decoration-color: #008000\">Torgersen</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">39.1</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">18.7</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">181</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3750</span> │ <span style=\"color: #008000; text-decoration-color: #008000\">male </span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2007</span> │\n",
"│ <span style=\"color: #008000; text-decoration-color: #008000\">Adelie </span> │ <span style=\"color: #008000; text-decoration-color: #008000\">Torgersen</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">39.5</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">17.4</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">186</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3800</span> │ <span style=\"color: #008000; text-decoration-color: #008000\">female</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2007</span> │\n",
"│ <span style=\"color: #008000; text-decoration-color: #008000\">Adelie </span> │ <span style=\"color: #008000; text-decoration-color: #008000\">Torgersen</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">40.3</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">18.0</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">195</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3250</span> │ <span style=\"color: #008000; text-decoration-color: #008000\">female</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2007</span> │\n",
"│ <span style=\"color: #008000; text-decoration-color: #008000\">Adelie </span> │ <span style=\"color: #008000; text-decoration-color: #008000\">Torgersen</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">nan</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">nan</span> │ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">NULL</span> │ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">NULL</span> │ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">NULL</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2007</span> │\n",
"│ <span style=\"color: #008000; text-decoration-color: #008000\">Adelie </span> │ <span style=\"color: #008000; text-decoration-color: #008000\">Torgersen</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">36.7</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">19.3</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">193</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3450</span> │ <span style=\"color: #008000; text-decoration-color: #008000\">female</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2007</span> │\n",
"│ <span style=\"color: #008000; text-decoration-color: #008000\">Adelie </span> │ <span style=\"color: #008000; text-decoration-color: #008000\">Torgersen</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">39.3</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">20.6</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">190</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3650</span> │ <span style=\"color: #008000; text-decoration-color: #008000\">male </span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2007</span> │\n",
"│ <span style=\"color: #008000; text-decoration-color: #008000\">Adelie </span> │ <span style=\"color: #008000; text-decoration-color: #008000\">Torgersen</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">38.9</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">17.8</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">181</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3625</span> │ <span style=\"color: #008000; text-decoration-color: #008000\">female</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2007</span> │\n",
"│ <span style=\"color: #008000; text-decoration-color: #008000\">Adelie </span> │ <span style=\"color: #008000; text-decoration-color: #008000\">Torgersen</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">39.2</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">19.6</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">195</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4675</span> │ <span style=\"color: #008000; text-decoration-color: #008000\">male </span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2007</span> │\n",
"│ <span style=\"color: #008000; text-decoration-color: #008000\">Adelie </span> │ <span style=\"color: #008000; text-decoration-color: #008000\">Torgersen</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">34.1</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">18.1</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">193</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3475</span> │ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">NULL</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2007</span> │\n",
"│ <span style=\"color: #008000; text-decoration-color: #008000\">Adelie </span> │ <span style=\"color: #008000; text-decoration-color: #008000\">Torgersen</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">42.0</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">20.2</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">190</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4250</span> │ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">NULL</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2007</span> │\n",
"│ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">…</span> │ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">…</span> │ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">…</span> │ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">…</span> │ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">…</span> │ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">…</span> │ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">…</span> │ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">…</span> │\n",
"└─────────┴───────────┴────────────────┴───────────────┴───────────────────┴─────────────┴────────┴───────┘\n",
"</pre>\n"
],
"text/plain": [
"┏━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━┓\n",
"┃\u001b[1m \u001b[0m\u001b[1mspecies\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1misland\u001b[0m\u001b[1m \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mbill_length_mm\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mbill_depth_mm\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mflipper_length_mm\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mbody_mass_g\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1msex\u001b[0m\u001b[1m \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1myear\u001b[0m\u001b[1m \u001b[0m\u001b[1m \u001b[0m┃\n",
"┡━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━┩\n",
"│ \u001b[2mstring\u001b[0m │ \u001b[2mstring\u001b[0m │ \u001b[2mfloat64\u001b[0m │ \u001b[2mfloat64\u001b[0m │ \u001b[2mint64\u001b[0m │ \u001b[2mint64\u001b[0m │ \u001b[2mstring\u001b[0m │ \u001b[2mint64\u001b[0m │\n",
"├─────────┼───────────┼────────────────┼───────────────┼───────────────────┼─────────────┼────────┼───────┤\n",
"│ \u001b[32mAdelie \u001b[0m │ \u001b[32mTorgersen\u001b[0m │ \u001b[1;36m39.1\u001b[0m │ \u001b[1;36m18.7\u001b[0m │ \u001b[1;36m181\u001b[0m │ \u001b[1;36m3750\u001b[0m │ \u001b[32mmale \u001b[0m │ \u001b[1;36m2007\u001b[0m │\n",
"│ \u001b[32mAdelie \u001b[0m │ \u001b[32mTorgersen\u001b[0m │ \u001b[1;36m39.5\u001b[0m │ \u001b[1;36m17.4\u001b[0m │ \u001b[1;36m186\u001b[0m │ \u001b[1;36m3800\u001b[0m │ \u001b[32mfemale\u001b[0m │ \u001b[1;36m2007\u001b[0m │\n",
"│ \u001b[32mAdelie \u001b[0m │ \u001b[32mTorgersen\u001b[0m │ \u001b[1;36m40.3\u001b[0m │ \u001b[1;36m18.0\u001b[0m │ \u001b[1;36m195\u001b[0m │ \u001b[1;36m3250\u001b[0m │ \u001b[32mfemale\u001b[0m │ \u001b[1;36m2007\u001b[0m │\n",
"│ \u001b[32mAdelie \u001b[0m │ \u001b[32mTorgersen\u001b[0m │ \u001b[1;36mnan\u001b[0m │ \u001b[1;36mnan\u001b[0m │ \u001b[2mNULL\u001b[0m │ \u001b[2mNULL\u001b[0m │ \u001b[2mNULL\u001b[0m │ \u001b[1;36m2007\u001b[0m │\n",
"│ \u001b[32mAdelie \u001b[0m │ \u001b[32mTorgersen\u001b[0m │ \u001b[1;36m36.7\u001b[0m │ \u001b[1;36m19.3\u001b[0m │ \u001b[1;36m193\u001b[0m │ \u001b[1;36m3450\u001b[0m │ \u001b[32mfemale\u001b[0m │ \u001b[1;36m2007\u001b[0m │\n",
"│ \u001b[32mAdelie \u001b[0m │ \u001b[32mTorgersen\u001b[0m │ \u001b[1;36m39.3\u001b[0m │ \u001b[1;36m20.6\u001b[0m │ \u001b[1;36m190\u001b[0m │ \u001b[1;36m3650\u001b[0m │ \u001b[32mmale \u001b[0m │ \u001b[1;36m2007\u001b[0m │\n",
"│ \u001b[32mAdelie \u001b[0m │ \u001b[32mTorgersen\u001b[0m │ \u001b[1;36m38.9\u001b[0m │ \u001b[1;36m17.8\u001b[0m │ \u001b[1;36m181\u001b[0m │ \u001b[1;36m3625\u001b[0m │ \u001b[32mfemale\u001b[0m │ \u001b[1;36m2007\u001b[0m │\n",
"│ \u001b[32mAdelie \u001b[0m │ \u001b[32mTorgersen\u001b[0m │ \u001b[1;36m39.2\u001b[0m │ \u001b[1;36m19.6\u001b[0m │ \u001b[1;36m195\u001b[0m │ \u001b[1;36m4675\u001b[0m │ \u001b[32mmale \u001b[0m │ \u001b[1;36m2007\u001b[0m │\n",
"│ \u001b[32mAdelie \u001b[0m │ \u001b[32mTorgersen\u001b[0m │ \u001b[1;36m34.1\u001b[0m │ \u001b[1;36m18.1\u001b[0m │ \u001b[1;36m193\u001b[0m │ \u001b[1;36m3475\u001b[0m │ \u001b[2mNULL\u001b[0m │ \u001b[1;36m2007\u001b[0m │\n",
"│ \u001b[32mAdelie \u001b[0m │ \u001b[32mTorgersen\u001b[0m │ \u001b[1;36m42.0\u001b[0m │ \u001b[1;36m20.2\u001b[0m │ \u001b[1;36m190\u001b[0m │ \u001b[1;36m4250\u001b[0m │ \u001b[2mNULL\u001b[0m │ \u001b[1;36m2007\u001b[0m │\n",
"│ \u001b[2m…\u001b[0m │ \u001b[2m…\u001b[0m │ \u001b[2m…\u001b[0m │ \u001b[2m…\u001b[0m │ \u001b[2m…\u001b[0m │ \u001b[2m…\u001b[0m │ \u001b[2m…\u001b[0m │ \u001b[2m…\u001b[0m │\n",
"└─────────┴───────────┴────────────────┴───────────────┴───────────────────┴─────────────┴────────┴───────┘"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ibis.options.interactive = True\n",
"t"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "2388d27d",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━┓\n",
"┃<span style=\"font-weight: bold\"> species </span>┃<span style=\"font-weight: bold\"> island </span>┃<span style=\"font-weight: bold\"> count </span>┃\n",
"┡━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━┩\n",
"│ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">string</span> │ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">string</span> │ <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">int64</span> │\n",
"├───────────┼───────────┼───────┤\n",
"│ <span style=\"color: #008000; text-decoration-color: #008000\">Gentoo </span> │ <span style=\"color: #008000; text-decoration-color: #008000\">Biscoe </span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">124</span> │\n",
"│ <span style=\"color: #008000; text-decoration-color: #008000\">Chinstrap</span> │ <span style=\"color: #008000; text-decoration-color: #008000\">Dream </span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">68</span> │\n",
"│ <span style=\"color: #008000; text-decoration-color: #008000\">Adelie </span> │ <span style=\"color: #008000; text-decoration-color: #008000\">Dream </span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">56</span> │\n",
"│ <span style=\"color: #008000; text-decoration-color: #008000\">Adelie </span> │ <span style=\"color: #008000; text-decoration-color: #008000\">Torgersen</span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">52</span> │\n",
"│ <span style=\"color: #008000; text-decoration-color: #008000\">Adelie </span> │ <span style=\"color: #008000; text-decoration-color: #008000\">Biscoe </span> │ <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">44</span> │\n",
"└───────────┴───────────┴───────┘\n",
"</pre>\n"
],
"text/plain": [
"┏━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━┓\n",
"┃\u001b[1m \u001b[0m\u001b[1mspecies\u001b[0m\u001b[1m \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1misland\u001b[0m\u001b[1m \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mcount\u001b[0m\u001b[1m \u001b[0m┃\n",
"┡━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━┩\n",
"│ \u001b[2mstring\u001b[0m │ \u001b[2mstring\u001b[0m │ \u001b[2mint64\u001b[0m │\n",
"├───────────┼───────────┼───────┤\n",
"│ \u001b[32mGentoo \u001b[0m │ \u001b[32mBiscoe \u001b[0m │ \u001b[1;36m124\u001b[0m │\n",
"│ \u001b[32mChinstrap\u001b[0m │ \u001b[32mDream \u001b[0m │ \u001b[1;36m68\u001b[0m │\n",
"│ \u001b[32mAdelie \u001b[0m │ \u001b[32mDream \u001b[0m │ \u001b[1;36m56\u001b[0m │\n",
"│ \u001b[32mAdelie \u001b[0m │ \u001b[32mTorgersen\u001b[0m │ \u001b[1;36m52\u001b[0m │\n",
"│ \u001b[32mAdelie \u001b[0m │ \u001b[32mBiscoe \u001b[0m │ \u001b[1;36m44\u001b[0m │\n",
"└───────────┴───────────┴───────┘"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grouped = t.group_by([\"species\", \"island\"]).agg(count=ibis._.count()).order_by(ibis._[\"count\"].desc())\n",
"grouped"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "a3275d71",
"metadata": {},
"outputs": [],
"source": [
"import altair as alt"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "d45a903d",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"<style>\n",
" #altair-viz-a5059448d1dc4f358aef3df9f87619d6.vega-embed {\n",
" width: 100%;\n",
" display: flex;\n",
" }\n",
"\n",
" #altair-viz-a5059448d1dc4f358aef3df9f87619d6.vega-embed details,\n",
" #altair-viz-a5059448d1dc4f358aef3df9f87619d6.vega-embed details summary {\n",
" position: relative;\n",
" }\n",
"</style>\n",
"<div id=\"altair-viz-a5059448d1dc4f358aef3df9f87619d6\"></div>\n",
"<script type=\"text/javascript\">\n",
" var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
" (function(spec, embedOpt){\n",
" let outputDiv = document.currentScript.previousElementSibling;\n",
" if (outputDiv.id !== \"altair-viz-a5059448d1dc4f358aef3df9f87619d6\") {\n",
" outputDiv = document.getElementById(\"altair-viz-a5059448d1dc4f358aef3df9f87619d6\");\n",
" }\n",
" const paths = {\n",
" \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
" \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
" \"vega-lite\": \"https://cdn.jsdelivr.net/npm/vega-lite@5.14.1?noext\",\n",
" \"vega-embed\": \"https://cdn.jsdelivr.net/npm/vega-embed@6?noext\",\n",
" };\n",
"\n",
" function maybeLoadScript(lib, version) {\n",
" var key = `${lib.replace(\"-\", \"\")}_version`;\n",
" return (VEGA_DEBUG[key] == version) ?\n",
" Promise.resolve(paths[lib]) :\n",
" new Promise(function(resolve, reject) {\n",
" var s = document.createElement('script');\n",
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
" s.async = true;\n",
" s.onload = () => {\n",
" VEGA_DEBUG[key] = version;\n",
" return resolve(paths[lib]);\n",
" };\n",
" s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
" s.src = paths[lib];\n",
" });\n",
" }\n",
"\n",
" function showError(err) {\n",
" outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
" throw err;\n",
" }\n",
"\n",
" function displayChart(vegaEmbed) {\n",
" vegaEmbed(outputDiv, spec, embedOpt)\n",
" .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
" }\n",
"\n",
" if(typeof define === \"function\" && define.amd) {\n",
" requirejs.config({paths});\n",
" require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
" } else {\n",
" maybeLoadScript(\"vega\", \"5\")\n",
" .then(() => maybeLoadScript(\"vega-lite\", \"5.14.1\"))\n",
" .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
" .catch(showError)\n",
" .then(() => displayChart(vegaEmbed));\n",
" }\n",
" })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-8f43fa7ad8959351f525ec1276fbb5b5\"}, \"mark\": {\"type\": \"bar\"}, \"encoding\": {\"x\": {\"field\": \"species\", \"type\": \"nominal\"}, \"y\": {\"field\": \"count\", \"type\": \"quantitative\"}}, \"height\": 400, \"width\": 600, \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.14.1.json\", \"datasets\": {\"data-8f43fa7ad8959351f525ec1276fbb5b5\": [{\"species\": \"Gentoo\", \"island\": \"Biscoe\", \"count\": 124}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"count\": 68}, {\"species\": \"Adelie\", \"island\": \"Dream\", \"count\": 56}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", \"count\": 52}, {\"species\": \"Adelie\", \"island\": \"Biscoe\", \"count\": 44}]}}, {\"mode\": \"vega-lite\"});\n",
"</script>"
],
"text/plain": [
"alt.Chart(...)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"chart = (\n",
" alt.Chart(grouped)\n",
" .mark_bar()\n",
" .encode(\n",
" x=\"species\",\n",
" y=\"count\",\n",
" )\n",
" .properties(width=600, height=400)\n",
")\n",
"chart"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "venv",
"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": "3.11.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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chart doesn't render here for some reason but does work

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