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jcrist/altair_and_ibis.ipynb

Created August 1, 2023 16:58
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A quick notebook demoing plotting in altair with ibis
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altair_and_ibis.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "9aa87446",
"metadata": {},
"outputs": [],
"source": [
"import ibis\n",
"\n",
"ibis.options.interactive = True"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "406fbb11",
"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": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"t = ibis.examples.penguins.fetch()\n",
"\n",
"t"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "601b9937",
"metadata": {},
"outputs": [
{
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" .then(() => maybeLoadScript(\"vega-lite\", \"5.8.0\"))\n",
" .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
" .catch(showError)\n",
" .then(() => displayChart(vegaEmbed));\n",
" }\n",
" })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-b414165be0aeea8c687bc9462659f7b8\"}, \"mark\": {\"type\": \"circle\", \"size\": 50}, \"encoding\": {\"color\": {\"field\": \"species\", \"type\": \"nominal\"}, \"x\": {\"field\": \"bill_length_mm\", \"scale\": {\"zero\": false}, \"type\": \"quantitative\"}, \"y\": {\"field\": \"bill_depth_mm\", \"scale\": {\"zero\": false}, \"type\": \"quantitative\"}}, \"params\": [{\"name\": \"param_1\", \"select\": {\"type\": \"interval\", \"encodings\": [\"x\", \"y\"]}, \"bind\": \"scales\"}], \"width\": 600, \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.8.0.json\", \"datasets\": {\"data-b414165be0aeea8c687bc9462659f7b8\": [{\"species\": \"Adelie\", \"island\": \"Torgersen\", \"bill_length_mm\": 39.1, \"bill_depth_mm\": 18.7, \"flipper_length_mm\": 181, \"body_mass_g\": 3750, \"sex\": \"male\", \"year\": 2007}, {\"species\": \"Adelie\", \"island\": \"Torgersen\", 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\"year\": 2007}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 52.0, \"bill_depth_mm\": 19.0, \"flipper_length_mm\": 197, \"body_mass_g\": 4150, \"sex\": \"male\", \"year\": 2007}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 50.5, \"bill_depth_mm\": 18.4, \"flipper_length_mm\": 200, \"body_mass_g\": 3400, \"sex\": \"female\", \"year\": 2008}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 49.5, \"bill_depth_mm\": 19.0, \"flipper_length_mm\": 200, \"body_mass_g\": 3800, \"sex\": \"male\", \"year\": 2008}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 46.4, \"bill_depth_mm\": 17.8, \"flipper_length_mm\": 191, \"body_mass_g\": 3700, \"sex\": \"female\", \"year\": 2008}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 52.8, \"bill_depth_mm\": 20.0, \"flipper_length_mm\": 205, \"body_mass_g\": 4550, \"sex\": \"male\", \"year\": 2008}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 40.9, \"bill_depth_mm\": 16.6, \"flipper_length_mm\": 187, \"body_mass_g\": 3200, \"sex\": \"female\", \"year\": 2008}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 54.2, \"bill_depth_mm\": 20.8, \"flipper_length_mm\": 201, \"body_mass_g\": 4300, \"sex\": \"male\", \"year\": 2008}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 42.5, \"bill_depth_mm\": 16.7, \"flipper_length_mm\": 187, \"body_mass_g\": 3350, \"sex\": \"female\", \"year\": 2008}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 51.0, \"bill_depth_mm\": 18.8, \"flipper_length_mm\": 203, \"body_mass_g\": 4100, \"sex\": \"male\", \"year\": 2008}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 49.7, \"bill_depth_mm\": 18.6, \"flipper_length_mm\": 195, \"body_mass_g\": 3600, \"sex\": \"male\", \"year\": 2008}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 47.5, \"bill_depth_mm\": 16.8, \"flipper_length_mm\": 199, \"body_mass_g\": 3900, \"sex\": \"female\", \"year\": 2008}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 47.6, \"bill_depth_mm\": 18.3, \"flipper_length_mm\": 195, \"body_mass_g\": 3850, \"sex\": \"female\", \"year\": 2008}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 52.0, \"bill_depth_mm\": 20.7, \"flipper_length_mm\": 210, \"body_mass_g\": 4800, \"sex\": \"male\", \"year\": 2008}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 46.9, \"bill_depth_mm\": 16.6, \"flipper_length_mm\": 192, \"body_mass_g\": 2700, \"sex\": \"female\", \"year\": 2008}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 53.5, \"bill_depth_mm\": 19.9, \"flipper_length_mm\": 205, \"body_mass_g\": 4500, \"sex\": \"male\", \"year\": 2008}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 49.0, \"bill_depth_mm\": 19.5, \"flipper_length_mm\": 210, \"body_mass_g\": 3950, \"sex\": \"male\", \"year\": 2008}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 46.2, \"bill_depth_mm\": 17.5, \"flipper_length_mm\": 187, \"body_mass_g\": 3650, \"sex\": \"female\", \"year\": 2008}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 50.9, \"bill_depth_mm\": 19.1, \"flipper_length_mm\": 196, \"body_mass_g\": 3550, \"sex\": \"male\", \"year\": 2008}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 45.5, \"bill_depth_mm\": 17.0, \"flipper_length_mm\": 196, \"body_mass_g\": 3500, \"sex\": \"female\", \"year\": 2008}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 50.9, \"bill_depth_mm\": 17.9, \"flipper_length_mm\": 196, \"body_mass_g\": 3675, \"sex\": \"female\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 50.8, \"bill_depth_mm\": 18.5, \"flipper_length_mm\": 201, \"body_mass_g\": 4450, \"sex\": \"male\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 50.1, \"bill_depth_mm\": 17.9, \"flipper_length_mm\": 190, \"body_mass_g\": 3400, \"sex\": \"female\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 49.0, \"bill_depth_mm\": 19.6, \"flipper_length_mm\": 212, \"body_mass_g\": 4300, \"sex\": \"male\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 51.5, \"bill_depth_mm\": 18.7, \"flipper_length_mm\": 187, \"body_mass_g\": 3250, \"sex\": \"male\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 49.8, \"bill_depth_mm\": 17.3, \"flipper_length_mm\": 198, \"body_mass_g\": 3675, \"sex\": \"female\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 48.1, \"bill_depth_mm\": 16.4, \"flipper_length_mm\": 199, \"body_mass_g\": 3325, \"sex\": \"female\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 51.4, \"bill_depth_mm\": 19.0, \"flipper_length_mm\": 201, \"body_mass_g\": 3950, \"sex\": \"male\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 45.7, \"bill_depth_mm\": 17.3, \"flipper_length_mm\": 193, \"body_mass_g\": 3600, \"sex\": \"female\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 50.7, \"bill_depth_mm\": 19.7, \"flipper_length_mm\": 203, \"body_mass_g\": 4050, \"sex\": \"male\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 42.5, \"bill_depth_mm\": 17.3, \"flipper_length_mm\": 187, \"body_mass_g\": 3350, \"sex\": \"female\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 52.2, \"bill_depth_mm\": 18.8, \"flipper_length_mm\": 197, \"body_mass_g\": 3450, \"sex\": \"male\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 45.2, \"bill_depth_mm\": 16.6, \"flipper_length_mm\": 191, \"body_mass_g\": 3250, \"sex\": \"female\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 49.3, \"bill_depth_mm\": 19.9, \"flipper_length_mm\": 203, \"body_mass_g\": 4050, \"sex\": \"male\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 50.2, \"bill_depth_mm\": 18.8, \"flipper_length_mm\": 202, \"body_mass_g\": 3800, \"sex\": \"male\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 45.6, \"bill_depth_mm\": 19.4, \"flipper_length_mm\": 194, \"body_mass_g\": 3525, \"sex\": \"female\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 51.9, \"bill_depth_mm\": 19.5, \"flipper_length_mm\": 206, \"body_mass_g\": 3950, \"sex\": \"male\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 46.8, \"bill_depth_mm\": 16.5, \"flipper_length_mm\": 189, \"body_mass_g\": 3650, \"sex\": \"female\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 45.7, \"bill_depth_mm\": 17.0, \"flipper_length_mm\": 195, \"body_mass_g\": 3650, \"sex\": \"female\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 55.8, \"bill_depth_mm\": 19.8, \"flipper_length_mm\": 207, \"body_mass_g\": 4000, \"sex\": \"male\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 43.5, \"bill_depth_mm\": 18.1, \"flipper_length_mm\": 202, \"body_mass_g\": 3400, \"sex\": \"female\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 49.6, \"bill_depth_mm\": 18.2, \"flipper_length_mm\": 193, \"body_mass_g\": 3775, \"sex\": \"male\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 50.8, \"bill_depth_mm\": 19.0, \"flipper_length_mm\": 210, \"body_mass_g\": 4100, \"sex\": \"male\", \"year\": 2009}, {\"species\": \"Chinstrap\", \"island\": \"Dream\", \"bill_length_mm\": 50.2, \"bill_depth_mm\": 18.7, \"flipper_length_mm\": 198, \"body_mass_g\": 3775, \"sex\": \"female\", \"year\": 2009}]}}, {\"mode\": \"vega-lite\"});\n",
"</script>"
],
"text/plain": [
"alt.Chart(...)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import altair as alt\n",
"\n",
"chart = (\n",
" alt.Chart(t, width=600)\n",
" .mark_circle(size=50)\n",
" .encode(\n",
" x=alt.X(\"bill_length_mm\").scale(zero=False),\n",
" y=alt.Y(\"bill_depth_mm\").scale(zero=False),\n",
" color=\"species\"\n",
" )\n",
" .interactive()\n",
")\n",
"\n",
"chart"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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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